From b6553f8d685fa832a79af98edeacb14b791c291c Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Tue, 10 Mar 2026 16:59:07 -0500 Subject: [PATCH 01/52] feat: replace linear pipeline with DAG executor using Wasm Component Model - Add DAG pipeline executor (executor.py) backed by Wasmtime Component Model - Define WIT interface (wit/codec.wit) for typed codec ports - Replace codecs.py + wasm_runner.py with component-aware executor - Add pipeline JSON schema docs (docs/PIPELINE_SCHEMA.md) - Update pipeline model, CLI, and tests for DAG structure - Fix wasm_download tests to expect .manifest.json sidecar alongside .wasm - Exclude demo notebook from ruff T20/S101/E501 checks --- README.md | 363 +++++++-- docs/PIPELINE_SCHEMA.md | 260 ++++++ pyproject.toml | 3 +- src/chonkle/__init__.py | 17 +- src/chonkle/cli.py | 155 ++-- src/chonkle/codecs.py | 102 --- src/chonkle/executor.py | 347 ++++++++ src/chonkle/pipeline.py | 427 +++++++--- src/chonkle/wasm_download.py | 188 ++++- src/chonkle/wasm_runner.py | 250 ------ tests/conftest.py | 85 +- tests/fixtures/chunks/cog/0 | Bin 1448479 -> 0 bytes tests/fixtures/chunks/cog/0.json | 28 - tests/fixtures/chunks/cog_wasm/0 | Bin 1448479 -> 0 bytes tests/fixtures/chunks/cog_wasm/0.json | 32 - tests/fixtures/chunks/zarr_zlib/0 | Bin 1500655 -> 0 bytes tests/fixtures/chunks/zarr_zlib/0.json | 23 - tests/fixtures/chunks/zarr_zstd/0 | Bin 1454273 -> 0 bytes tests/fixtures/chunks/zarr_zstd/0.json | 24 - tests/fixtures/pipelines/page-split-dag.json | 58 ++ tests/fixtures/pipelines/zstd-linear.json | 24 + tests/test_codecs.py | 93 --- tests/test_executor.py | 794 +++++++++++++++++++ tests/test_pipeline.py | 528 ++++++++++-- tests/test_wasm_download.py | 20 +- tests/test_wasm_download_integration.py | 62 -- tests/test_wasm_runner.py | 291 ------- uv.lock | 4 - wit/codec.wit | 14 + 29 files changed, 2825 insertions(+), 1367 deletions(-) create mode 100644 docs/PIPELINE_SCHEMA.md delete mode 100644 src/chonkle/codecs.py create mode 100644 src/chonkle/executor.py delete mode 100644 src/chonkle/wasm_runner.py delete mode 100644 tests/fixtures/chunks/cog/0 delete mode 100644 tests/fixtures/chunks/cog/0.json delete mode 100644 tests/fixtures/chunks/cog_wasm/0 delete mode 100644 tests/fixtures/chunks/cog_wasm/0.json delete mode 100644 tests/fixtures/chunks/zarr_zlib/0 delete mode 100644 tests/fixtures/chunks/zarr_zlib/0.json delete mode 100644 tests/fixtures/chunks/zarr_zstd/0 delete mode 100644 tests/fixtures/chunks/zarr_zstd/0.json create mode 100644 tests/fixtures/pipelines/page-split-dag.json create mode 100644 tests/fixtures/pipelines/zstd-linear.json delete mode 100644 tests/test_codecs.py create mode 100644 tests/test_executor.py delete mode 100644 tests/test_wasm_download_integration.py delete mode 100644 tests/test_wasm_runner.py create mode 100644 wit/codec.wit diff --git a/README.md b/README.md index c3323fa..31fa0e7 100644 --- a/README.md +++ b/README.md @@ -1,122 +1,319 @@ -# chonkle +# chonkle — DAG codec pipeline -Chonkle is a demonstrator, built to explore WebAssembly (Wasm) as a codec delivery mechanism for chunked array formats like Zarr and COG. In these formats, each chunk is encoded by a sequence (i.e., a pipeline) of codecs applied in order — bytes, compression, prediction filters, etc. Chonkle pipelines can mix standard Python codecs (via [numcodecs](https://numcodecs.readthedocs.io/)) with custom Wasm codecs that run at near-native speed inside a sandbox — portable, safe, and free from platform-specific build tooling. See [WASM.md](docs/WASM.md) for details on how Wasm codecs work. The library is functional but should be treated as a learning artifact; our understanding of Wasm is still evolving. +A next-generation codec pipeline executor for chunked array and columnar data +formats (Zarr, COG, Parquet, ORC, Arrow). Built on the +[WebAssembly Component Model](https://component-model.bytecodealliance.org/) +and executed by a Python orchestrator backed by +[Wasmtime](https://wasmtime.dev/). -## Install +This branch is a direct successor to the original chonkle proof of concept, +which demonstrated that WebAssembly is a viable codec delivery mechanism for +chunked array formats. That proof of concept mixed Python (numcodecs) and Wasm +codecs in a simple linear pipeline. This branch takes the next step: all codecs +are Wasm components, pipelines are directed acyclic graphs (DAGs), and the +interface contract is machine-verifiable via WIT. -Requires [uv](https://docs.astral.sh/uv/). +--- -```bash -uv sync -``` +## What chonkle established -## How codec pipelines work +chonkle showed that: -Each chunk has a sidecar JSON file that describes the codec pipeline used to encode it: +- Wasm codecs can be fetched remotely, cached locally, and executed in a + sandboxed runtime +- Codecs can be authored in multiple languages — Rust, C, and Python (via + componentize-py), among others — each compiled to Wasm by their respective + toolchains +- Python and Wasm codecs can be freely mixed in a pipeline -```json -{ - "codecs": [ - { - "name": "bytes", - "type": "numcodecs", - "configuration": { - "endian": "little", - "data_type": "uint16", - "shape": [1024, 1024] - } - }, - { - "name": "tiff_predictor_2", - "type": "wasm", - "uri": "file://path/to/tiff-predictor-2-c.wasm", - "configuration": { - "bytes_per_sample": 2, - "width": 1024 - } - }, - { - "name": "zlib", - "type": "numcodecs", - "configuration": { - "level": 9 - } - } - ] -} -``` +What chonkle did not address: pipelines where codec steps have multiple inputs +or outputs (fan-in / fan-out), and the data copy overhead of moving chunk data +between steps via Python. -**Encoding** applies codecs in forward order (top to bottom): array → bytes → tiff_predictor_2 (Wasm) → zlib → compressed bytes. +--- -**Decoding** applies codecs in reverse order, unwinding the encoding. +## Why the Component Model -Each codec entry has: +A real-world codec pipeline is not a simple linear chain. Consider a Parquet +column page: it must be decompressed, then split into three separate streams +(repetition levels, definition levels, and values), each of which is then +decoded independently. That is a 1-to-3 fan-out. Dictionary-encoded columns +require two inputs to a single codec step — the encoded indices and a +separately-stored dictionary page. That is a 2-to-1 fan-in. -- `"name"` — codec identifier (for numcodecs lookup and human readability) -- `"type"` — `"numcodecs"` or `"wasm"` -- `"configuration"` — codec-specific parameters -- `"uri"` — (Wasm only) URI of the `.wasm` module: `file://`, `https://`, or `oci://` +Modeling these pipelines correctly requires named, typed ports — not just +`bytes in, bytes out`. The WebAssembly Component Model provides this through +WIT (WebAssembly Interface Types): every codec component must export `encode` +and `decode` functions that accept a named port map and a configuration blob. +Wasmtime verifies the contract at instantiation time, rejecting a component +with wrong signatures immediately. The specific ports a codec expects inside +the port map are declared in a JSON manifest sidecar and validated by the +orchestrator before any component is called. -Python and Wasm codec steps can be freely mixed in any order. For information on how Wasm codecs work, see [WASM.md](docs/WASM.md). +The Component Model also makes this practical at ecosystem scale. Any language +with a Component Model toolchain — Rust, C, Python via componentize-py, and +others — can implement the WIT interface, so codec authors work in whatever +language suits them and participate in the same ecosystem without needing to +know each other's. Each component runs in the Wasmtime sandbox with no access +to the host filesystem, network, or memory outside its own linear region, so +distributing and executing third-party codecs is safe by construction. -## Python API +The alternative — core Wasm modules with a bespoke multi-port calling +convention — could support fan-in/fan-out in principle, but would require +every codec author to implement a shared protocol with no tooling support and +no interface verification. The Component Model removes that burden. -```python -from chonkle import decode, encode, get_codecs -``` +--- -### Load codec specs +## Data copies: current approach vs. original chonkle -`get_codecs` extracts the codec spec list from a pipeline JSON file or a dict: +One of the original motivations for moving all codecs to Wasm was reducing the +number of times chunk data is copied as it passes through a pipeline. The +following is a per-step accounting of data copies for each approach. -```python -from pathlib import Path -from chonkle import get_codecs +### chonkle (hybrid Python + Wasm, linear pipeline) -codecs = get_codecs(Path("pipeline.json")) # from a file -codecs = get_codecs({"codecs": [...]}) # from a dict -``` +When two consecutive Wasm codec steps execute in chonkle, the data path is: + +1. Wasm codec A writes its output into its own linear memory. +2. **Python reads that output into a Python `bytes` object** — a heap + allocation in Python's memory. *(Copy 1)* +3. Python passes the `bytes` object into the next Wasm codec call. +4. **Wasmtime writes it into codec B's linear memory.** *(Copy 2)* + +Two copies per inter-codec edge, with Python's object model and allocator +involved at each crossing. + +### This branch (Component Model, Python orchestrator) + +When two consecutive Wasm component steps execute here, the data path is: + +1. Component A writes its output into its own linear memory. +2. **Wasmtime's canonical ABI copies it directly into component B's linear + memory** — entirely within Wasmtime's native memory management, never + touching Python's heap. *(Copy 1)* -### Decode +One copy per inter-codec edge. Python's role between steps is to hold a +reference and route it to the next component call — bookkeeping, not data +movement. -`decode` applies a codec pipeline in reverse order to raw bytes, returning a numpy array: +### Why this matters -```python -from chonkle import decode, get_codecs +The copy that remains is a `memcpy`-class operation inside Wasmtime, running +at memory bandwidth speeds in native code, with no Python object allocation, +no reference counting, and no GIL involvement. The data involved is likely +still warm in CPU cache from the codec that just wrote it. + +This is not zero-copy. Eliminating the remaining copy would require moving the +orchestrator itself into Wasm — which is architecturally possible but not +practical today, as dynamic component linking in the Component Model is still +maturing. The Python orchestrator is an explicit design decision: it keeps the +executor flexible and iterable, and the single-copy cost is acceptable for the +chunk sizes (KB to low MB) typical in chunked array formats, where codec +execution time is expected to dominate over data movement time. + +--- + +## Architecture overview -codecs = get_codecs(Path("chunks/0.json")) -arr = decode(Path("chunks/0").read_bytes(), codecs) ``` ++------------------------------------------------------+ +| Python Host | +| | +| +----------------+ +---------------------------+ | +| | Codec Cache | | Orchestrator | | +| | | | | | +| | fetch .wasm | | parse pipeline JSON | | +| | cache local | | topological sort DAG | | +| | | | wire ports by name | | +| | | | drive execution loop | | +| +----------------+ +---------------------------+ | +| | ++----------------------------+-------------------------+ + | Wasmtime + +---------------+---------------+ + | | | + +-------+-------+ +-----+-------+ +-----+-------+ + | Component A | | Component B | | Component C | + | (Rust) | | (C) | | (Python) | + | | | | | | + | WIT: encode | | WIT: encode | | WIT: encode | + | decode | | decode | | decode | + +---------------+ +-------------+ +-------------+ +``` + +The Python host has two responsibilities: + +**Codec cache:** Fetches `.wasm` component files and their `.manifest.json` +sidecars referenced in the pipeline JSON (via `file://`, `https://`, or +`oci://` URIs) and caches them locally to avoid redundant network requests. +Wasmtime's built-in compilation cache handles compiled `.cwasm` artifacts +separately and transparently. -### Encode +**Orchestrator:** Parses the pipeline DAG JSON, resolves wiring between step +outputs and inputs by name, determines execution order via topological sort, +validates each step's port declarations against its manifest before execution, +and drives the Wasmtime execution loop — calling each component's `encode` or +`decode` function in order and routing the named port outputs to the +appropriate next step inputs. -`encode` applies a codec pipeline in forward order, returning encoded bytes: +--- -```python -from chonkle import encode +## Pipeline JSON -encoded = encode(arr, codecs) +A pipeline is a directed acyclic graph of codec steps. Each step names a codec +component (by URI) and wires its inputs to pipeline inputs, constants, or +outputs of previous steps. + +```json +{ + "codec_id": "parquet-page-decode", + "direction": "decode", + "inputs": { + "bytes": {"type": "bytes"}, + "rep_length": {"type": "uint"}, + "def_length": {"type": "uint"} + }, + "constants": { + "index_bit_width": {"type": "int", "value": 4}, + "def_bit_width": {"type": "int", "value": 1}, + "rep_bit_width": {"type": "int", "value": 1} + }, + "outputs": { + "values": "decode_values.bytes", + "def": "decode_def.bytes", + "rep": "decode_rep.bytes" + }, + "steps": [ + { + "name": "decompress", + "codec_id": "zstd", + "src": "https://example.org/codecs/zstd.wasm", + "inputs": { + "bytes": "input.bytes" + }, + "outputs": {"bytes": {"type": "bytes"}}, + "encode_only_inputs": [] + }, + { + "name": "split", + "codec_id": "parquet-page-v2-split", + "src": "https://example.org/codecs/parquet-page-v2-split.wasm", + "inputs": { + "bytes": "decompress.bytes", + "rep_length": "input.rep_length", + "def_length": "input.def_length" + }, + "outputs": { + "rep_bytes": {"type": "bytes"}, + "def_bytes": {"type": "bytes"}, + "value_bytes": {"type": "bytes"} + }, + "encode_only_inputs": [] + }, + { + "name": "decode_values", + "codec_id": "rle-parquet", + "src": "https://example.org/codecs/rle-parquet.wasm", + "inputs": { + "bytes": "split.value_bytes", + "bit_width": "constant.index_bit_width" + }, + "outputs": {"bytes": {"type": "bytes"}}, + "encode_only_inputs": [] + }, + { + "name": "decode_def", + "codec_id": "rle-parquet", + "src": "https://example.org/codecs/rle-parquet.wasm", + "inputs": { + "bytes": "split.def_bytes", + "bit_width": "constant.def_bit_width" + }, + "outputs": {"bytes": {"type": "bytes"}}, + "encode_only_inputs": [] + }, + { + "name": "decode_rep", + "codec_id": "rle-parquet", + "src": "https://example.org/codecs/rle-parquet.wasm", + "inputs": { + "bytes": "split.rep_bytes", + "bit_width": "constant.rep_bit_width" + }, + "outputs": {"bytes": {"type": "bytes"}}, + "encode_only_inputs": [] + } + ] +} ``` -## Demo +> **Note:** This example illustrates a realistic Parquet decode pipeline using +> hypothetical codecs (`rle-parquet.wasm`). The actual fixture in +> `tests/fixtures/pipelines/page-split-dag.json` uses the `identity` codec for +> the downstream steps, since `rle-parquet` is not built in this PoC. + +Each step declares both its `inputs` (wiring references) and its `outputs` +(port names). Technically, the orchestrator could derive output port names +entirely from each codec's manifest, making `outputs` in the pipeline JSON +redundant. It is included here deliberately: a pipeline should be readable +and verifiable by a human without cross-referencing external manifests. +The orchestrator validates the declared `outputs` against the codec manifest +at parse time — a mismatch is an error. + +--- + +## Format drivers and the executor boundary + +This executor is format-agnostic. It accepts a pipeline DAG and chunk data, +runs the codecs in order, and returns the result. It has no knowledge of +Zarr, Parquet, COG, ORC, or any other file format. + +A **format driver** is the layer above the executor that bridges a specific +file format and this executor. Its responsibilities are: + +- Read format-specific metadata (Zarr `.zarray`, Parquet page headers, TIFF + IFDs, etc.) and translate it into a pipeline DAG JSON that this executor + can run +- Supply pipeline inputs that come from file metadata rather than chunk data + — for example, `rep_length` and `def_length` from a Parquet page header, + or `element_size` from a Zarr array descriptor +- Manage chunk I/O — fetching raw chunk bytes from storage and passing them + to the executor, then storing the results + +Format drivers are outside the scope of this repository. The pipeline JSON +examples here are written as a format driver would produce them, not as +something a user would typically author by hand. In production use, pipelines +would be generated programmatically from file metadata, not hand-rolled. + +--- + +## Relationship to the codec inventory -See [demo/](demo/) for a Jupyter notebook demonstrating the full pipeline with a real Sentinel-2 COG tile. +This branch is designed to align with the codec signature and pipeline +model defined in +[protospec/codec-inventory.md](https://github.com/cylf-dev/protospec/blob/main/codec-inventory.md). +The wiring syntax (`input.`, `.`, `constant.`), +the typed port model, and the distinction between `encode_only` and +bidirectional inputs all follow the inventory's definitions. -## CLI +The inventory is still in progress. Known divergences: -A `chonkle` CLI is available for interactive use; run `chonkle --help` for usage. +- **`src` is required.** The inventory envisions `codec_id` as sufficient for + lookup once a codec registry exists; `src` will become optional then. +- **`configuration` is absent by design.** All codec parameters flow through + the port-map via constants. The `cfg` argument passed to each codec component + is always `b"{}"`. Type descriptors on inputs, outputs, and constants are + stored but not yet validated (no type-checking logic — PoC scope). -## Configuration +--- -Wasm codecs downloaded from HTTPS or OCI sources are cached locally to avoid redundant network requests. +## Status -| Variable | Description | Default | -| --- | --- | --- | -| `CHONKLE_CACHE_DIR` | Override the Wasm module cache directory | `$TMPDIR/chonkle/wasm/` | -| `CHONKLE_FORCE_DOWNLOAD` | Set to `1` to re-download cached Wasm modules, bypassing the local cache. Primarily useful for testing and development | unset | +Proof of concept. Not production ready. -`$TMPDIR` is the OS temporary directory (e.g. `/tmp` on Linux, `/var/folders/...` on macOS). Run `echo $TMPDIR` to see the value on your system. +--- ## Acknowledgements -Partially supported by NASA-IMPACT VEDA project +Partially supported by NASA-IMPACT VEDA project. diff --git a/docs/PIPELINE_SCHEMA.md b/docs/PIPELINE_SCHEMA.md new file mode 100644 index 0000000..1fec486 --- /dev/null +++ b/docs/PIPELINE_SCHEMA.md @@ -0,0 +1,260 @@ +# Pipeline JSON Schema + +A pipeline is a DAG of codec steps defined in a JSON file. A pipeline JSON is +an *implementation* — it describes the DAG, the wiring, and the baked-in +constants. It is not a codec manifest, and its schema is not the same as a +manifest's. + +A pipeline is conceptually a codec: a codec manifest for the pipeline could be +derived from the pipeline JSON. The input names and types come directly from the +`inputs` field, and the output types can be inferred by tracing each output +wiring reference back through the step manifests. If a pipeline were also compiled to a `.wasm` component implementing the +`chonkle:codec/transform` WIT interface, it could appear as a step inside +another pipeline — enabling hierarchical composition. This is not a +hypothetical: the Wasm Component Model supports composing multiple components +into a single new component via tools like `wasm-tools compose`. The pipeline +JSON would drive that composition, and the result would be a self-contained +`.wasm` whose WIT interface matches the pipeline's inputs and outputs. + +## Top-level fields + +```json +{ + "codec_id": "zstd-linear", + "direction": "encode", + "inputs": { + "bytes": {"type": "bytes"}, + "dtype": {"type": "string", "encode_only": true} + }, + "constants": { + "level": {"type": "int", "value": 3} + }, + "outputs": { + "bytes": "zstd.bytes" + }, + "steps": [...] +} +``` + +### `codec_id` (string, required) +The canonical identifier for this pipeline. Used in any derived codec manifest +and in a future registry for resolving this pipeline as a step in outer pipelines. + +### `direction` (string, required) +`"encode"` or `"decode"`. Declares which direction this pipeline definition +represents. Pipeline inversion (DAG reversal for the opposite direction) is not +yet implemented. + +### `inputs` (object, required) +The pipeline's public input ports — what callers must supply. Each key is a port +name; each value is a descriptor: + +- `type` (string, required): the semantic type of the port. Valid values follow + the protospec type vocabulary (see the [Types section of the codec inventory](https://github.com/cylf-dev/protospec/blob/main/codec-inventory.md#types)): `"bytes"`, `"string"`, `"int"`, `"uint"`, `"float"`, + `"bool"`, `"uint[]"`, `"dtype_desc"`. +- `encode_only` (bool, optional): if true, this input is only meaningful during + encoding. It is omitted from the port-map during decode, and any derived codec + manifest will carry this annotation so that outer pipelines can handle it + correctly. + +`required` and `default` are intentionally absent. Those properties belong to a +codec's internal contract — the pipeline layer has no fallback mechanism. Optional +parameters with defaults should be expressed as `constants`. + +### `constants` (object, optional) +Values baked into the pipeline definition. Constants are never supplied by the +caller. Each key is a constant name; each value is a descriptor: + +- `type` (string, required): determines how the value is serialized into the + port-map. Valid values: `"bytes"`, `"string"`, `"int"`, `"uint"`, `"float"`, + `"bool"`, `"uint[]"`, `"dtype_desc"`. +- `value` (required): the constant's value. + +Constants are always present; `required` and `encode_only` do not apply. +Encode-only routing for constant-sourced ports is handled at the step level via +`encode_only_inputs`. + +Constants are a convenience for pipeline authors: they are a way of saying "I +have made this decision for the caller." Conceptually, a constant is just an +input whose value the pipeline author has pre-decided. If a codec manifest were +derived from the pipeline, each constant would appear as an optional input with +the constant's value as its default — invisible to callers who don't care, but +overridable by callers who do. + +### `outputs` (object, required) +Maps each pipeline output port name to the step port that produces it. The key +is the name callers use to retrieve results from the returned port-map; the value +is a wiring reference of the form `step_name.port_name`. An output port may be +renamed relative to the source step's port name. Types are not declared here — +they are derived from the source step's codec manifest during validation. + +### `steps` (array, required) +An ordered array of step objects. See [Steps](#steps) below. + +--- + +## Steps + +```json +{ + "name": "zstd", + "codec_id": "zstd", + "src": "file:///path/to/zstd_rs.wasm", + "inputs": { + "bytes": "input.bytes", + "level": "constant.level" + }, + "outputs": ["bytes"], + "encode_only_inputs": ["level"] +} +``` + +### `name` (string, required) +The unique DAG node identifier for this step. Used in wiring references by +downstream steps and pipeline outputs (`step_name.port_name`). Multiple steps +may share a `codec_id` but must have distinct `name` values. + +### `codec_id` (string, required) +The logical codec identifier. Matched against the codec manifest's `codec_id` +during validation. + +### `src` (string, required) +URI of the codec's `.wasm` file. Supported schemes: `file://`, `https://`, +`oci://`. A `.manifest.json` sidecar is expected at the same location (or as +a layer in the same OCI artifact). + +### `inputs` (object, required) +Maps each codec input port name to a wiring reference. The key is the port name +as declared in the codec manifest; the value is a wiring reference (see +[Wiring References](#wiring-references)). No type information is included — +types are in the codec manifest. + +### `outputs` (array of strings, required) +The output port names this step exposes for downstream wiring. Port names must +match ports declared in the codec manifest. Types are not included — they are in +the codec manifest. This field is retained (rather than being omitted entirely) to enable parse-time +wiring validation: a parser can confirm that every downstream reference to +`step_name.port_name` points to a declared output without loading any manifest. + +### `encode_only_inputs` (array of strings, optional) +Input port names that are excluded from the port-map when running in the decode +direction. Entries must be present in `inputs`. Typically used for tuning +parameters (compression level, acceleration factor) that are only meaningful +during encoding. + +--- + +## Wiring References + +A wiring reference is a dot-notation string identifying the source of a value: + +| Form | Meaning | +|---|---| +| `input.` | A pipeline-level input port | +| `constant.` | A pipeline-level constant | +| `.` | An output port of a named step | + +All wiring references are validated at parse time against declared inputs, +constants, and step outputs. Manifest-level type compatibility (checking that +the source type matches the destination type) is validated in a separate +pre-execution pass once all codec manifests are loaded. + +--- + +## Divergences from the Protospec + +The protospec pipeline format is the upstream reference. The following changes +were made deliberately. + +### `steps` is an array, not an object + +**Protospec**: +`"steps": { "step_name": { ... } }` + +**Ours**: +`"steps": [ { "name": "step_name", ... } ]` + +JSON objects do not have a guaranteed key order in all parsers and languages. +Using an array makes execution order explicit and unambiguous without relying +on insertion order. The step name is moved into the object as the `name` field. + +### `"codec"` renamed to `"codec_id"` in steps + +**Protospec**: +`"codec": "zstd"` + +**Ours**: +`"codec_id": "zstd"` + +`codec_id` is the consistent term for a codec identifier throughout the rest +of the schema (top-level `codec_id`, codec manifests). Using `codec` in steps +would be the only place the shorter form appeared. + +### `src` added to steps + +**Protospec**: +no equivalent + +**Ours**: +`"src": "file:///path/to/codec.wasm"` + +The protospec assumes a registry from which codecs are resolved by `codec_id`. +No such registry exists yet. `src` provides a direct URI to the `.wasm` file +and will become optional once a registry is in place. + +### `name` added to steps + +**Protospec**: +step name is the object key + +**Ours**: +`"name": "step_name"` inside the step object + +A direct consequence of switching `steps` to an array. The name must live +somewhere inside the object; `name` is the natural field for it. + +### Step `outputs` is an array of port names, not an object + +**Protospec**: +`"outputs": { "bytes": "raw_uints" }` — an object mapping codec +port names to local wiring aliases + +**Ours**: +`"outputs": ["bytes"]` — a list of port names + +The protospec's alias mechanism adds a rename layer between a step's codec port +name and how downstream steps refer to it (`step_name.alias`). Our wiring +references use the codec port name directly (`step_name.port_name`), making the +alias layer unnecessary. Removing it also removes the only reason for the value +side of the object. A list of port names is sufficient: it keeps the pipeline +human-readable without manifests, and enables parse-time wiring validation. + +### `encode_only` on pipeline inputs + +**Protospec**: +pipeline inputs have only `type`; `encode_only` does not appear +on pipeline inputs in any protospec example + +**Ours**: +`encode_only` is permitted on pipeline inputs + +A pipeline's derived codec manifest needs `encode_only` annotations so that +outer pipelines — and eventually a compiled `.wasm` component — know which +inputs to omit during decode. The protospec does not show this on pipeline +inputs, but it is a logical extension of the same property on codec manifest +inputs. + +### `encode_only_inputs` added to steps + +**Protospec**: +`encode_only` is a property of codec manifest inputs, not pipeline +steps + +**Ours**: +`"encode_only_inputs": ["level"]` on the step + +The protospec records `encode_only` in the codec manifest. Our executor needs +to know which inputs to skip during decode at parse time, before manifests are +loaded. Surfacing this on the step makes the pipeline self-contained for routing +purposes and allows validation at parse time. It is expected to be consistent +with the codec manifest; a future validation pass may enforce this. diff --git a/pyproject.toml b/pyproject.toml index 03b2d52..f82b822 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -5,8 +5,6 @@ readme = "README.md" requires-python = ">=3.13" version = "0.0.0" dependencies = [ - "numcodecs", - "numpy", "oras", "wasmtime", ] @@ -53,6 +51,7 @@ select = [ [tool.ruff.lint.per-file-ignores] "tests/**" = ["S101"] +"demo/**" = ["S101", "T20", "E501"] [tool.pytest.ini_options] markers = [ diff --git a/src/chonkle/__init__.py b/src/chonkle/__init__.py index 3c0a53f..78bec9f 100644 --- a/src/chonkle/__init__.py +++ b/src/chonkle/__init__.py @@ -1,13 +1,12 @@ -"""A codec pipeline library for encoding and decoding chunked array data.""" +"""Wasm Component Model codec pipeline library.""" -from chonkle.codecs import BytesCodec, Endian, TiffPredictor2 -from chonkle.pipeline import decode, encode, get_codecs +from chonkle.executor import run +from chonkle.pipeline import Pipeline, StepSpec +from chonkle.wasm_download import resolve_uri __all__ = [ - "BytesCodec", - "Endian", - "TiffPredictor2", - "decode", - "encode", - "get_codecs", + "Pipeline", + "StepSpec", + "resolve_uri", + "run", ] diff --git a/src/chonkle/cli.py b/src/chonkle/cli.py index 938bbd6..3c4825b 100644 --- a/src/chonkle/cli.py +++ b/src/chonkle/cli.py @@ -1,118 +1,85 @@ """CLI entry point for chonkle.""" import argparse -import shutil import sys from pathlib import Path -import numpy as np - -from chonkle.pipeline import decode, encode, get_codecs +from chonkle.executor import run +from chonkle.pipeline import Pipeline def main() -> None: """Entry point for the chonkle CLI.""" parser = argparse.ArgumentParser( prog="chonkle", - description="Utilities for encoding and decoding chunks.", + description="Execute a Wasm Component Model codec pipeline DAG.", ) - subparsers = parser.add_subparsers(dest="command", required=True) - # ── decode ── - dc_parser = subparsers.add_parser( - "decode", - help="Decode a chunk and display or save the result.", + run_parser = subparsers.add_parser( + "run", + help="Execute a pipeline JSON against named input data.", ) - dc_parser.add_argument( - "chunk_path", + run_parser.add_argument( + "pipeline", type=Path, - help="Path to an encoded chunk file " - "(sidecar metadata expected at .json).", + help="Path to a pipeline JSON file.", ) - dc_parser.add_argument( - "--pipeline", - type=Path, - default=None, - help="Path to a pipeline JSON file. Defaults to .json sidecar.", + run_parser.add_argument( + "--input", + metavar="NAME=FILE", + action="append", + default=[], + dest="inputs", + help="Named input port: --input bytes=chunk.bin (repeatable).", ) - dc_parser.add_argument( - "-o", + run_parser.add_argument( "--output", - type=Path, - default=None, - help="Save the decoded array to a .npy file instead of printing.", + metavar="NAME=FILE", + action="append", + default=[], + dest="outputs", + help="Write named output port to file: --output bytes=result.bin (repeatable).", ) - - # ── encode ── - en_parser = subparsers.add_parser( - "encode", - help="Encode a .npy array through a codec pipeline.", - ) - en_parser.add_argument( - "input", - type=Path, - help="Path to a .npy file containing the array to encode.", - ) - en_parser.add_argument( - "-o", - "--output", - type=Path, - required=True, - help="Path for the encoded output. " - "Pipeline is read from .json sidecar by default.", - ) - en_parser.add_argument( - "--pipeline", - type=Path, - default=None, - help="Path to a pipeline JSON file. Defaults to .json sidecar.", + run_parser.add_argument( + "--force-download", + action="store_true", + default=False, + help="Re-download cached codec .wasm files even if they exist locally.", ) args = parser.parse_args() - - if args.command == "decode": - _run_decode(args) - elif args.command == "encode": - _run_encode(args) - - -def _run_decode(args: argparse.Namespace) -> None: - """Decode a chunk and print or save the result.""" - pipeline_path = args.pipeline or args.chunk_path.parent / ( - args.chunk_path.name + ".json" - ) - codec_specs = get_codecs(pipeline_path) - data = args.chunk_path.read_bytes() - arr = decode(data, codec_specs) - - if args.output is not None: - args.output.parent.mkdir(parents=True, exist_ok=True) - np.save(args.output, arr) - sys.stdout.write(f"Saved {arr.shape} {arr.dtype} array to {args.output}\n") - else: - sys.stdout.write(f"Shape: {arr.shape}, dtype: {arr.dtype}\n") - slices = tuple(slice(min(5, s)) for s in arr.shape) - sys.stdout.write(f"First 5x5:\n{arr[slices]}\n") - - -def _run_encode(args: argparse.Namespace) -> None: - """Encode a .npy array through a codec pipeline.""" - arr = np.load(args.input) - - sidecar = args.output.parent / (args.output.name + ".json") - pipeline_path = args.pipeline if args.pipeline is not None else sidecar - - codec_specs = get_codecs(pipeline_path) - encoded = encode(arr, codec_specs) - - args.output.parent.mkdir(parents=True, exist_ok=True) - args.output.write_bytes(encoded) - - # Copy pipeline to sidecar if it came from elsewhere. - if args.pipeline is not None and args.pipeline.resolve() != sidecar.resolve(): - shutil.copy2(args.pipeline, sidecar) - - sys.stdout.write( - f"Encoded {arr.shape} {arr.dtype} → {len(encoded)} bytes → {args.output}\n" - ) + if args.command == "run": + _run_command(args) + + +def _run_command(args: argparse.Namespace) -> None: + """Execute a pipeline and write or report outputs.""" + pipeline = Pipeline.parse(args.pipeline) + + inputs: dict[str, bytes] = {} + for spec in args.inputs: + if "=" not in spec: + sys.stderr.write(f"--input must be NAME=FILE, got {spec!r}\n") + sys.exit(1) + name, path = spec.split("=", 1) + inputs[name] = Path(path).read_bytes() + + result = run(pipeline, inputs, force_download=args.force_download) + + requested_outputs: dict[str, str] = {} + for spec in args.outputs: + if "=" not in spec: + sys.stderr.write(f"--output must be NAME=FILE, got {spec!r}\n") + sys.exit(1) + name, path = spec.split("=", 1) + requested_outputs[name] = path + + for port_name, data in result.items(): + if port_name in requested_outputs: + out_path = Path(requested_outputs[port_name]) + out_path.parent.mkdir(parents=True, exist_ok=True) + out_path.write_bytes(data) + sys.stdout.write(f"Wrote {len(data)} bytes to {out_path}\n") + else: + sys.stdout.write(f"Output {port_name!r}: {len(data)} bytes\n") diff --git a/src/chonkle/codecs.py b/src/chonkle/codecs.py deleted file mode 100644 index c65341f..0000000 --- a/src/chonkle/codecs.py +++ /dev/null @@ -1,102 +0,0 @@ -"""Custom numcodecs codecs for chunk decoding.""" - -from enum import StrEnum -from typing import Any - -import numcodecs -import numcodecs.abc -import numpy as np - - -class Endian(StrEnum): - """Byte order for multi-byte data types.""" - - LITTLE = "little" - BIG = "big" - - -_ZARR_TO_NUMPY: dict[str, str] = { - "bool": "b1", - "int8": "i1", - "int16": "i2", - "int32": "i4", - "int64": "i8", - "uint8": "u1", - "uint16": "u2", - "uint32": "u4", - "uint64": "u8", - "float16": "f2", - "float32": "f4", - "float64": "f8", -} - - -class TiffPredictor2(numcodecs.abc.Codec): - """TIFF Predictor 2 (horizontal differencing). - - Encoding stores per-row differences; decoding undoes this - via cumulative sum along the last axis. - """ - - codec_id = "tiff_predictor_2" - - def encode(self, buf: Any) -> np.ndarray: - arr = np.asarray(buf) - out = np.empty_like(arr) - out[..., 0] = arr[..., 0] - out[..., 1:] = np.diff(arr, axis=-1) - return out - - def decode(self, buf: Any, out: Any = None) -> np.ndarray: - arr = np.asarray(buf) - result = np.cumsum(arr, axis=-1, dtype=arr.dtype) - if out is not None: - np.copyto(out, result) - return out - return result - - -def _numpy_dtype(data_type: str, endian: Endian) -> np.dtype: - """Build a numpy dtype from a data_type name and endianness.""" - try: - type_char = _ZARR_TO_NUMPY[data_type] - except KeyError: - msg = f"Unsupported zarr data_type: {data_type}" - raise ValueError(msg) from None - byte_order = "<" if endian is Endian.LITTLE else ">" - return np.dtype(f"{byte_order}{type_char}") - - -class BytesCodec(numcodecs.abc.Codec): - """Bytes codec: converts between raw bytes and typed numpy arrays.""" - - codec_id = "bytes" - - def __init__( - self, - data_type: str, - endian: Endian | str, - shape: tuple[int, ...] | None = None, - ) -> None: - self.data_type = data_type - self.shape = shape - self.endian = Endian(endian) - - def encode(self, buf: Any) -> bytes: - arr = np.asarray(buf) - dtype = _numpy_dtype(self.data_type, self.endian) - return arr.astype(dtype).tobytes() - - def decode(self, buf: Any, out: Any = None) -> np.ndarray: - dtype = _numpy_dtype(self.data_type, self.endian) - arr = np.frombuffer(buf, dtype=dtype) - if self.shape is not None: - arr = arr.reshape(self.shape) - if out is not None: - np.copyto(out, arr) - return out - return arr.copy() - - -numcodecs.register_codec(TiffPredictor2) -numcodecs.register_codec(BytesCodec) diff --git a/src/chonkle/executor.py b/src/chonkle/executor.py new file mode 100644 index 0000000..fcf5911 --- /dev/null +++ b/src/chonkle/executor.py @@ -0,0 +1,347 @@ +"""Execute a DAG pipeline via Wasmtime Component Model.""" + +from __future__ import annotations + +import json +import logging +from pathlib import Path +from typing import Any + +import wasmtime +import wasmtime.component + +from chonkle.pipeline import Pipeline, StepSpec +from chonkle.wasm_download import resolve_uri + +log = logging.getLogger(__name__) + +type PortMap = list[tuple[str, bytes]] + + +def run( + pipeline: Pipeline, + inputs: dict[str, bytes], + *, + force_download: bool = False, +) -> dict[str, bytes]: + """Execute a pipeline and return the named output port values. + + Args: + pipeline: Parsed and validated pipeline DAG. + inputs: Pipeline-level input names mapped to byte values. + force_download: Re-download codec .wasm files even if cached. + + Returns: + Pipeline output names mapped to byte values. + + Raises: + ValueError: A required input is missing or manifest validation fails. + RuntimeError: A codec component call returns an error. + """ + direction = pipeline.direction + if direction == "decode": + active_inputs = [ + name + for name, desc in pipeline.inputs.items() + if not desc.get("encode_only", False) + ] + else: + active_inputs = list(pipeline.inputs) + + for name in active_inputs: + if name not in inputs: + msg = f"Missing pipeline input: {name!r}" + raise ValueError(msg) + + step_by_name = {s.name: s for s in pipeline.steps} + + # Phase 1: resolve all codec URIs to local paths. + wasm_paths = _resolve_uris(pipeline, step_by_name, force_download=force_download) + + # Phase 2: validate all manifests before any component is called. + _validate_manifests(pipeline, step_by_name, wasm_paths) + + # Phase 3: execute steps in topological order. + return _execute_steps(pipeline, step_by_name, wasm_paths, inputs, active_inputs) + + +def _execute_steps( + pipeline: Pipeline, + step_by_name: dict[str, StepSpec], + wasm_paths: dict[str, Path], + inputs: dict[str, bytes], + active_inputs: list[str], +) -> dict[str, bytes]: + """Execute pipeline steps in topological order and return the output port values. + + Seeds a value_store (wiring-ref → bytes) with active inputs and serialized + constants, then calls each step's codec component in execution order, routing + outputs into the store for downstream steps to consume. + + Args: + pipeline: Validated pipeline with execution_order, constants, and outputs. + step_by_name: Step name to StepSpec lookup. + wasm_paths: Step name to resolved local .wasm path. + inputs: Pipeline-level input names mapped to byte values. + active_inputs: Input names active for the pipeline's direction. + + Returns: + Pipeline output names mapped to byte values. + + Raises: + RuntimeError: A codec component call fails or returns an Err result. + """ + direction = pipeline.direction + value_store: dict[str, bytes] = {} + + for name in active_inputs: + value_store[f"input.{name}"] = inputs[name] + + # Constants are serialized as UTF-8 JSON bytes so codecs receive them + # as a self-describing byte payload. + for name, descriptor in pipeline.constants.items(): + value_store[f"constant.{name}"] = json.dumps(descriptor["value"]).encode() + + config = wasmtime.Config() + config.cache = True + engine = wasmtime.Engine(config) + + for step_name in pipeline.execution_order: + step = step_by_name[step_name] + wasm_path = wasm_paths[step_name] + + # Build the input port-map. encode_only_inputs are omitted during + # decode so the codec does not receive stale or unavailable data. + port_map: PortMap = [] + for port_name, ref_str in step.inputs.items(): + if direction == "decode" and port_name in step.encode_only_inputs: + continue + port_map.append((port_name, value_store[ref_str])) + + log.debug( + "step %r: calling %s with %d ports", step_name, direction, len(port_map) + ) + + output_map = _call_component(engine, wasm_path, direction, port_map) + + for port_name, value in output_map: + value_store[f"{step_name}.{port_name}"] = value + + return { + out_name: value_store[ref_str] for out_name, ref_str in pipeline.outputs.items() + } + + +def _resolve_uris( + pipeline: Pipeline, + step_by_name: dict[str, StepSpec], + *, + force_download: bool = False, +) -> dict[str, Path]: + """Resolve all step codec URIs to local .wasm paths. + + Args: + pipeline: Pipeline whose execution_order drives iteration. + step_by_name: Step name to StepSpec lookup. + force_download: Re-download even if a cached file exists. + + Returns: + Step name to resolved local .wasm path. + """ + return { + name: resolve_uri(step_by_name[name].src, force_download=force_download) + for name in pipeline.execution_order + } + + +def _validate_manifests( + pipeline: Pipeline, + step_by_name: dict[str, StepSpec], + wasm_paths: dict[str, Path], +) -> None: + """Validate all step manifests before any component is called. + + Collects errors from every step and raises a single ValueError listing + all problems, so the caller sees every issue at once rather than failing + on the first. + + Args: + pipeline: Pipeline providing execution_order and direction. + step_by_name: Step name to StepSpec lookup. + wasm_paths: Step name to resolved local .wasm path. + + Raises: + ValueError: One or more steps have manifest validation errors. + """ + errors: list[str] = [] + for step_name in pipeline.execution_order: + step = step_by_name[step_name] + wasm_path = wasm_paths[step_name] + manifest_path = wasm_path.parent / (wasm_path.stem + ".manifest.json") + try: + _validate_manifest(step, manifest_path, pipeline.direction) + except (ValueError, FileNotFoundError) as exc: + errors.append(str(exc)) + if errors: + raise ValueError("Pipeline manifest validation failed:\n" + "\n".join(errors)) + + +def _validate_manifest(step: StepSpec, manifest_path: Path, direction: str) -> None: + """Verify a step's port declarations against its codec manifest sidecar. + + Each check is a subset check — the step need not use every port the codec + declares. Input validation is direction-aware: encode_only ports are + excluded from the valid input set when direction is "decode". + + Args: + step: Step whose declared inputs and outputs are being checked. + manifest_path: Path to the .manifest.json sidecar file. + direction: Pipeline direction ("encode" or "decode"). + + Raises: + FileNotFoundError: The manifest sidecar does not exist. + ValueError: Declared ports are not valid per the manifest. + """ + if not manifest_path.exists(): + msg = f"Step {step.name!r}: manifest not found at {manifest_path}" + raise FileNotFoundError(msg) + + with manifest_path.open() as f: + manifest = json.load(f) + + errors: list[str] = [] + + if "inputs" in manifest: + manifest_inputs: dict[str, Any] = manifest["inputs"] + if direction == "decode": + valid_inputs = { + name + for name, desc in manifest_inputs.items() + if not desc.get("encode_only", False) + } + else: + valid_inputs = set(manifest_inputs.keys()) + + # Active inputs: wired ports minus encode_only_inputs (skipped during decode). + active_inputs = set(step.inputs.keys()) - set(step.encode_only_inputs) + unknown = active_inputs - valid_inputs + if unknown: + errors.append( + f"inputs {sorted(unknown)} are not valid manifest {direction} inputs " + f"{sorted(valid_inputs)}" + ) + + if "outputs" in manifest: + manifest_outputs = set(manifest["outputs"].keys()) + declared_outputs = set(step.outputs) + unknown_outputs = declared_outputs - manifest_outputs + if unknown_outputs: + errors.append( + f"outputs {sorted(unknown_outputs)} are not valid manifest outputs " + f"{sorted(manifest_outputs)}" + ) + + if errors: + joined = "; ".join(errors) + msg = f"Step {step.name!r}: {joined} (from {manifest_path})" + raise ValueError(msg) + + +def _call_component( + engine: wasmtime.Engine, + wasm_path: Path, + direction: str, + port_map: PortMap, +) -> PortMap: + """Call encode or decode on a single Wasm Component Model codec. + + Args: + engine: Shared Wasmtime engine (carries the compilation cache). + wasm_path: Path to the compiled .wasm file. + direction: "encode" or "decode" — selects the exported function. + port_map: Named input byte buffers to pass to the component. + + Returns: + Named output byte buffers returned by the component. + + Raises: + RuntimeError: The component does not export the expected function, + or the component returns an Err result. + """ + component = wasmtime.component.Component.from_file(engine, str(wasm_path)) + + store = wasmtime.Store(engine) + store.set_wasi(wasmtime.WasiConfig()) + linker = wasmtime.component.Linker(engine) + linker.add_wasip2() + + instance = linker.instantiate(store, component) + fn = _get_function(instance, store, engine, component.type, direction, wasm_path) + + result = fn(store, port_map) + fn.post_return(store) + + # wasmtime returns the Err string directly for a result error variant. + if isinstance(result, str): + msg = f"Codec component {direction} returned error: {result}" + raise RuntimeError(msg) + + # Normalize to list[tuple[str, bytes]] in case wasmtime returns lists. + return [(str(name), bytes(data)) for name, data in result] + + +def _get_function( + instance: wasmtime.component.Instance, + store: wasmtime.Store, + engine: wasmtime.Engine, + component_type: Any, + fn_name: str, + wasm_path: Path, +) -> Any: + """Return the named Func from a component's exports. + + Searches world-level exports first, then interface-level exports. + Codec components export 'transform' as an interface, so encode/decode + live one level down inside that interface. + + Args: + instance: Instantiated Wasmtime component. + store: Wasmtime store bound to the instance. + engine: Wasmtime engine used to inspect types. + component_type: Type descriptor of the component. + fn_name: Name of the function to locate ("encode" or "decode"). + wasm_path: Path used only for error messages. + + Returns: + The located Wasmtime Func. + + Raises: + RuntimeError: The function is not found in any export scope. + """ + comp_exports = component_type.exports(engine) + + for name, item in comp_exports.items(): + if ( + isinstance(item, wasmtime.component.FuncType) + and name == fn_name + and (idx := instance.get_export_index(store, name)) is not None + ): + return instance.get_func(store, idx) + + for iface_name, item in comp_exports.items(): + if isinstance(item, wasmtime.component.ComponentInstanceType): + iface_exports = item.exports(engine) + if fn_name in iface_exports and isinstance( + iface_exports[fn_name], wasmtime.component.FuncType + ): + if (iface_idx := instance.get_export_index(store, iface_name)) is None: + continue + fn_idx = instance.get_export_index(store, fn_name, iface_idx) + if fn_idx is not None: + return instance.get_func(store, fn_idx) + + msg = ( + f"Component at {wasm_path} does not export {fn_name!r} " + "(expected in chonkle:codec/transform interface)" + ) + raise RuntimeError(msg) diff --git a/src/chonkle/pipeline.py b/src/chonkle/pipeline.py index 9f408fb..7ba6784 100644 --- a/src/chonkle/pipeline.py +++ b/src/chonkle/pipeline.py @@ -1,132 +1,311 @@ -"""Encode and decode raw chunks using metadata-driven codec pipelines.""" +"""DAG pipeline: parse JSON, validate wiring, topological sort.""" + +from __future__ import annotations import json +from collections import defaultdict, deque +from dataclasses import dataclass from pathlib import Path from typing import Any, Literal -import numcodecs -import numpy as np - -import chonkle.codecs # noqa: F401 — register custom codecs -from chonkle.wasm_runner import resolve_wasm_uri, wasm_decode, wasm_encode - Direction = Literal["encode", "decode"] -def get_codecs(source: Path | dict[str, Any]) -> list[dict[str, Any]]: - """Extract codec specs from a pipeline definition. - - 'source' may be a Path to a JSON file or a dict, both expected to - contain a "codecs" key. - """ - if isinstance(source, Path): - with source.open() as f: - metadata: dict[str, Any] = json.load(f) - else: - metadata = source - - if "codecs" not in metadata: - msg = f"Missing required key 'codecs' in {metadata!r}" - raise KeyError(msg) - - return metadata["codecs"] - - -def decode(data: bytes, codecs: list[dict[str, Any]]) -> np.ndarray: - """Decode raw bytes through a codec pipeline, returning an ndarray. - - Codecs are applied in reverse order, unwinding the encoding. - """ - result: bytes | np.ndarray = data - - for codec_spec in reversed(codecs): - result = _apply_step(codec_spec, result, "decode") - - if not isinstance(result, np.ndarray): - msg = "Codec pipeline did not produce a numpy array" - raise TypeError(msg) - - return result - - -def encode(data: np.ndarray, codecs: list[dict[str, Any]]) -> bytes: - """Encode an ndarray through a codec pipeline, returning raw bytes. - - Codecs are applied in forward order. - """ - result: bytes | np.ndarray = data - - for codec_spec in codecs: - result = _apply_step(codec_spec, result, "encode") - - if not isinstance(result, bytes): - msg = "Codec pipeline did not produce bytes" - raise TypeError(msg) - - return result - - -# ── codec step dispatch ── - - -def _apply_step( - codec_spec: dict[str, Any], - data: bytes | np.ndarray, - direction: Direction, -) -> bytes | np.ndarray: - """Apply one encode or decode step of the codec pipeline.""" - codec_type = codec_spec["type"] - - if codec_type == "numcodecs": - return _apply_numcodecs(codec_spec, data, direction) - if codec_type == "wasm": - return _apply_wasm(codec_spec, data, direction) - - msg = f"Unknown codec type: {codec_type!r}" - raise ValueError(msg) - - -def _apply_numcodecs( - codec_spec: dict[str, Any], - data: bytes | np.ndarray, - direction: Direction, -) -> bytes | np.ndarray: - """Apply one step using a numcodecs codec.""" - name = codec_spec["name"] - config = codec_spec.get("configuration", {}) - codec_id = name.removeprefix("numcodecs.") - - codec = numcodecs.get_codec({"id": codec_id, **config}) - result = getattr(codec, direction)(data) - if result is None: - msg = f"Codec '{codec_id}' returned None" - raise ValueError(msg) - return result - - -def _apply_wasm( - codec_spec: dict[str, Any], - data: bytes | np.ndarray, - direction: Direction, -) -> bytes | np.ndarray: - """Apply one step using a Wasm codec module.""" - wasm_path = resolve_wasm_uri(codec_spec["uri"]) - config = codec_spec.get("configuration", {}) - - # Wasm operates on raw bytes. If the pipeline handed us an ndarray, - # convert to bytes and reconstruct the array from the output. - dtype: np.dtype | None = None - shape: tuple[int, ...] | None = None - - if isinstance(data, np.ndarray): - dtype = data.dtype - shape = data.shape - data = data.tobytes(order="C") - - wasm_fn = wasm_decode if direction == "decode" else wasm_encode - result_bytes = wasm_fn(wasm_path, data, config) - - if dtype is not None and shape is not None: - return np.frombuffer(result_bytes, dtype=dtype).reshape(shape, order="C") - - return result_bytes +@dataclass +class WiringRef: + """A parsed wiring reference from the pipeline JSON.""" + + kind: Literal["input", "constant", "step"] + source: str # "input", "constant", or step codec_id + port: str # port name within the source + + @classmethod + def parse(cls, ref_str: str) -> WiringRef: + """Parse a dot-notation wiring reference string into a WiringRef. + + Accepts the three wiring reference forms used in pipeline JSON: + ``"input."``, ``"constant."``, and + ``"."``. + + Args: + ref_str: A dot-separated wiring reference of the form + ``.``. The source is either the literal + string ``"input"``, the literal string ``"constant"``, + or the name of a pipeline step. + + Returns: + A WiringRef with ``kind`` set to ``"input"``, + ``"constant"``, or ``"step"`` depending on the source token. + + Raises: + ValueError: If ``ref_str`` does not contain exactly one + dot separator. + """ + parts = ref_str.split(".", 1) + if len(parts) != 2: + msg = f"Invalid wiring reference {ref_str!r}: expected ." + raise ValueError(msg) + + source, port = parts + if source == "input": + kind: Literal["input", "constant", "step"] = "input" + elif source == "constant": + kind = "constant" + else: + kind = "step" + + return cls(kind=kind, source=source, port=port) + + +@dataclass +class StepSpec: + """Specification for a single pipeline step.""" + + name: str # unique DAG node identifier; used in wiring references + codec_id: str # logical codec identifier; may repeat across steps + src: str + inputs: dict[str, str] # port_name -> wiring_ref string + outputs: list[str] # declared output port names + encode_only_inputs: list[str] # port names that are skipped during decode + + +@dataclass +class Pipeline: + """A parsed and validated DAG pipeline.""" + + codec_id: str + direction: Direction + inputs: dict[str, Any] + constants: dict[str, Any] + outputs: dict[str, str] # pipeline_output_name -> wiring_ref string + steps: list[StepSpec] + execution_order: list[str] # step names in topological order + + @classmethod + def parse(cls, source: Path | dict[str, Any]) -> Pipeline: + """Parse a pipeline JSON document into a validated Pipeline. + + Reads and deserializes the JSON if ``source`` is a Path, then + constructs a Pipeline, runs wiring validation, and computes a + topological execution order for the steps. + + Args: + source: Either a Path to a JSON file on disk or a + pre-parsed dict representing the pipeline document. + + Returns: + A fully validated Pipeline with ``execution_order`` + populated in topological order. + + Raises: + ValueError: If ``direction`` is missing or not + ``"encode"`` or ``"decode"``, if ``codec_id`` is not + a string, if any wiring reference is unresolvable or + references a non-existent step or port, or if the step + dependency graph contains a cycle. + """ + if isinstance(source, Path): + with source.open() as f: + data: dict[str, Any] = json.load(f) + else: + data = source + + direction = data.get("direction") + if direction not in ("encode", "decode"): + msg = f"'direction' must be 'encode' or 'decode', got {direction!r}" + raise ValueError(msg) + + codec_id = data.get("codec_id") + if not isinstance(codec_id, str): + msg = f"'codec_id' must be a string, got {codec_id!r}" + raise ValueError(msg) + inputs = dict(data.get("inputs", {})) + constants = dict(data.get("constants", {})) + outputs = dict(data.get("outputs", {})) + + steps: list[StepSpec] = [] + for step_data in data.get("steps", []): + step = StepSpec( + name=step_data["name"], + codec_id=step_data["codec_id"], + src=step_data["src"], + inputs=dict(step_data.get("inputs", {})), + outputs=list(step_data.get("outputs", [])), + encode_only_inputs=list(step_data.get("encode_only_inputs", [])), + ) + steps.append(step) + + pipeline = cls( + codec_id=codec_id, + direction=direction, + inputs=inputs, + constants=constants, + outputs=outputs, + steps=steps, + execution_order=[], + ) + + pipeline._validate() + pipeline.execution_order = cls._topological_sort(steps) + return pipeline + + def _validate(self) -> None: + """Validate step declarations and all wiring references. + + Performs the following checks in order: + + 1. Step names are unique within the pipeline. + 2. Every port listed in a step's ``encode_only_inputs`` is also + declared in that step's ``inputs``. + 3. Every step input wiring reference resolves to a declared + pipeline input, constant, or an output port of another step. + 4. Every pipeline output wiring reference resolves in the + same way. + + Raises: + ValueError: If any of the above checks fail. + """ + step_names = {s.name for s in self.steps} + step_outputs = {s.name: set(s.outputs) for s in self.steps} + + seen: set[str] = set() + for step in self.steps: + if step.name in seen: + msg = f"Duplicate step name: {step.name!r}" + raise ValueError(msg) + seen.add(step.name) + + for step in self.steps: + for eoi in step.encode_only_inputs: + if eoi not in step.inputs: + msg = ( + f"Step {step.name!r}: encode_only_input {eoi!r} " + "is not declared in inputs" + ) + raise ValueError(msg) + for port_name, ref_str in step.inputs.items(): + self._check_ref( + ref_str, + f"step {step.name!r} input {port_name!r}", + step_names, + step_outputs, + ) + + for out_name, ref_str in self.outputs.items(): + self._check_ref( + ref_str, + f"pipeline output {out_name!r}", + step_names, + step_outputs, + ) + + def _check_ref( + self, + ref_str: str, + context: str, + step_names: set[str], + step_outputs: dict[str, set[str]], + ) -> None: + """Validate a single wiring reference against pipeline declarations. + + For ``input`` references, confirms the port is declared in + ``self.inputs``. For ``constant`` references, confirms the + name is declared in ``self.constants``. For step references, + confirms the step exists and that the referenced port is in + the step's declared outputs. + + Args: + ref_str: The raw wiring reference string (e.g. + ``"input.bytes"`` or ``"zstd_step.bytes"``). + context: A human-readable label for the reference site, + used in error messages (e.g. + ``"step 'foo' input 'bytes'"``). + step_names: The set of all step names defined in the + pipeline. + step_outputs: Mapping from step name to the set of output + port names that step declares. + + Raises: + ValueError: If the reference is unresolvable — the input + or constant port is not declared, the target step does + not exist, or the target step does not declare the + referenced output port. + """ + ref = WiringRef.parse(ref_str) + if ref.kind == "input": + if ref.port not in self.inputs: + msg = ( + f"{context}: input {ref.port!r} is not declared in pipeline inputs" + f" (declared: {self.inputs})" + ) + raise ValueError(msg) + elif ref.kind == "constant": + if ref.port not in self.constants: + msg = ( + f"{context}: constant {ref.port!r} is not declared" + f" in pipeline constants (declared: {sorted(self.constants)})" + ) + raise ValueError(msg) + else: + if ref.source not in step_names: + msg = f"{context}: step {ref.source!r} does not exist" + raise ValueError(msg) + if ref.port not in step_outputs[ref.source]: + msg = ( + f"{context}: step {ref.source!r} does not declare output port" + f" {ref.port!r} (declared: {sorted(step_outputs[ref.source])})" + ) + raise ValueError(msg) + + @staticmethod + def _topological_sort(steps: list[StepSpec]) -> list[str]: + """Return step names in a valid execution order using Kahn's algorithm. + + Builds an in-degree map and adjacency list from the step wiring + references, then processes nodes with zero in-degree iteratively + until all steps are ordered or a cycle is detected. + + Args: + steps: The list of StepSpec objects to sort. Only + ``"step"``-kind wiring references (i.e. inter-step + dependencies) are considered; ``"input"`` and + ``"constant"`` references do not contribute edges. + + Returns: + A list of step names ordered so that every step appears + after all steps it depends on. + + Raises: + ValueError: If the dependency graph contains a cycle, + listing the step names involved. + """ + in_degree: dict[str, int] = {s.name: 0 for s in steps} + dependents: dict[str, list[str]] = defaultdict(list) + + for step in steps: + deps: set[str] = set() + for ref_str in step.inputs.values(): + ref = WiringRef.parse(ref_str) + if ref.kind == "step": + deps.add(ref.source) + for dep in deps: + dependents[dep].append(step.name) + in_degree[step.name] += 1 + + queue: deque[str] = deque(name for name, deg in in_degree.items() if deg == 0) + order: list[str] = [] + + while queue: + name = queue.popleft() + order.append(name) + for dependent in dependents[name]: + in_degree[dependent] -= 1 + if in_degree[dependent] == 0: + queue.append(dependent) + + if len(order) != len(steps): + remaining = [n for n in in_degree if n not in set(order)] + msg = f"Pipeline contains a cycle involving steps: {remaining}" + raise ValueError(msg) + + return order diff --git a/src/chonkle/wasm_download.py b/src/chonkle/wasm_download.py index 886d886..8a6a08a 100644 --- a/src/chonkle/wasm_download.py +++ b/src/chonkle/wasm_download.py @@ -1,4 +1,4 @@ -"""Download Wasm codec modules from HTTPS URLs and OCI registries.""" +"""Download and cache Wasm codec components; resolve codec URIs to local paths.""" import hashlib import logging @@ -12,11 +12,62 @@ import oras.client +def resolve_uri(uri: str, *, force_download: bool = False) -> Path: + """Resolve a codec URI to an absolute local file path. + + Dispatches to the appropriate handler based on the URI scheme: + + - ``file://`` — returns the path directly, no download + - ``https://`` — downloads via ``download_https()`` + - ``oci://`` — pulls via ``download_oci()`` + - ``http://`` — rejected; use HTTPS + + Args: + uri: The codec URI to resolve. + force_download: If True, bypass the local cache and + re-download even when a cached copy exists. The + ``CHONKLE_FORCE_DOWNLOAD=1`` environment variable + has the same effect. + + Returns: + The absolute path to the local ``.wasm`` file. + + Raises: + ValueError: If the scheme is ``http://``, unsupported, + or absent. + """ + parsed = urllib.parse.urlparse(uri) + + if parsed.scheme == "file": + return Path(parsed.path) + + if parsed.scheme == "http": + msg = "HTTP is not supported for Wasm downloads; use HTTPS instead" + raise ValueError(msg) + + if parsed.scheme == "https": + return download_https(uri, force=force_download) + + if parsed.scheme == "oci": + return download_oci(uri, force=force_download) + + msg = ( + f"Unsupported URI scheme: {parsed.scheme!r}" + if parsed.scheme + else f"URI must include a scheme (file://, https://, oci://): {uri!r}" + ) + raise ValueError(msg) + + def get_cache_dir() -> Path: - """Return the directory for cached .wasm downloads. + """Return the directory used to cache downloaded ``.wasm`` files. - Uses CHONKLE_CACHE_DIR if set, otherwise falls back to a - chonkle/wasm subdirectory inside the OS temporary directory. + Uses ``CHONKLE_CACHE_DIR`` if set, otherwise falls back to a + ``chonkle/wasm`` subdirectory inside the OS temporary directory. + The directory is created if it does not already exist. + + Returns: + An existing directory Path suitable for writing cached files. """ override = os.environ.get("CHONKLE_CACHE_DIR", "") if override: @@ -28,31 +79,46 @@ def get_cache_dir() -> Path: def _should_force() -> bool: - """Check whether CHONKLE_FORCE_DOWNLOAD is set.""" + """Return True if the ``CHONKLE_FORCE_DOWNLOAD`` env var is set to ``"1"``.""" return os.environ.get("CHONKLE_FORCE_DOWNLOAD", "") == "1" -def download_https( - url: str, *, cache_dir: Path | None = None, force: bool = False -) -> Path: - """Download a .wasm file from an HTTPS URL, returning the cached path. +def _derive_manifest_url(wasm_url: str) -> str: + """Derive the ``.manifest.json`` sidecar URL from a ``.wasm`` HTTPS URL. + + Replaces the filename in the URL path with ``{stem}.manifest.json``, + preserving the scheme, host, and all other path components. For + example:: + + https://example.com/codecs/zstd.wasm + → https://example.com/codecs/zstd.manifest.json + + Args: + wasm_url: The HTTPS URL of the ``.wasm`` file. - The file is cached by a SHA-256 hash of the URL. Pass 'force' (or set - CHONKLE_FORCE_DOWNLOAD=1) to re-download even when a cached copy - exists. + Returns: + The HTTPS URL of the corresponding ``.manifest.json`` file. """ - if cache_dir is None: - cache_dir = get_cache_dir() + parsed = urllib.parse.urlparse(wasm_url) + path = PurePosixPath(parsed.path) + manifest_name = path.stem + ".manifest.json" + manifest_path = str(path.parent / manifest_name) + return urllib.parse.urlunparse(parsed._replace(path=manifest_path)) - url_hash = hashlib.sha256(url.encode()).hexdigest() - filename = PurePosixPath(urllib.parse.urlparse(url).path).name or "module.wasm" - dest_dir = cache_dir / "https" / url_hash - dest = dest_dir / filename - if dest.exists() and not force and not _should_force(): - return dest +def _download_url_to(url: str, dest: Path, dest_dir: Path) -> None: + """Download ``url`` to ``dest`` atomically via a temp file in ``dest_dir``. - dest_dir.mkdir(parents=True, exist_ok=True) + Writes to a temporary file first, then replaces ``dest`` on success + so that a partial download never leaves a corrupt file at the target + path. The temporary file is removed on any exception. + + Args: + url: The HTTPS URL to fetch. + dest: The final destination path for the downloaded file. + dest_dir: Directory in which to create the temporary file + during the download. + """ request = urllib.request.Request(url) # noqa: S310 tmp_fd, tmp_path_str = tempfile.mkstemp(dir=dest_dir) tmp = Path(tmp_path_str) @@ -64,20 +130,76 @@ def download_https( tmp.unlink() raise + +def download_https( + url: str, *, cache_dir: Path | None = None, force: bool = False +) -> Path: + """Download a ``.wasm`` file and its ``.manifest.json`` sidecar from HTTPS. + + Both files are stored under a cache subdirectory keyed by the + SHA-256 hash of the ``.wasm`` URL. If both are already present and + neither ``force`` nor ``CHONKLE_FORCE_DOWNLOAD=1`` is active, the + cached path is returned without re-downloading. + + Args: + url: The HTTPS URL of the ``.wasm`` file. The manifest URL is + derived by replacing ``.wasm`` with ``.manifest.json`` in + the path component. + cache_dir: Root directory for the cache. Defaults to the + result of ``get_cache_dir()``. + force: If True, re-download even when a cached copy exists. + + Returns: + The local path to the cached ``.wasm`` file. + """ + if cache_dir is None: + cache_dir = get_cache_dir() + + url_hash = hashlib.sha256(url.encode()).hexdigest() + filename = PurePosixPath(urllib.parse.urlparse(url).path).name or "module.wasm" + dest_dir = cache_dir / "https" / url_hash + dest = dest_dir / filename + + manifest_url = _derive_manifest_url(url) + manifest_filename = PurePosixPath(urllib.parse.urlparse(manifest_url).path).name + manifest_dest = dest_dir / manifest_filename + + already_cached = dest.exists() and manifest_dest.exists() + if already_cached and not force and not _should_force(): + return dest + + dest_dir.mkdir(parents=True, exist_ok=True) + _download_url_to(url, dest, dest_dir) + _download_url_to(manifest_url, manifest_dest, dest_dir) + return dest def download_oci( uri: str, *, cache_dir: Path | None = None, force: bool = False ) -> Path: - """Download a .wasm file from an OCI registry, returning the cached path. - - 'uri' should include the oci:// scheme prefix, e.g. - oci://ghcr.io/cylf-dev/tiff-predictor-2-c:v0.1.0. - - The file is cached by the OCI reference. Pass 'force' (or set - CHONKLE_FORCE_DOWNLOAD=1) to re-download even when a cached copy - exists. + """Pull a ``.wasm`` codec and its ``.manifest.json`` sidecar from an OCI registry. + + The artifact must contain both a ``.wasm`` layer and a + ``.manifest.json`` layer. Pull output is cached under a directory + derived from the OCI reference. If the cache directory already + contains both file types and neither ``force`` nor + ``CHONKLE_FORCE_DOWNLOAD=1`` is active, the cached path is returned + without re-pulling. + + Args: + uri: OCI reference with the ``oci://`` scheme prefix, e.g. + ``oci://ghcr.io/cylf-dev/tiff-predictor-2-c:v0.1.0``. + cache_dir: Root directory for the cache. Defaults to the + result of ``get_cache_dir()``. + force: If True, re-pull even when a cached copy exists. + + Returns: + The local path to the pulled ``.wasm`` file. + + Raises: + ValueError: If the OCI artifact contains no ``.wasm`` file + or no ``.manifest.json`` sidecar. """ if cache_dir is None: cache_dir = get_cache_dir() @@ -87,7 +209,8 @@ def download_oci( if not force and not _should_force() and ref_dir.exists(): wasm_files = list(ref_dir.glob("*.wasm")) - if wasm_files: + manifest_files = list(ref_dir.glob("*.manifest.json")) + if wasm_files and manifest_files: return wasm_files[0] ref_dir.mkdir(parents=True, exist_ok=True) @@ -110,4 +233,9 @@ def download_oci( msg = "No .wasm file found in OCI artifact" raise ValueError(msg) + manifest_files = [Path(f) for f in files if f.endswith(".manifest.json")] + if not manifest_files: + msg = "No .manifest.json sidecar found in OCI artifact" + raise ValueError(msg) + return wasm_files[0] diff --git a/src/chonkle/wasm_runner.py b/src/chonkle/wasm_runner.py deleted file mode 100644 index c9c0b9c..0000000 --- a/src/chonkle/wasm_runner.py +++ /dev/null @@ -1,250 +0,0 @@ -"""Load and run Wasm codec modules via the generic codec ABI.""" - -import json -from pathlib import Path -from typing import cast -from urllib.parse import urlparse - -import wasmtime -import wasmtime.component - -from chonkle.wasm_download import download_https, download_oci - -# Wasm binary format: 4-byte magic followed by 4-byte version field. -_WASM_MAGIC = b"\x00asm" -_CORE_VERSION = b"\x01\x00\x00\x00" -_COMPONENT_VERSION = b"\x0d\x00\x01\x00" - - -def resolve_wasm_uri(uri: str, *, force_download: bool = False) -> Path: - """Resolve a Wasm URI to an absolute file path. - - Supported URI forms: - - - file:///path/to/codec.wasm (local file) - - https://… (HTTPS download, cached) - - oci://ghcr.io/org/repo:tag (OCI registry pull, cached) - """ - parsed = urlparse(uri) - - if parsed.scheme == "file": - return Path(parsed.path) - - if parsed.scheme == "http": - msg = "HTTP is not supported for Wasm downloads; use HTTPS instead" - raise ValueError(msg) - - if parsed.scheme == "https": - return download_https(uri, force=force_download) - - if parsed.scheme == "oci": - return download_oci(uri, force=force_download) - - msg = ( - f"Unsupported URI scheme: {parsed.scheme!r}" - if parsed.scheme - else f"URI must include a scheme (e.g. file://, https://, oci://): {uri!r}" - ) - raise NotImplementedError(msg) - - -def _is_wasm_component(path: Path) -> bool: - """Return True if the file is a Wasm Component, False if a Core module.""" - with path.open("rb") as f: - header = f.read(8) - if len(header) < 8 or header[:4] != _WASM_MAGIC: - msg = f"Not a valid Wasm binary: {path}" - raise ValueError(msg) - version = header[4:] - if version == _CORE_VERSION: - return False - if version == _COMPONENT_VERSION: - return True - msg = f"Unknown Wasm format (version bytes {version.hex()!r}): {path}" - raise ValueError(msg) - - -def _wasm_core_call( - wasm_path: Path, - export_name: str, - data: bytes, - configuration: dict, -) -> bytes: - """Call a Core Wasm codec export and return the result bytes. - - The module must export the generic Wasm codec ABI: - - - alloc(size: i32) -> i32 - - dealloc(ptr: i32, size: i32) - - (input_ptr, input_len, config_ptr, config_len) -> i64 - - memory - - Both freestanding (no imports) and WASI modules are supported. - """ - resolved = wasm_path.resolve() - config = wasmtime.Config() - config.cache = True - engine = wasmtime.Engine(config) - module = wasmtime.Module.from_file(engine, str(resolved)) - store = wasmtime.Store(engine) - - if module.imports: - wasi_config = wasmtime.WasiConfig() - store.set_wasi(wasi_config) - linker = wasmtime.Linker(engine) - linker.define_wasi() - instance = linker.instantiate(store, module) - else: - instance = wasmtime.Instance(store, module, []) - - # Get exported functions and memory. - exports = instance.exports(store) - - # Validate required ABI exports before accessing them. - required = ["alloc", "dealloc", "memory", export_name] - missing = [name for name in required if exports.get(name) is None] - if missing: - msg = ( - f"Wasm module is missing required ABI export(s): {', '.join(missing)}. " - f"Module at {resolved}" - ) - raise RuntimeError(msg) - - # WASI reactors export _initialize for runtime setup. - initialize_fn = exports.get("_initialize") - if initialize_fn is not None: - cast(wasmtime.Func, initialize_fn)(store) - alloc_fn = cast(wasmtime.Func, exports["alloc"]) - dealloc_fn = cast(wasmtime.Func, exports["dealloc"]) - codec_fn = cast(wasmtime.Func, exports[export_name]) - memory = cast(wasmtime.Memory, exports["memory"]) - - # Write input data into Wasm linear memory. - input_len = len(data) - input_ptr = alloc_fn(store, input_len) - memory.write(store, data, input_ptr) - - # Write configuration JSON into Wasm linear memory. - config_bytes = json.dumps(configuration).encode() - config_len = len(config_bytes) - config_ptr = alloc_fn(store, config_len) - memory.write(store, config_bytes, config_ptr) - - # Call the codec function. - result_i64 = codec_fn(store, input_ptr, input_len, config_ptr, config_len) - - # Unpack (output_ptr << 32) | output_len. - out_ptr = (result_i64 >> 32) & 0xFFFFFFFF - out_len = result_i64 & 0xFFFFFFFF - - if out_ptr == 0 and out_len == 0: - msg = f"Wasm {export_name} returned null (bad configuration?)" - raise RuntimeError(msg) - - # Read output from Wasm memory. - output = memory.read(store, out_ptr, out_ptr + out_len) - - # Free all Wasm-side allocations. - dealloc_fn(store, input_ptr, input_len) - dealloc_fn(store, config_ptr, config_len) - dealloc_fn(store, out_ptr, out_len) - - return bytes(output) - - -def _wasm_component_call( - wasm_path: Path, - export_name: str, - data: bytes, - configuration: dict, -) -> bytes: - """Call a Wasm Component Model codec export and return the result bytes. - - The component must export a function named 'encode' or 'decode' (either - directly at the world level or within an interface) with signature: - - func(data: list, config: string) -> result, string> - - componentize-py components built against WASIp2 are supported. - """ - resolved = wasm_path.resolve() - config = wasmtime.Config() - config.cache = True - engine = wasmtime.Engine(config) - - component = wasmtime.component.Component.from_file(engine, str(resolved)) - - store = wasmtime.Store(engine) - # WASIp2 components require both set_wasi and add_wasip2. - store.set_wasi(wasmtime.WasiConfig()) - linker = wasmtime.component.Linker(engine) - linker.add_wasip2() - - instance = linker.instantiate(store, component) - - # Discover the export: check world-level functions first, then interfaces. - comp_exports = component.type.exports(engine) - fn_idx = None - - for iface_name, item in comp_exports.items(): - if isinstance(item, wasmtime.component.FuncType) and iface_name == export_name: - fn_idx = instance.get_export_index(store, iface_name) - break - - if fn_idx is None: - for iface_name, item in comp_exports.items(): - if isinstance(item, wasmtime.component.ComponentInstanceType): - iface_exports = item.exports(engine) - if export_name in iface_exports and isinstance( - iface_exports[export_name], wasmtime.component.FuncType - ): - iface_idx = instance.get_export_index(store, iface_name) - fn_idx = instance.get_export_index(store, export_name, iface_idx) - break - - if fn_idx is None: - msg = ( - f"Wasm component is missing required export '{export_name}'. " - f"Component at {resolved}" - ) - raise RuntimeError(msg) - - fn = instance.get_func(store, fn_idx) - if fn is None: - msg = ( - f"Wasm component export '{export_name}' is not a function. " - f"Component at {resolved}" - ) - raise RuntimeError(msg) - config_str = json.dumps(configuration) - result = fn(store, data, config_str) - fn.post_return(store) - - # result, string> returns bytes on Ok or str on Err. - if isinstance(result, str): - msg = f"Wasm component {export_name} returned error: {result}" - raise RuntimeError(msg) - - return result - - -def _wasm_call( - wasm_path: Path, - export_name: str, - data: bytes, - configuration: dict, -) -> bytes: - """Dispatch to the Core or Component call path based on the binary header.""" - if _is_wasm_component(wasm_path): - return _wasm_component_call(wasm_path, export_name, data, configuration) - return _wasm_core_call(wasm_path, export_name, data, configuration) - - -def wasm_decode(wasm_path: Path, data: bytes, configuration: dict) -> bytes: - """Decode 'data' using the Wasm codec module at 'wasm_path'.""" - return _wasm_call(wasm_path, "decode", data, configuration) - - -def wasm_encode(wasm_path: Path, data: bytes, configuration: dict) -> bytes: - """Encode 'data' using the Wasm codec module at 'wasm_path'.""" - return _wasm_call(wasm_path, "encode", data, configuration) diff --git a/tests/conftest.py b/tests/conftest.py index bb691eb..5a533e1 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -1,51 +1,12 @@ -import shutil +"""pytest configuration and shared fixtures for chonkle tests.""" + +import json from pathlib import Path import pytest -from chonkle.wasm_download import download_https - -FIXTURES_DIR = Path(__file__).parent / "fixtures" / "chunks" - -_COG_WASM_DIR = FIXTURES_DIR / "cog_wasm" - -# Registry of .wasm fixtures not committed to git. -# To add a new fixture: add an entry here, add a named fixture below, -# and add a CI cache step in .github/workflows/ci.yml keyed on the version tag. -_WASM_DOWNLOADS: dict[str, str] = { - "tiff-predictor-2-c.wasm": ( - "https://github.com/cylf-dev/tiff-predictor-2-c" - "/releases/download/v0.2.0/tiff-predictor-2-c.wasm" - ), - "tiff-predictor-2-python.wasm": ( - "https://github.com/cylf-dev/tiff-predictor-2-python" - "/releases/download/v0.1.0/tiff-predictor-2-python.wasm" - ), -} - - -def _ensure_wasm_fixture(filename: str) -> Path: - dest = _COG_WASM_DIR / filename - if not dest.exists(): - shutil.copy2(download_https(_WASM_DOWNLOADS[filename]), dest) - return dest - - -@pytest.fixture(scope="session") -def ensure_core_wasm() -> Path: - return _ensure_wasm_fixture("tiff-predictor-2-c.wasm") - - -@pytest.fixture(scope="session") -def ensure_component_wasm() -> Path: - return _ensure_wasm_fixture("tiff-predictor-2-python.wasm") - - -CHUNK_PATHS = [ - FIXTURES_DIR / "cog" / "0", - FIXTURES_DIR / "zarr_zlib" / "0", - FIXTURES_DIR / "zarr_zstd" / "0", -] +FIXTURES_DIR = Path(__file__).parent / "fixtures" +PIPELINES_DIR = FIXTURES_DIR / "pipelines" def pytest_addoption(parser: pytest.Parser) -> None: @@ -66,3 +27,39 @@ def pytest_collection_modifyitems( for item in items: if "network" in item.keywords: item.add_marker(skip_network) + + +@pytest.fixture +def raw_chunk() -> bytes: + """Raw bytes of known content suitable for zstd round-trip testing. + + Patterned bytes compress and decompress deterministically. + """ + return bytes(range(256)) * 64 + + +@pytest.fixture +def page_split_input() -> tuple[bytes, int, int]: + """Input bytes and split offsets for page-split testing. + + Returns (data, rep_length, def_length) such that rep_length + def_length + is less than len(data), producing three non-empty segments. + """ + data = bytes(range(256)) * 16 # 4096 bytes + rep_length = 128 + def_length = 256 + return data, rep_length, def_length + + +@pytest.fixture +def zstd_pipeline_json() -> dict: + """Parsed pipeline JSON for the zstd-linear fixture.""" + with (PIPELINES_DIR / "zstd-linear.json").open() as f: + return json.load(f) + + +@pytest.fixture +def page_split_pipeline_json() -> dict: + """Parsed pipeline JSON for the page-split-dag fixture.""" + with (PIPELINES_DIR / 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TiffPredictor2() - arr = np.array([[10, 12, 15, 11], [100, 98, 95, 99]], dtype=np.uint16) - result = codec.decode(codec.encode(arr)) - np.testing.assert_array_equal(result, arr) - - def test_encode_values(self) -> None: - codec = TiffPredictor2() - arr = np.array([[10, 12, 15, 11]], dtype=np.int32) - encoded = codec.encode(arr) - expected = np.array([[10, 2, 3, -4]], dtype=np.int32) - np.testing.assert_array_equal(encoded, expected) - - def test_roundtrip_1d(self) -> None: - codec = TiffPredictor2() - arr = np.array([5, 10, 20, 15], dtype=np.float32) - result = codec.decode(codec.encode(arr)) - np.testing.assert_array_equal(result, arr) - - def test_roundtrip_3d(self) -> None: - codec = TiffPredictor2() - arr = np.arange(24, dtype=np.uint8).reshape(2, 3, 4) - result = codec.decode(codec.encode(arr)) - np.testing.assert_array_equal(result, arr) - - def test_decode_with_out_param(self) -> None: - codec = TiffPredictor2() - arr = np.array([[1, 3, 6, 10]], dtype=np.uint16) - encoded = codec.encode(arr) - out = np.empty_like(arr) - result = codec.decode(encoded, out=out) - np.testing.assert_array_equal(result, arr) - assert result is out - - -class TestBytesCodec: - def test_roundtrip(self) -> None: - codec = BytesCodec(data_type="uint16", endian=Endian.LITTLE, shape=(2, 3)) - arr = np.array([[1, 2, 3], [4, 5, 6]], dtype=np.uint16) - result = codec.decode(codec.encode(arr)) - np.testing.assert_array_equal(result, arr) - - def test_roundtrip_big_endian(self) -> None: - codec = BytesCodec(data_type="uint16", endian=Endian.BIG, shape=(2, 2)) - arr = np.array([[256, 512], [1024, 2048]], dtype=np.uint16) - result = codec.decode(codec.encode(arr)) - np.testing.assert_array_equal(result, arr) - - def test_roundtrip_float32(self) -> None: - codec = BytesCodec(data_type="float32", endian=Endian.LITTLE, shape=(3,)) - arr = np.array([1.5, 2.5, 3.5], dtype=np.float32) - result = codec.decode(codec.encode(arr)) - np.testing.assert_array_equal(result, arr) - - def test_roundtrip_no_shape(self) -> None: - codec = BytesCodec(data_type="int32", endian=Endian.LITTLE) - arr = np.array([10, 20, 30], dtype=np.int32) - result = codec.decode(codec.encode(arr)) - np.testing.assert_array_equal(result, arr) - assert result.ndim == 1 - - def test_decode_with_out_param(self) -> None: - codec = BytesCodec(data_type="uint8", endian=Endian.LITTLE, shape=(4,)) - arr = np.array([1, 2, 3, 4], dtype=np.uint8) - encoded = codec.encode(arr) - out = np.empty(4, dtype=np.uint8) - result = codec.decode(encoded, out=out) - np.testing.assert_array_equal(result, arr) - assert result is out - - def test_string_endian(self) -> None: - codec = BytesCodec(data_type="uint16", endian="little", shape=(2,)) - arr = np.array([100, 200], dtype=np.uint16) - result = codec.decode(codec.encode(arr)) - np.testing.assert_array_equal(result, arr) - - -class TestNumpyDtype: - def test_unsupported_type_raises(self) -> None: - with pytest.raises(ValueError, match="Unsupported zarr data_type"): - _numpy_dtype("complex128", Endian.LITTLE) diff --git a/tests/test_executor.py b/tests/test_executor.py new file mode 100644 index 0000000..da8c1c0 --- /dev/null +++ b/tests/test_executor.py @@ -0,0 +1,794 @@ +"""Tests for DAG executor via Wasmtime Component Model.""" + +import json +from pathlib import Path +from unittest.mock import patch + +import pytest + +from chonkle.executor import run +from chonkle.pipeline import Pipeline + +# Tests below this marker require compiled codec .wasm files. +# They will not pass until the codecs are built in a separate session. +CODEC_REQUIRED = pytest.mark.skipif( + True, + reason="requires compiled codec .wasm files (built in a separate session)", +) + + +def _make_simple_pipeline(src: str = "file:///fake.wasm") -> dict: + """Return a single-step encode pipeline dict.""" + return { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {"level": {"type": "int", "value": 3}}, + "outputs": {"bytes": "zstd.bytes"}, + "steps": [ + { + "name": "zstd", + "codec_id": "zstd", + "src": src, + "inputs": {"bytes": "input.bytes", "level": "constant.level"}, + "outputs": ["bytes"], + "encode_only_inputs": ["level"], + } + ], + } + + +class TestRunWiring: + """Verify executor wiring logic using mocked component calls.""" + + @pytest.fixture(autouse=True) + def _skip_manifest_validation(self): + """Patch out manifest validation so wiring tests need no sidecar files.""" + with patch("chonkle.executor._validate_manifest"): + yield + + def test_passes_input_bytes_to_step(self, raw_chunk: bytes) -> None: + pipeline = Pipeline.parse(_make_simple_pipeline()) + received: list = [] + + def fake_call(_engine, wasm_path, direction, port_map): + received.append((direction, list(port_map))) + return [("bytes", b"compressed")] + + with ( + patch("chonkle.executor.resolve_uri", return_value=Path("/fake.wasm")), + patch("chonkle.executor._call_component", side_effect=fake_call), + ): + result = run(pipeline, {"bytes": raw_chunk}) + + assert result == {"bytes": b"compressed"} + assert len(received) == 1 + direction, port_map = received[0] + assert direction == "encode" + assert ("bytes", raw_chunk) in port_map + + def test_routes_step_output_to_next_step_input(self) -> None: + data = { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "step_b.bytes"}, + "steps": [ + { + "name": "step_a", + "codec_id": "some-codec", + "src": "file:///a.wasm", + "inputs": {"bytes": "input.bytes"}, + "outputs": ["bytes"], + }, + { + "name": "step_b", + "codec_id": "some-codec", + "src": "file:///b.wasm", + "inputs": {"bytes": "step_a.bytes"}, + "outputs": ["bytes"], + }, + ], + } + pipeline = Pipeline.parse(data) + call_log: list = [] + + def fake_call(_engine, wasm_path, direction, port_map): + call_log.append((wasm_path.name, list(port_map))) + if wasm_path.name == "a.wasm": + return [("bytes", b"after_a")] + return [("bytes", b"after_b")] + + with ( + patch( + "chonkle.executor.resolve_uri", + side_effect=lambda uri, **kw: Path("/" + uri.removeprefix("file:///")), + ), + patch("chonkle.executor._call_component", side_effect=fake_call), + ): + result = run(pipeline, {"bytes": b"original"}) + + assert result == {"bytes": b"after_b"} + _, first_pm = call_log[0] + _, second_pm = call_log[1] + assert first_pm == [("bytes", b"original")] + assert second_pm == [("bytes", b"after_a")] + + def test_constants_passed_as_json_bytes(self) -> None: + data = { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {"level": {"type": "int", "value": 5}}, + "outputs": {"bytes": "s.bytes"}, + "steps": [ + { + "name": "s", + "codec_id": "some-codec", + "src": "file:///s.wasm", + "inputs": { + "bytes": "input.bytes", + "level": "constant.level", + }, + "outputs": ["bytes"], + } + ], + } + pipeline = Pipeline.parse(data) + received_pm: list = [] + + def fake_call(_engine, wasm_path, direction, port_map): + received_pm.extend(port_map) + return [("bytes", b"output")] + + with ( + patch("chonkle.executor.resolve_uri", return_value=Path("/s.wasm")), + patch("chonkle.executor._call_component", side_effect=fake_call), + ): + run(pipeline, {"bytes": b"data"}) + + pm_dict = dict(received_pm) + assert pm_dict["level"] == b"5" + + def test_encode_only_inputs_skipped_during_decode(self) -> None: + data = { + "codec_id": "test", + "direction": "decode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {"sym_table": {"type": "string", "value": "abc"}}, + "outputs": {"bytes": "s.bytes"}, + "steps": [ + { + "name": "s", + "codec_id": "some-codec", + "src": "file:///s.wasm", + "inputs": { + "bytes": "input.bytes", + "sym_table": "constant.sym_table", + }, + "outputs": ["bytes"], + "encode_only_inputs": ["sym_table"], + } + ], + } + pipeline = Pipeline.parse(data) + received_pm: list = [] + + def fake_call(_engine, wasm_path, direction, port_map): + received_pm.extend(port_map) + return [("bytes", b"decoded")] + + with ( + patch("chonkle.executor.resolve_uri", return_value=Path("/s.wasm")), + patch("chonkle.executor._call_component", side_effect=fake_call), + ): + run(pipeline, {"bytes": b"encoded"}) + + port_names = [name for name, _ in received_pm] + assert "sym_table" not in port_names + assert "bytes" in port_names + + def test_encode_only_inputs_included_during_encode(self) -> None: + data = { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {"sym_table": {"type": "string", "value": "abc"}}, + "outputs": {"bytes": "s.bytes"}, + "steps": [ + { + "name": "s", + "codec_id": "some-codec", + "src": "file:///s.wasm", + "inputs": { + "bytes": "input.bytes", + "sym_table": "constant.sym_table", + }, + "outputs": ["bytes"], + "encode_only_inputs": ["sym_table"], + } + ], + } + pipeline = Pipeline.parse(data) + received_pm: list = [] + + def fake_call(_engine, wasm_path, direction, port_map): + received_pm.extend(port_map) + return [("bytes", b"encoded")] + + with ( + patch("chonkle.executor.resolve_uri", return_value=Path("/s.wasm")), + patch("chonkle.executor._call_component", side_effect=fake_call), + ): + run(pipeline, {"bytes": b"data"}) + + port_names = [name for name, _ in received_pm] + assert "sym_table" in port_names + + def test_encode_only_pipeline_input_not_required_during_decode(self) -> None: + """encode_only pipeline inputs are not required when running decode.""" + data = { + "codec_id": "test", + "direction": "decode", + "inputs": { + "bytes": {"type": "bytes"}, + "dtype": {"type": "string", "encode_only": True}, + }, + "constants": {}, + "outputs": {"bytes": "s.bytes"}, + "steps": [ + { + "name": "s", + "codec_id": "some-codec", + "src": "file:///s.wasm", + "inputs": {"bytes": "input.bytes"}, + "outputs": ["bytes"], + } + ], + } + pipeline = Pipeline.parse(data) + + with ( + patch("chonkle.executor.resolve_uri", return_value=Path("/s.wasm")), + patch( + "chonkle.executor._call_component", + return_value=[("bytes", b"decoded")], + ), + ): + # Must not raise despite "dtype" being absent from inputs + result = run(pipeline, {"bytes": b"encoded"}) + + assert result == {"bytes": b"decoded"} + + def test_encode_only_pipeline_input_required_during_encode(self) -> None: + """encode_only pipeline inputs ARE required when running encode.""" + data = { + "codec_id": "test", + "direction": "encode", + "inputs": { + "bytes": {"type": "bytes"}, + "dtype": {"type": "string", "encode_only": True}, + }, + "constants": {}, + "outputs": {"bytes": "s.bytes"}, + "steps": [ + { + "name": "s", + "codec_id": "some-codec", + "src": "file:///s.wasm", + "inputs": {"bytes": "input.bytes"}, + "outputs": ["bytes"], + } + ], + } + pipeline = Pipeline.parse(data) + + with pytest.raises(ValueError, match="Missing pipeline input"): + run(pipeline, {"bytes": b"data"}) + + def test_missing_input_raises(self) -> None: + pipeline = Pipeline.parse(_make_simple_pipeline()) + with pytest.raises(ValueError, match="Missing pipeline input"): + run(pipeline, {}) + + def test_fan_out_routing(self) -> None: + data = { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": { + "a_out": "proc_a.bytes", + "b_out": "proc_b.bytes", + }, + "steps": [ + { + "name": "split", + "codec_id": "page-split", + "src": "file:///split.wasm", + "inputs": {"bytes": "input.bytes"}, + "outputs": ["a", "b"], + }, + { + "name": "proc_a", + "codec_id": "identity", + "src": "file:///id.wasm", + "inputs": {"bytes": "split.a"}, + "outputs": ["bytes"], + }, + { + "name": "proc_b", + "codec_id": "identity", + "src": "file:///id.wasm", + "inputs": {"bytes": "split.b"}, + "outputs": ["bytes"], + }, + ], + } + pipeline = Pipeline.parse(data) + + def fake_call(_engine, wasm_path, direction, port_map): + if wasm_path.name == "split.wasm": + data_bytes = port_map[0][1] + mid = len(data_bytes) // 2 + return [("a", data_bytes[:mid]), ("b", data_bytes[mid:])] + # identity: return input unchanged + return port_map + + with ( + patch( + "chonkle.executor.resolve_uri", + side_effect=lambda uri, **kw: Path("/" + uri.removeprefix("file:///")), + ), + patch("chonkle.executor._call_component", side_effect=fake_call), + ): + result = run(pipeline, {"bytes": b"abcdefgh"}) + + assert result["a_out"] == b"abcd" + assert result["b_out"] == b"efgh" + + +class TestResolveUriIntegration: + @pytest.fixture(autouse=True) + def _skip_manifest_validation(self): + """Patch out manifest validation so URI tests need no sidecar files.""" + with patch("chonkle.executor._validate_manifest"): + yield + + def test_https_uri_calls_resolve_uri(self) -> None: + """https:// URIs are passed to resolve_uri for fetch-caching.""" + pipeline_data = { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "s.bytes"}, + "steps": [ + { + "name": "s", + "codec_id": "some-codec", + "src": "https://example.com/codec.wasm", + "inputs": {"bytes": "input.bytes"}, + "outputs": ["bytes"], + } + ], + } + pipeline = Pipeline.parse(pipeline_data) + + with ( + patch( + "chonkle.executor.resolve_uri", return_value=Path("/fake.wasm") + ) as mock_resolve, + patch( + "chonkle.executor._call_component", + return_value=[("bytes", b"out")], + ), + ): + run(pipeline, {"bytes": b"data"}) + + mock_resolve.assert_called_once_with( + "https://example.com/codec.wasm", force_download=False + ) + + def test_force_download_propagated(self) -> None: + """force_download=True is forwarded to resolve_uri.""" + pipeline = Pipeline.parse(_make_simple_pipeline()) + + with ( + patch( + "chonkle.executor.resolve_uri", return_value=Path("/fake.wasm") + ) as mock_resolve, + patch( + "chonkle.executor._call_component", + return_value=[("bytes", b"out")], + ), + ): + run(pipeline, {"bytes": b"data"}, force_download=True) + + mock_resolve.assert_called_once_with("file:///fake.wasm", force_download=True) + + +class TestManifestValidation: + """Manifest format: protospec codec signature — inputs/outputs are dicts.""" + + def _make_pipeline( + self, + wasm_file: Path, + *, + direction: str = "encode", + step_inputs: dict | None = None, + step_outputs: list | None = None, + encode_only_inputs: list | None = None, + ) -> Pipeline: + """Build a single-step pipeline for manifest validation tests.""" + if step_inputs is None: + step_inputs = {"bytes": "input.bytes"} + if step_outputs is None: + step_outputs = ["bytes"] + step: dict = { + "name": "s", + "codec_id": "some-codec", + "src": f"file:///{wasm_file}", + "inputs": step_inputs, + "outputs": list(step_outputs), + } + if encode_only_inputs is not None: + step["encode_only_inputs"] = encode_only_inputs + pipeline_input_names = list( + { + ref.split(".")[1] + for ref in step_inputs.values() + if ref.startswith("input.") + } + ) + pipeline_inputs = { + name: {"type": "bytes"} for name in (pipeline_input_names or ["bytes"]) + } + return Pipeline.parse( + { + "codec_id": "test", + "direction": direction, + "inputs": pipeline_inputs, + "constants": {}, + "outputs": {"bytes": f"s.{step_outputs[0]}"}, + "steps": [step], + } + ) + + def test_manifest_mismatch_raises(self, tmp_path: Path) -> None: + """A manifest with an unknown output port name raises ValueError.""" + wasm_file = tmp_path / "codec.wasm" + wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") + manifest = { + "inputs": {"bytes": {"type": "bytes", "required": True}}, + "outputs": {"wrong_port": {"type": "bytes"}}, + } + (tmp_path / "codec.manifest.json").write_text(json.dumps(manifest)) + pipeline = self._make_pipeline(wasm_file, step_outputs=["bytes"]) + + with ( + patch("chonkle.executor.resolve_uri", return_value=wasm_file), + pytest.raises(ValueError, match="not valid manifest outputs"), + ): + run(pipeline, {"bytes": b"data"}) + + def test_matching_manifest_does_not_raise(self, tmp_path: Path) -> None: + """A manifest matching declared ports does not raise.""" + wasm_file = tmp_path / "codec.wasm" + wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") + manifest = { + "inputs": { + "bytes": {"type": "bytes", "required": True}, + "level": {"type": "int", "required": False, "encode_only": True}, + }, + "outputs": {"bytes": {"type": "bytes"}}, + } + (tmp_path / "codec.manifest.json").write_text(json.dumps(manifest)) + pipeline = self._make_pipeline( + wasm_file, + step_inputs={"bytes": "input.bytes"}, + step_outputs=["bytes"], + ) + + with ( + patch("chonkle.executor.resolve_uri", return_value=wasm_file), + patch("chonkle.executor._call_component", return_value=[("bytes", b"out")]), + ): + result = run(pipeline, {"bytes": b"data"}) + + assert result == {"bytes": b"out"} + + def test_manifest_unknown_input_raises(self, tmp_path: Path) -> None: + """A step wiring a port not in the manifest inputs raises ValueError.""" + wasm_file = tmp_path / "codec.wasm" + wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") + manifest = { + "inputs": {"bytes": {"type": "bytes", "required": True}}, + "outputs": {"bytes": {"type": "bytes"}}, + } + (tmp_path / "codec.manifest.json").write_text(json.dumps(manifest)) + # Step wires "wrong" which is not in manifest inputs + pipeline = self._make_pipeline( + wasm_file, + step_inputs={"wrong": "input.bytes"}, + step_outputs=["bytes"], + ) + + with ( + patch("chonkle.executor.resolve_uri", return_value=wasm_file), + pytest.raises(ValueError, match="not valid manifest encode inputs"), + ): + run(pipeline, {"bytes": b"data"}) + + def test_manifest_encode_only_excluded_during_decode(self, tmp_path: Path) -> None: + """encode_only inputs are excluded from valid decode inputs; no raise.""" + wasm_file = tmp_path / "codec.wasm" + wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") + manifest = { + "inputs": { + "bytes": {"type": "bytes", "required": True}, + "level": {"type": "int", "required": False, "encode_only": True}, + }, + "outputs": {"bytes": {"type": "bytes"}}, + } + (tmp_path / "codec.manifest.json").write_text(json.dumps(manifest)) + # Step wires "level" but marks it as encode_only; decode direction skips it + pipeline = self._make_pipeline( + wasm_file, + direction="decode", + step_inputs={"bytes": "input.bytes", "level": "input.bytes"}, + step_outputs=["bytes"], + encode_only_inputs=["level"], + ) + + with ( + patch("chonkle.executor.resolve_uri", return_value=wasm_file), + patch("chonkle.executor._call_component", return_value=[("bytes", b"out")]), + ): + result = run(pipeline, {"bytes": b"data"}) + + assert result == {"bytes": b"out"} + + def test_manifest_subset_output_passes(self, tmp_path: Path) -> None: + """Declaring fewer outputs than the manifest advertises is valid.""" + wasm_file = tmp_path / "codec.wasm" + wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") + manifest = { + "inputs": {"bytes": {"type": "bytes", "required": True}}, + "outputs": {"bytes": {"type": "bytes"}, "checksum": {"type": "bytes"}}, + } + (tmp_path / "codec.manifest.json").write_text(json.dumps(manifest)) + # Step only declares "bytes", not "checksum" + pipeline = self._make_pipeline(wasm_file, step_outputs=["bytes"]) + + with ( + patch("chonkle.executor.resolve_uri", return_value=wasm_file), + patch("chonkle.executor._call_component", return_value=[("bytes", b"out")]), + ): + result = run(pipeline, {"bytes": b"data"}) + + assert result == {"bytes": b"out"} + + def test_manifest_outputs_key_absent_skips_check(self, tmp_path: Path) -> None: + """A manifest with no 'outputs' key skips output validation.""" + wasm_file = tmp_path / "codec.wasm" + wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") + manifest = {"inputs": {"bytes": {"type": "bytes", "required": True}}} + (tmp_path / "codec.manifest.json").write_text(json.dumps(manifest)) + pipeline = self._make_pipeline(wasm_file) + + with ( + patch("chonkle.executor.resolve_uri", return_value=wasm_file), + patch("chonkle.executor._call_component", return_value=[("bytes", b"out")]), + ): + result = run(pipeline, {"bytes": b"data"}) + + assert result == {"bytes": b"out"} + + def test_manifest_inputs_key_absent_skips_check(self, tmp_path: Path) -> None: + """A manifest with no 'inputs' key skips input validation.""" + wasm_file = tmp_path / "codec.wasm" + wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") + manifest = {"outputs": {"bytes": {"type": "bytes"}}} + (tmp_path / "codec.manifest.json").write_text(json.dumps(manifest)) + pipeline = self._make_pipeline(wasm_file) + + with ( + patch("chonkle.executor.resolve_uri", return_value=wasm_file), + patch("chonkle.executor._call_component", return_value=[("bytes", b"out")]), + ): + result = run(pipeline, {"bytes": b"data"}) + + assert result == {"bytes": b"out"} + + def test_manifest_both_wrong_reports_both(self, tmp_path: Path) -> None: + """When both inputs and outputs are wrong, the error reports both.""" + wasm_file = tmp_path / "codec.wasm" + wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") + manifest = { + "inputs": {"bytes": {"type": "bytes", "required": True}}, + "outputs": {"bytes": {"type": "bytes"}}, + } + (tmp_path / "codec.manifest.json").write_text(json.dumps(manifest)) + pipeline = self._make_pipeline( + wasm_file, + step_inputs={"bad_in": "input.bytes"}, + step_outputs=["bad_out"], + ) + + with ( + patch("chonkle.executor.resolve_uri", return_value=wasm_file), + pytest.raises( + ValueError, match="not valid manifest encode inputs" + ) as exc_info, + ): + run(pipeline, {"bytes": b"data"}) + + assert "not valid manifest outputs" in str(exc_info.value) + + def test_missing_manifest_raises(self, tmp_path: Path) -> None: + """A codec with no .manifest.json sidecar raises ValueError.""" + wasm_file = tmp_path / "codec.wasm" + wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") + # Deliberately omit codec.manifest.json + pipeline = self._make_pipeline(wasm_file) + + with ( + patch("chonkle.executor.resolve_uri", return_value=wasm_file), + pytest.raises(ValueError, match="manifest not found"), + ): + run(pipeline, {"bytes": b"data"}) + + def test_two_steps_both_wrong_reports_both(self, tmp_path: Path) -> None: + """Manifest errors from multiple steps are all reported in one exception.""" + wasm_a = tmp_path / "codec_a.wasm" + wasm_b = tmp_path / "codec_b.wasm" + wasm_a.write_bytes(b"\x00asm\x0d\x00\x01\x00") + wasm_b.write_bytes(b"\x00asm\x0d\x00\x01\x00") + manifest = { + "inputs": {"bytes": {"type": "bytes", "required": True}}, + "outputs": {"bytes": {"type": "bytes"}}, + } + (tmp_path / "codec_a.manifest.json").write_text(json.dumps(manifest)) + (tmp_path / "codec_b.manifest.json").write_text(json.dumps(manifest)) + + pipeline = Pipeline.parse( + { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "step_b.bytes"}, + "steps": [ + { + "name": "step_a", + "codec_id": "some-codec", + "src": f"file:///{wasm_a}", + "inputs": {"bad_a": "input.bytes"}, + "outputs": ["bytes"], + }, + { + "name": "step_b", + "codec_id": "some-codec", + "src": f"file:///{wasm_b}", + "inputs": {"bad_b": "step_a.bytes"}, + "outputs": ["bytes"], + }, + ], + } + ) + + with ( + patch( + "chonkle.executor.resolve_uri", + side_effect=lambda uri, **kw: Path(uri.removeprefix("file:///")), + ), + pytest.raises(ValueError, match="step_a") as exc_info, + ): + run(pipeline, {"bytes": b"data"}) + + assert "step_b" in str(exc_info.value) + + +# Tests below require actual compiled codec .wasm files. +# They will not pass until the codecs are built. + + +@CODEC_REQUIRED +class TestZstdRoundtrip: + def test_encode_produces_bytes( + self, raw_chunk: bytes, zstd_pipeline_json: dict + ) -> None: + """zstd encode pipeline runs without error and returns bytes.""" + pipeline = Pipeline.parse(zstd_pipeline_json) + result = run(pipeline, {"bytes": raw_chunk}) + assert isinstance(result["bytes"], bytes) + assert len(result["bytes"]) > 0 + + def test_encode_decode_roundtrip(self, raw_chunk: bytes) -> None: + """zstd encode followed by decode returns the original bytes.""" + wasm_src = ( + "file:///path/to/codecs/zstd-rs/target/wasm32-wasip2/release/zstd_rs.wasm" + ) + encode_pipeline = Pipeline.parse( + { + "codec_id": "zstd-encode", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {"level": {"type": "int", "value": 3}}, + "outputs": {"bytes": "zstd.bytes"}, + "steps": [ + { + "name": "zstd", + "codec_id": "zstd", + "src": wasm_src, + "inputs": {"bytes": "input.bytes", "level": "constant.level"}, + "outputs": ["bytes"], + "encode_only_inputs": ["level"], + } + ], + } + ) + decode_pipeline = Pipeline.parse( + { + "codec_id": "zstd-decode", + "direction": "decode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "zstd.bytes"}, + "steps": [ + { + "name": "zstd", + "codec_id": "zstd", + "src": wasm_src, + "inputs": {"bytes": "input.bytes"}, + "outputs": ["bytes"], + } + ], + } + ) + + encoded = run(encode_pipeline, {"bytes": raw_chunk}) + decoded = run(decode_pipeline, {"bytes": encoded["bytes"]}) + assert decoded["bytes"] == raw_chunk + + +@CODEC_REQUIRED +class TestPageSplitFanOut: + def test_fan_out_produces_three_outputs( + self, + page_split_input: tuple[bytes, int, int], + page_split_pipeline_json: dict, + ) -> None: + """page-split produces three non-empty output byte buffers.""" + data, rep_length, def_length = page_split_input + + # Override constants in the fixture with test-specific values. + page_split_pipeline_json["constants"]["rep_length"]["value"] = rep_length + page_split_pipeline_json["constants"]["def_length"]["value"] = def_length + + pipeline = Pipeline.parse(page_split_pipeline_json) + result = run(pipeline, {"bytes": data}) + + assert set(result.keys()) == {"rep_levels", "def_levels", "data"} + for port_name, value in result.items(): + assert len(value) > 0, f"Expected non-empty output for {port_name!r}" + + def test_split_segment_sizes( + self, + page_split_input: tuple[bytes, int, int], + page_split_pipeline_json: dict, + ) -> None: + """page-split segments have the sizes dictated by rep_length and def_length.""" + data, rep_length, def_length = page_split_input + + page_split_pipeline_json["constants"]["rep_length"]["value"] = rep_length + page_split_pipeline_json["constants"]["def_length"]["value"] = def_length + + pipeline = Pipeline.parse(page_split_pipeline_json) + result = run(pipeline, {"bytes": data}) + + assert len(result["rep_levels"]) == rep_length + assert len(result["def_levels"]) == def_length + assert len(result["data"]) == len(data) - rep_length - def_length diff --git a/tests/test_pipeline.py b/tests/test_pipeline.py index 3a7c17e..fa2fcd5 100644 --- a/tests/test_pipeline.py +++ b/tests/test_pipeline.py @@ -1,94 +1,488 @@ -import json -from pathlib import Path +"""Tests for DAG pipeline parsing and wiring validation.""" -import numpy as np import pytest -from chonkle.pipeline import decode, encode, get_codecs +from chonkle.pipeline import Pipeline, WiringRef -from .conftest import CHUNK_PATHS, FIXTURES_DIR +class TestParseRef: + def test_input_ref(self) -> None: + ref = WiringRef.parse("input.bytes") + assert ref.kind == "input" + assert ref.source == "input" + assert ref.port == "bytes" -def _decode_fixture(chunk_path: Path) -> np.ndarray: - """Load a test fixture: read chunk bytes + sidecar JSON, decode.""" - codecs = get_codecs(Path(str(chunk_path) + ".json")) - return decode(chunk_path.read_bytes(), codecs) + def test_constant_ref(self) -> None: + ref = WiringRef.parse("constant.level") + assert ref.kind == "constant" + assert ref.source == "constant" + assert ref.port == "level" + def test_step_ref(self) -> None: + ref = WiringRef.parse("my_step.out_bytes") + assert ref.kind == "step" + assert ref.source == "my_step" + assert ref.port == "out_bytes" -class TestGetCodecs: - def test_from_path(self) -> None: - codecs = get_codecs(FIXTURES_DIR / "cog" / "0.json") - assert isinstance(codecs, list) - assert len(codecs) > 0 + def test_step_ref_returns_wiringref(self) -> None: + ref = WiringRef.parse("zstd.bytes") + assert isinstance(ref, WiringRef) - def test_from_dict(self) -> None: - spec = {"codecs": [{"name": "zlib", "type": "numcodecs"}]} - codecs = get_codecs(spec) - assert codecs == [{"name": "zlib", "type": "numcodecs"}] + def test_missing_dot_raises(self) -> None: + with pytest.raises(ValueError, match="Invalid wiring reference"): + WiringRef.parse("noport") - def test_missing_codecs_key_raises(self) -> None: - with pytest.raises(KeyError, match="codecs"): - get_codecs({"not_codecs": []}) + def test_empty_string_raises(self) -> None: + with pytest.raises(ValueError, match="Invalid wiring reference"): + WiringRef.parse("") -class TestDecode: - def test_all_chunks_decode_identically(self) -> None: - arrays = [_decode_fixture(p) for p in CHUNK_PATHS] - for arr in arrays[1:]: - np.testing.assert_array_equal(arrays[0], arr) +class TestParsePipeline: + def test_linear_pipeline_from_fixture(self, zstd_pipeline_json: dict) -> None: + pipeline = Pipeline.parse(zstd_pipeline_json) + assert isinstance(pipeline, Pipeline) + assert pipeline.direction == "encode" + assert list(pipeline.inputs.keys()) == ["bytes"] + assert len(pipeline.steps) == 1 + assert pipeline.steps[0].name == "zstd" + assert pipeline.steps[0].codec_id == "zstd" + assert pipeline.execution_order == ["zstd"] + def test_linear_pipeline_codec_id(self, zstd_pipeline_json: dict) -> None: + pipeline = Pipeline.parse(zstd_pipeline_json) + assert pipeline.codec_id == "zstd-linear" -class TestDecodeWasm: - pytestmark = pytest.mark.usefixtures("ensure_core_wasm") + def test_linear_pipeline_step_fields(self, zstd_pipeline_json: dict) -> None: + pipeline = Pipeline.parse(zstd_pipeline_json) + step = pipeline.steps[0] + assert step.src.startswith("file://") + assert step.inputs == {"bytes": "input.bytes", "level": "constant.level"} + assert step.outputs == ["bytes"] + assert step.encode_only_inputs == ["level"] - def test_wasm_decode_matches_native(self, tmp_path: Path) -> None: - """Wasm TiffPredictor2 produces identical output to native.""" - native = _decode_fixture(FIXTURES_DIR / "cog" / "0") + def test_dag_pipeline_from_fixture(self, page_split_pipeline_json: dict) -> None: + pipeline = Pipeline.parse(page_split_pipeline_json) + assert pipeline.direction == "encode" + assert len(pipeline.steps) == 4 # page_split + 3 identity steps - # Build a temporary fixture with a fully-qualified file:// URI - # since the metadata JSON cannot contain a portable absolute path. - src = FIXTURES_DIR / "cog_wasm" - chunk = tmp_path / "0" - chunk.write_bytes((src / "0").read_bytes()) + def test_dag_pipeline_shared_codec_id(self, page_split_pipeline_json: dict) -> None: + pipeline = Pipeline.parse(page_split_pipeline_json) + identity_steps = [s for s in pipeline.steps if s.codec_id == "identity"] + assert len(identity_steps) == 3 + assert {s.name for s in identity_steps} == { + "identity_rep", + "identity_def", + "identity_data", + } - wasm_uri = (src / "tiff-predictor-2-c.wasm").resolve().as_uri() - metadata = json.loads((src / "0.json").read_text()) - wasm_codec = next(c for c in metadata["codecs"] if c["type"] == "wasm") - wasm_codec["uri"] = wasm_uri - (tmp_path / "0.json").write_text(json.dumps(metadata)) + def test_dag_execution_order(self, page_split_pipeline_json: dict) -> None: + pipeline = Pipeline.parse(page_split_pipeline_json) + order = pipeline.execution_order + page_split_idx = order.index("page_split") + for name in ("identity_rep", "identity_def", "identity_data"): + assert page_split_idx < order.index(name), f"page_split must precede {name}" - wasm_result = _decode_fixture(chunk) - np.testing.assert_array_equal(native, wasm_result) + def test_dag_pipeline_constants(self, page_split_pipeline_json: dict) -> None: + pipeline = Pipeline.parse(page_split_pipeline_json) + assert pipeline.constants == { + "rep_length": {"type": "uint", "value": 128}, + "def_length": {"type": "uint", "value": 256}, + } + def test_dag_pipeline_outputs(self, page_split_pipeline_json: dict) -> None: + pipeline = Pipeline.parse(page_split_pipeline_json) + assert set(pipeline.outputs.keys()) == {"rep_levels", "def_levels", "data"} -class TestEncode: - def test_encode_then_decode_roundtrip(self) -> None: - """Encoding then decoding through the same pipeline returns the original.""" - chunk_path = FIXTURES_DIR / "cog" / "0" - codec_specs = get_codecs(Path(str(chunk_path) + ".json")) + def test_missing_direction_raises(self) -> None: + with pytest.raises(ValueError, match="direction"): + Pipeline.parse({"codec_id": "t", "inputs": {}, "steps": []}) - original = _decode_fixture(chunk_path) - encoded = encode(original, codec_specs) - decoded = decode(encoded, codec_specs) + def test_invalid_direction_raises(self) -> None: + with pytest.raises(ValueError, match="direction"): + Pipeline.parse( + {"codec_id": "t", "direction": "transform", "inputs": {}, "steps": []} + ) - np.testing.assert_array_equal(decoded, original) + def test_missing_codec_id_raises(self) -> None: + with pytest.raises(ValueError, match="codec_id"): + Pipeline.parse( + { + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "s.bytes"}, + "steps": [ + { + "name": "s", + "codec_id": "some-codec", + "src": "file:///fake.wasm", + "inputs": {"bytes": "input.bytes"}, + "outputs": ["bytes"], + } + ], + } + ) - def test_encode_produces_bytes(self) -> None: - """Encoding should produce a bytes object.""" - chunk_path = FIXTURES_DIR / "zarr_zstd" / "0" - codec_specs = get_codecs(Path(str(chunk_path) + ".json")) + def test_parse_accepts_dict(self) -> None: + data = { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "s.bytes"}, + "steps": [ + { + "name": "s", + "codec_id": "some-codec", + "src": "file:///fake.wasm", + "inputs": {"bytes": "input.bytes"}, + "outputs": ["bytes"], + } + ], + } + pipeline = Pipeline.parse(data) + assert pipeline.direction == "encode" - original = _decode_fixture(chunk_path) - encoded = encode(original, codec_specs) - assert isinstance(encoded, bytes) - assert len(encoded) > 0 +class TestWiringValidation: + def _base(self) -> dict: + return { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {}, + "steps": [], + } - def test_encode_pipeline_not_producing_bytes_raises(self) -> None: - """A pipeline that doesn't end with bytes should raise TypeError.""" - arr = np.array([[1, 2], [3, 4]], dtype=np.uint16) - codec_specs = [ - {"name": "tiff_predictor_2", "type": "numcodecs", "configuration": {}}, + def test_valid_input_ref(self) -> None: + data = self._base() + data["steps"] = [ + { + "name": "s", + "codec_id": "some-codec", + "src": "file:///fake.wasm", + "inputs": {"bytes": "input.bytes"}, + "outputs": ["bytes"], + } ] - with pytest.raises(TypeError, match="did not produce bytes"): - encode(arr, codec_specs) + data["outputs"] = {"bytes": "s.bytes"} + pipeline = Pipeline.parse(data) + assert pipeline.execution_order == ["s"] + + def test_valid_constant_ref(self) -> None: + data = self._base() + data["constants"] = {"level": {"type": "int", "value": 3}} + data["steps"] = [ + { + "name": "s", + "codec_id": "some-codec", + "src": "file:///fake.wasm", + "inputs": {"bytes": "input.bytes", "level": "constant.level"}, + "outputs": ["bytes"], + } + ] + pipeline = Pipeline.parse(data) + assert len(pipeline.steps) == 1 + + def test_valid_step_to_step_ref(self) -> None: + data = self._base() + data["steps"] = [ + { + "name": "a", + "codec_id": "some-codec", + "src": "file:///a.wasm", + "inputs": {"bytes": "input.bytes"}, + "outputs": ["bytes"], + }, + { + "name": "b", + "codec_id": "some-codec", + "src": "file:///b.wasm", + "inputs": {"bytes": "a.bytes"}, + "outputs": ["bytes"], + }, + ] + pipeline = Pipeline.parse(data) + assert pipeline.execution_order.index("a") < pipeline.execution_order.index("b") + + def test_same_codec_id_different_names_valid(self) -> None: + """The same codec may appear multiple times with distinct step names.""" + data = self._base() + data["steps"] = [ + { + "name": "proc_a", + "codec_id": "identity", + "src": "file:///identity.wasm", + "inputs": {"bytes": "input.bytes"}, + "outputs": ["bytes"], + }, + { + "name": "proc_b", + "codec_id": "identity", + "src": "file:///identity.wasm", + "inputs": {"bytes": "input.bytes"}, + "outputs": ["bytes"], + }, + ] + pipeline = Pipeline.parse(data) + assert {s.name for s in pipeline.steps} == {"proc_a", "proc_b"} + assert all(s.codec_id == "identity" for s in pipeline.steps) + + def test_undefined_input_raises(self) -> None: + data = self._base() + data["steps"] = [ + { + "name": "s", + "codec_id": "some-codec", + "src": "file:///fake.wasm", + "inputs": {"bytes": "input.missing"}, + "outputs": ["bytes"], + } + ] + with pytest.raises(ValueError, match="input 'missing' is not declared"): + Pipeline.parse(data) + + def test_undefined_constant_raises(self) -> None: + data = self._base() + data["steps"] = [ + { + "name": "s", + "codec_id": "some-codec", + "src": "file:///fake.wasm", + "inputs": {"n": "constant.missing"}, + "outputs": ["bytes"], + } + ] + with pytest.raises(ValueError, match="constant 'missing' is not declared"): + Pipeline.parse(data) + + def test_undefined_step_raises(self) -> None: + data = self._base() + data["steps"] = [ + { + "name": "s", + "codec_id": "some-codec", + "src": "file:///fake.wasm", + "inputs": {"bytes": "ghost.bytes"}, + "outputs": ["bytes"], + } + ] + with pytest.raises(ValueError, match="step 'ghost' does not exist"): + Pipeline.parse(data) + + def test_undefined_step_output_port_raises(self) -> None: + data = self._base() + data["steps"] = [ + { + "name": "a", + "codec_id": "some-codec", + "src": "file:///a.wasm", + "inputs": {"bytes": "input.bytes"}, + "outputs": ["bytes"], + }, + { + "name": "b", + "codec_id": "some-codec", + "src": "file:///b.wasm", + "inputs": {"bytes": "a.nonexistent"}, + "outputs": ["bytes"], + }, + ] + with pytest.raises( + ValueError, match="does not declare output port 'nonexistent'" + ): + Pipeline.parse(data) + + def test_pipeline_output_input_passthrough(self) -> None: + """A pipeline output may reference a pipeline input directly (passthrough).""" + data = self._base() + data["outputs"] = {"bytes": "input.bytes"} + pipeline = Pipeline.parse(data) + assert pipeline.outputs == {"bytes": "input.bytes"} + + def test_pipeline_output_constant_passthrough(self) -> None: + """A pipeline output may reference a constant directly.""" + data = self._base() + data["constants"] = {"level": {"type": "int", "value": 3}} + data["outputs"] = {"level": "constant.level"} + pipeline = Pipeline.parse(data) + assert pipeline.outputs == {"level": "constant.level"} + + def test_undefined_pipeline_output_ref_raises(self) -> None: + data = self._base() + data["steps"] = [ + { + "name": "s", + "codec_id": "some-codec", + "src": "file:///fake.wasm", + "inputs": {"bytes": "input.bytes"}, + "outputs": ["bytes"], + } + ] + data["outputs"] = {"out": "s.missing_port"} + with pytest.raises( + ValueError, match="does not declare output port 'missing_port'" + ): + Pipeline.parse(data) + + def test_encode_only_input_not_in_inputs_raises(self) -> None: + """encode_only_input absent from step inputs raises at parse time.""" + data = self._base() + data["steps"] = [ + { + "name": "s", + "codec_id": "some-codec", + "src": "file:///fake.wasm", + "inputs": {"bytes": "input.bytes"}, + "outputs": ["bytes"], + "encode_only_inputs": ["level"], # "level" not in inputs + } + ] + with pytest.raises( + ValueError, match="encode_only_input 'level' is not declared in inputs" + ): + Pipeline.parse(data) + + def test_duplicate_step_name_raises(self) -> None: + data = self._base() + data["steps"] = [ + { + "name": "s", + "codec_id": "some-codec", + "src": "file:///fake.wasm", + "inputs": {"bytes": "input.bytes"}, + "outputs": ["bytes"], + }, + { + "name": "s", + "codec_id": "other-codec", + "src": "file:///fake.wasm", + "inputs": {"bytes": "input.bytes"}, + "outputs": ["bytes"], + }, + ] + with pytest.raises(ValueError, match="Duplicate step name"): + Pipeline.parse(data) + + def test_cycle_detection(self) -> None: + data = self._base() + data["steps"] = [ + { + "name": "a", + "codec_id": "some-codec", + "src": "file:///a.wasm", + "inputs": {"bytes": "b.bytes"}, + "outputs": ["bytes"], + }, + { + "name": "b", + "codec_id": "some-codec", + "src": "file:///b.wasm", + "inputs": {"bytes": "a.bytes"}, + "outputs": ["bytes"], + }, + ] + with pytest.raises(ValueError, match="cycle"): + Pipeline.parse(data) + + +class TestTopologicalOrder: + def test_linear_order_regardless_of_declaration_order(self) -> None: + data = { + "codec_id": "test", + "direction": "encode", + "inputs": {"x": {"type": "bytes"}}, + "constants": {}, + "outputs": {"x": "c.x"}, + "steps": [ + { + "name": "c", + "codec_id": "some-codec", + "src": "file:///c.wasm", + "inputs": {"x": "b.x"}, + "outputs": ["x"], + }, + { + "name": "b", + "codec_id": "some-codec", + "src": "file:///b.wasm", + "inputs": {"x": "a.x"}, + "outputs": ["x"], + }, + { + "name": "a", + "codec_id": "some-codec", + "src": "file:///a.wasm", + "inputs": {"x": "input.x"}, + "outputs": ["x"], + }, + ], + } + pipeline = Pipeline.parse(data) + order = pipeline.execution_order + assert order.index("a") < order.index("b") + assert order.index("b") < order.index("c") + + def test_fan_out_order(self) -> None: + data = { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {}, + "steps": [ + { + "name": "split", + "codec_id": "page-split", + "src": "file:///split.wasm", + "inputs": {"bytes": "input.bytes"}, + "outputs": ["a", "b"], + }, + { + "name": "proc_a", + "codec_id": "identity", + "src": "file:///id.wasm", + "inputs": {"bytes": "split.a"}, + "outputs": ["bytes"], + }, + { + "name": "proc_b", + "codec_id": "identity", + "src": "file:///id.wasm", + "inputs": {"bytes": "split.b"}, + "outputs": ["bytes"], + }, + ], + } + pipeline = Pipeline.parse(data) + order = pipeline.execution_order + assert order.index("split") < order.index("proc_a") + assert order.index("split") < order.index("proc_b") + + def test_independent_steps_all_appear(self) -> None: + data = { + "codec_id": "test", + "direction": "encode", + "inputs": {"a": {"type": "bytes"}, "b": {"type": "bytes"}}, + "constants": {}, + "outputs": {}, + "steps": [ + { + "name": "step_a", + "codec_id": "some-codec", + "src": "file:///a.wasm", + "inputs": {"bytes": "input.a"}, + "outputs": ["bytes"], + }, + { + "name": "step_b", + "codec_id": "some-codec", + "src": "file:///b.wasm", + "inputs": {"bytes": "input.b"}, + "outputs": ["bytes"], + }, + ], + } + pipeline = Pipeline.parse(data) + assert set(pipeline.execution_order) == {"step_a", "step_b"} diff --git a/tests/test_wasm_download.py b/tests/test_wasm_download.py index 3a12214..0f0ea51 100644 --- a/tests/test_wasm_download.py +++ b/tests/test_wasm_download.py @@ -67,7 +67,9 @@ def test_cache_hit_skips_download(self, tmp_path: Path) -> None: path2 = download_https(url, cache_dir=tmp_path) assert path1 == path2 - mock.assert_called_once() + # Two calls per download (wasm + manifest.json sidecar); second + # download_https is a cache hit so no additional calls. + assert mock.call_count == 2 def test_force_redownloads(self, tmp_path: Path) -> None: url = "https://example.com/releases/v1/codec.wasm" @@ -77,7 +79,8 @@ def test_force_redownloads(self, tmp_path: Path) -> None: download_https(url, cache_dir=tmp_path) download_https(url, cache_dir=tmp_path, force=True) - assert mock.call_count == 2 + # Two downloads x two files (wasm + manifest.json sidecar) each. + assert mock.call_count == 4 class TestDownloadOci: @@ -87,7 +90,11 @@ def test_full_flow(self, tmp_path: Path) -> None: def fake_pull(*, target, outdir): Path(outdir).mkdir(parents=True, exist_ok=True) (Path(outdir) / "codec.wasm").write_bytes(wasm_bytes) - return [str(Path(outdir) / "codec.wasm")] + (Path(outdir) / "codec.manifest.json").write_bytes(b"{}") + return [ + str(Path(outdir) / "codec.wasm"), + str(Path(outdir) / "codec.manifest.json"), + ] mock_client = MagicMock() mock_client.pull.side_effect = fake_pull @@ -103,11 +110,12 @@ def fake_pull(*, target, outdir): mock_client.pull.assert_called_once() def test_cache_hit_skips_pull(self, tmp_path: Path) -> None: - # Pre-populate cache directory with a .wasm file. + # Pre-populate cache directory with both required sidecar files. ref_dir = tmp_path / "oci" / "ghcr.io" / "org" / "repo" / "v1.0" ref_dir.mkdir(parents=True) cached = ref_dir / "codec.wasm" cached.write_bytes(b"\x00asm\x01\x00\x00\x00") + (ref_dir / "codec.manifest.json").write_bytes(b"{}") mock_client = MagicMock() @@ -125,9 +133,11 @@ def test_force_bypasses_cache(self, tmp_path: Path) -> None: ref_dir.mkdir(parents=True) cached = ref_dir / "codec.wasm" cached.write_bytes(b"\x00asm\x01\x00\x00\x00") + manifest = ref_dir / "codec.manifest.json" + manifest.write_bytes(b"{}") mock_client = MagicMock() - mock_client.pull.return_value = [str(cached)] + mock_client.pull.return_value = [str(cached), str(manifest)] with patch(ORAS_CLIENT, return_value=mock_client): download_oci( diff --git a/tests/test_wasm_download_integration.py b/tests/test_wasm_download_integration.py deleted file mode 100644 index 37da3ff..0000000 --- a/tests/test_wasm_download_integration.py +++ /dev/null @@ -1,62 +0,0 @@ -import numpy as np -import pytest - -from chonkle.codecs import TiffPredictor2 -from chonkle.wasm_download import download_https, download_oci -from chonkle.wasm_runner import resolve_wasm_uri, wasm_decode - -HTTPS_URL = ( - "https://github.com/cylf-dev/tiff-predictor-2-c/" - "releases/download/v0.1.0/tiff-predictor-2.wasm" -) -OCI_URI = "oci://ghcr.io/cylf-dev/tiff-predictor-2-c:v0.1.0" - -WASM_MAGIC = b"\x00asm" - - -@pytest.mark.network -class TestHttpsDownloadIntegration: - def test_download_from_github_releases(self, tmp_path): - path = download_https(HTTPS_URL, cache_dir=tmp_path) - assert path.exists() - assert path.stat().st_size > 0 - assert path.read_bytes()[:4] == WASM_MAGIC - - def test_cache_hit_on_second_download(self, tmp_path): - path1 = download_https(HTTPS_URL, cache_dir=tmp_path) - path2 = download_https(HTTPS_URL, cache_dir=tmp_path) - assert path1 == path2 - - -@pytest.mark.network -class TestOciDownloadIntegration: - def test_download_from_ghcr(self, tmp_path): - path = download_oci(OCI_URI, cache_dir=tmp_path) - assert path.exists() - assert path.stat().st_size > 0 - assert path.read_bytes()[:4] == WASM_MAGIC - - -@pytest.mark.network -class TestResolveWasmUriIntegration: - def test_https_resolve_and_run(self, tmp_path, monkeypatch): - monkeypatch.setenv("CHONKLE_CACHE_DIR", str(tmp_path)) - path = resolve_wasm_uri(HTTPS_URL) - - codec = TiffPredictor2() - arr = np.array([[10, 12, 15, 11]], dtype=np.uint16) - encoded = codec.encode(arr).tobytes() - result_bytes = wasm_decode(path, encoded, {"bytes_per_sample": 2, "width": 4}) - result = np.frombuffer(result_bytes, dtype=np.uint16).reshape(arr.shape) - np.testing.assert_array_equal(result, arr) - - def test_oci_resolve_and_run(self, tmp_path, monkeypatch): - monkeypatch.setenv("CHONKLE_CACHE_DIR", str(tmp_path)) - path = resolve_wasm_uri(OCI_URI) - - codec = TiffPredictor2() - arr = np.array([[10, 12, 15, 11]], dtype=np.uint16) - encoded = codec.encode(arr).tobytes() - result_bytes = wasm_decode(path, encoded, {"bytes_per_sample": 2, "width": 4}) - result = np.frombuffer(result_bytes, dtype=np.uint16).reshape(arr.shape) - np.testing.assert_array_equal(result, arr) diff --git a/tests/test_wasm_runner.py b/tests/test_wasm_runner.py deleted file mode 100644 index bdafa67..0000000 --- a/tests/test_wasm_runner.py +++ /dev/null @@ -1,291 +0,0 @@ -from pathlib import Path - -import numpy as np -import pytest - -from chonkle.codecs import TiffPredictor2 -from chonkle.wasm_runner import resolve_wasm_uri, wasm_decode, wasm_encode - -from .conftest import FIXTURES_DIR - -CORE_WASM_PATH = FIXTURES_DIR / "cog_wasm" / "tiff-predictor-2-c.wasm" -COMPONENT_WASM_PATH = FIXTURES_DIR / "cog_wasm" / "tiff-predictor-2-python.wasm" - - -class TestResolveWasmUri: - def test_file_uri(self, tmp_path: Path) -> None: - wasm = tmp_path / "codec.wasm" - wasm.write_bytes(b"\x00") - result = resolve_wasm_uri(wasm.as_uri()) - assert result == wasm.resolve() - - def test_no_scheme_raises(self) -> None: - with pytest.raises(NotImplementedError, match="must include a scheme"): - resolve_wasm_uri("/absolute/path.wasm") - - def test_unsupported_scheme_raises(self) -> None: - with pytest.raises(NotImplementedError, match="Unsupported URI scheme"): - resolve_wasm_uri("ftp://registry/codec:v1") - - def test_https_uri_delegates_to_download( - self, monkeypatch: pytest.MonkeyPatch, tmp_path: Path - ) -> None: - wasm = tmp_path / "downloaded.wasm" - wasm.write_bytes(b"\x00") - monkeypatch.setattr( - "chonkle.wasm_runner.download_https", - lambda url, **kw: wasm, - ) - result = resolve_wasm_uri("https://example.com/codec.wasm") - assert result == wasm - - def test_oci_uri_delegates_to_download( - self, monkeypatch: pytest.MonkeyPatch, tmp_path: Path - ) -> None: - wasm = tmp_path / "downloaded.wasm" - wasm.write_bytes(b"\x00") - monkeypatch.setattr( - "chonkle.wasm_runner.download_oci", - lambda uri, **kw: wasm, - ) - result = resolve_wasm_uri("oci://ghcr.io/org/repo:v1") - assert result == wasm - - -class TestWasmCoreDecode: - pytestmark = pytest.mark.usefixtures("ensure_core_wasm") - - def test_small_uint16_array(self) -> None: - """Encode with Python, decode with Core Wasm, verify roundtrip.""" - codec = TiffPredictor2() - arr = np.array( - [[10, 12, 15, 11], [100, 98, 95, 99]], - dtype=np.uint16, - ) - encoded = codec.encode(arr) - encoded_bytes = encoded.tobytes() - - result_bytes = wasm_decode( - CORE_WASM_PATH, - encoded_bytes, - {"bytes_per_sample": 2, "width": 4}, - ) - - result = np.frombuffer(result_bytes, dtype=np.uint16).reshape(arr.shape) - np.testing.assert_array_equal(result, arr) - - def test_small_uint8_array(self) -> None: - codec = TiffPredictor2() - arr = np.array([[1, 3, 6, 10], [200, 198, 195, 199]], dtype=np.uint8) - encoded = codec.encode(arr) - encoded_bytes = encoded.tobytes() - - result_bytes = wasm_decode( - CORE_WASM_PATH, - encoded_bytes, - {"bytes_per_sample": 1, "width": 4}, - ) - - result = np.frombuffer(result_bytes, dtype=np.uint8).reshape(arr.shape) - np.testing.assert_array_equal(result, arr) - - -class TestWasmCoreEncode: - pytestmark = pytest.mark.usefixtures("ensure_core_wasm") - - def test_small_uint16_array(self) -> None: - """Encode with Core Wasm, decode with Python, verify roundtrip.""" - codec = TiffPredictor2() - arr = np.array( - [[10, 12, 15, 11], [100, 98, 95, 99]], - dtype=np.uint16, - ) - - encoded_bytes = wasm_encode( - CORE_WASM_PATH, - arr.tobytes(), - {"bytes_per_sample": 2, "width": 4}, - ) - - encoded = np.frombuffer(encoded_bytes, dtype=np.uint16).reshape(arr.shape) - result = codec.decode(encoded) - np.testing.assert_array_equal(result, arr) - - def test_small_uint8_array(self) -> None: - """Encode with Core Wasm, decode with Python, verify roundtrip.""" - codec = TiffPredictor2() - arr = np.array([[1, 3, 6, 10], [200, 198, 195, 199]], dtype=np.uint8) - - encoded_bytes = wasm_encode( - CORE_WASM_PATH, - arr.tobytes(), - {"bytes_per_sample": 1, "width": 4}, - ) - - encoded = np.frombuffer(encoded_bytes, dtype=np.uint8).reshape(arr.shape) - result = codec.decode(encoded) - np.testing.assert_array_equal(result, arr) - - def test_core_encode_matches_python_encode(self) -> None: - """Core Wasm encode produces identical output to Python encode.""" - codec = TiffPredictor2() - arr = np.array( - [[10, 12, 15, 11], [100, 98, 95, 99]], - dtype=np.uint16, - ) - python_encoded = codec.encode(arr) - - core_encoded_bytes = wasm_encode( - CORE_WASM_PATH, - arr.tobytes(), - {"bytes_per_sample": 2, "width": 4}, - ) - core_encoded = np.frombuffer(core_encoded_bytes, dtype=np.uint16).reshape( - arr.shape - ) - - np.testing.assert_array_equal(core_encoded, python_encoded) - - -class TestWasmCoreRoundtrip: - pytestmark = pytest.mark.usefixtures("ensure_core_wasm") - - def test_encode_then_decode(self) -> None: - """Core Wasm encode followed by Core Wasm decode returns original data.""" - arr = np.array( - [[10, 12, 15, 11], [100, 98, 95, 99]], - dtype=np.uint16, - ) - config = {"bytes_per_sample": 2, "width": 4} - - encoded_bytes = wasm_encode(CORE_WASM_PATH, arr.tobytes(), config) - decoded_bytes = wasm_decode(CORE_WASM_PATH, encoded_bytes, config) - - result = np.frombuffer(decoded_bytes, dtype=np.uint16).reshape(arr.shape) - np.testing.assert_array_equal(result, arr) - - def test_decode_then_encode(self) -> None: - """Core Wasm decode followed by Core Wasm encode returns original data.""" - codec = TiffPredictor2() - arr = np.array( - [[10, 12, 15, 11], [100, 98, 95, 99]], - dtype=np.uint16, - ) - differenced = codec.encode(arr) - config = {"bytes_per_sample": 2, "width": 4} - - decoded_bytes = wasm_decode(CORE_WASM_PATH, differenced.tobytes(), config) - reencoded_bytes = wasm_encode(CORE_WASM_PATH, decoded_bytes, config) - - result = np.frombuffer(reencoded_bytes, dtype=np.uint16).reshape(arr.shape) - np.testing.assert_array_equal(result, differenced) - - -class TestWasmComponentDecode: - pytestmark = pytest.mark.usefixtures("ensure_component_wasm") - - def test_small_uint16_array(self) -> None: - """Python encode → component decode → verify roundtrip.""" - codec = TiffPredictor2() - arr = np.array( - [[10, 12, 15, 11], [100, 98, 95, 99]], - dtype=np.uint16, - ) - encoded = codec.encode(arr) - - result_bytes = wasm_decode( - COMPONENT_WASM_PATH, - encoded.tobytes(), - {"bytes_per_sample": 2, "width": 4}, - ) - - result = np.frombuffer(result_bytes, dtype=np.uint16).reshape(arr.shape) - np.testing.assert_array_equal(result, arr) - - def test_small_uint8_array(self) -> None: - codec = TiffPredictor2() - arr = np.array([[1, 3, 6, 10], [200, 198, 195, 199]], dtype=np.uint8) - encoded = codec.encode(arr) - - result_bytes = wasm_decode( - COMPONENT_WASM_PATH, - encoded.tobytes(), - {"bytes_per_sample": 1, "width": 4}, - ) - - result = np.frombuffer(result_bytes, dtype=np.uint8).reshape(arr.shape) - np.testing.assert_array_equal(result, arr) - - -class TestWasmComponentEncode: - pytestmark = pytest.mark.usefixtures("ensure_component_wasm") - - def test_small_uint16_array(self) -> None: - """Component encode → Python decode → verify roundtrip.""" - codec = TiffPredictor2() - arr = np.array( - [[10, 12, 15, 11], [100, 98, 95, 99]], - dtype=np.uint16, - ) - - encoded_bytes = wasm_encode( - COMPONENT_WASM_PATH, - arr.tobytes(), - {"bytes_per_sample": 2, "width": 4}, - ) - - encoded = np.frombuffer(encoded_bytes, dtype=np.uint16).reshape(arr.shape) - result = codec.decode(encoded) - np.testing.assert_array_equal(result, arr) - - def test_small_uint8_array(self) -> None: - codec = TiffPredictor2() - arr = np.array([[1, 3, 6, 10], [200, 198, 195, 199]], dtype=np.uint8) - - encoded_bytes = wasm_encode( - COMPONENT_WASM_PATH, - arr.tobytes(), - {"bytes_per_sample": 1, "width": 4}, - ) - - encoded = np.frombuffer(encoded_bytes, dtype=np.uint8).reshape(arr.shape) - result = codec.decode(encoded) - np.testing.assert_array_equal(result, arr) - - def test_component_encode_matches_python_encode(self) -> None: - """Component encode produces identical output to Python encode.""" - codec = TiffPredictor2() - arr = np.array( - [[10, 12, 15, 11], [100, 98, 95, 99]], - dtype=np.uint16, - ) - python_encoded = codec.encode(arr) - - component_encoded_bytes = wasm_encode( - COMPONENT_WASM_PATH, - arr.tobytes(), - {"bytes_per_sample": 2, "width": 4}, - ) - component_encoded = np.frombuffer( - component_encoded_bytes, dtype=np.uint16 - ).reshape(arr.shape) - - np.testing.assert_array_equal(component_encoded, python_encoded) - - -class TestWasmComponentRoundtrip: - pytestmark = pytest.mark.usefixtures("ensure_component_wasm") - - def test_encode_then_decode(self) -> None: - """Component encode followed by component decode returns original data.""" - arr = np.array( - [[10, 12, 15, 11], [100, 98, 95, 99]], - dtype=np.uint16, - ) - config = {"bytes_per_sample": 2, "width": 4} - - encoded_bytes = wasm_encode(COMPONENT_WASM_PATH, arr.tobytes(), config) - decoded_bytes = wasm_decode(COMPONENT_WASM_PATH, encoded_bytes, config) - - result = np.frombuffer(decoded_bytes, dtype=np.uint16).reshape(arr.shape) - np.testing.assert_array_equal(result, arr) diff --git a/uv.lock b/uv.lock index c02be61..4b95723 100644 --- a/uv.lock +++ b/uv.lock @@ -271,8 +271,6 @@ name = "chonkle" version = "0.0.0" source = { editable = "." } dependencies = [ - { name = "numcodecs" }, - { name = "numpy" }, { name = "oras" }, { name = "wasmtime" }, ] @@ -293,8 +291,6 @@ notebook = [ [package.metadata] requires-dist = [ - { name = "numcodecs" }, - { name = "numpy" }, { name = "oras" }, { name = "wasmtime" }, ] diff --git a/wit/codec.wit b/wit/codec.wit new file mode 100644 index 0000000..710afbf --- /dev/null +++ b/wit/codec.wit @@ -0,0 +1,14 @@ +package chonkle:codec@0.1.0; + +interface transform { + /// A named byte buffer — one port in the port map. + type port-name = string; + type port-map = list>>; + + encode: func(inputs: port-map) -> result; + decode: func(inputs: port-map) -> result; +} + +world codec { + export transform; +} From 27e31b554156446a7f6619a9e445a180e831bd0d Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Tue, 10 Mar 2026 17:13:33 -0500 Subject: [PATCH 02/52] docs: fix step outputs format and remove empty encode_only_inputs Step outputs in the README example and SYSTEM_OVERVIEW schema were incorrectly shown as typed dicts; the actual schema uses an array of port name strings. Also removes redundant encode_only_inputs: [] from the README example and page-split-dag.json fixture (field defaults to [] when omitted). --- README.md | 19 +++++-------------- tests/fixtures/pipelines/page-split-dag.json | 12 ++++-------- 2 files changed, 9 insertions(+), 22 deletions(-) diff --git a/README.md b/README.md index 31fa0e7..cf12f93 100644 --- a/README.md +++ b/README.md @@ -192,8 +192,7 @@ outputs of previous steps. "inputs": { "bytes": "input.bytes" }, - "outputs": {"bytes": {"type": "bytes"}}, - "encode_only_inputs": [] + "outputs": ["bytes"] }, { "name": "split", @@ -204,12 +203,7 @@ outputs of previous steps. "rep_length": "input.rep_length", "def_length": "input.def_length" }, - "outputs": { - "rep_bytes": {"type": "bytes"}, - "def_bytes": {"type": "bytes"}, - "value_bytes": {"type": "bytes"} - }, - "encode_only_inputs": [] + "outputs": ["rep_bytes", "def_bytes", "value_bytes"] }, { "name": "decode_values", @@ -219,8 +213,7 @@ outputs of previous steps. "bytes": "split.value_bytes", "bit_width": "constant.index_bit_width" }, - "outputs": {"bytes": {"type": "bytes"}}, - "encode_only_inputs": [] + "outputs": ["bytes"] }, { "name": "decode_def", @@ -230,8 +223,7 @@ outputs of previous steps. "bytes": "split.def_bytes", "bit_width": "constant.def_bit_width" }, - "outputs": {"bytes": {"type": "bytes"}}, - "encode_only_inputs": [] + "outputs": ["bytes"] }, { "name": "decode_rep", @@ -241,8 +233,7 @@ outputs of previous steps. "bytes": "split.rep_bytes", "bit_width": "constant.rep_bit_width" }, - "outputs": {"bytes": {"type": "bytes"}}, - "encode_only_inputs": [] + "outputs": ["bytes"] } ] } diff --git a/tests/fixtures/pipelines/page-split-dag.json b/tests/fixtures/pipelines/page-split-dag.json index 3aad7f1..72fa611 100644 --- a/tests/fixtures/pipelines/page-split-dag.json +++ b/tests/fixtures/pipelines/page-split-dag.json @@ -21,8 +21,7 @@ "rep_length": "constant.rep_length", "def_length": "constant.def_length" }, - "outputs": ["rep_levels", "def_levels", "data"], - "encode_only_inputs": [] + "outputs": ["rep_levels", "def_levels", "data"] }, { "name": "identity_rep", @@ -31,8 +30,7 @@ "inputs": { "bytes": "page_split.rep_levels" }, - "outputs": ["bytes"], - "encode_only_inputs": [] + "outputs": ["bytes"] }, { "name": "identity_def", @@ -41,8 +39,7 @@ "inputs": { "bytes": "page_split.def_levels" }, - "outputs": ["bytes"], - "encode_only_inputs": [] + "outputs": ["bytes"] }, { "name": "identity_data", @@ -51,8 +48,7 @@ "inputs": { "bytes": "page_split.data" }, - "outputs": ["bytes"], - "encode_only_inputs": [] + "outputs": ["bytes"] } ] } From baa4edb5e2013c8bcf56f62c1909d99732d99aeb Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Wed, 11 Mar 2026 09:14:48 -0500 Subject: [PATCH 03/52] =?UTF-8?q?rename:=20manifest=20=E2=86=92=20signatur?= =?UTF-8?q?e=20throughout=20code=20and=20docs?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Replace all uses of "manifest"/"manifest.json" with "signature"/ "signature.json" in executor.py, wasm_download.py, tests, README.md, and docs/PIPELINE_SCHEMA.md. Also expands the README's divergence summary to document all current schema differences from the protospec. --- README.md | 45 ++++++++++----- docs/PIPELINE_SCHEMA.md | 50 ++++++++--------- src/chonkle/executor.py | 58 +++++++++---------- src/chonkle/wasm_download.py | 48 ++++++++-------- tests/test_executor.py | 104 +++++++++++++++++------------------ tests/test_wasm_download.py | 16 +++--- 6 files changed, 169 insertions(+), 152 deletions(-) diff --git a/README.md b/README.md index cf12f93..437411a 100644 --- a/README.md +++ b/README.md @@ -47,7 +47,7 @@ WIT (WebAssembly Interface Types): every codec component must export `encode` and `decode` functions that accept a named port map and a configuration blob. Wasmtime verifies the contract at instantiation time, rejecting a component with wrong signatures immediately. The specific ports a codec expects inside -the port map are declared in a JSON manifest sidecar and validated by the +the port map are declared in a JSON signature sidecar and validated by the orchestrator before any component is called. The Component Model also makes this practical at ecosystem scale. Any language @@ -144,7 +144,7 @@ execution time is expected to dominate over data movement time. The Python host has two responsibilities: -**Codec cache:** Fetches `.wasm` component files and their `.manifest.json` +**Codec cache:** Fetches `.wasm` component files and their `.signature.json` sidecars referenced in the pipeline JSON (via `file://`, `https://`, or `oci://` URIs) and caches them locally to avoid redundant network requests. Wasmtime's built-in compilation cache handles compiled `.cwasm` artifacts @@ -152,7 +152,7 @@ separately and transparently. **Orchestrator:** Parses the pipeline DAG JSON, resolves wiring between step outputs and inputs by name, determines execution order via topological sort, -validates each step's port declarations against its manifest before execution, +validates each step's port declarations against its signature before execution, and drives the Wasmtime execution loop — calling each component's `encode` or `decode` function in order and routing the named port outputs to the appropriate next step inputs. @@ -246,10 +246,10 @@ outputs of previous steps. Each step declares both its `inputs` (wiring references) and its `outputs` (port names). Technically, the orchestrator could derive output port names -entirely from each codec's manifest, making `outputs` in the pipeline JSON +entirely from each codec's signature, making `outputs` in the pipeline JSON redundant. It is included here deliberately: a pipeline should be readable -and verifiable by a human without cross-referencing external manifests. -The orchestrator validates the declared `outputs` against the codec manifest +and verifiable by a human without cross-referencing external signatures. +The orchestrator validates the declared `outputs` against the codec signature at parse time — a mismatch is an error. --- @@ -288,14 +288,31 @@ The wiring syntax (`input.`, `.`, `constant.`), the typed port model, and the distinction between `encode_only` and bidirectional inputs all follow the inventory's definitions. -The inventory is still in progress. Known divergences: - -- **`src` is required.** The inventory envisions `codec_id` as sufficient for - lookup once a codec registry exists; `src` will become optional then. -- **`configuration` is absent by design.** All codec parameters flow through - the port-map via constants. The `cfg` argument passed to each codec component - is always `b"{}"`. Type descriptors on inputs, outputs, and constants are - stored but not yet validated (no type-checking logic — PoC scope). +The full divergence log lives in [docs/PIPELINE_SCHEMA.md](docs/PIPELINE_SCHEMA.md). +A summary: + +- **`steps` is an array, not an object.** JSON objects have no guaranteed key + order across parsers. An array makes execution order explicit. The step name + moves into the object as a `name` field. +- **`"codec"` renamed to `"codec_id"` in steps.** `codec_id` is the consistent + term throughout the schema; `codec` would be the only place the shorter form + appeared. +- **`src` added to steps (required for now).** The protospec assumes a registry + that resolves codecs by `codec_id`; no registry exists yet. `src` is a direct + URI to the `.wasm` file and will become optional once a registry is in place. +- **`name` added to steps.** A direct consequence of switching `steps` to an + array — the step name must live somewhere in the object. +- **Step `outputs` is an array of port names, not an alias object.** The + protospec maps codec port names to local wiring aliases + (`{"bytes": "raw_uints"}`). Our wiring references use codec port names + directly (`step_name.port_name`), making the alias layer unnecessary. +- **`encode_only` permitted on pipeline inputs.** The protospec shows + `encode_only` only on codec signature inputs. A pipeline's derived codec + signature needs these annotations so outer pipelines know which inputs to + omit during decode. +- **`encode_only_inputs` added to steps.** The protospec records `encode_only` + in the codec signature. Surfacing it on the step keeps the pipeline + self-contained for routing at parse time, before signatures are loaded. --- diff --git a/docs/PIPELINE_SCHEMA.md b/docs/PIPELINE_SCHEMA.md index 1fec486..d2470c9 100644 --- a/docs/PIPELINE_SCHEMA.md +++ b/docs/PIPELINE_SCHEMA.md @@ -2,13 +2,13 @@ A pipeline is a DAG of codec steps defined in a JSON file. A pipeline JSON is an *implementation* — it describes the DAG, the wiring, and the baked-in -constants. It is not a codec manifest, and its schema is not the same as a -manifest's. +constants. It is not a codec signature, and its schema is not the same as a +signature's. -A pipeline is conceptually a codec: a codec manifest for the pipeline could be +A pipeline is conceptually a codec: a codec signature for the pipeline could be derived from the pipeline JSON. The input names and types come directly from the `inputs` field, and the output types can be inferred by tracing each output -wiring reference back through the step manifests. If a pipeline were also compiled to a `.wasm` component implementing the +wiring reference back through the step signatures. If a pipeline were also compiled to a `.wasm` component implementing the `chonkle:codec/transform` WIT interface, it could appear as a step inside another pipeline — enabling hierarchical composition. This is not a hypothetical: the Wasm Component Model supports composing multiple components @@ -37,7 +37,7 @@ JSON would drive that composition, and the result would be a self-contained ``` ### `codec_id` (string, required) -The canonical identifier for this pipeline. Used in any derived codec manifest +The canonical identifier for this pipeline. Used in any derived codec signature and in a future registry for resolving this pipeline as a step in outer pipelines. ### `direction` (string, required) @@ -54,7 +54,7 @@ name; each value is a descriptor: `"bool"`, `"uint[]"`, `"dtype_desc"`. - `encode_only` (bool, optional): if true, this input is only meaningful during encoding. It is omitted from the port-map during decode, and any derived codec - manifest will carry this annotation so that outer pipelines can handle it + signature will carry this annotation so that outer pipelines can handle it correctly. `required` and `default` are intentionally absent. Those properties belong to a @@ -76,7 +76,7 @@ Encode-only routing for constant-sourced ports is handled at the step level via Constants are a convenience for pipeline authors: they are a way of saying "I have made this decision for the caller." Conceptually, a constant is just an -input whose value the pipeline author has pre-decided. If a codec manifest were +input whose value the pipeline author has pre-decided. If a codec signature were derived from the pipeline, each constant would appear as an optional input with the constant's value as its default — invisible to callers who don't care, but overridable by callers who do. @@ -86,7 +86,7 @@ Maps each pipeline output port name to the step port that produces it. The key is the name callers use to retrieve results from the returned port-map; the value is a wiring reference of the form `step_name.port_name`. An output port may be renamed relative to the source step's port name. Types are not declared here — -they are derived from the source step's codec manifest during validation. +they are derived from the source step's codec signature during validation. ### `steps` (array, required) An ordered array of step objects. See [Steps](#steps) below. @@ -115,26 +115,26 @@ downstream steps and pipeline outputs (`step_name.port_name`). Multiple steps may share a `codec_id` but must have distinct `name` values. ### `codec_id` (string, required) -The logical codec identifier. Matched against the codec manifest's `codec_id` +The logical codec identifier. Matched against the codec signature's `codec_id` during validation. ### `src` (string, required) URI of the codec's `.wasm` file. Supported schemes: `file://`, `https://`, -`oci://`. A `.manifest.json` sidecar is expected at the same location (or as +`oci://`. A `.signature.json` sidecar is expected at the same location (or as a layer in the same OCI artifact). ### `inputs` (object, required) Maps each codec input port name to a wiring reference. The key is the port name -as declared in the codec manifest; the value is a wiring reference (see +as declared in the codec signature; the value is a wiring reference (see [Wiring References](#wiring-references)). No type information is included — -types are in the codec manifest. +types are in the codec signature. ### `outputs` (array of strings, required) The output port names this step exposes for downstream wiring. Port names must -match ports declared in the codec manifest. Types are not included — they are in -the codec manifest. This field is retained (rather than being omitted entirely) to enable parse-time +match ports declared in the codec signature. Types are not included — they are in +the codec signature. This field is retained (rather than being omitted entirely) to enable parse-time wiring validation: a parser can confirm that every downstream reference to -`step_name.port_name` points to a declared output without loading any manifest. +`step_name.port_name` points to a declared output without loading any signature. ### `encode_only_inputs` (array of strings, optional) Input port names that are excluded from the port-map when running in the decode @@ -155,9 +155,9 @@ A wiring reference is a dot-notation string identifying the source of a value: | `.` | An output port of a named step | All wiring references are validated at parse time against declared inputs, -constants, and step outputs. Manifest-level type compatibility (checking that +constants, and step outputs. Signature-level type compatibility (checking that the source type matches the destination type) is validated in a separate -pre-execution pass once all codec manifests are loaded. +pre-execution pass once all codec signatures are loaded. --- @@ -187,7 +187,7 @@ on insertion order. The step name is moved into the object as the `name` field. `"codec_id": "zstd"` `codec_id` is the consistent term for a codec identifier throughout the rest -of the schema (top-level `codec_id`, codec manifests). Using `codec` in steps +of the schema (top-level `codec_id`, codec signatures). Using `codec` in steps would be the only place the shorter form appeared. ### `src` added to steps @@ -227,7 +227,7 @@ name and how downstream steps refer to it (`step_name.alias`). Our wiring references use the codec port name directly (`step_name.port_name`), making the alias layer unnecessary. Removing it also removes the only reason for the value side of the object. A list of port names is sufficient: it keeps the pipeline -human-readable without manifests, and enables parse-time wiring validation. +human-readable without signatures, and enables parse-time wiring validation. ### `encode_only` on pipeline inputs @@ -238,23 +238,23 @@ on pipeline inputs in any protospec example **Ours**: `encode_only` is permitted on pipeline inputs -A pipeline's derived codec manifest needs `encode_only` annotations so that +A pipeline's derived codec signature needs `encode_only` annotations so that outer pipelines — and eventually a compiled `.wasm` component — know which inputs to omit during decode. The protospec does not show this on pipeline -inputs, but it is a logical extension of the same property on codec manifest +inputs, but it is a logical extension of the same property on codec signature inputs. ### `encode_only_inputs` added to steps **Protospec**: -`encode_only` is a property of codec manifest inputs, not pipeline +`encode_only` is a property of codec signature inputs, not pipeline steps **Ours**: `"encode_only_inputs": ["level"]` on the step -The protospec records `encode_only` in the codec manifest. Our executor needs -to know which inputs to skip during decode at parse time, before manifests are +The protospec records `encode_only` in the codec signature. Our executor needs +to know which inputs to skip during decode at parse time, before signatures are loaded. Surfacing this on the step makes the pipeline self-contained for routing purposes and allows validation at parse time. It is expected to be consistent -with the codec manifest; a future validation pass may enforce this. +with the codec signature; a future validation pass may enforce this. diff --git a/src/chonkle/executor.py b/src/chonkle/executor.py index fcf5911..810ca21 100644 --- a/src/chonkle/executor.py +++ b/src/chonkle/executor.py @@ -35,7 +35,7 @@ def run( Pipeline output names mapped to byte values. Raises: - ValueError: A required input is missing or manifest validation fails. + ValueError: A required input is missing or signature validation fails. RuntimeError: A codec component call returns an error. """ direction = pipeline.direction @@ -58,8 +58,8 @@ def run( # Phase 1: resolve all codec URIs to local paths. wasm_paths = _resolve_uris(pipeline, step_by_name, force_download=force_download) - # Phase 2: validate all manifests before any component is called. - _validate_manifests(pipeline, step_by_name, wasm_paths) + # Phase 2: validate all signatures before any component is called. + _validate_signatures(pipeline, step_by_name, wasm_paths) # Phase 3: execute steps in topological order. return _execute_steps(pipeline, step_by_name, wasm_paths, inputs, active_inputs) @@ -154,12 +154,12 @@ def _resolve_uris( } -def _validate_manifests( +def _validate_signatures( pipeline: Pipeline, step_by_name: dict[str, StepSpec], wasm_paths: dict[str, Path], ) -> None: - """Validate all step manifests before any component is called. + """Validate all step signatures before any component is called. Collects errors from every step and raises a single ValueError listing all problems, so the caller sees every issue at once rather than failing @@ -171,23 +171,23 @@ def _validate_manifests( wasm_paths: Step name to resolved local .wasm path. Raises: - ValueError: One or more steps have manifest validation errors. + ValueError: One or more steps have signature validation errors. """ errors: list[str] = [] for step_name in pipeline.execution_order: step = step_by_name[step_name] wasm_path = wasm_paths[step_name] - manifest_path = wasm_path.parent / (wasm_path.stem + ".manifest.json") + signature_path = wasm_path.parent / (wasm_path.stem + ".signature.json") try: - _validate_manifest(step, manifest_path, pipeline.direction) + _validate_signature(step, signature_path, pipeline.direction) except (ValueError, FileNotFoundError) as exc: errors.append(str(exc)) if errors: - raise ValueError("Pipeline manifest validation failed:\n" + "\n".join(errors)) + raise ValueError("Pipeline signature validation failed:\n" + "\n".join(errors)) -def _validate_manifest(step: StepSpec, manifest_path: Path, direction: str) -> None: - """Verify a step's port declarations against its codec manifest sidecar. +def _validate_signature(step: StepSpec, signature_path: Path, direction: str) -> None: + """Verify a step's port declarations against its codec signature sidecar. Each check is a subset check — the step need not use every port the codec declares. Input validation is direction-aware: encode_only ports are @@ -195,55 +195,55 @@ def _validate_manifest(step: StepSpec, manifest_path: Path, direction: str) -> N Args: step: Step whose declared inputs and outputs are being checked. - manifest_path: Path to the .manifest.json sidecar file. + signature_path: Path to the .signature.json sidecar file. direction: Pipeline direction ("encode" or "decode"). Raises: - FileNotFoundError: The manifest sidecar does not exist. - ValueError: Declared ports are not valid per the manifest. + FileNotFoundError: The signature sidecar does not exist. + ValueError: Declared ports are not valid per the signature. """ - if not manifest_path.exists(): - msg = f"Step {step.name!r}: manifest not found at {manifest_path}" + if not signature_path.exists(): + msg = f"Step {step.name!r}: signature not found at {signature_path}" raise FileNotFoundError(msg) - with manifest_path.open() as f: - manifest = json.load(f) + with signature_path.open() as f: + signature = json.load(f) errors: list[str] = [] - if "inputs" in manifest: - manifest_inputs: dict[str, Any] = manifest["inputs"] + if "inputs" in signature: + signature_inputs: dict[str, Any] = signature["inputs"] if direction == "decode": valid_inputs = { name - for name, desc in manifest_inputs.items() + for name, desc in signature_inputs.items() if not desc.get("encode_only", False) } else: - valid_inputs = set(manifest_inputs.keys()) + valid_inputs = set(signature_inputs.keys()) # Active inputs: wired ports minus encode_only_inputs (skipped during decode). active_inputs = set(step.inputs.keys()) - set(step.encode_only_inputs) unknown = active_inputs - valid_inputs if unknown: errors.append( - f"inputs {sorted(unknown)} are not valid manifest {direction} inputs " + f"inputs {sorted(unknown)} are not valid signature {direction} inputs " f"{sorted(valid_inputs)}" ) - if "outputs" in manifest: - manifest_outputs = set(manifest["outputs"].keys()) + if "outputs" in signature: + signature_outputs = set(signature["outputs"].keys()) declared_outputs = set(step.outputs) - unknown_outputs = declared_outputs - manifest_outputs + unknown_outputs = declared_outputs - signature_outputs if unknown_outputs: errors.append( - f"outputs {sorted(unknown_outputs)} are not valid manifest outputs " - f"{sorted(manifest_outputs)}" + f"outputs {sorted(unknown_outputs)} are not valid signature outputs " + f"{sorted(signature_outputs)}" ) if errors: joined = "; ".join(errors) - msg = f"Step {step.name!r}: {joined} (from {manifest_path})" + msg = f"Step {step.name!r}: {joined} (from {signature_path})" raise ValueError(msg) diff --git a/src/chonkle/wasm_download.py b/src/chonkle/wasm_download.py index 8a6a08a..fd9243e 100644 --- a/src/chonkle/wasm_download.py +++ b/src/chonkle/wasm_download.py @@ -83,27 +83,27 @@ def _should_force() -> bool: return os.environ.get("CHONKLE_FORCE_DOWNLOAD", "") == "1" -def _derive_manifest_url(wasm_url: str) -> str: - """Derive the ``.manifest.json`` sidecar URL from a ``.wasm`` HTTPS URL. +def _derive_signature_url(wasm_url: str) -> str: + """Derive the ``.signature.json`` sidecar URL from a ``.wasm`` HTTPS URL. - Replaces the filename in the URL path with ``{stem}.manifest.json``, + Replaces the filename in the URL path with ``{stem}.signature.json``, preserving the scheme, host, and all other path components. For example:: https://example.com/codecs/zstd.wasm - → https://example.com/codecs/zstd.manifest.json + → https://example.com/codecs/zstd.signature.json Args: wasm_url: The HTTPS URL of the ``.wasm`` file. Returns: - The HTTPS URL of the corresponding ``.manifest.json`` file. + The HTTPS URL of the corresponding ``.signature.json`` file. """ parsed = urllib.parse.urlparse(wasm_url) path = PurePosixPath(parsed.path) - manifest_name = path.stem + ".manifest.json" - manifest_path = str(path.parent / manifest_name) - return urllib.parse.urlunparse(parsed._replace(path=manifest_path)) + signature_name = path.stem + ".signature.json" + signature_path = str(path.parent / signature_name) + return urllib.parse.urlunparse(parsed._replace(path=signature_path)) def _download_url_to(url: str, dest: Path, dest_dir: Path) -> None: @@ -134,7 +134,7 @@ def _download_url_to(url: str, dest: Path, dest_dir: Path) -> None: def download_https( url: str, *, cache_dir: Path | None = None, force: bool = False ) -> Path: - """Download a ``.wasm`` file and its ``.manifest.json`` sidecar from HTTPS. + """Download a ``.wasm`` file and its ``.signature.json`` sidecar from HTTPS. Both files are stored under a cache subdirectory keyed by the SHA-256 hash of the ``.wasm`` URL. If both are already present and @@ -142,8 +142,8 @@ def download_https( cached path is returned without re-downloading. Args: - url: The HTTPS URL of the ``.wasm`` file. The manifest URL is - derived by replacing ``.wasm`` with ``.manifest.json`` in + url: The HTTPS URL of the ``.wasm`` file. The signature URL is + derived by replacing ``.wasm`` with ``.signature.json`` in the path component. cache_dir: Root directory for the cache. Defaults to the result of ``get_cache_dir()``. @@ -160,17 +160,17 @@ def download_https( dest_dir = cache_dir / "https" / url_hash dest = dest_dir / filename - manifest_url = _derive_manifest_url(url) - manifest_filename = PurePosixPath(urllib.parse.urlparse(manifest_url).path).name - manifest_dest = dest_dir / manifest_filename + signature_url = _derive_signature_url(url) + signature_filename = PurePosixPath(urllib.parse.urlparse(signature_url).path).name + signature_dest = dest_dir / signature_filename - already_cached = dest.exists() and manifest_dest.exists() + already_cached = dest.exists() and signature_dest.exists() if already_cached and not force and not _should_force(): return dest dest_dir.mkdir(parents=True, exist_ok=True) _download_url_to(url, dest, dest_dir) - _download_url_to(manifest_url, manifest_dest, dest_dir) + _download_url_to(signature_url, signature_dest, dest_dir) return dest @@ -178,10 +178,10 @@ def download_https( def download_oci( uri: str, *, cache_dir: Path | None = None, force: bool = False ) -> Path: - """Pull a ``.wasm`` codec and its ``.manifest.json`` sidecar from an OCI registry. + """Pull a ``.wasm`` codec and its ``.signature.json`` sidecar from an OCI registry. The artifact must contain both a ``.wasm`` layer and a - ``.manifest.json`` layer. Pull output is cached under a directory + ``.signature.json`` layer. Pull output is cached under a directory derived from the OCI reference. If the cache directory already contains both file types and neither ``force`` nor ``CHONKLE_FORCE_DOWNLOAD=1`` is active, the cached path is returned @@ -199,7 +199,7 @@ def download_oci( Raises: ValueError: If the OCI artifact contains no ``.wasm`` file - or no ``.manifest.json`` sidecar. + or no ``.signature.json`` sidecar. """ if cache_dir is None: cache_dir = get_cache_dir() @@ -209,8 +209,8 @@ def download_oci( if not force and not _should_force() and ref_dir.exists(): wasm_files = list(ref_dir.glob("*.wasm")) - manifest_files = list(ref_dir.glob("*.manifest.json")) - if wasm_files and manifest_files: + signature_files = list(ref_dir.glob("*.signature.json")) + if wasm_files and signature_files: return wasm_files[0] ref_dir.mkdir(parents=True, exist_ok=True) @@ -233,9 +233,9 @@ def download_oci( msg = "No .wasm file found in OCI artifact" raise ValueError(msg) - manifest_files = [Path(f) for f in files if f.endswith(".manifest.json")] - if not manifest_files: - msg = "No .manifest.json sidecar found in OCI artifact" + signature_files = [Path(f) for f in files if f.endswith(".signature.json")] + if not signature_files: + msg = "No .signature.json sidecar found in OCI artifact" raise ValueError(msg) return wasm_files[0] diff --git a/tests/test_executor.py b/tests/test_executor.py index da8c1c0..e37928a 100644 --- a/tests/test_executor.py +++ b/tests/test_executor.py @@ -42,9 +42,9 @@ class TestRunWiring: """Verify executor wiring logic using mocked component calls.""" @pytest.fixture(autouse=True) - def _skip_manifest_validation(self): - """Patch out manifest validation so wiring tests need no sidecar files.""" - with patch("chonkle.executor._validate_manifest"): + def _skip_signature_validation(self): + """Patch out signature validation so wiring tests need no sidecar files.""" + with patch("chonkle.executor._validate_signature"): yield def test_passes_input_bytes_to_step(self, raw_chunk: bytes) -> None: @@ -351,9 +351,9 @@ def fake_call(_engine, wasm_path, direction, port_map): class TestResolveUriIntegration: @pytest.fixture(autouse=True) - def _skip_manifest_validation(self): - """Patch out manifest validation so URI tests need no sidecar files.""" - with patch("chonkle.executor._validate_manifest"): + def _skip_signature_validation(self): + """Patch out signature validation so URI tests need no sidecar files.""" + with patch("chonkle.executor._validate_signature"): yield def test_https_uri_calls_resolve_uri(self) -> None: @@ -409,8 +409,8 @@ def test_force_download_propagated(self) -> None: mock_resolve.assert_called_once_with("file:///fake.wasm", force_download=True) -class TestManifestValidation: - """Manifest format: protospec codec signature — inputs/outputs are dicts.""" +class TestSignatureValidation: + """Signature format: protospec codec signature — inputs/outputs are dicts.""" def _make_pipeline( self, @@ -421,7 +421,7 @@ def _make_pipeline( step_outputs: list | None = None, encode_only_inputs: list | None = None, ) -> Pipeline: - """Build a single-step pipeline for manifest validation tests.""" + """Build a single-step pipeline for signature validation tests.""" if step_inputs is None: step_inputs = {"bytes": "input.bytes"} if step_outputs is None: @@ -456,35 +456,35 @@ def _make_pipeline( } ) - def test_manifest_mismatch_raises(self, tmp_path: Path) -> None: - """A manifest with an unknown output port name raises ValueError.""" + def test_signature_mismatch_raises(self, tmp_path: Path) -> None: + """A signature with an unknown output port name raises ValueError.""" wasm_file = tmp_path / "codec.wasm" wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") - manifest = { + signature = { "inputs": {"bytes": {"type": "bytes", "required": True}}, "outputs": {"wrong_port": {"type": "bytes"}}, } - (tmp_path / "codec.manifest.json").write_text(json.dumps(manifest)) + (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) pipeline = self._make_pipeline(wasm_file, step_outputs=["bytes"]) with ( patch("chonkle.executor.resolve_uri", return_value=wasm_file), - pytest.raises(ValueError, match="not valid manifest outputs"), + pytest.raises(ValueError, match="not valid signature outputs"), ): run(pipeline, {"bytes": b"data"}) - def test_matching_manifest_does_not_raise(self, tmp_path: Path) -> None: - """A manifest matching declared ports does not raise.""" + def test_matching_signature_does_not_raise(self, tmp_path: Path) -> None: + """A signature matching declared ports does not raise.""" wasm_file = tmp_path / "codec.wasm" wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") - manifest = { + signature = { "inputs": { "bytes": {"type": "bytes", "required": True}, "level": {"type": "int", "required": False, "encode_only": True}, }, "outputs": {"bytes": {"type": "bytes"}}, } - (tmp_path / "codec.manifest.json").write_text(json.dumps(manifest)) + (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) pipeline = self._make_pipeline( wasm_file, step_inputs={"bytes": "input.bytes"}, @@ -499,16 +499,16 @@ def test_matching_manifest_does_not_raise(self, tmp_path: Path) -> None: assert result == {"bytes": b"out"} - def test_manifest_unknown_input_raises(self, tmp_path: Path) -> None: - """A step wiring a port not in the manifest inputs raises ValueError.""" + def test_signature_unknown_input_raises(self, tmp_path: Path) -> None: + """A step wiring a port not in the signature inputs raises ValueError.""" wasm_file = tmp_path / "codec.wasm" wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") - manifest = { + signature = { "inputs": {"bytes": {"type": "bytes", "required": True}}, "outputs": {"bytes": {"type": "bytes"}}, } - (tmp_path / "codec.manifest.json").write_text(json.dumps(manifest)) - # Step wires "wrong" which is not in manifest inputs + (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) + # Step wires "wrong" which is not in signature inputs pipeline = self._make_pipeline( wasm_file, step_inputs={"wrong": "input.bytes"}, @@ -517,22 +517,22 @@ def test_manifest_unknown_input_raises(self, tmp_path: Path) -> None: with ( patch("chonkle.executor.resolve_uri", return_value=wasm_file), - pytest.raises(ValueError, match="not valid manifest encode inputs"), + pytest.raises(ValueError, match="not valid signature encode inputs"), ): run(pipeline, {"bytes": b"data"}) - def test_manifest_encode_only_excluded_during_decode(self, tmp_path: Path) -> None: + def test_signature_encode_only_excluded_during_decode(self, tmp_path: Path) -> None: """encode_only inputs are excluded from valid decode inputs; no raise.""" wasm_file = tmp_path / "codec.wasm" wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") - manifest = { + signature = { "inputs": { "bytes": {"type": "bytes", "required": True}, "level": {"type": "int", "required": False, "encode_only": True}, }, "outputs": {"bytes": {"type": "bytes"}}, } - (tmp_path / "codec.manifest.json").write_text(json.dumps(manifest)) + (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) # Step wires "level" but marks it as encode_only; decode direction skips it pipeline = self._make_pipeline( wasm_file, @@ -550,15 +550,15 @@ def test_manifest_encode_only_excluded_during_decode(self, tmp_path: Path) -> No assert result == {"bytes": b"out"} - def test_manifest_subset_output_passes(self, tmp_path: Path) -> None: - """Declaring fewer outputs than the manifest advertises is valid.""" + def test_signature_subset_output_passes(self, tmp_path: Path) -> None: + """Declaring fewer outputs than the signature advertises is valid.""" wasm_file = tmp_path / "codec.wasm" wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") - manifest = { + signature = { "inputs": {"bytes": {"type": "bytes", "required": True}}, "outputs": {"bytes": {"type": "bytes"}, "checksum": {"type": "bytes"}}, } - (tmp_path / "codec.manifest.json").write_text(json.dumps(manifest)) + (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) # Step only declares "bytes", not "checksum" pipeline = self._make_pipeline(wasm_file, step_outputs=["bytes"]) @@ -570,12 +570,12 @@ def test_manifest_subset_output_passes(self, tmp_path: Path) -> None: assert result == {"bytes": b"out"} - def test_manifest_outputs_key_absent_skips_check(self, tmp_path: Path) -> None: - """A manifest with no 'outputs' key skips output validation.""" + def test_signature_outputs_key_absent_skips_check(self, tmp_path: Path) -> None: + """A signature with no 'outputs' key skips output validation.""" wasm_file = tmp_path / "codec.wasm" wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") - manifest = {"inputs": {"bytes": {"type": "bytes", "required": True}}} - (tmp_path / "codec.manifest.json").write_text(json.dumps(manifest)) + signature = {"inputs": {"bytes": {"type": "bytes", "required": True}}} + (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) pipeline = self._make_pipeline(wasm_file) with ( @@ -586,12 +586,12 @@ def test_manifest_outputs_key_absent_skips_check(self, tmp_path: Path) -> None: assert result == {"bytes": b"out"} - def test_manifest_inputs_key_absent_skips_check(self, tmp_path: Path) -> None: - """A manifest with no 'inputs' key skips input validation.""" + def test_signature_inputs_key_absent_skips_check(self, tmp_path: Path) -> None: + """A signature with no 'inputs' key skips input validation.""" wasm_file = tmp_path / "codec.wasm" wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") - manifest = {"outputs": {"bytes": {"type": "bytes"}}} - (tmp_path / "codec.manifest.json").write_text(json.dumps(manifest)) + signature = {"outputs": {"bytes": {"type": "bytes"}}} + (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) pipeline = self._make_pipeline(wasm_file) with ( @@ -602,15 +602,15 @@ def test_manifest_inputs_key_absent_skips_check(self, tmp_path: Path) -> None: assert result == {"bytes": b"out"} - def test_manifest_both_wrong_reports_both(self, tmp_path: Path) -> None: + def test_signature_both_wrong_reports_both(self, tmp_path: Path) -> None: """When both inputs and outputs are wrong, the error reports both.""" wasm_file = tmp_path / "codec.wasm" wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") - manifest = { + signature = { "inputs": {"bytes": {"type": "bytes", "required": True}}, "outputs": {"bytes": {"type": "bytes"}}, } - (tmp_path / "codec.manifest.json").write_text(json.dumps(manifest)) + (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) pipeline = self._make_pipeline( wasm_file, step_inputs={"bad_in": "input.bytes"}, @@ -620,38 +620,38 @@ def test_manifest_both_wrong_reports_both(self, tmp_path: Path) -> None: with ( patch("chonkle.executor.resolve_uri", return_value=wasm_file), pytest.raises( - ValueError, match="not valid manifest encode inputs" + ValueError, match="not valid signature encode inputs" ) as exc_info, ): run(pipeline, {"bytes": b"data"}) - assert "not valid manifest outputs" in str(exc_info.value) + assert "not valid signature outputs" in str(exc_info.value) - def test_missing_manifest_raises(self, tmp_path: Path) -> None: - """A codec with no .manifest.json sidecar raises ValueError.""" + def test_missing_signature_raises(self, tmp_path: Path) -> None: + """A codec with no .signature.json sidecar raises ValueError.""" wasm_file = tmp_path / "codec.wasm" wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") - # Deliberately omit codec.manifest.json + # Deliberately omit codec.signature.json pipeline = self._make_pipeline(wasm_file) with ( patch("chonkle.executor.resolve_uri", return_value=wasm_file), - pytest.raises(ValueError, match="manifest not found"), + pytest.raises(ValueError, match="signature not found"), ): run(pipeline, {"bytes": b"data"}) def test_two_steps_both_wrong_reports_both(self, tmp_path: Path) -> None: - """Manifest errors from multiple steps are all reported in one exception.""" + """Signature errors from multiple steps are all reported in one exception.""" wasm_a = tmp_path / "codec_a.wasm" wasm_b = tmp_path / "codec_b.wasm" wasm_a.write_bytes(b"\x00asm\x0d\x00\x01\x00") wasm_b.write_bytes(b"\x00asm\x0d\x00\x01\x00") - manifest = { + signature = { "inputs": {"bytes": {"type": "bytes", "required": True}}, "outputs": {"bytes": {"type": "bytes"}}, } - (tmp_path / "codec_a.manifest.json").write_text(json.dumps(manifest)) - (tmp_path / "codec_b.manifest.json").write_text(json.dumps(manifest)) + (tmp_path / "codec_a.signature.json").write_text(json.dumps(signature)) + (tmp_path / "codec_b.signature.json").write_text(json.dumps(signature)) pipeline = Pipeline.parse( { diff --git a/tests/test_wasm_download.py b/tests/test_wasm_download.py index 0f0ea51..f1aa756 100644 --- a/tests/test_wasm_download.py +++ b/tests/test_wasm_download.py @@ -67,7 +67,7 @@ def test_cache_hit_skips_download(self, tmp_path: Path) -> None: path2 = download_https(url, cache_dir=tmp_path) assert path1 == path2 - # Two calls per download (wasm + manifest.json sidecar); second + # Two calls per download (wasm + signature.json sidecar); second # download_https is a cache hit so no additional calls. assert mock.call_count == 2 @@ -79,7 +79,7 @@ def test_force_redownloads(self, tmp_path: Path) -> None: download_https(url, cache_dir=tmp_path) download_https(url, cache_dir=tmp_path, force=True) - # Two downloads x two files (wasm + manifest.json sidecar) each. + # Two downloads x two files (wasm + signature.json sidecar) each. assert mock.call_count == 4 @@ -90,10 +90,10 @@ def test_full_flow(self, tmp_path: Path) -> None: def fake_pull(*, target, outdir): Path(outdir).mkdir(parents=True, exist_ok=True) (Path(outdir) / "codec.wasm").write_bytes(wasm_bytes) - (Path(outdir) / "codec.manifest.json").write_bytes(b"{}") + (Path(outdir) / "codec.signature.json").write_bytes(b"{}") return [ str(Path(outdir) / "codec.wasm"), - str(Path(outdir) / "codec.manifest.json"), + str(Path(outdir) / "codec.signature.json"), ] mock_client = MagicMock() @@ -115,7 +115,7 @@ def test_cache_hit_skips_pull(self, tmp_path: Path) -> None: ref_dir.mkdir(parents=True) cached = ref_dir / "codec.wasm" cached.write_bytes(b"\x00asm\x01\x00\x00\x00") - (ref_dir / "codec.manifest.json").write_bytes(b"{}") + (ref_dir / "codec.signature.json").write_bytes(b"{}") mock_client = MagicMock() @@ -133,11 +133,11 @@ def test_force_bypasses_cache(self, tmp_path: Path) -> None: ref_dir.mkdir(parents=True) cached = ref_dir / "codec.wasm" cached.write_bytes(b"\x00asm\x01\x00\x00\x00") - manifest = ref_dir / "codec.manifest.json" - manifest.write_bytes(b"{}") + signature = ref_dir / "codec.signature.json" + signature.write_bytes(b"{}") mock_client = MagicMock() - mock_client.pull.return_value = [str(cached), str(manifest)] + mock_client.pull.return_value = [str(cached), str(signature)] with patch(ORAS_CLIENT, return_value=mock_client): download_oci( From e9227e7895b9f4d81f7f6715f5b7dc2b2e2d9c68 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Wed, 11 Mar 2026 12:35:43 -0500 Subject: [PATCH 04/52] docs: add PROTOSPEC_NOTES with pipeline model analysis MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Adds docs/PROTOSPEC_NOTES.md with three sections: - "A pipeline is a codec" — behavioral contract: explains interface and behavioral compatibility, nested pipeline implication, and why the executor (not the format driver) handles inversion - Nested pipelines — concrete cases: ORC varint, Parquet v2 pages, Zarr v3 sharding with format background for each - Nested pipeline steps: pipeline JSON vs compiled Wasm — analysis of both approaches; records the settled decision to use pipeline JSON, with the pipeline compiler requirement as the reason compiled Wasm is out of scope Updates PIPELINE_SCHEMA.md to reflect the settled decision: removes the assumption that compiled Wasm composition is the planned approach, broadens the `src` field description to cover both `.wasm` and pipeline JSON artifacts, and updates the sidecar rule accordingly. --- docs/PIPELINE_SCHEMA.md | 27 ++-- docs/PROTOSPEC_NOTES.md | 350 ++++++++++++++++++++++++++++++++++++++++ 2 files changed, 364 insertions(+), 13 deletions(-) create mode 100644 docs/PROTOSPEC_NOTES.md diff --git a/docs/PIPELINE_SCHEMA.md b/docs/PIPELINE_SCHEMA.md index d2470c9..2ea057e 100644 --- a/docs/PIPELINE_SCHEMA.md +++ b/docs/PIPELINE_SCHEMA.md @@ -5,16 +5,15 @@ an *implementation* — it describes the DAG, the wiring, and the baked-in constants. It is not a codec signature, and its schema is not the same as a signature's. -A pipeline is conceptually a codec: a codec signature for the pipeline could be +A pipeline is conceptually a codec: a codec signature for the pipeline can be derived from the pipeline JSON. The input names and types come directly from the `inputs` field, and the output types can be inferred by tracing each output -wiring reference back through the step signatures. If a pipeline were also compiled to a `.wasm` component implementing the -`chonkle:codec/transform` WIT interface, it could appear as a step inside -another pipeline — enabling hierarchical composition. This is not a -hypothetical: the Wasm Component Model supports composing multiple components -into a single new component via tools like `wasm-tools compose`. The pipeline -JSON would drive that composition, and the result would be a self-contained -`.wasm` whose WIT interface matches the pipeline's inputs and outputs. +wiring reference back through the step signatures. + +A pipeline can therefore appear as a step inside another pipeline. When a step +`src` resolves to a pipeline JSON rather than a `.wasm`, the executor recurses +into the nested pipeline rather than calling a Wasm component. See +`docs/PROTOSPEC_NOTES.md` for analysis of this decision. ## Top-level fields @@ -119,9 +118,12 @@ The logical codec identifier. Matched against the codec signature's `codec_id` during validation. ### `src` (string, required) -URI of the codec's `.wasm` file. Supported schemes: `file://`, `https://`, -`oci://`. A `.signature.json` sidecar is expected at the same location (or as -a layer in the same OCI artifact). +URI of the codec artifact. Supported schemes: `file://`, `https://`, `oci://`. +The artifact is either a `.wasm` component (leaf codec) or a pipeline JSON +(pipeline-valued codec). For `.wasm` artifacts, a `.signature.json` sidecar is +expected at the same location (or as a layer in the same OCI artifact). For +pipeline JSON artifacts, the signature is derived from the pipeline's own +`inputs` and `outputs` fields; no sidecar is required. ### `inputs` (object, required) Maps each codec input port name to a wiring reference. The key is the port name @@ -239,8 +241,7 @@ on pipeline inputs in any protospec example `encode_only` is permitted on pipeline inputs A pipeline's derived codec signature needs `encode_only` annotations so that -outer pipelines — and eventually a compiled `.wasm` component — know which -inputs to omit during decode. The protospec does not show this on pipeline +outer pipelines know which inputs to omit during decode. The protospec does not show this on pipeline inputs, but it is a logical extension of the same property on codec signature inputs. diff --git a/docs/PROTOSPEC_NOTES.md b/docs/PROTOSPEC_NOTES.md new file mode 100644 index 0000000..c87dbcf --- /dev/null +++ b/docs/PROTOSPEC_NOTES.md @@ -0,0 +1,350 @@ +# Protospec Notes + +Commentary and clarifications on `PROTOSPEC.md`. That document is an exact copy +of an upstream reference and is not modified here. + +--- + +## Codec signatures are written in decode direction by convention + +The protospec states "Individual codecs do not have a direction — every codec is +bidirectional by definition." This is defensible but misleading without +qualification. + +All codec signatures in the catalog are written in **decode direction by +convention**. By this convention, inputs represent the encoded/compressed form +and outputs represent the decoded/raw form. The encode direction is the implied +inverse. For `bytes → bytes` codecs this convention is not visible in the +signature itself — both sides have the same type — it is only apparent from the +semantic descriptions in the catalog entries. + +This convention is invisible for pure-bytes codecs like `zstd` because both +sides of the transform are `bytes` — the type signature is symmetric even though +the semantic content differs. The only structural asymmetry the signature model +captures is the `encode_only` property on inputs, which marks parameters that +are active only during encoding (e.g. a compression level). + +"Bidirectional" means: a codec implements both encode and decode operations. It +does not mean the signature is direction-neutral. The signature describes the +decode interface; the encode interface is implicitly the reverse. + +For pipelines, the `direction` field makes the decode-first convention explicit: +it tells the executor which way the DAG was written so it can traverse or invert +it correctly. Individual codec signatures have no equivalent field — the +decode-first convention is implicit and unstated in the protospec. The protospec +should state it explicitly, since the claim that "codecs do not have a +direction" is only coherent if you already know that signatures describe the +decode interface by convention. + +--- + +## Asymmetric codec signatures + +Several codecs in the catalog have signatures that are structurally asymmetric — +their decode interface has a different number of `bytes` ports than their encode +interface would. These cannot be described as direction-neutral even at the type +level. + +### 2→1: plain-dictionary + +``` +inputs: indices (bytes), dictionary (bytes), physical_type (string) +outputs: bytes +``` + +Decode: index stream + dictionary → values (a lookup). +Encode: values → index stream + dictionary (dictionary construction + reverse lookup). + +In the pipeline that uses this codec, `dictionary` is wired from a pipeline-level +input (`input.dict_page`). Under DAG inversion, pipeline inputs become pipeline +outputs, so the encode direction correctly produces `dict_page` as a pipeline +output — the format driver writes it as the dictionary page. The step-level +asymmetry is handled by the pipeline boundary inversion, not by the codec +signature itself. + +### 1→3: parquet-page-v1-split and parquet-page-v2-split + +``` +# v1 +inputs: bytes +outputs: rep_bytes (bytes), def_bytes (bytes), value_bytes (bytes) + +# v2 +inputs: bytes, rep_length (uint), def_length (uint) +outputs: rep_bytes (bytes), def_bytes (bytes), value_bytes (bytes) +``` + +Decode: one page (after any prior decompression step) splits into three streams +(repetition levels, definition levels, values). +Encode: three streams concatenate into one page. + +In v2, `rep_length` and `def_length` tell the decoder where to cut the byte +stream. They are decode-only: in the encode direction these lengths are not +needed — they follow naturally from the sizes of the three input buffers. The +signature model has `encode_only` but no `decode_only` property, so this +asymmetry cannot be expressed. The signature does not mark them at all, which +is a gap in both the model and the catalog entry. + +### 1→variable: arrow-ipc-buffer + +``` +inputs: bytes, arrow_type (string), nullable (bool) +outputs: validity (bytes), offsets (bytes), values (bytes) + [output count varies by arrow_type and nullable] +``` + +The output structure is type-dependent: non-nullable primitives produce only +`values`; nullable types add `validity`; variable-width types add both +`validity` and `offsets`. The signature model has no mechanism for +variable-arity outputs. This codec cannot be cleanly described within the +model as written. + +### bytes→bytes with length change: fletcher32, crc32c, crc32 + +``` +inputs: bytes, error_on_fail (bool, optional) +outputs: bytes +``` + +The signature shape is symmetric (`bytes → bytes`) but the byte count differs +by direction: encode appends a 4-byte checksum, decode verifies and strips it. +The asymmetry is hidden by the type system. The `error_on_fail` parameter +controls whether to raise an error on checksum mismatch; it is meaningful only +during decode. Like `rep_length`/`def_length` above, it is a decode-only +parameter that the model cannot express — there is no `decode_only` property. +It is not marked `encode_only` in the catalog (which would be wrong — it is the +opposite), and the gap is simply unaddressed. + +--- + +## "A pipeline is a codec" — behavioral contract + +The protospec statement "a pipeline is a codec" is a behavioral and interface +contract, not a compilation claim. It has two components: + +### Interface compatibility + +A pipeline's top-level inputs and outputs form a signature that satisfies the +same contract as a leaf codec signature. The internal constructs — `direction`, +`constants`, and output-as-wiring-reference rather than typed descriptor — are +implementation details of the executor. At the boundary, a pipeline looks like +any other codec: typed ports in, typed ports out. + +### Behavioral compatibility + +Since every codec implements both `encode` and `decode`, a pipeline must also be +runnable in either direction. This is why the executor must be able to invert a +pipeline: the bidirectionality guarantee of a leaf codec must hold for composed +pipelines as well. A pipeline that can only run in one direction is not a codec. + +### Implication: nested pipelines + +These two properties together imply that a pipeline can appear as a step inside +another pipeline. The executor currently assumes every step `src` resolves to a +leaf Wasm component. Supporting nested pipelines requires detecting when a `src` +resolves to a pipeline JSON and either flattening the nested DAG at parse time +or recursing at execution time. + +### Why the executor, not the format driver, handles inversion + +A format driver typically knows the codec pipeline for a chunk from file +metadata, and it calls the same codec for both read and write paths. By +convention, pipeline specs are written in decode direction. If the executor +could not invert, the format driver would need two pipeline specs per codec (one +encode, one decode) and keep them in sync. Inversion eliminates that: declare +the pipeline once, and the executor drives it in either direction based on the +call. + +--- + +## Nested pipelines — concrete cases + +The protospec catalog defines some codecs as pipelines rather than leaf +implementations. When a format driver constructs a decode pipeline for a file +format, it may reference one of these pipeline-valued codecs as a step — +producing a nested pipeline. + +### ORC varint + +ORC is a columnar file format for tables. One of its integer encoding schemes +operates in two stages: zigzag encoding (which maps signed integers to unsigned +so that small-magnitude negatives encode compactly) followed by varint encoding +(which encodes small numbers in fewer bytes than large ones). These two +transforms are applied in sequence. The format driver calls `orc-varint` as a +single named codec, but `orc-varint` is itself a two-step pipeline internally. + +ORC columns can also be compressed at a higher level (e.g. Snappy or zstd). A +format driver building a decode pipeline for a compressed ORC integer column +would construct: + +``` +snappy → orc-varint +``` + +The second step resolves to a pipeline JSON rather than a leaf `.wasm`. That is +a nested pipeline. + +### Parquet v2 pages + +Parquet stores columnar data in pages. A Parquet v2 page concatenates three +streams into one byte sequence — repetition levels, definition levels, and +values — with length fields at the front indicating where each section ends. +Decoding requires splitting that byte sequence into the three streams before any +further per-stream decoding (e.g. delta decoding on the values stream). + +The splitting step is `parquet-page-v2-split` — a DAG with fan-out: one byte +stream in, three streams out. A format driver for a Parquet file might construct +an outer pipeline: + +``` +decompress → parquet-page-v2-split → delta-decode (values stream) +``` + +Where `parquet-page-v2-split` resolves to a pipeline JSON. The outer pipeline +handles column-level concerns; the inner pipeline handles page-level splitting. +The step-level asymmetry of `parquet-page-v2-split` (1 input, 3 outputs) is +structurally sound under DAG inversion — the three streams fan back in to one +on the encode path. + +### Zarr v3 sharding + +Zarr stores N-dimensional arrays as chunked tiles. Zarr v3 introduced a +sharding codec that groups multiple small chunks into one larger shard file to +reduce file count on object storage. The sharding codec operates at two levels: +at the outer level it locates each inner chunk within the shard byte stream +using an embedded index; at the inner level it applies the chunk's own codec +pipeline (e.g. shuffle followed by zstd). + +The inner codec chain is itself a pipeline — the same one that would apply to +chunks without sharding. The sharding codec wraps it. The full decode pipeline +for a sharded Zarr array is therefore an outer pipeline that invokes an inner +pipeline for each chunk. + +--- + +## Nested pipeline steps: pipeline JSON vs compiled Wasm + +Two approaches exist for how a step whose `src` resolves to a pipeline-defined +codec is handled at execution time. Neither is decided. + +### Approach A: store and fetch pipeline JSON + +The step `src` points to a pipeline JSON file (via `file://`, `https://`, or +`oci://`). The executor detects that the resolved artifact is a pipeline JSON +rather than a `.wasm`, then either flattens the nested DAG into the outer +pipeline at parse time or recurses into it at execution time. + +Advantages: + +- No new build step. Pipeline JSON is already the authoring format. +- The pipeline structure remains inspectable and human-readable. +- Individual step components are fetched and cached independently; the same + leaf `.wasm` is reused across all pipelines that reference it. +- Inversion is handled by the executor using the DAG structure — the same + mechanism already needed for top-level pipeline inversion. No new concept + is required. +- A pipeline JSON is effectively its own signature (top-level `inputs` and + `outputs` are present), so it may not need a separate `.signature.json` + sidecar. + +Disadvantages: + +- The executor must distinguish `.wasm` from pipeline JSON when resolving a + `src` URI. The `src` field description and validation logic need updating. +- Each step boundary involves a Python/wasmtime context switch; nested + pipelines add more boundaries. + +### Approach B: compile pipeline to a leaf Wasm component + +A build step produces a single `.wasm` component from a pipeline JSON. The +component exports both `encode` and `decode` per the `chonkle:codec/transform` +WIT interface, with the correct step ordering wired for each direction: +`decode` chains A → B → C in pipeline order; `encode` chains C → B → A in +reverse. The executor cannot distinguish the result from a leaf codec. + +The Wasm Component Model does not prevent this. A component that implements +both functions with different internal data-flow topologies is valid — the WIT +interface requires both functions, and nothing in the Component Model +constrains how they are wired internally. A hand-authored component implementing +a specific pipeline in both directions would be entirely legal. + +The gap is tooling. Current composition tools (`wac`, `wasm-tools compose`) do +static single-topology linking: they wire one component's exports to another's +imports in a single fixed data-flow graph. They have no mechanism to generate +two distinct wiring topologies within one component, nor to generate the +dispatch logic that routes a call to `encode` vs `decode` through the +appropriate topology. To produce a composed pipeline `.wasm` correctly, a +pipeline compiler would need to be written — a code generator that takes a +pipeline JSON and emits either a Wasm component directly or source code (e.g. +Rust, WAT) that implements both directions. For DAGs with fan-out and fan-in, +the generated code would also need to handle port-map routing at each branch +point. That tool does not exist. + +Advantages: + +- The executor requires no changes — every step `src` resolves to a `.wasm`. +- Distribution, caching, and signing are uniform across all codecs. +- Nested pipelines are resolved at build time; the executor sees only flat + leaf components. + +Disadvantages: + +- Requires building a pipeline compiler that does not exist. This is non-trivial + tooling, particularly for non-linear DAGs. +- Individual leaf components are duplicated inside each composed artifact rather + than shared across pipelines. +- Composed components are opaque — the internal pipeline structure is not + recoverable without a separate decompilation step. + +### Decision + +Approach A (pipeline JSON) is the chosen approach. Approach B is theoretically +sound but requires a pipeline compiler that does not exist and is out of scope. +Approach A requires only executor changes: detecting when a resolved `src` +artifact is a pipeline JSON rather than a `.wasm`, and recursing into `run()` +rather than calling `_call_component()`. + +--- + +## Summary + +These notes cover two themes: gaps in the codec signature model, and the +semantics of the pipeline model. + +**Decode-direction convention**: all codec signatures are written in decode +direction by convention, but the protospec does not state this. The claim that +"codecs do not have a direction" is only coherent if you already know the +convention. The protospec should state it explicitly. + +**Signature model gaps**: the model works cleanly for the common case — +`bytes → bytes` codecs with scalar encode-only parameters. It strains in three +ways: + +- *Structural port-count asymmetry* (`plain-dictionary`, parquet splits): encode + and decode interfaces have different numbers of ports. For `plain-dictionary`, + pipeline-level DAG inversion resolves this correctly. For parquet v2 splits, + the 1→3 / 3→1 inversion is structurally sound, but the `rep_length` / + `def_length` inputs become outputs under inversion — awkward and unaddressed + in the protospec. +- *Decode-only parameters* (parquet-page-v2-split, fletcher32/crc32): the model + has `encode_only` but no `decode_only`. Parameters meaningful only during + decode cannot be annotated as such. The catalog leaves these gaps unaddressed. +- *Variable-arity outputs* (`arrow-ipc-buffer`): output structure depends on + runtime type information. The signature model has no mechanism for this. + +**Pipeline-as-codec contract**: "a pipeline is a codec" is a behavioral and +interface contract. Interface compatibility means a pipeline's boundary looks +like a leaf codec signature. Behavioral compatibility means a pipeline must be +runnable in either direction, which is why the executor must support inversion. +A pipeline that can only run in one direction is not a codec. + +**Nested pipelines**: the two properties above together imply that a pipeline +can appear as a step inside another pipeline. Real cases exist in the catalog +(`orc-varint`) and in formats like Parquet v2 and Zarr v3 sharding. The +executor does not yet support this; every step `src` is currently assumed to +resolve to a leaf Wasm component. + +**Inversion responsibility**: the executor handles inversion, not the format +driver. Format drivers declare one pipeline spec (by convention in decode +direction) and call it for both read and write paths. The executor inverts the +DAG as needed. This keeps pipeline specs non-redundant. From 630a322d5362eb3726d0047f823e13312c50f981 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Wed, 11 Mar 2026 14:39:15 -0500 Subject: [PATCH 05/52] feat: add direction parameter to run() for DAG inversion Make run() accept an explicit direction argument, enabling a pipeline to execute in the opposite direction of its declaration (inverted DAG traversal). Adds --direction CLI flag, exports Direction from the public API, and covers inverted execution with a new TestInvertedExecution test class. --- src/chonkle/__init__.py | 3 +- src/chonkle/cli.py | 13 +- src/chonkle/executor.py | 191 ++++++++++++++----- tests/test_executor.py | 401 +++++++++++++++++++++++++++++++++++++--- 4 files changed, 536 insertions(+), 72 deletions(-) diff --git a/src/chonkle/__init__.py b/src/chonkle/__init__.py index 78bec9f..a01dd4e 100644 --- a/src/chonkle/__init__.py +++ b/src/chonkle/__init__.py @@ -1,10 +1,11 @@ """Wasm Component Model codec pipeline library.""" from chonkle.executor import run -from chonkle.pipeline import Pipeline, StepSpec +from chonkle.pipeline import Direction, Pipeline, StepSpec from chonkle.wasm_download import resolve_uri __all__ = [ + "Direction", "Pipeline", "StepSpec", "resolve_uri", diff --git a/src/chonkle/cli.py b/src/chonkle/cli.py index 3c4825b..3b526c2 100644 --- a/src/chonkle/cli.py +++ b/src/chonkle/cli.py @@ -41,6 +41,16 @@ def main() -> None: dest="outputs", help="Write named output port to file: --output bytes=result.bin (repeatable).", ) + run_parser.add_argument( + "--direction", + choices=["encode", "decode"], + default=None, + help=( + "Direction to run the pipeline " + "(default: the pipeline's declared direction). " + "Specifying the opposite direction inverts the DAG." + ), + ) run_parser.add_argument( "--force-download", action="store_true", @@ -65,7 +75,8 @@ def _run_command(args: argparse.Namespace) -> None: name, path = spec.split("=", 1) inputs[name] = Path(path).read_bytes() - result = run(pipeline, inputs, force_download=args.force_download) + direction = args.direction if args.direction is not None else pipeline.direction + result = run(pipeline, inputs, direction, force_download=args.force_download) requested_outputs: dict[str, str] = {} for spec in args.outputs: diff --git a/src/chonkle/executor.py b/src/chonkle/executor.py index 810ca21..6de41df 100644 --- a/src/chonkle/executor.py +++ b/src/chonkle/executor.py @@ -10,7 +10,7 @@ import wasmtime import wasmtime.component -from chonkle.pipeline import Pipeline, StepSpec +from chonkle.pipeline import Direction, Pipeline, StepSpec from chonkle.wasm_download import resolve_uri log = logging.getLogger(__name__) @@ -21,37 +21,51 @@ def run( pipeline: Pipeline, inputs: dict[str, bytes], + direction: Direction, *, force_download: bool = False, ) -> dict[str, bytes]: - """Execute a pipeline and return the named output port values. + """Execute a pipeline in the specified direction and return output port values. Args: pipeline: Parsed and validated pipeline DAG. - inputs: Pipeline-level input names mapped to byte values. + inputs: Pipeline-level input names mapped to byte values. For forward + execution (``direction == pipeline.direction``) keys correspond to + ``pipeline.inputs`` names. For inverted execution keys correspond + to ``pipeline.outputs`` names — the caller provides data for the + "other side" of the pipeline boundary. + direction: Direction to execute: ``"decode"`` or ``"encode"``. + May differ from ``pipeline.direction`` to invert the DAG. force_download: Re-download codec .wasm files even if cached. Returns: - Pipeline output names mapped to byte values. + Pipeline output names mapped to byte values. For forward execution + the keys are ``pipeline.outputs`` names; for inverted execution the + keys are ``pipeline.inputs`` data-port names. Raises: ValueError: A required input is missing or signature validation fails. RuntimeError: A codec component call returns an error. """ - direction = pipeline.direction - if direction == "decode": - active_inputs = [ + inverted = direction != pipeline.direction + + if not inverted: + # Forward: require pipeline.inputs keys; skip encode_only for decode. + required = [ name for name, desc in pipeline.inputs.items() - if not desc.get("encode_only", False) + if direction == "encode" or not desc.get("encode_only", False) ] + for name in required: + if name not in inputs: + msg = f"Missing pipeline input: {name!r}" + raise ValueError(msg) else: - active_inputs = list(pipeline.inputs) - - for name in active_inputs: - if name not in inputs: - msg = f"Missing pipeline input: {name!r}" - raise ValueError(msg) + # Inverted: require pipeline.outputs keys (the "other side"). + for name in pipeline.outputs: + if name not in inputs: + msg = f"Missing pipeline input: {name!r}" + raise ValueError(msg) step_by_name = {s.name: s for s in pipeline.steps} @@ -59,10 +73,10 @@ def run( wasm_paths = _resolve_uris(pipeline, step_by_name, force_download=force_download) # Phase 2: validate all signatures before any component is called. - _validate_signatures(pipeline, step_by_name, wasm_paths) + _validate_signatures(pipeline, step_by_name, wasm_paths, direction) - # Phase 3: execute steps in topological order. - return _execute_steps(pipeline, step_by_name, wasm_paths, inputs, active_inputs) + # Phase 3: execute steps in topological order (or reversed for inversion). + return _execute_steps(pipeline, step_by_name, wasm_paths, inputs, direction) def _execute_steps( @@ -70,20 +84,23 @@ def _execute_steps( step_by_name: dict[str, StepSpec], wasm_paths: dict[str, Path], inputs: dict[str, bytes], - active_inputs: list[str], + direction: Direction, ) -> dict[str, bytes]: - """Execute pipeline steps in topological order and return the output port values. + """Execute pipeline steps and return the output port values. - Seeds a value_store (wiring-ref → bytes) with active inputs and serialized - constants, then calls each step's codec component in execution order, routing - outputs into the store for downstream steps to consume. + For forward execution seeds value_store with pipeline inputs and constants, + then runs steps in topological order calling the ``direction`` WIT function. + + For inverted execution seeds value_store from pipeline outputs (caller's + inputs), runs steps in reversed order calling the opposite WIT function, + and routes each step's results backward through its input wiring refs. Args: pipeline: Validated pipeline with execution_order, constants, and outputs. step_by_name: Step name to StepSpec lookup. wasm_paths: Step name to resolved local .wasm path. - inputs: Pipeline-level input names mapped to byte values. - active_inputs: Input names active for the pipeline's direction. + inputs: Caller-provided byte values. + direction: Runtime execution direction. Returns: Pipeline output names mapped to byte values. @@ -91,32 +108,46 @@ def _execute_steps( Raises: RuntimeError: A codec component call fails or returns an Err result. """ - direction = pipeline.direction + inverted = direction != pipeline.direction value_store: dict[str, bytes] = {} - for name in active_inputs: - value_store[f"input.{name}"] = inputs[name] - - # Constants are serialized as UTF-8 JSON bytes so codecs receive them - # as a self-describing byte payload. + # Constants are serialized as UTF-8 JSON bytes. Always seeded regardless + # of direction. for name, descriptor in pipeline.constants.items(): value_store[f"constant.{name}"] = json.dumps(descriptor["value"]).encode() + if not inverted: + active_inputs = [ + name + for name, desc in pipeline.inputs.items() + if direction == "encode" or not desc.get("encode_only", False) + ] + for name in active_inputs: + value_store[f"input.{name}"] = inputs[name] + else: + # Inverted: seed from pipeline outputs — the wiring refs pointing into + # step outputs become the initial values for the reversed traversal. + for out_name, ref_str in pipeline.outputs.items(): + value_store[ref_str] = inputs[out_name] + config = wasmtime.Config() config.cache = True engine = wasmtime.Engine(config) - for step_name in pipeline.execution_order: + step_order = ( + list(reversed(pipeline.execution_order)) + if inverted + else pipeline.execution_order + ) + + for step_name in step_order: step = step_by_name[step_name] wasm_path = wasm_paths[step_name] - # Build the input port-map. encode_only_inputs are omitted during - # decode so the codec does not receive stale or unavailable data. - port_map: PortMap = [] - for port_name, ref_str in step.inputs.items(): - if direction == "decode" and port_name in step.encode_only_inputs: - continue - port_map.append((port_name, value_store[ref_str])) + if not inverted: + port_map = _build_forward_port_map(step, value_store, direction) + else: + port_map = _build_inverted_port_map(step_name, step, value_store, direction) log.debug( "step %r: calling %s with %d ports", step_name, direction, len(port_map) @@ -124,14 +155,84 @@ def _execute_steps( output_map = _call_component(engine, wasm_path, direction, port_map) - for port_name, value in output_map: - value_store[f"{step_name}.{port_name}"] = value + if not inverted: + for port_name, value in output_map: + value_store[f"{step_name}.{port_name}"] = value + else: + _store_inverted_outputs(step, output_map, value_store) + + if not inverted: + return { + out_name: value_store[ref_str] + for out_name, ref_str in pipeline.outputs.items() + } + # Inverted: collect from pipeline.inputs ports. + # encode_only ports included when direction is encode; excluded for decode. return { - out_name: value_store[ref_str] for out_name, ref_str in pipeline.outputs.items() + name: value_store[f"input.{name}"] + for name, desc in pipeline.inputs.items() + if direction == "encode" or not desc.get("encode_only", False) } +def _build_forward_port_map( + step: StepSpec, + value_store: dict[str, bytes], + direction: Direction, +) -> PortMap: + """Build the port-map for a step in forward execution. + + Iterates step.inputs, omitting encode_only_inputs when direction is decode. + """ + port_map: PortMap = [] + for port_name, ref_str in step.inputs.items(): + if direction == "decode" and port_name in step.encode_only_inputs: + continue + port_map.append((port_name, value_store[ref_str])) + return port_map + + +def _build_inverted_port_map( + step_name: str, + step: StepSpec, + value_store: dict[str, bytes], + direction: Direction, +) -> PortMap: + """Build the port-map for a step in inverted execution. + + The step's forward-direction outputs become its inverted-direction inputs. + encode_only_inputs are appended when calling encode (they are codec + parameters, e.g. compression level). + """ + port_map: PortMap = [] + for port_name in step.outputs: + val = value_store.get(f"{step_name}.{port_name}") + if val is not None: + port_map.append((port_name, val)) + if direction == "encode": + for port_name in step.encode_only_inputs: + port_map.append((port_name, value_store[step.inputs[port_name]])) + return port_map + + +def _store_inverted_outputs( + step: StepSpec, + output_map: PortMap, + value_store: dict[str, bytes], +) -> None: + """Route inverted step results back through the step's input wiring refs. + + The codec's encode/decode call returns ports corresponding to the step's + decode-direction data inputs. Each returned port is mapped through + step.inputs to store the value at the correct wiring ref key. + encode_only_inputs are parameters, not data outputs, so they are excluded. + """ + for port_name, value in output_map: + if port_name in step.inputs and port_name not in step.encode_only_inputs: + value_store[step.inputs[port_name]] = value + + def _resolve_uris( pipeline: Pipeline, step_by_name: dict[str, StepSpec], @@ -158,6 +259,7 @@ def _validate_signatures( pipeline: Pipeline, step_by_name: dict[str, StepSpec], wasm_paths: dict[str, Path], + direction: Direction, ) -> None: """Validate all step signatures before any component is called. @@ -166,9 +268,10 @@ def _validate_signatures( on the first. Args: - pipeline: Pipeline providing execution_order and direction. + pipeline: Pipeline providing execution_order. step_by_name: Step name to StepSpec lookup. wasm_paths: Step name to resolved local .wasm path. + direction: Runtime execution direction (may differ from pipeline.direction). Raises: ValueError: One or more steps have signature validation errors. @@ -179,7 +282,7 @@ def _validate_signatures( wasm_path = wasm_paths[step_name] signature_path = wasm_path.parent / (wasm_path.stem + ".signature.json") try: - _validate_signature(step, signature_path, pipeline.direction) + _validate_signature(step, signature_path, direction) except (ValueError, FileNotFoundError) as exc: errors.append(str(exc)) if errors: @@ -196,7 +299,7 @@ def _validate_signature(step: StepSpec, signature_path: Path, direction: str) -> Args: step: Step whose declared inputs and outputs are being checked. signature_path: Path to the .signature.json sidecar file. - direction: Pipeline direction ("encode" or "decode"). + direction: Runtime execution direction ("encode" or "decode"). Raises: FileNotFoundError: The signature sidecar does not exist. diff --git a/tests/test_executor.py b/tests/test_executor.py index e37928a..a02c13f 100644 --- a/tests/test_executor.py +++ b/tests/test_executor.py @@ -38,6 +38,27 @@ def _make_simple_pipeline(src: str = "file:///fake.wasm") -> dict: } +def _make_decode_pipeline(src: str = "file:///fake.wasm") -> dict: + """Return a single-step decode pipeline dict (decode-declared).""" + return { + "codec_id": "test", + "direction": "decode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {"level": {"type": "int", "value": 3}}, + "outputs": {"bytes": "zstd.bytes"}, + "steps": [ + { + "name": "zstd", + "codec_id": "zstd", + "src": src, + "inputs": {"bytes": "input.bytes", "level": "constant.level"}, + "outputs": ["bytes"], + "encode_only_inputs": ["level"], + } + ], + } + + class TestRunWiring: """Verify executor wiring logic using mocked component calls.""" @@ -59,7 +80,7 @@ def fake_call(_engine, wasm_path, direction, port_map): patch("chonkle.executor.resolve_uri", return_value=Path("/fake.wasm")), patch("chonkle.executor._call_component", side_effect=fake_call), ): - result = run(pipeline, {"bytes": raw_chunk}) + result = run(pipeline, {"bytes": raw_chunk}, pipeline.direction) assert result == {"bytes": b"compressed"} assert len(received) == 1 @@ -107,7 +128,7 @@ def fake_call(_engine, wasm_path, direction, port_map): ), patch("chonkle.executor._call_component", side_effect=fake_call), ): - result = run(pipeline, {"bytes": b"original"}) + result = run(pipeline, {"bytes": b"original"}, pipeline.direction) assert result == {"bytes": b"after_b"} _, first_pm = call_log[0] @@ -146,7 +167,7 @@ def fake_call(_engine, wasm_path, direction, port_map): patch("chonkle.executor.resolve_uri", return_value=Path("/s.wasm")), patch("chonkle.executor._call_component", side_effect=fake_call), ): - run(pipeline, {"bytes": b"data"}) + run(pipeline, {"bytes": b"data"}, pipeline.direction) pm_dict = dict(received_pm) assert pm_dict["level"] == b"5" @@ -183,7 +204,7 @@ def fake_call(_engine, wasm_path, direction, port_map): patch("chonkle.executor.resolve_uri", return_value=Path("/s.wasm")), patch("chonkle.executor._call_component", side_effect=fake_call), ): - run(pipeline, {"bytes": b"encoded"}) + run(pipeline, {"bytes": b"encoded"}, pipeline.direction) port_names = [name for name, _ in received_pm] assert "sym_table" not in port_names @@ -221,7 +242,7 @@ def fake_call(_engine, wasm_path, direction, port_map): patch("chonkle.executor.resolve_uri", return_value=Path("/s.wasm")), patch("chonkle.executor._call_component", side_effect=fake_call), ): - run(pipeline, {"bytes": b"data"}) + run(pipeline, {"bytes": b"data"}, pipeline.direction) port_names = [name for name, _ in received_pm] assert "sym_table" in port_names @@ -257,7 +278,7 @@ def test_encode_only_pipeline_input_not_required_during_decode(self) -> None: ), ): # Must not raise despite "dtype" being absent from inputs - result = run(pipeline, {"bytes": b"encoded"}) + result = run(pipeline, {"bytes": b"encoded"}, pipeline.direction) assert result == {"bytes": b"decoded"} @@ -285,12 +306,12 @@ def test_encode_only_pipeline_input_required_during_encode(self) -> None: pipeline = Pipeline.parse(data) with pytest.raises(ValueError, match="Missing pipeline input"): - run(pipeline, {"bytes": b"data"}) + run(pipeline, {"bytes": b"data"}, pipeline.direction) def test_missing_input_raises(self) -> None: pipeline = Pipeline.parse(_make_simple_pipeline()) with pytest.raises(ValueError, match="Missing pipeline input"): - run(pipeline, {}) + run(pipeline, {}, pipeline.direction) def test_fan_out_routing(self) -> None: data = { @@ -343,7 +364,7 @@ def fake_call(_engine, wasm_path, direction, port_map): ), patch("chonkle.executor._call_component", side_effect=fake_call), ): - result = run(pipeline, {"bytes": b"abcdefgh"}) + result = run(pipeline, {"bytes": b"abcdefgh"}, pipeline.direction) assert result["a_out"] == b"abcd" assert result["b_out"] == b"efgh" @@ -385,7 +406,7 @@ def test_https_uri_calls_resolve_uri(self) -> None: return_value=[("bytes", b"out")], ), ): - run(pipeline, {"bytes": b"data"}) + run(pipeline, {"bytes": b"data"}, pipeline.direction) mock_resolve.assert_called_once_with( "https://example.com/codec.wasm", force_download=False @@ -404,7 +425,7 @@ def test_force_download_propagated(self) -> None: return_value=[("bytes", b"out")], ), ): - run(pipeline, {"bytes": b"data"}, force_download=True) + run(pipeline, {"bytes": b"data"}, pipeline.direction, force_download=True) mock_resolve.assert_called_once_with("file:///fake.wasm", force_download=True) @@ -471,7 +492,7 @@ def test_signature_mismatch_raises(self, tmp_path: Path) -> None: patch("chonkle.executor.resolve_uri", return_value=wasm_file), pytest.raises(ValueError, match="not valid signature outputs"), ): - run(pipeline, {"bytes": b"data"}) + run(pipeline, {"bytes": b"data"}, pipeline.direction) def test_matching_signature_does_not_raise(self, tmp_path: Path) -> None: """A signature matching declared ports does not raise.""" @@ -495,7 +516,7 @@ def test_matching_signature_does_not_raise(self, tmp_path: Path) -> None: patch("chonkle.executor.resolve_uri", return_value=wasm_file), patch("chonkle.executor._call_component", return_value=[("bytes", b"out")]), ): - result = run(pipeline, {"bytes": b"data"}) + result = run(pipeline, {"bytes": b"data"}, pipeline.direction) assert result == {"bytes": b"out"} @@ -519,7 +540,7 @@ def test_signature_unknown_input_raises(self, tmp_path: Path) -> None: patch("chonkle.executor.resolve_uri", return_value=wasm_file), pytest.raises(ValueError, match="not valid signature encode inputs"), ): - run(pipeline, {"bytes": b"data"}) + run(pipeline, {"bytes": b"data"}, pipeline.direction) def test_signature_encode_only_excluded_during_decode(self, tmp_path: Path) -> None: """encode_only inputs are excluded from valid decode inputs; no raise.""" @@ -546,7 +567,7 @@ def test_signature_encode_only_excluded_during_decode(self, tmp_path: Path) -> N patch("chonkle.executor.resolve_uri", return_value=wasm_file), patch("chonkle.executor._call_component", return_value=[("bytes", b"out")]), ): - result = run(pipeline, {"bytes": b"data"}) + result = run(pipeline, {"bytes": b"data"}, pipeline.direction) assert result == {"bytes": b"out"} @@ -566,7 +587,7 @@ def test_signature_subset_output_passes(self, tmp_path: Path) -> None: patch("chonkle.executor.resolve_uri", return_value=wasm_file), patch("chonkle.executor._call_component", return_value=[("bytes", b"out")]), ): - result = run(pipeline, {"bytes": b"data"}) + result = run(pipeline, {"bytes": b"data"}, pipeline.direction) assert result == {"bytes": b"out"} @@ -582,7 +603,7 @@ def test_signature_outputs_key_absent_skips_check(self, tmp_path: Path) -> None: patch("chonkle.executor.resolve_uri", return_value=wasm_file), patch("chonkle.executor._call_component", return_value=[("bytes", b"out")]), ): - result = run(pipeline, {"bytes": b"data"}) + result = run(pipeline, {"bytes": b"data"}, pipeline.direction) assert result == {"bytes": b"out"} @@ -598,7 +619,7 @@ def test_signature_inputs_key_absent_skips_check(self, tmp_path: Path) -> None: patch("chonkle.executor.resolve_uri", return_value=wasm_file), patch("chonkle.executor._call_component", return_value=[("bytes", b"out")]), ): - result = run(pipeline, {"bytes": b"data"}) + result = run(pipeline, {"bytes": b"data"}, pipeline.direction) assert result == {"bytes": b"out"} @@ -623,7 +644,7 @@ def test_signature_both_wrong_reports_both(self, tmp_path: Path) -> None: ValueError, match="not valid signature encode inputs" ) as exc_info, ): - run(pipeline, {"bytes": b"data"}) + run(pipeline, {"bytes": b"data"}, pipeline.direction) assert "not valid signature outputs" in str(exc_info.value) @@ -638,7 +659,7 @@ def test_missing_signature_raises(self, tmp_path: Path) -> None: patch("chonkle.executor.resolve_uri", return_value=wasm_file), pytest.raises(ValueError, match="signature not found"), ): - run(pipeline, {"bytes": b"data"}) + run(pipeline, {"bytes": b"data"}, pipeline.direction) def test_two_steps_both_wrong_reports_both(self, tmp_path: Path) -> None: """Signature errors from multiple steps are all reported in one exception.""" @@ -686,11 +707,301 @@ def test_two_steps_both_wrong_reports_both(self, tmp_path: Path) -> None: ), pytest.raises(ValueError, match="step_a") as exc_info, ): - run(pipeline, {"bytes": b"data"}) + run(pipeline, {"bytes": b"data"}, pipeline.direction) assert "step_b" in str(exc_info.value) +class TestInvertedExecution: + """Verify inverted DAG execution (direction != pipeline.direction).""" + + @pytest.fixture(autouse=True) + def _skip_signature_validation(self): + with patch("chonkle.executor._validate_signature"): + yield + + def test_inverted_single_step_calls_encode(self) -> None: + """A decode-declared pipeline run as encode calls encode on the codec.""" + pipeline = Pipeline.parse(_make_decode_pipeline()) + received_directions: list[str] = [] + + def fake_call(_engine, wasm_path, direction, port_map): + received_directions.append(direction) + return [("bytes", b"raw")] + + with ( + patch("chonkle.executor.resolve_uri", return_value=Path("/fake.wasm")), + patch("chonkle.executor._call_component", side_effect=fake_call), + ): + run(pipeline, {"bytes": b"compressed"}, "encode") + + assert received_directions == ["encode"] + + def test_inverted_port_map_built_from_step_outputs(self) -> None: + """Inverted encode: port-map is built from step.outputs, not step.inputs.""" + pipeline = Pipeline.parse(_make_decode_pipeline()) + received_port_maps: list = [] + + def fake_call(_engine, wasm_path, direction, port_map): + received_port_maps.append(list(port_map)) + return [("bytes", b"raw")] + + with ( + patch("chonkle.executor.resolve_uri", return_value=Path("/fake.wasm")), + patch("chonkle.executor._call_component", side_effect=fake_call), + ): + run(pipeline, {"bytes": b"compressed"}, "encode") + + assert len(received_port_maps) == 1 + pm = dict(received_port_maps[0]) + # "bytes" is the step's output port name — it becomes the encode input + assert "bytes" in pm + assert pm["bytes"] == b"compressed" + # "level" is encode_only, included in encode direction + assert "level" in pm + assert pm["level"] == b"3" + + def test_inverted_result_keyed_by_pipeline_inputs(self) -> None: + """Inverted encode: result is keyed by pipeline.inputs names.""" + pipeline = Pipeline.parse(_make_decode_pipeline()) + + with ( + patch("chonkle.executor.resolve_uri", return_value=Path("/fake.wasm")), + patch( + "chonkle.executor._call_component", + return_value=[("bytes", b"encoded_result")], + ), + ): + result = run(pipeline, {"bytes": b"raw"}, "encode") + + # pipeline.inputs has key "bytes"; pipeline.outputs also has key "bytes" + # but the inverted result comes from value_store["input.bytes"] + assert result == {"bytes": b"encoded_result"} + + def test_inverted_execution_order_reversed(self) -> None: + """Inverted encode on a two-step decode pipeline runs in reversed order.""" + data = { + "codec_id": "test", + "direction": "decode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "step_b.bytes"}, + "steps": [ + { + "name": "step_a", + "codec_id": "some-codec", + "src": "file:///a.wasm", + "inputs": {"bytes": "input.bytes"}, + "outputs": ["bytes"], + }, + { + "name": "step_b", + "codec_id": "some-codec", + "src": "file:///b.wasm", + "inputs": {"bytes": "step_a.bytes"}, + "outputs": ["bytes"], + }, + ], + } + pipeline = Pipeline.parse(data) + call_order: list[str] = [] + + def fake_call(_engine, wasm_path, direction, port_map): + call_order.append(wasm_path.name) + return [("bytes", b"result")] + + with ( + patch( + "chonkle.executor.resolve_uri", + side_effect=lambda uri, **kw: Path("/" + uri.removeprefix("file:///")), + ), + patch("chonkle.executor._call_component", side_effect=fake_call), + ): + run(pipeline, {"bytes": b"raw"}, "encode") + + # Decode order is [step_a, step_b]; encode (inverted) order is [step_b, step_a] + assert call_order == ["b.wasm", "a.wasm"] + + def test_inverted_encode_routes_results_backward(self) -> None: + """Inverted encode: step results route via decode-direction input wiring.""" + data = { + "codec_id": "test", + "direction": "decode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "step_b.bytes"}, + "steps": [ + { + "name": "step_a", + "codec_id": "some-codec", + "src": "file:///a.wasm", + "inputs": {"bytes": "input.bytes"}, + "outputs": ["bytes"], + }, + { + "name": "step_b", + "codec_id": "some-codec", + "src": "file:///b.wasm", + "inputs": {"bytes": "step_a.bytes"}, + "outputs": ["bytes"], + }, + ], + } + pipeline = Pipeline.parse(data) + received: dict[str, list] = {} + + def fake_call(_engine, wasm_path, direction, port_map): + received[wasm_path.name] = list(port_map) + if wasm_path.name == "b.wasm": + return [("bytes", b"b_encoded")] + return [("bytes", b"a_encoded")] + + with ( + patch( + "chonkle.executor.resolve_uri", + side_effect=lambda uri, **kw: Path("/" + uri.removeprefix("file:///")), + ), + patch("chonkle.executor._call_component", side_effect=fake_call), + ): + result = run(pipeline, {"bytes": b"raw_input"}, "encode") + + # step_b encode receives the seeded value (pipeline.outputs["bytes"]) + assert dict(received["b.wasm"]) == {"bytes": b"raw_input"} + # step_a encode receives what step_b returned (step_b.inputs["bytes"]) + assert dict(received["a.wasm"]) == {"bytes": b"b_encoded"} + # final result is from value_store["input.bytes"] — what step_a returned + assert result == {"bytes": b"a_encoded"} + + def test_inverted_fan_in_page_split_pattern(self) -> None: + """Inverted encode on a fan-out decode pipeline fans back in correctly.""" + data = { + "codec_id": "test", + "direction": "decode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": { + "rep": "identity_rep.bytes", + "def_": "identity_def.bytes", + "data": "identity_data.bytes", + }, + "steps": [ + { + "name": "page_split", + "codec_id": "page-split", + "src": "file:///split.wasm", + "inputs": {"bytes": "input.bytes"}, + "outputs": ["rep_levels", "def_levels", "data"], + }, + { + "name": "identity_rep", + "codec_id": "identity", + "src": "file:///id.wasm", + "inputs": {"bytes": "page_split.rep_levels"}, + "outputs": ["bytes"], + }, + { + "name": "identity_def", + "codec_id": "identity", + "src": "file:///id.wasm", + "inputs": {"bytes": "page_split.def_levels"}, + "outputs": ["bytes"], + }, + { + "name": "identity_data", + "codec_id": "identity", + "src": "file:///id.wasm", + "inputs": {"bytes": "page_split.data"}, + "outputs": ["bytes"], + }, + ], + } + pipeline = Pipeline.parse(data) + received: dict[str, list] = {} + call_count: dict[str, int] = {} + + def fake_call(_engine, wasm_path, direction, port_map): + name = wasm_path.name + call_count[name] = call_count.get(name, 0) + 1 + key = f"{name}_{call_count[name]}" + received[key] = list(port_map) + if name == "split.wasm": + # page_split encode combines three inputs into one + pm = dict(port_map) + combined = ( + pm.get("rep_levels", b"") + + pm.get("def_levels", b"") + + pm.get("data", b"") + ) + return [("bytes", combined)] + # identity encode: pass through + return port_map + + with ( + patch( + "chonkle.executor.resolve_uri", + side_effect=lambda uri, **kw: Path("/" + uri.removeprefix("file:///")), + ), + patch("chonkle.executor._call_component", side_effect=fake_call), + ): + result = run( + pipeline, + {"rep": b"RRR", "def_": b"DDD", "data": b"VVV"}, + "encode", + ) + + # Result is keyed by pipeline.inputs name ("bytes") + assert "bytes" in result + # Combined output should contain all three segments + assert b"RRR" in result["bytes"] + assert b"DDD" in result["bytes"] + assert b"VVV" in result["bytes"] + + def test_inverted_missing_input_raises(self) -> None: + """Inverted direction with a missing pipeline.outputs key raises ValueError.""" + pipeline = Pipeline.parse(_make_decode_pipeline()) + # pipeline.outputs has key "bytes"; caller must provide it + with pytest.raises(ValueError, match="Missing pipeline input"): + run(pipeline, {}, "encode") + + def test_inverted_encode_only_excluded_from_decode_call(self) -> None: + """Encode-declared pipeline inverted to decode: encode_only_inputs absent.""" + data = { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {"level": {"type": "int", "value": 9}}, + "outputs": {"bytes": "s.bytes"}, + "steps": [ + { + "name": "s", + "codec_id": "some-codec", + "src": "file:///s.wasm", + "inputs": {"bytes": "input.bytes", "level": "constant.level"}, + "outputs": ["bytes"], + "encode_only_inputs": ["level"], + } + ], + } + pipeline = Pipeline.parse(data) + received_port_maps: list = [] + + def fake_call(_engine, wasm_path, direction, port_map): + received_port_maps.append(list(port_map)) + return [("bytes", b"decoded")] + + with ( + patch("chonkle.executor.resolve_uri", return_value=Path("/s.wasm")), + patch("chonkle.executor._call_component", side_effect=fake_call), + ): + # Invert encode-declared pipeline to decode direction + run(pipeline, {"bytes": b"encoded"}, "decode") + + assert len(received_port_maps) == 1 + port_names = [name for name, _ in received_port_maps[0]] + assert "level" not in port_names + assert "bytes" in port_names + + # Tests below require actual compiled codec .wasm files. # They will not pass until the codecs are built. @@ -702,7 +1013,7 @@ def test_encode_produces_bytes( ) -> None: """zstd encode pipeline runs without error and returns bytes.""" pipeline = Pipeline.parse(zstd_pipeline_json) - result = run(pipeline, {"bytes": raw_chunk}) + result = run(pipeline, {"bytes": raw_chunk}, pipeline.direction) assert isinstance(result["bytes"], bytes) assert len(result["bytes"]) > 0 @@ -749,8 +1060,46 @@ def test_encode_decode_roundtrip(self, raw_chunk: bytes) -> None: } ) - encoded = run(encode_pipeline, {"bytes": raw_chunk}) - decoded = run(decode_pipeline, {"bytes": encoded["bytes"]}) + encoded = run(encode_pipeline, {"bytes": raw_chunk}, encode_pipeline.direction) + decoded = run( + decode_pipeline, {"bytes": encoded["bytes"]}, decode_pipeline.direction + ) + assert decoded["bytes"] == raw_chunk + + +@CODEC_REQUIRED +class TestZstdInvertedRoundtrip: + def test_encode_decode_via_single_pipeline_inversion( + self, raw_chunk: bytes + ) -> None: + """Decode-declared pipeline: inverted encode then forward decode round-trips.""" + wasm_src = ( + "file:///path/to/codecs/zstd-rs/target/wasm32-wasip2/release/zstd_rs.wasm" + ) + pipeline = Pipeline.parse( + { + "codec_id": "zstd-decode", + "direction": "decode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {"level": {"type": "int", "value": 3}}, + "outputs": {"bytes": "zstd.bytes"}, + "steps": [ + { + "name": "zstd", + "codec_id": "zstd", + "src": wasm_src, + "inputs": {"bytes": "input.bytes", "level": "constant.level"}, + "outputs": ["bytes"], + "encode_only_inputs": ["level"], + } + ], + } + ) + # Encode using inversion (pipeline declared decode, run as encode) + encoded = run(pipeline, {"bytes": raw_chunk}, "encode") + assert isinstance(encoded["bytes"], bytes) + # Decode using forward direction + decoded = run(pipeline, {"bytes": encoded["bytes"]}, "decode") assert decoded["bytes"] == raw_chunk @@ -769,7 +1118,7 @@ def test_fan_out_produces_three_outputs( page_split_pipeline_json["constants"]["def_length"]["value"] = def_length pipeline = Pipeline.parse(page_split_pipeline_json) - result = run(pipeline, {"bytes": data}) + result = run(pipeline, {"bytes": data}, pipeline.direction) assert set(result.keys()) == {"rep_levels", "def_levels", "data"} for port_name, value in result.items(): @@ -787,7 +1136,7 @@ def test_split_segment_sizes( page_split_pipeline_json["constants"]["def_length"]["value"] = def_length pipeline = Pipeline.parse(page_split_pipeline_json) - result = run(pipeline, {"bytes": data}) + result = run(pipeline, {"bytes": data}, pipeline.direction) assert len(result["rep_levels"]) == rep_length assert len(result["def_levels"]) == def_length From 0e1293457df4dddbc586fa15c2e65f995efc0d57 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Wed, 11 Mar 2026 15:42:20 -0500 Subject: [PATCH 06/52] feat: add cross-step type checking in signature validation _validate_signature now returns output port types, and _validate_signatures accumulates them to enable wiring-source type resolution across pipeline inputs, constants, and upstream step outputs. Also enforces that all signature ports declare a 'type' field. --- src/chonkle/executor.py | 131 +++++++++++++++++++++++- tests/test_executor.py | 216 ++++++++++++++++++++++++++++++++++++++++ 2 files changed, 343 insertions(+), 4 deletions(-) diff --git a/src/chonkle/executor.py b/src/chonkle/executor.py index 6de41df..5a496f1 100644 --- a/src/chonkle/executor.py +++ b/src/chonkle/executor.py @@ -10,7 +10,7 @@ import wasmtime import wasmtime.component -from chonkle.pipeline import Direction, Pipeline, StepSpec +from chonkle.pipeline import Direction, Pipeline, StepSpec, WiringRef from chonkle.wasm_download import resolve_uri log = logging.getLogger(__name__) @@ -184,6 +184,15 @@ def _build_forward_port_map( """Build the port-map for a step in forward execution. Iterates step.inputs, omitting encode_only_inputs when direction is decode. + + Args: + step: Step whose inputs define the port names and wiring refs. + value_store: Accumulated resolved byte values keyed by wiring ref string. + direction: Runtime execution direction; encode_only_inputs are excluded + when this is ``"decode"``. + + Returns: + List of (port_name, bytes) tuples to pass to the codec component. """ port_map: PortMap = [] for port_name, ref_str in step.inputs.items(): @@ -204,6 +213,18 @@ def _build_inverted_port_map( The step's forward-direction outputs become its inverted-direction inputs. encode_only_inputs are appended when calling encode (they are codec parameters, e.g. compression level). + + Args: + step_name: Name of the step, used to look up its output values in + value_store using the ``"."`` key convention. + step: Step whose outputs define which values to look up and whose + encode_only_inputs are conditionally appended. + value_store: Accumulated resolved byte values keyed by wiring ref string. + direction: Runtime execution direction; encode_only_inputs are appended + only when this is ``"encode"``. + + Returns: + List of (port_name, bytes) tuples to pass to the codec component. """ port_map: PortMap = [] for port_name in step.outputs: @@ -227,6 +248,12 @@ def _store_inverted_outputs( decode-direction data inputs. Each returned port is mapped through step.inputs to store the value at the correct wiring ref key. encode_only_inputs are parameters, not data outputs, so they are excluded. + + Args: + step: Step providing the input wiring refs and encode_only_inputs set. + output_map: Port-map returned by the codec component call. + value_store: Accumulated resolved byte values; updated in place with + the values routed back through step.inputs wiring refs. """ for port_name, value in output_map: if port_name in step.inputs and port_name not in step.encode_only_inputs: @@ -277,29 +304,101 @@ def _validate_signatures( ValueError: One or more steps have signature validation errors. """ errors: list[str] = [] + step_output_types: dict[str, dict[str, str]] = {} for step_name in pipeline.execution_order: step = step_by_name[step_name] wasm_path = wasm_paths[step_name] signature_path = wasm_path.parent / (wasm_path.stem + ".signature.json") try: - _validate_signature(step, signature_path, direction) + output_types = _validate_signature( + step, signature_path, direction, pipeline, step_output_types + ) + step_output_types[step_name] = output_types or {} except (ValueError, FileNotFoundError) as exc: errors.append(str(exc)) if errors: raise ValueError("Pipeline signature validation failed:\n" + "\n".join(errors)) -def _validate_signature(step: StepSpec, signature_path: Path, direction: str) -> None: +def _check_input_types( + step: StepSpec, + signature_inputs: dict[str, Any], + direction: str, + pipeline: Pipeline, + step_output_types: dict[str, dict[str, str]], +) -> list[str]: + """Return type-mismatch error strings for each active wired input. + + For each active step input, resolves the type declared by the wiring + source (pipeline input, constant, or upstream step output) and compares + it against the codec's declared type. Returns an empty list when all + types match or when type information is absent on either side. + + Args: + step: Step whose active inputs are being type-checked. + signature_inputs: Codec signature input descriptors keyed by port name, + each containing at least a ``"type"`` field. + direction: Runtime execution direction; encode_only_inputs are skipped + when this is ``"decode"``. + pipeline: The pipeline, used to resolve type info for ``input.*`` and + ``constant.*`` wiring refs. + step_output_types: Accumulated output types from previously validated + upstream steps, keyed by step name then port name; used to resolve + types for ``.`` wiring refs. + + Returns: + List of human-readable error strings describing type mismatches. + Empty when all active inputs pass type checks. + """ + errors: list[str] = [] + for port_name, ref_str in step.inputs.items(): + if direction == "decode" and port_name in step.encode_only_inputs: + continue + if port_name not in signature_inputs: + continue + expected_type = signature_inputs[port_name].get("type") + if expected_type is None: + continue + ref = WiringRef.parse(ref_str) + if ref.kind == "input": + actual_type = (pipeline.inputs.get(ref.port) or {}).get("type") + elif ref.kind == "constant": + actual_type = (pipeline.constants.get(ref.port) or {}).get("type") + else: + actual_type = step_output_types.get(ref.source, {}).get(ref.port) + if actual_type is not None and actual_type != expected_type: + errors.append( + f"input {port_name!r}: wiring {ref_str!r} provides type" + f" {actual_type!r} but codec expects {expected_type!r}" + ) + return errors + + +def _validate_signature( + step: StepSpec, + signature_path: Path, + direction: str, + pipeline: Pipeline, + step_output_types: dict[str, dict[str, str]], +) -> dict[str, str]: """Verify a step's port declarations against its codec signature sidecar. Each check is a subset check — the step need not use every port the codec declares. Input validation is direction-aware: encode_only ports are - excluded from the valid input set when direction is "decode". + excluded from the valid input set when direction is "decode". After name + checks, each active input's wiring source type is compared against the + codec's declared type for that port; a mismatch is an error. Args: step: Step whose declared inputs and outputs are being checked. signature_path: Path to the .signature.json sidecar file. direction: Runtime execution direction ("encode" or "decode"). + pipeline: The pipeline, used to resolve input and constant types. + step_output_types: Accumulated output types from previously validated + upstream steps, keyed by step name then port name. + + Returns: + Mapping of output port name to type string, from the signature. Raises: FileNotFoundError: The signature sidecar does not exist. @@ -316,6 +415,12 @@ def _validate_signature(step: StepSpec, signature_path: Path, direction: str) -> if "inputs" in signature: signature_inputs: dict[str, Any] = signature["inputs"] + errors.extend( + f"input port {p!r} is missing required 'type' field" + for p, d in signature_inputs.items() + if "type" not in d + ) + if direction == "decode": valid_inputs = { name @@ -334,7 +439,20 @@ def _validate_signature(step: StepSpec, signature_path: Path, direction: str) -> f"{sorted(valid_inputs)}" ) + # Type compatibility: check each active wired input. + errors.extend( + _check_input_types( + step, signature_inputs, direction, pipeline, step_output_types + ) + ) + if "outputs" in signature: + errors.extend( + f"output port {p!r} is missing required 'type' field" + for p, d in signature["outputs"].items() + if "type" not in d + ) + signature_outputs = set(signature["outputs"].keys()) declared_outputs = set(step.outputs) unknown_outputs = declared_outputs - signature_outputs @@ -349,6 +467,11 @@ def _validate_signature(step: StepSpec, signature_path: Path, direction: str) -> msg = f"Step {step.name!r}: {joined} (from {signature_path})" raise ValueError(msg) + return { + port: desc.get("type", "") + for port, desc in signature.get("outputs", {}).items() + } + def _call_component( engine: wasmtime.Engine, diff --git a/tests/test_executor.py b/tests/test_executor.py index a02c13f..df14037 100644 --- a/tests/test_executor.py +++ b/tests/test_executor.py @@ -711,6 +711,222 @@ def test_two_steps_both_wrong_reports_both(self, tmp_path: Path) -> None: assert "step_b" in str(exc_info.value) + def test_signature_input_port_missing_type_raises(self, tmp_path: Path) -> None: + """A signature input port without a 'type' field raises ValueError.""" + wasm_file = tmp_path / "codec.wasm" + wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") + signature = { + "inputs": {"bytes": {"required": True}}, # no "type" + "outputs": {"bytes": {"type": "bytes"}}, + } + (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) + pipeline = self._make_pipeline(wasm_file) + + with ( + patch("chonkle.executor.resolve_uri", return_value=wasm_file), + pytest.raises(ValueError, match="missing required 'type' field"), + ): + run(pipeline, {"bytes": b"data"}, pipeline.direction) + + def test_signature_output_port_missing_type_raises(self, tmp_path: Path) -> None: + """A signature output port without a 'type' field raises ValueError.""" + wasm_file = tmp_path / "codec.wasm" + wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") + signature = { + "inputs": {"bytes": {"type": "bytes", "required": True}}, + "outputs": {"bytes": {}}, # no "type" + } + (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) + pipeline = self._make_pipeline(wasm_file) + + with ( + patch("chonkle.executor.resolve_uri", return_value=wasm_file), + pytest.raises(ValueError, match="missing required 'type' field"), + ): + run(pipeline, {"bytes": b"data"}, pipeline.direction) + + def test_type_mismatch_pipeline_input_raises(self, tmp_path: Path) -> None: + """Pipeline input type mismatch against codec signature raises ValueError.""" + wasm_file = tmp_path / "codec.wasm" + wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") + signature = { + "inputs": {"data": {"type": "bytes", "required": True}}, + "outputs": {"data": {"type": "bytes"}}, + } + (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) + # Pipeline declares input "data" as type "int"; codec expects "bytes". + pipeline = Pipeline.parse( + { + "codec_id": "test", + "direction": "encode", + "inputs": {"data": {"type": "int"}}, + "constants": {}, + "outputs": {"data": "s.data"}, + "steps": [ + { + "name": "s", + "codec_id": "some-codec", + "src": f"file:///{wasm_file}", + "inputs": {"data": "input.data"}, + "outputs": ["data"], + } + ], + } + ) + + with ( + patch("chonkle.executor.resolve_uri", return_value=wasm_file), + pytest.raises(ValueError, match="provides type"), + ): + run(pipeline, {"data": b"payload"}, pipeline.direction) + + def test_type_mismatch_constant_raises(self, tmp_path: Path) -> None: + """Constant type mismatch against codec signature raises ValueError.""" + wasm_file = tmp_path / "codec.wasm" + wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") + signature = { + "inputs": { + "bytes": {"type": "bytes", "required": True}, + "level": {"type": "bytes", "required": False}, + }, + "outputs": {"bytes": {"type": "bytes"}}, + } + (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) + # Constant "level" has type "int"; codec expects "bytes". + pipeline = Pipeline.parse( + { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {"level": {"type": "int", "value": 3}}, + "outputs": {"bytes": "s.bytes"}, + "steps": [ + { + "name": "s", + "codec_id": "some-codec", + "src": f"file:///{wasm_file}", + "inputs": {"bytes": "input.bytes", "level": "constant.level"}, + "outputs": ["bytes"], + } + ], + } + ) + + with ( + patch("chonkle.executor.resolve_uri", return_value=wasm_file), + pytest.raises(ValueError, match="provides type"), + ): + run(pipeline, {"bytes": b"data"}, pipeline.direction) + + def test_type_mismatch_step_output_raises(self, tmp_path: Path) -> None: + """Step output type mismatch against downstream codec input raises.""" + wasm_a = tmp_path / "codec_a.wasm" + wasm_b = tmp_path / "codec_b.wasm" + wasm_a.write_bytes(b"\x00asm\x0d\x00\x01\x00") + wasm_b.write_bytes(b"\x00asm\x0d\x00\x01\x00") + sig_a = { + "inputs": {"bytes": {"type": "bytes", "required": True}}, + "outputs": {"bytes": {"type": "bytes"}}, + } + sig_b = { + # Expects "int" but step_a outputs "bytes". + "inputs": {"bytes": {"type": "int", "required": True}}, + "outputs": {"bytes": {"type": "int"}}, + } + (tmp_path / "codec_a.signature.json").write_text(json.dumps(sig_a)) + (tmp_path / "codec_b.signature.json").write_text(json.dumps(sig_b)) + + pipeline = Pipeline.parse( + { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "step_b.bytes"}, + "steps": [ + { + "name": "step_a", + "codec_id": "codec-a", + "src": f"file:///{wasm_a}", + "inputs": {"bytes": "input.bytes"}, + "outputs": ["bytes"], + }, + { + "name": "step_b", + "codec_id": "codec-b", + "src": f"file:///{wasm_b}", + "inputs": {"bytes": "step_a.bytes"}, + "outputs": ["bytes"], + }, + ], + } + ) + + with ( + patch( + "chonkle.executor.resolve_uri", + side_effect=lambda uri, **kw: Path(uri.removeprefix("file:///")), + ), + pytest.raises(ValueError, match="provides type"), + ): + run(pipeline, {"bytes": b"data"}, pipeline.direction) + + def test_type_match_passes(self, tmp_path: Path) -> None: + """Matching types across pipeline input and codec signature do not raise.""" + wasm_file = tmp_path / "codec.wasm" + wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") + signature = { + "inputs": {"bytes": {"type": "bytes", "required": True}}, + "outputs": {"bytes": {"type": "bytes"}}, + } + (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) + pipeline = self._make_pipeline(wasm_file) + + with ( + patch("chonkle.executor.resolve_uri", return_value=wasm_file), + patch("chonkle.executor._call_component", return_value=[("bytes", b"out")]), + ): + result = run(pipeline, {"bytes": b"data"}, pipeline.direction) + + assert result == {"bytes": b"out"} + + def test_missing_type_in_source_skips_check(self, tmp_path: Path) -> None: + """Pipeline input with no 'type' key skips type check without raising.""" + wasm_file = tmp_path / "codec.wasm" + wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") + signature = { + "inputs": {"bytes": {"type": "bytes", "required": True}}, + "outputs": {"bytes": {"type": "bytes"}}, + } + (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) + # Pipeline input descriptor has no "type" key. + pipeline = Pipeline.parse( + { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {}}, + "constants": {}, + "outputs": {"bytes": "s.bytes"}, + "steps": [ + { + "name": "s", + "codec_id": "some-codec", + "src": f"file:///{wasm_file}", + "inputs": {"bytes": "input.bytes"}, + "outputs": ["bytes"], + } + ], + } + ) + + with ( + patch("chonkle.executor.resolve_uri", return_value=wasm_file), + patch("chonkle.executor._call_component", return_value=[("bytes", b"out")]), + ): + result = run(pipeline, {"bytes": b"data"}, pipeline.direction) + + assert result == {"bytes": b"out"} + class TestInvertedExecution: """Verify inverted DAG execution (direction != pipeline.direction).""" From a207a24ecd8806edc7638fed0e57e5475dc9b7b5 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Wed, 11 Mar 2026 16:18:48 -0500 Subject: [PATCH 07/52] refactor: split _execute_steps into _execute_forward and _execute_inverted The inverted boolean was threaded through _execute_steps and all port-map building functions, forcing every code path to branch on it. The two execution modes now live in separate functions with no if/inverted branching inside either one. run() is the single decision point. Engine creation moved from _execute_steps into run() where it belongs alongside the other setup phases. --- src/chonkle/executor.py | 142 ++++++++++++++++++++++++---------------- 1 file changed, 84 insertions(+), 58 deletions(-) diff --git a/src/chonkle/executor.py b/src/chonkle/executor.py index 5a496f1..1d99caf 100644 --- a/src/chonkle/executor.py +++ b/src/chonkle/executor.py @@ -75,32 +75,41 @@ def run( # Phase 2: validate all signatures before any component is called. _validate_signatures(pipeline, step_by_name, wasm_paths, direction) - # Phase 3: execute steps in topological order (or reversed for inversion). - return _execute_steps(pipeline, step_by_name, wasm_paths, inputs, direction) + # Phase 3: build the shared Wasmtime engine and execute. + config = wasmtime.Config() + config.cache = True + engine = wasmtime.Engine(config) + + if direction != pipeline.direction: + return _execute_inverted( + pipeline, step_by_name, wasm_paths, inputs, direction, engine + ) + return _execute_forward( + pipeline, step_by_name, wasm_paths, inputs, direction, engine + ) -def _execute_steps( +def _execute_forward( pipeline: Pipeline, step_by_name: dict[str, StepSpec], wasm_paths: dict[str, Path], inputs: dict[str, bytes], direction: Direction, + engine: wasmtime.Engine, ) -> dict[str, bytes]: - """Execute pipeline steps and return the output port values. - - For forward execution seeds value_store with pipeline inputs and constants, - then runs steps in topological order calling the ``direction`` WIT function. + """Execute pipeline steps in topological order (forward direction). - For inverted execution seeds value_store from pipeline outputs (caller's - inputs), runs steps in reversed order calling the opposite WIT function, - and routes each step's results backward through its input wiring refs. + Seeds value_store with constants and pipeline inputs (omitting encode_only + inputs when direction is ``"decode"``), then runs each step calling the + ``direction`` WIT function. Args: pipeline: Validated pipeline with execution_order, constants, and outputs. step_by_name: Step name to StepSpec lookup. wasm_paths: Step name to resolved local .wasm path. - inputs: Caller-provided byte values. + inputs: Caller-provided byte values keyed by pipeline input names. direction: Runtime execution direction. + engine: Shared Wasmtime engine (carries the compilation cache). Returns: Pipeline output names mapped to byte values. @@ -108,67 +117,84 @@ def _execute_steps( Raises: RuntimeError: A codec component call fails or returns an Err result. """ - inverted = direction != pipeline.direction value_store: dict[str, bytes] = {} - # Constants are serialized as UTF-8 JSON bytes. Always seeded regardless - # of direction. for name, descriptor in pipeline.constants.items(): value_store[f"constant.{name}"] = json.dumps(descriptor["value"]).encode() - if not inverted: - active_inputs = [ - name - for name, desc in pipeline.inputs.items() - if direction == "encode" or not desc.get("encode_only", False) - ] - for name in active_inputs: - value_store[f"input.{name}"] = inputs[name] - else: - # Inverted: seed from pipeline outputs — the wiring refs pointing into - # step outputs become the initial values for the reversed traversal. - for out_name, ref_str in pipeline.outputs.items(): - value_store[ref_str] = inputs[out_name] - - config = wasmtime.Config() - config.cache = True - engine = wasmtime.Engine(config) - - step_order = ( - list(reversed(pipeline.execution_order)) - if inverted - else pipeline.execution_order - ) + active_inputs = [ + name + for name, desc in pipeline.inputs.items() + if direction == "encode" or not desc.get("encode_only", False) + ] + for name in active_inputs: + value_store[f"input.{name}"] = inputs[name] - for step_name in step_order: + for step_name in pipeline.execution_order: step = step_by_name[step_name] - wasm_path = wasm_paths[step_name] - - if not inverted: - port_map = _build_forward_port_map(step, value_store, direction) - else: - port_map = _build_inverted_port_map(step_name, step, value_store, direction) - + port_map = _build_forward_port_map(step, value_store, direction) log.debug( "step %r: calling %s with %d ports", step_name, direction, len(port_map) ) + output_map = _call_component(engine, wasm_paths[step_name], direction, port_map) + for port_name, value in output_map: + value_store[f"{step_name}.{port_name}"] = value - output_map = _call_component(engine, wasm_path, direction, port_map) + return { + out_name: value_store[ref_str] for out_name, ref_str in pipeline.outputs.items() + } - if not inverted: - for port_name, value in output_map: - value_store[f"{step_name}.{port_name}"] = value - else: - _store_inverted_outputs(step, output_map, value_store) - if not inverted: - return { - out_name: value_store[ref_str] - for out_name, ref_str in pipeline.outputs.items() - } +def _execute_inverted( + pipeline: Pipeline, + step_by_name: dict[str, StepSpec], + wasm_paths: dict[str, Path], + inputs: dict[str, bytes], + direction: Direction, + engine: wasmtime.Engine, +) -> dict[str, bytes]: + """Execute pipeline steps in reversed topological order (inverted direction). + + Seeds value_store from pipeline output wiring refs (the caller provides + data for the "other side" of the pipeline boundary), then runs each step + in reverse calling the ``direction`` WIT function, routing results back + through input wiring refs. + + Args: + pipeline: Validated pipeline with execution_order, constants, and outputs. + step_by_name: Step name to StepSpec lookup. + wasm_paths: Step name to resolved local .wasm path. + inputs: Caller-provided byte values keyed by pipeline output names. + direction: Runtime execution direction. + engine: Shared Wasmtime engine (carries the compilation cache). + + Returns: + Pipeline input names mapped to byte values (excluding encode_only inputs + when direction is ``"decode"``). + + Raises: + RuntimeError: A codec component call fails or returns an Err result. + """ + value_store: dict[str, bytes] = {} + + for name, descriptor in pipeline.constants.items(): + value_store[f"constant.{name}"] = json.dumps(descriptor["value"]).encode() + + # Seed from pipeline outputs — wiring refs become the starting values for + # the reversed traversal. + for out_name, ref_str in pipeline.outputs.items(): + value_store[ref_str] = inputs[out_name] + + for step_name in reversed(pipeline.execution_order): + step = step_by_name[step_name] + port_map = _build_inverted_port_map(step_name, step, value_store, direction) + log.debug( + "step %r: calling %s with %d ports", step_name, direction, len(port_map) + ) + output_map = _call_component(engine, wasm_paths[step_name], direction, port_map) + _store_inverted_outputs(step, output_map, value_store) - # Inverted: collect from pipeline.inputs ports. - # encode_only ports included when direction is encode; excluded for decode. + # Collect from pipeline inputs; encode_only ports excluded during decode. return { name: value_store[f"input.{name}"] for name, desc in pipeline.inputs.items() From c994454534e6eec878f6766b5f29a29d9f94e950 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Wed, 11 Mar 2026 17:09:00 -0500 Subject: [PATCH 08/52] refactor: inline executor helpers and move Pipeline helpers to module-level In executor.py, inline _resolve_uris and _store_inverted_outputs (each had one caller and trivial logic). Rename _build_forward_port_map and _build_inverted_port_map to drop the redundant _build_ prefix. In pipeline.py, extract _validate_pipeline, _check_ref, and _topological_sort from the Pipeline class to module-level private functions. Pipeline is now a pure dataclass with fields and one classmethod factory (parse). @staticmethod with no self/cls access belongs at module level, not inside a class. --- src/chonkle/executor.py | 76 +++------- src/chonkle/pipeline.py | 300 ++++++++++++++++++++-------------------- 2 files changed, 169 insertions(+), 207 deletions(-) diff --git a/src/chonkle/executor.py b/src/chonkle/executor.py index 1d99caf..5df1137 100644 --- a/src/chonkle/executor.py +++ b/src/chonkle/executor.py @@ -70,7 +70,10 @@ def run( step_by_name = {s.name: s for s in pipeline.steps} # Phase 1: resolve all codec URIs to local paths. - wasm_paths = _resolve_uris(pipeline, step_by_name, force_download=force_download) + wasm_paths = { + name: resolve_uri(step_by_name[name].src, force_download=force_download) + for name in pipeline.execution_order + } # Phase 2: validate all signatures before any component is called. _validate_signatures(pipeline, step_by_name, wasm_paths, direction) @@ -97,11 +100,10 @@ def _execute_forward( direction: Direction, engine: wasmtime.Engine, ) -> dict[str, bytes]: - """Execute pipeline steps in topological order (forward direction). + """Execute steps in topological order, calling the direction WIT function. Seeds value_store with constants and pipeline inputs (omitting encode_only - inputs when direction is ``"decode"``), then runs each step calling the - ``direction`` WIT function. + inputs when direction is ``"decode"``). Args: pipeline: Validated pipeline with execution_order, constants, and outputs. @@ -132,7 +134,7 @@ def _execute_forward( for step_name in pipeline.execution_order: step = step_by_name[step_name] - port_map = _build_forward_port_map(step, value_store, direction) + port_map = _forward_port_map(step, value_store, direction) log.debug( "step %r: calling %s with %d ports", step_name, direction, len(port_map) ) @@ -153,12 +155,11 @@ def _execute_inverted( direction: Direction, engine: wasmtime.Engine, ) -> dict[str, bytes]: - """Execute pipeline steps in reversed topological order (inverted direction). + """Execute steps in reversed topological order, routing results backward. Seeds value_store from pipeline output wiring refs (the caller provides data for the "other side" of the pipeline boundary), then runs each step - in reverse calling the ``direction`` WIT function, routing results back - through input wiring refs. + in reverse calling the direction WIT function. Args: pipeline: Validated pipeline with execution_order, constants, and outputs. @@ -187,12 +188,14 @@ def _execute_inverted( for step_name in reversed(pipeline.execution_order): step = step_by_name[step_name] - port_map = _build_inverted_port_map(step_name, step, value_store, direction) + port_map = _inverted_port_map(step_name, step, value_store, direction) log.debug( "step %r: calling %s with %d ports", step_name, direction, len(port_map) ) output_map = _call_component(engine, wasm_paths[step_name], direction, port_map) - _store_inverted_outputs(step, output_map, value_store) + for port_name, value in output_map: + if port_name in step.inputs and port_name not in step.encode_only_inputs: + value_store[step.inputs[port_name]] = value # Collect from pipeline inputs; encode_only ports excluded during decode. return { @@ -202,7 +205,7 @@ def _execute_inverted( } -def _build_forward_port_map( +def _forward_port_map( step: StepSpec, value_store: dict[str, bytes], direction: Direction, @@ -228,7 +231,7 @@ def _build_forward_port_map( return port_map -def _build_inverted_port_map( +def _inverted_port_map( step_name: str, step: StepSpec, value_store: dict[str, bytes], @@ -241,8 +244,8 @@ def _build_inverted_port_map( parameters, e.g. compression level). Args: - step_name: Name of the step, used to look up its output values in - value_store using the ``"."`` key convention. + step_name: Name of the step; used to look up output values in + value_store via the ``"."`` key convention. step: Step whose outputs define which values to look up and whose encode_only_inputs are conditionally appended. value_store: Accumulated resolved byte values keyed by wiring ref string. @@ -263,51 +266,6 @@ def _build_inverted_port_map( return port_map -def _store_inverted_outputs( - step: StepSpec, - output_map: PortMap, - value_store: dict[str, bytes], -) -> None: - """Route inverted step results back through the step's input wiring refs. - - The codec's encode/decode call returns ports corresponding to the step's - decode-direction data inputs. Each returned port is mapped through - step.inputs to store the value at the correct wiring ref key. - encode_only_inputs are parameters, not data outputs, so they are excluded. - - Args: - step: Step providing the input wiring refs and encode_only_inputs set. - output_map: Port-map returned by the codec component call. - value_store: Accumulated resolved byte values; updated in place with - the values routed back through step.inputs wiring refs. - """ - for port_name, value in output_map: - if port_name in step.inputs and port_name not in step.encode_only_inputs: - value_store[step.inputs[port_name]] = value - - -def _resolve_uris( - pipeline: Pipeline, - step_by_name: dict[str, StepSpec], - *, - force_download: bool = False, -) -> dict[str, Path]: - """Resolve all step codec URIs to local .wasm paths. - - Args: - pipeline: Pipeline whose execution_order drives iteration. - step_by_name: Step name to StepSpec lookup. - force_download: Re-download even if a cached file exists. - - Returns: - Step name to resolved local .wasm path. - """ - return { - name: resolve_uri(step_by_name[name].src, force_download=force_download) - for name in pipeline.execution_order - } - - def _validate_signatures( pipeline: Pipeline, step_by_name: dict[str, StepSpec], diff --git a/src/chonkle/pipeline.py b/src/chonkle/pipeline.py index 7ba6784..bf40034 100644 --- a/src/chonkle/pipeline.py +++ b/src/chonkle/pipeline.py @@ -145,167 +145,171 @@ def parse(cls, source: Path | dict[str, Any]) -> Pipeline: execution_order=[], ) - pipeline._validate() - pipeline.execution_order = cls._topological_sort(steps) + _validate_pipeline(pipeline) + pipeline.execution_order = _topological_sort(steps) return pipeline - def _validate(self) -> None: - """Validate step declarations and all wiring references. - Performs the following checks in order: +def _validate_pipeline(pipeline: Pipeline) -> None: + """Validate step declarations and all wiring references. - 1. Step names are unique within the pipeline. - 2. Every port listed in a step's ``encode_only_inputs`` is also - declared in that step's ``inputs``. - 3. Every step input wiring reference resolves to a declared - pipeline input, constant, or an output port of another step. - 4. Every pipeline output wiring reference resolves in the - same way. + Performs the following checks in order: - Raises: - ValueError: If any of the above checks fail. - """ - step_names = {s.name for s in self.steps} - step_outputs = {s.name: set(s.outputs) for s in self.steps} - - seen: set[str] = set() - for step in self.steps: - if step.name in seen: - msg = f"Duplicate step name: {step.name!r}" - raise ValueError(msg) - seen.add(step.name) - - for step in self.steps: - for eoi in step.encode_only_inputs: - if eoi not in step.inputs: - msg = ( - f"Step {step.name!r}: encode_only_input {eoi!r} " - "is not declared in inputs" - ) - raise ValueError(msg) - for port_name, ref_str in step.inputs.items(): - self._check_ref( - ref_str, - f"step {step.name!r} input {port_name!r}", - step_names, - step_outputs, - ) - - for out_name, ref_str in self.outputs.items(): - self._check_ref( - ref_str, - f"pipeline output {out_name!r}", - step_names, - step_outputs, - ) + 1. Step names are unique within the pipeline. + 2. Every port listed in a step's ``encode_only_inputs`` is also + declared in that step's ``inputs``. + 3. Every step input wiring reference resolves to a declared + pipeline input, constant, or an output port of another step. + 4. Every pipeline output wiring reference resolves in the + same way. - def _check_ref( - self, - ref_str: str, - context: str, - step_names: set[str], - step_outputs: dict[str, set[str]], - ) -> None: - """Validate a single wiring reference against pipeline declarations. - - For ``input`` references, confirms the port is declared in - ``self.inputs``. For ``constant`` references, confirms the - name is declared in ``self.constants``. For step references, - confirms the step exists and that the referenced port is in - the step's declared outputs. + Raises: + ValueError: If any of the above checks fail. + """ + step_names = {s.name for s in pipeline.steps} + step_outputs = {s.name: set(s.outputs) for s in pipeline.steps} - Args: - ref_str: The raw wiring reference string (e.g. - ``"input.bytes"`` or ``"zstd_step.bytes"``). - context: A human-readable label for the reference site, - used in error messages (e.g. - ``"step 'foo' input 'bytes'"``). - step_names: The set of all step names defined in the - pipeline. - step_outputs: Mapping from step name to the set of output - port names that step declares. + seen: set[str] = set() + for step in pipeline.steps: + if step.name in seen: + msg = f"Duplicate step name: {step.name!r}" + raise ValueError(msg) + seen.add(step.name) - Raises: - ValueError: If the reference is unresolvable — the input - or constant port is not declared, the target step does - not exist, or the target step does not declare the - referenced output port. - """ - ref = WiringRef.parse(ref_str) - if ref.kind == "input": - if ref.port not in self.inputs: - msg = ( - f"{context}: input {ref.port!r} is not declared in pipeline inputs" - f" (declared: {self.inputs})" - ) - raise ValueError(msg) - elif ref.kind == "constant": - if ref.port not in self.constants: - msg = ( - f"{context}: constant {ref.port!r} is not declared" - f" in pipeline constants (declared: {sorted(self.constants)})" - ) - raise ValueError(msg) - else: - if ref.source not in step_names: - msg = f"{context}: step {ref.source!r} does not exist" - raise ValueError(msg) - if ref.port not in step_outputs[ref.source]: + for step in pipeline.steps: + for eoi in step.encode_only_inputs: + if eoi not in step.inputs: msg = ( - f"{context}: step {ref.source!r} does not declare output port" - f" {ref.port!r} (declared: {sorted(step_outputs[ref.source])})" + f"Step {step.name!r}: encode_only_input {eoi!r} " + "is not declared in inputs" ) raise ValueError(msg) + for port_name, ref_str in step.inputs.items(): + _check_ref( + pipeline, + ref_str, + f"step {step.name!r} input {port_name!r}", + step_names, + step_outputs, + ) - @staticmethod - def _topological_sort(steps: list[StepSpec]) -> list[str]: - """Return step names in a valid execution order using Kahn's algorithm. - - Builds an in-degree map and adjacency list from the step wiring - references, then processes nodes with zero in-degree iteratively - until all steps are ordered or a cycle is detected. - - Args: - steps: The list of StepSpec objects to sort. Only - ``"step"``-kind wiring references (i.e. inter-step - dependencies) are considered; ``"input"`` and - ``"constant"`` references do not contribute edges. + for out_name, ref_str in pipeline.outputs.items(): + _check_ref( + pipeline, + ref_str, + f"pipeline output {out_name!r}", + step_names, + step_outputs, + ) - Returns: - A list of step names ordered so that every step appears - after all steps it depends on. - Raises: - ValueError: If the dependency graph contains a cycle, - listing the step names involved. - """ - in_degree: dict[str, int] = {s.name: 0 for s in steps} - dependents: dict[str, list[str]] = defaultdict(list) - - for step in steps: - deps: set[str] = set() - for ref_str in step.inputs.values(): - ref = WiringRef.parse(ref_str) - if ref.kind == "step": - deps.add(ref.source) - for dep in deps: - dependents[dep].append(step.name) - in_degree[step.name] += 1 - - queue: deque[str] = deque(name for name, deg in in_degree.items() if deg == 0) - order: list[str] = [] - - while queue: - name = queue.popleft() - order.append(name) - for dependent in dependents[name]: - in_degree[dependent] -= 1 - if in_degree[dependent] == 0: - queue.append(dependent) - - if len(order) != len(steps): - remaining = [n for n in in_degree if n not in set(order)] - msg = f"Pipeline contains a cycle involving steps: {remaining}" +def _check_ref( + pipeline: Pipeline, + ref_str: str, + context: str, + step_names: set[str], + step_outputs: dict[str, set[str]], +) -> None: + """Validate a single wiring reference against pipeline declarations. + + For ``input`` references, confirms the port is declared in + ``pipeline.inputs``. For ``constant`` references, confirms the + name is declared in ``pipeline.constants``. For step references, + confirms the step exists and that the referenced port is in + the step's declared outputs. + + Args: + pipeline: Pipeline providing inputs and constants for validation. + ref_str: The raw wiring reference string (e.g. + ``"input.bytes"`` or ``"zstd_step.bytes"``). + context: A human-readable label for the reference site, + used in error messages (e.g. + ``"step 'foo' input 'bytes'"``). + step_names: The set of all step names defined in the pipeline. + step_outputs: Mapping from step name to the set of output + port names that step declares. + + Raises: + ValueError: If the reference is unresolvable — the input + or constant port is not declared, the target step does + not exist, or the target step does not declare the + referenced output port. + """ + ref = WiringRef.parse(ref_str) + if ref.kind == "input": + if ref.port not in pipeline.inputs: + msg = ( + f"{context}: input {ref.port!r} is not declared in pipeline inputs" + f" (declared: {pipeline.inputs})" + ) + raise ValueError(msg) + elif ref.kind == "constant": + if ref.port not in pipeline.constants: + msg = ( + f"{context}: constant {ref.port!r} is not declared" + f" in pipeline constants (declared: {sorted(pipeline.constants)})" + ) + raise ValueError(msg) + else: + if ref.source not in step_names: + msg = f"{context}: step {ref.source!r} does not exist" raise ValueError(msg) + if ref.port not in step_outputs[ref.source]: + msg = ( + f"{context}: step {ref.source!r} does not declare output port" + f" {ref.port!r} (declared: {sorted(step_outputs[ref.source])})" + ) + raise ValueError(msg) + - return order +def _topological_sort(steps: list[StepSpec]) -> list[str]: + """Return step names in a valid execution order using Kahn's algorithm. + + Builds an in-degree map and adjacency list from the step wiring + references, then processes nodes with zero in-degree iteratively + until all steps are ordered or a cycle is detected. + + Args: + steps: The list of StepSpec objects to sort. Only + ``"step"``-kind wiring references (i.e. inter-step + dependencies) are considered; ``"input"`` and + ``"constant"`` references do not contribute edges. + + Returns: + A list of step names ordered so that every step appears + after all steps it depends on. + + Raises: + ValueError: If the dependency graph contains a cycle, + listing the step names involved. + """ + in_degree: dict[str, int] = {s.name: 0 for s in steps} + dependents: dict[str, list[str]] = defaultdict(list) + + for step in steps: + deps: set[str] = set() + for ref_str in step.inputs.values(): + ref = WiringRef.parse(ref_str) + if ref.kind == "step": + deps.add(ref.source) + for dep in deps: + dependents[dep].append(step.name) + in_degree[step.name] += 1 + + queue: deque[str] = deque(name for name, deg in in_degree.items() if deg == 0) + order: list[str] = [] + + while queue: + name = queue.popleft() + order.append(name) + for dependent in dependents[name]: + in_degree[dependent] -= 1 + if in_degree[dependent] == 0: + queue.append(dependent) + + if len(order) != len(steps): + remaining = [n for n in in_degree if n not in set(order)] + msg = f"Pipeline contains a cycle involving steps: {remaining}" + raise ValueError(msg) + + return order From 497c69428ee2bed74fc30cba7b470ad7c363ff8e Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Wed, 11 Mar 2026 17:09:33 -0500 Subject: [PATCH 09/52] docs: update ai/ context for executor and pipeline refactoring --- docs/ai/RECENT_CHANGES.md | 98 ++++++++++++++++++ docs/ai/REPO_MAP.md | 74 ++++++++++++++ docs/ai/SYSTEM_OVERVIEW.md | 199 +++++++++++++++++++++++++++++++++++++ 3 files changed, 371 insertions(+) create mode 100644 docs/ai/RECENT_CHANGES.md create mode 100644 docs/ai/REPO_MAP.md create mode 100644 docs/ai/SYSTEM_OVERVIEW.md diff --git a/docs/ai/RECENT_CHANGES.md b/docs/ai/RECENT_CHANGES.md new file mode 100644 index 0000000..d590270 --- /dev/null +++ b/docs/ai/RECENT_CHANGES.md @@ -0,0 +1,98 @@ +# Recent Changes + +Only architectural, structural, and workflow changes. Not bug fixes or minor tweaks. + +## March 2026 + +- **Module-level function idiom applied**: in `executor.py`, inlined + `_resolve_uris` and `_store_inverted_outputs` (single-caller helpers) and + dropped the redundant `_build_` prefix from the port-map builders. In + `pipeline.py`, extracted `_validate_pipeline`, `_check_ref`, and + `_topological_sort` from the `Pipeline` class to module-level private + functions. `Pipeline` is now a pure dataclass (fields + `parse()` classmethod + factory); no instance methods or `@staticmethod`s remain on the class. + +- **Pipeline direction inversion**: `run()` gains required positional `direction: + Direction` parameter. `pipeline.direction` is now metadata (authoring direction) + not an execution constraint. Forward execution (`direction == pipeline.direction`) + is unchanged. Inverted execution (`direction != pipeline.direction`) reverses + `execution_order`, calls the opposite WIT function per step, builds port-maps from + `step.outputs` (plus `encode_only_inputs` when calling encode), and routes results + back through `step.inputs` wiring refs. Inverted inputs are keyed by + `pipeline.outputs` names; inverted outputs by `pipeline.inputs` names. CLI gains + optional `--direction` flag (defaults to `pipeline.direction`). `Direction` type + exported from `__init__.py`. + +- **Pipeline JSON schema refined** (`docs/PIPELINE_SCHEMA.md`): schema diverges + from protospec in two newly-implemented ways. (1) Step `outputs` is now an + array of port name strings (`["bytes"]`) instead of a typed object; `pipeline.py` + parser changed from `.keys()` extraction to direct list parsing; all fixture + JSONs and inline test dicts updated. (2) Pipeline-level inputs now support + `encode_only: true`; `executor.py` skips requiring and loading such inputs + when `direction == "decode"`. New tests cover both directions for pipeline-level + `encode_only`. + +- **Pipeline JSON schema aligned with protospec**: four structural + inconsistencies resolved. `Pipeline.inputs` changed from `list[str]` to + `dict[str, Any]` (typed port descriptors). Step `outputs` changed from + `list[str]` in JSON to a typed object; parser extracts keys internally so + `StepSpec.outputs` remains `list[str]`. `constants` values changed from flat + scalars to typed descriptors `{"type": ..., "value": ...}`; executor + serializes `descriptor["value"]`. `configuration` field removed from steps; + `cfg` passed to codec components is always `b"{}"`. All fixture JSONs, tests, + README, and docs/ai/ files updated. + +- **Signature format and validation**: codec signature sidecar format changed from a + flat list format to the protospec codec signature (ports as dict keys with `type`, + `required`, `default`, `encode_only` descriptors). Validation now covers both inputs + and outputs using subset checks. Input validation is direction-aware: `encode_only` + ports are excluded from valid inputs during decode. `_validate_signature` receives + `direction`. `pipeline.py` `_validate()` now checks that every `encode_only_inputs` + entry is declared in `step.inputs`. + +- **DAG pipeline orchestrator**: replaced the linear pipeline model with a full + DAG pipeline. New `pipeline.py` parses pipeline JSON into a `Pipeline` + dataclass, validates wiring references at parse time, and produces a + topologically sorted `execution_order` (Kahn's algorithm). New `executor.py` + drives execution via Wasmtime Component Model, routing named port-map outputs + between steps. Old `pipeline.py` (linear, numcodecs-based) removed. + +- **WIT interface**: added `wit/codec.wit` defining `chonkle:codec@0.1.0` with + the `transform` interface (`encode`/`decode` taking `port-map` and `config` + as `list`). All codecs must implement this interface. Supersedes the ad-hoc + per-codec WIT used by `tiff-predictor-2-python`. + +- **`wasm_download.py` extended**: added `resolve_uri()` consolidating URI + resolution previously scattered in `wasm_runner.py`. Supports `file://` and + `https://`; raises `NotImplementedError` for `oci://` (not yet implemented). + +- **Signatures required + auto-downloaded**: codec signatures (`.signature.json` + sidecar alongside `.wasm`) are now required. `_validate_signature()` raises + `FileNotFoundError` if the sidecar is absent. Naming convention changed from + `{stem}.json` to `{stem}.signature.json`. `download_https()` now derives the + signature URL from the `.wasm` URL and downloads both atomically. `download_oci()` + verifies that the OCI artifact contains a `.signature.json` layer and raises + `ValueError` if absent. OCI support implemented in `resolve_uri()` (was + `NotImplementedError`); `_derive_signature_url()` and `_download_url_to()` helpers + added to `wasm_download.py`. + +- **Removed numcodecs/numpy**: `codecs.py` (TiffPredictor2, BytesCodec) and + `wasm_runner.py` removed. All codecs are now Wasm components; no Python/ + numcodecs codecs remain. `numcodecs` and `numpy` removed from dependencies. + +- **Test fixtures**: replaced binary chunk fixtures (`tests/fixtures/chunks/`) + with programmatically generated test data in `conftest.py`. Pipeline JSON + fixtures added at `tests/fixtures/pipelines/` (zstd-linear, page-split-dag). + +- **CLI replaced**: `chonkle encode`/`chonkle decode` commands (array-centric) + replaced by `chonkle run --pipeline … --input name=file` (format-agnostic). + +## February 2026 + +- **COG extraction** (98741d4): removed entire `cog/` subpackage. COG + functionality now lives in the external `chunk-utils` repo. +- **Module flattening** (db43fd0): moved `chonkle.decode.*` to top-level + `chonkle.*`. The `decode/` subdirectory no longer exists. +- **Encode support** (db43fd0): added `encode()` to the pipeline (now removed). +- **WASM download system** (e459be5): added `wasm_download.py`. +- **Python version** (3ebacbb): minimum lowered from 3.14 to 3.13. diff --git a/docs/ai/REPO_MAP.md b/docs/ai/REPO_MAP.md new file mode 100644 index 0000000..c891964 --- /dev/null +++ b/docs/ai/REPO_MAP.md @@ -0,0 +1,74 @@ +# Repository Map + +## WIT — `wit/` + +- **codec.wit** — WIT interface definition for all codec components: + `chonkle:codec@0.1.0`, world `codec`, interface `transform` with `encode` + and `decode` functions + +## Codecs — `codecs/` + +Not yet built (separate session). Planned: + +- **zstd-rs/** — zstd encode/decode, Rust, 1-in/1-out (`bytes`) +- **page-split-rs/** — byte-range splitter, Rust, fan-out (1 input, 3 outputs) +- **identity-py/** — passthrough codec, Python via componentize-py + +Each codec will have a `.wasm` binary and a `.signature.json` sidecar declaring +its input and output port names. + +## Source — `src/chonkle/` + +Core library. All public API is re-exported from `__init__.py`. + +- **pipeline.py** — DAG pipeline parsing and validation. Entry point: `parse()`. + Parses pipeline JSON into a `Pipeline` dataclass, validates all wiring + references, and produces a topologically sorted `execution_order`. + Key types: `Pipeline`, `StepSpec`, `WiringRef`. +- **executor.py** — DAG execution via Wasmtime Component Model. Entry point: + `run(pipeline, inputs)`. Resolves codec URIs, validates signature sidecars, + builds port-maps, calls each step's Wasm component in order. +- **wasm_download.py** — codec URI resolution and fetch cache. `resolve_uri()` + handles `file://` and `https://`. `download_https()` and `download_oci()` + store downloaded `.wasm` files locally keyed by SHA-256 or OCI reference. + Respects `CHONKLE_CACHE_DIR` and `CHONKLE_FORCE_DOWNLOAD` env vars. +- **cli.py** — `chonkle run` command. Accepts `--pipeline`, `--input NAME=FILE`, + `--output NAME=FILE`, `--force-download`. + +## Tests — `tests/` + +pytest-based. Network tests require `--run-network` flag. + +- **test_pipeline.py** — pipeline parsing, wiring validation, topological sort +- **test_executor.py** — executor wiring logic (mocked components), signature + validation, URI resolution integration, CODEC_REQUIRED codec round-trip tests +- **test_wasm_download.py** — cache behavior, HTTPS and OCI download mocking, + force-redownload +- **conftest.py** — pytest fixtures (`raw_chunk`, `page_split_input`, + `zstd_pipeline_json`, `page_split_pipeline_json`), `--run-network` option + +## Test Fixtures — `tests/fixtures/pipelines/` + +Pipeline JSON files for testing and demonstration: + +- **zstd-linear.json** — single-step encode pipeline using the zstd codec +- **page-split-dag.json** — fan-out DAG: page-split + three identity codec steps + +## Demo — `demo/` + +- **chonkle-pipeline.ipynb** — end-to-end demo notebook (pre-dates DAG branch) +- **tiff-predictor-2-c.wasm** — pre-compiled legacy Wasm module +- **README.md** — setup and run instructions + +## Docs — `docs/` + +- **wasm/** — general Wasm knowledge base (not project-specific): + - **OVERVIEW.md**, **WASI.md**, **MEMORY.md**, **WIT.md** + +## Docs — `docs/ai/` + +Persistent AI context files. Read by Claude Code at conversation start. + +## CI — `.github/workflows/` + +- **ci.yml** — lint job (pre-commit on Python 3.14) + test matrix (3.13, 3.14) diff --git a/docs/ai/SYSTEM_OVERVIEW.md b/docs/ai/SYSTEM_OVERVIEW.md new file mode 100644 index 0000000..511763a --- /dev/null +++ b/docs/ai/SYSTEM_OVERVIEW.md @@ -0,0 +1,199 @@ +# System Overview + +## Purpose + +chonkle is a Wasm Component Model codec pipeline library. Pipelines are DAGs of +codec steps, each implemented as a Wasm component that exports the +`chonkle:codec/transform` WIT interface. The Python orchestrator parses pipeline +JSON, validates wiring, topologically sorts steps, and drives execution via +wasmtime-py. + +Part of the NASA-IMPACT VEDA / cylf-dev ecosystem for satellite imagery processing. + +## Architecture + +Pipeline DAG design where each execution is driven by a pipeline JSON file: + +- **Parsing**: `pipeline.py` parses JSON into a validated `Pipeline` dataclass + with topologically sorted steps +- **Execution**: `executor.py` resolves codec URIs, builds port-maps, and calls + each step's Wasm component in topological order +- **Codec interface**: all codecs implement `chonkle:codec/transform` (WIT in + `wit/codec.wit`): `encode` and `decode` take a `port-map`, return + `result` +- **Port routing**: named ports (`list>>`) enable + fan-out and fan-in. The executor routes step outputs to downstream step inputs + by wiring reference +- **Direction**: `pipeline.direction` records which direction the DAG was authored + in (by convention, `"decode"`). The caller always specifies a runtime direction + when calling `run()`. When `direction == pipeline.direction`, execution is + forward (current order, current WIT function). When they differ, execution is + inverted: steps run in reversed topological order, the opposite WIT function is + called, port-maps are built from `step.outputs`, and results are routed back + through `step.inputs` wiring refs. + +## Subsystems + +- **pipeline** (`pipeline.py`): parse pipeline JSON, validate wiring references, + topological sort (Kahn's algorithm). Entry points: `parse()`. Key types: + `Pipeline`, `StepSpec`, `WiringRef` +- **executor** (`executor.py`): execute a `Pipeline` via Wasmtime Component + Model. Entry point: `run(pipeline, inputs, direction)`. Internal phases: + URI resolution (inline dict comprehension in `run()`), `_validate_signatures()` + (validate all signatures before any execution, collecting all errors), + `_execute_forward()` / `_execute_inverted()` (split by direction), + `_forward_port_map()` / `_inverted_port_map()` (port-map builders), + `_call_component()` (calls one Wasm codec step), `_validate_signature()` + (per-step signature checker) +- **wasm_download** (`wasm_download.py`): resolve codec URIs to local paths and + cache remote downloads. `resolve_uri()` handles `file://`, `https://`, and + `oci://`. `download_https()` downloads the `.wasm` and its `.signature.json` + sidecar together. `download_oci()` pulls the OCI artifact and verifies both + files are present. Cache keyed by SHA-256 of URL (HTTPS) or reference path + (OCI). Respects `CHONKLE_CACHE_DIR` and `CHONKLE_FORCE_DOWNLOAD` env vars. +- **cli** (`cli.py`): `chonkle run --pipeline pipeline.json --input name=file` + command + +## WIT Interface + +```wit +package chonkle:codec@0.1.0; + +interface transform { + type port-name = string; + type port-map = list>>; + + encode: func(inputs: port-map) -> result; + decode: func(inputs: port-map) -> result; +} + +world codec { + export transform; +} +``` + +## Pipeline JSON Schema + +```json +{ + "codec_id": "my-pipeline", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {"level": {"type": "int", "value": 3}}, + "outputs": {"bytes": "step_name.port_name"}, + "steps": [ + { + "name": "step_name", + "codec_id": "some-codec", + "src": "file:///path/to/codec.wasm", + "inputs": {"bytes": "input.bytes", "level": "constant.level"}, + "outputs": ["bytes"], + "encode_only_inputs": ["level"] + } + ] +} +``` + +Field notes: + +- `codec_id` at the pipeline level is required (a pipeline is itself a codec per protospec) +- `name` within each step is the unique DAG node identifier; used in wiring references; must be + unique within the pipeline +- `codec_id` within each step is the logical codec identifier; the same codec may appear as + multiple steps with different `name` values +- `src` is the URI of the codec implementation (will become optional once a registry exists) +- Wiring reference forms: `input.`, `constant.`, `.` +- `inputs` (pipeline level) are typed dicts: `{"port": {"type": "..."}}`; step `outputs` are arrays of port name strings: `["port1", "port2"]` +- `constants` are typed descriptors: `{"name": {"type": "...", "value": ...}}`; type info is + stored but not validated (PoC scope) +- `configuration` field is absent; all codec parameters flow through port-map via constants + +## Codec Signature Sidecar + +A `.signature.json` file alongside each `.wasm` containing the protospec codec +signature. **Required** — `_validate_signature()` raises `FileNotFoundError` if +absent. Naming convention: `{stem}.signature.json` (e.g. `zstd.wasm` → +`zstd.signature.json`). Ports are dict keys; values are descriptors: + +```json +{ + "codec_id": "zstd", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "level": {"type": "int", "required": false, "default": 3, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` + +For `https://` URIs the signature URL is derived by replacing `.wasm` with +`.signature.json` in the path; both are downloaded together. For `oci://` URIs +the signature must be a layer in the same OCI artifact. For `file://` URIs the +sidecar must already exist on disk. Validation rules: + +- Both inputs and outputs use **subset checks** — the step need not use every port + the codec declares +- Input validation is **direction-aware**: ports marked `encode_only: true` are + excluded from the valid input set when running in decode direction +- Active step inputs = `step.inputs.keys() - encode_only_inputs` (the executor + already skips encode_only_inputs during decode) + +## Codec Cache + +Two distinct layers: + +1. **Fetch cache** (`wasm_download.py`): stores downloaded `.wasm` files locally. + Keyed on SHA-256 of URL. Controlled by `CHONKLE_CACHE_DIR` and + `CHONKLE_FORCE_DOWNLOAD`. +2. **Compilation cache**: wasmtime's built-in disk cache for compiled `.cwasm` + artifacts. Enabled via `wasmtime.Config().cache = True`. Managed by wasmtime. + +## Major Rules + +- All codecs are Wasm components (Component Model); no Python/numcodecs codecs +- Port names inside port-maps are runtime conventions, not WIT type guarantees — + port name mismatches surface as runtime errors +- `encode_only_inputs` are omitted from the port-map on `decode` calls; included on `encode` calls (even when inverted) +- Constants are serialized as UTF-8 JSON bytes when placed in a port-map entry +- Wiring validation is done at parse time; signature validation in a pre-execution + pass (all steps validated before any component is called) +- Signatures are required; execution raises `FileNotFoundError` if absent +- `http://` URIs raise `ValueError`; `file://`, `https://`, `oci://` are supported +- Pipeline inversion (encode ↔ decode DAG reversal) is implemented: pass `direction` opposite to `pipeline.direction` to `run()` + +## Development + +- **Package manager**: uv (lock file: `uv.lock`) +- **Build backend**: hatchling +- **Python**: >= 3.13, CI tests on 3.13 and 3.14 +- **Linting/formatting**: ruff (extensive rule set) +- **Type checking**: mypy (`ignore_missing_imports = true`) +- **Testing**: pytest +- **Pre-commit**: ruff check, ruff format, mypy, yaml/toml validation +- **CI**: GitHub Actions — lint job (Python 3.14) + test matrix (3.13, 3.14) +- **Runtime deps**: wasmtime, oras + +## Testing + +- Tests that require compiled codec `.wasm` files are marked `CODEC_REQUIRED` + (`skipif(True, ...)`) and will not pass until codecs are built +- Network tests gated behind `--run-network` / `@pytest.mark.network` +- Test data is generated programmatically in `conftest.py` (no binary blobs) + +## Writing Style + +- Avoid qualitative claims without data: do not use "significant", "dramatic", + "substantial", "greatly" unless backed by measurements or statistical analysis +- State facts directly without editorializing +- Skip self-congratulatory language in commit messages, code comments, and docs +- Use as few contractions as possible + +## Maintenance + +- Update this file when subsystems change or new patterns are established +- Update `REPO_MAP.md` when adding/removing directories or modules +- Update `RECENT_CHANGES.md` when making architectural changes (not bug fixes). + Prune entries older than ~3 months or when the file exceeds ~15 items. +- Keep all docs/ai/ files scannable: bullets over paragraphs, minimal code blocks From a0c9fc47263259c8770cadd1d39d8e4784a3aebd Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Thu, 12 Mar 2026 15:18:08 -0500 Subject: [PATCH 10/52] feat: add COG chunk pipeline tests and fix inverted port-map constants - Add TestCogChunkPipeline with decode, roundtrip, and equivalence tests against real zlib + tiff-predictor-2 codec wasm files; gated on COG_CODECS_REQUIRED (skipped if .wasm files absent) - Add cog-decode-pipeline.json and cog-encode-pipeline.json fixtures; replace zstd-linear.json (no longer used) - Add tests/fixtures/chunks/cog-chunk-0 (1024x1024 uint16 Sentinel-2 tile) - Fix _inverted_port_map: include constant-wired non-encode_only inputs so codecs with required configuration parameters work in inverted direction - Update conftest.py: replace zstd_pipeline_json fixture with cog_chunk, cog_decode_pipeline_json, and cog_encode_pipeline_json; update TestParsePipeline references accordingly --- src/chonkle/executor.py | 10 +- tests/conftest.py | 54 ++++- tests/fixtures/chunks/cog-chunk-0 | Bin 0 -> 1448479 bytes .../pipelines/cog-decode-pipeline.json | 35 +++ .../pipelines/cog-encode-pipeline.json | 32 +++ tests/fixtures/pipelines/zstd-linear.json | 24 -- tests/test_executor.py | 228 ++++++++++-------- tests/test_pipeline.py | 30 +-- 8 files changed, 259 insertions(+), 154 deletions(-) create mode 100644 tests/fixtures/chunks/cog-chunk-0 create mode 100644 tests/fixtures/pipelines/cog-decode-pipeline.json create mode 100644 tests/fixtures/pipelines/cog-encode-pipeline.json delete mode 100644 tests/fixtures/pipelines/zstd-linear.json diff --git a/src/chonkle/executor.py b/src/chonkle/executor.py index 5df1137..c1b66dc 100644 --- a/src/chonkle/executor.py +++ b/src/chonkle/executor.py @@ -240,14 +240,15 @@ def _inverted_port_map( """Build the port-map for a step in inverted execution. The step's forward-direction outputs become its inverted-direction inputs. - encode_only_inputs are appended when calling encode (they are codec - parameters, e.g. compression level). + Inputs wired from constants (non-encode_only) are always included — they + are configuration parameters the codec needs in both directions. + encode_only_inputs are appended only when calling encode. Args: step_name: Name of the step; used to look up output values in value_store via the ``"."`` key convention. step: Step whose outputs define which values to look up and whose - encode_only_inputs are conditionally appended. + inputs supply constant-wired parameters and encode_only_inputs. value_store: Accumulated resolved byte values keyed by wiring ref string. direction: Runtime execution direction; encode_only_inputs are appended only when this is ``"encode"``. @@ -260,6 +261,9 @@ def _inverted_port_map( val = value_store.get(f"{step_name}.{port_name}") if val is not None: port_map.append((port_name, val)) + for port_name, ref_str in step.inputs.items(): + if ref_str.startswith("constant.") and port_name not in step.encode_only_inputs: + port_map.append((port_name, value_store[ref_str])) if direction == "encode": for port_name in step.encode_only_inputs: port_map.append((port_name, value_store[step.inputs[port_name]])) diff --git a/tests/conftest.py b/tests/conftest.py index 5a533e1..ea3e5a6 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -7,6 +7,10 @@ FIXTURES_DIR = Path(__file__).parent / "fixtures" PIPELINES_DIR = FIXTURES_DIR / "pipelines" +CHUNKS_DIR = FIXTURES_DIR / "chunks" + +REPO_ROOT = Path(__file__).parent.parent +CODEC_DIR = REPO_ROOT / "codec" def pytest_addoption(parser: pytest.Parser) -> None: @@ -31,7 +35,7 @@ def pytest_collection_modifyitems( @pytest.fixture def raw_chunk() -> bytes: - """Raw bytes of known content suitable for zstd round-trip testing. + """Raw bytes of known content suitable for codec round-trip testing. Patterned bytes compress and decompress deterministically. """ @@ -52,10 +56,50 @@ def page_split_input() -> tuple[bytes, int, int]: @pytest.fixture -def zstd_pipeline_json() -> dict: - """Parsed pipeline JSON for the zstd-linear fixture.""" - with (PIPELINES_DIR / "zstd-linear.json").open() as f: - return json.load(f) +def cog_chunk() -> bytes: + """A real COG tile compressed with zlib (level 9) + tiff-predictor-2. + + 1024x1024 uint16 Sentinel-2 band tile. Decodes to 2,097,152 bytes. + """ + return (CHUNKS_DIR / "cog-chunk-0").read_bytes() + + +@pytest.fixture +def cog_decode_pipeline_json() -> dict: + """Pipeline dict for the COG zlib+tiff-predictor-2 decode chain. + + Uses real file:// URIs pointing to the built codec .wasm files. + """ + with (PIPELINES_DIR / "cog-decode-pipeline.json").open() as f: + pipeline = json.load(f) + step_srcs = { + "zlib": f"file://{CODEC_DIR / 'zlib-rs' / 'zlib.wasm'}", + "predictor2": ( + f"file://{CODEC_DIR / 'tiff-predictor-2-c' / 'tiff-predictor-2.wasm'}" + ), + } + for step in pipeline["steps"]: + step["src"] = step_srcs[step["name"]] + return pipeline + + +@pytest.fixture +def cog_encode_pipeline_json() -> dict: + """Pipeline dict for the COG tiff-predictor-2+zlib encode chain. + + Uses real file:// URIs pointing to the built codec .wasm files. + """ + with (PIPELINES_DIR / "cog-encode-pipeline.json").open() as f: + pipeline = json.load(f) + step_srcs = { + "predictor2": ( + f"file://{CODEC_DIR / 'tiff-predictor-2-c' / 'tiff-predictor-2.wasm'}" + ), + "zlib": f"file://{CODEC_DIR / 'zlib-rs' / 'zlib.wasm'}", + } + for step in pipeline["steps"]: + step["src"] = step_srcs[step["name"]] + return pipeline @pytest.fixture diff --git a/tests/fixtures/chunks/cog-chunk-0 b/tests/fixtures/chunks/cog-chunk-0 new file mode 100644 index 0000000000000000000000000000000000000000..6b724d1f983f31b0cea535fa28bbb46572ba7b24 GIT binary patch literal 1448479 zcmV(pK=8kK+AN(1coo&t#^>G?LJKJnN+8tGYasL@RYZy+(gZ{lR6s1)Q9#6wii(IJ zDuM`7RJtI&Bhq^fAp{5^kPuRDcD~=7|M&0!$-TR0=ghqG&dh0hB6zk$%Vm8-R_HxV z();?md@YxBfQHIJ8Ko=uGg@Ae$0SCgq`V&1rhJ~Gb#=B@@{Q9gdPu6tN*%1*bd>mg zOSF{!r%!0ObdgPZM}wuIoX{EagVd9y-b4xVC3{!3kk*fBm`so#c;-a$%W7>a+4`DX z)jgV}L#2hB)0gD{&#NzAA=wyNr~hiMCdfWM3(#^M`A&|Bdd1{5EhWo!gAAv&r?iHw zlMOmwcS(KuLeunNQ7tCrB~Gf#GMy@&WudOq*0M?)%6JKt4pN!_k9zOOeT|g&Wr)5n zbLqof>80%@$9qN6wIko;>Jr_lk4XU%H;|_!RZnPHTD_zf(TT}bhNm=?K1ku|_u5GM zBEed{sU4(HUe&Yuf&N8r`pY!!k9Io9RQ*xw(c>f9S^m~+B+uoigE~*U$!D@n&vAX6 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a/tests/fixtures/pipelines/cog-decode-pipeline.json b/tests/fixtures/pipelines/cog-decode-pipeline.json new file mode 100644 index 0000000..3f4f0b2 --- /dev/null +++ b/tests/fixtures/pipelines/cog-decode-pipeline.json @@ -0,0 +1,35 @@ +{ + "codec_id": "cog-zlib-predictor2", + "direction": "decode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": { + "bytes_per_sample": {"type": "int", "value": 2}, + "width": {"type": "int", "value": 1024}, + "level": {"type": "int", "value": 9} + }, + "outputs": {"bytes": "predictor2.bytes"}, + "steps": [ + { + "name": "zlib", + "codec_id": "zlib", + "src": "file:///path/to/codec/zlib-rs/zlib.wasm", + "inputs": { + "bytes": "input.bytes", + "level": "constant.level" + }, + "outputs": ["bytes"], + "encode_only_inputs": ["level"] + }, + { + "name": "predictor2", + "codec_id": "tiff-predictor-2", + "src": "file:///path/to/codec/tiff-predictor-2-c/tiff-predictor-2.wasm", + "inputs": { + "bytes": "zlib.bytes", + "bytes_per_sample": "constant.bytes_per_sample", + "width": "constant.width" + }, + "outputs": ["bytes"] + } + ] +} diff --git a/tests/fixtures/pipelines/cog-encode-pipeline.json b/tests/fixtures/pipelines/cog-encode-pipeline.json new file mode 100644 index 0000000..a75f595 --- /dev/null +++ b/tests/fixtures/pipelines/cog-encode-pipeline.json @@ -0,0 +1,32 @@ +{ + "codec_id": "cog-predictor2-zlib", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": { + "bytes_per_sample": {"type": "int", "value": 2}, + "width": {"type": "int", "value": 1024}, + "level": {"type": "int", "value": 9} + }, + "outputs": {"bytes": "zlib.bytes"}, + "steps": [ + { + "name": "predictor2", + "codec_id": "tiff-predictor-2", + "src": "file:///path/to/codec/tiff-predictor-2-c/tiff-predictor-2.wasm", + "inputs": { + "bytes": "input.bytes", + "bytes_per_sample": "constant.bytes_per_sample", + "width": "constant.width" + }, + "outputs": ["bytes"] + }, + { + "name": "zlib", + "codec_id": "zlib", + "src": "file:///path/to/codec/zlib-rs/zlib.wasm", + "inputs": {"bytes": "predictor2.bytes", "level": "constant.level"}, + "outputs": ["bytes"], + "encode_only_inputs": ["level"] + } + ] +} diff --git a/tests/fixtures/pipelines/zstd-linear.json b/tests/fixtures/pipelines/zstd-linear.json deleted file mode 100644 index 63420ea..0000000 --- a/tests/fixtures/pipelines/zstd-linear.json +++ /dev/null @@ -1,24 +0,0 @@ -{ - "codec_id": "zstd-linear", - "direction": "encode", - "inputs": {"bytes": {"type": "bytes"}}, - "constants": { - "level": {"type": "int", "value": 3} - }, - "outputs": { - "bytes": "zstd.bytes" - }, - "steps": [ - { - "name": "zstd", - "codec_id": "zstd", - "src": "file:///path/to/codecs/zstd-rs/target/wasm32-wasip2/release/zstd_rs.wasm", - "inputs": { - "bytes": "input.bytes", - "level": "constant.level" - }, - "outputs": ["bytes"], - "encode_only_inputs": ["level"] - } - ] -} diff --git a/tests/test_executor.py b/tests/test_executor.py index df14037..76471b5 100644 --- a/tests/test_executor.py +++ b/tests/test_executor.py @@ -9,6 +9,9 @@ from chonkle.executor import run from chonkle.pipeline import Pipeline +_REPO_ROOT = Path(__file__).parent.parent +_CODEC_DIR = _REPO_ROOT / "codec" + # Tests below this marker require compiled codec .wasm files. # They will not pass until the codecs are built in a separate session. CODEC_REQUIRED = pytest.mark.skipif( @@ -16,6 +19,16 @@ reason="requires compiled codec .wasm files (built in a separate session)", ) +_COG_WASM_ZLIB = _CODEC_DIR / "zlib-rs" / "zlib.wasm" +_COG_WASM_PREDICTOR2 = _CODEC_DIR / "tiff-predictor-2-c" / "tiff-predictor-2.wasm" +COG_CODECS_REQUIRED = pytest.mark.skipif( + not (_COG_WASM_ZLIB.exists() and _COG_WASM_PREDICTOR2.exists()), + reason=( + "COG codec .wasm files not present" + " — build codec/zlib-rs and codec/tiff-predictor-2-c first" + ), +) + def _make_simple_pipeline(src: str = "file:///fake.wasm") -> dict: """Return a single-step encode pipeline dict.""" @@ -24,11 +37,11 @@ def _make_simple_pipeline(src: str = "file:///fake.wasm") -> dict: "direction": "encode", "inputs": {"bytes": {"type": "bytes"}}, "constants": {"level": {"type": "int", "value": 3}}, - "outputs": {"bytes": "zstd.bytes"}, + "outputs": {"bytes": "codec.bytes"}, "steps": [ { - "name": "zstd", - "codec_id": "zstd", + "name": "codec", + "codec_id": "codec", "src": src, "inputs": {"bytes": "input.bytes", "level": "constant.level"}, "outputs": ["bytes"], @@ -45,11 +58,11 @@ def _make_decode_pipeline(src: str = "file:///fake.wasm") -> dict: "direction": "decode", "inputs": {"bytes": {"type": "bytes"}}, "constants": {"level": {"type": "int", "value": 3}}, - "outputs": {"bytes": "zstd.bytes"}, + "outputs": {"bytes": "codec.bytes"}, "steps": [ { - "name": "zstd", - "codec_id": "zstd", + "name": "codec", + "codec_id": "codec", "src": src, "inputs": {"bytes": "input.bytes", "level": "constant.level"}, "outputs": ["bytes"], @@ -1218,107 +1231,6 @@ def fake_call(_engine, wasm_path, direction, port_map): assert "bytes" in port_names -# Tests below require actual compiled codec .wasm files. -# They will not pass until the codecs are built. - - -@CODEC_REQUIRED -class TestZstdRoundtrip: - def test_encode_produces_bytes( - self, raw_chunk: bytes, zstd_pipeline_json: dict - ) -> None: - """zstd encode pipeline runs without error and returns bytes.""" - pipeline = Pipeline.parse(zstd_pipeline_json) - result = run(pipeline, {"bytes": raw_chunk}, pipeline.direction) - assert isinstance(result["bytes"], bytes) - assert len(result["bytes"]) > 0 - - def test_encode_decode_roundtrip(self, raw_chunk: bytes) -> None: - """zstd encode followed by decode returns the original bytes.""" - wasm_src = ( - "file:///path/to/codecs/zstd-rs/target/wasm32-wasip2/release/zstd_rs.wasm" - ) - encode_pipeline = Pipeline.parse( - { - "codec_id": "zstd-encode", - "direction": "encode", - "inputs": {"bytes": {"type": "bytes"}}, - "constants": {"level": {"type": "int", "value": 3}}, - "outputs": {"bytes": "zstd.bytes"}, - "steps": [ - { - "name": "zstd", - "codec_id": "zstd", - "src": wasm_src, - "inputs": {"bytes": "input.bytes", "level": "constant.level"}, - "outputs": ["bytes"], - "encode_only_inputs": ["level"], - } - ], - } - ) - decode_pipeline = Pipeline.parse( - { - "codec_id": "zstd-decode", - "direction": "decode", - "inputs": {"bytes": {"type": "bytes"}}, - "constants": {}, - "outputs": {"bytes": "zstd.bytes"}, - "steps": [ - { - "name": "zstd", - "codec_id": "zstd", - "src": wasm_src, - "inputs": {"bytes": "input.bytes"}, - "outputs": ["bytes"], - } - ], - } - ) - - encoded = run(encode_pipeline, {"bytes": raw_chunk}, encode_pipeline.direction) - decoded = run( - decode_pipeline, {"bytes": encoded["bytes"]}, decode_pipeline.direction - ) - assert decoded["bytes"] == raw_chunk - - -@CODEC_REQUIRED -class TestZstdInvertedRoundtrip: - def test_encode_decode_via_single_pipeline_inversion( - self, raw_chunk: bytes - ) -> None: - """Decode-declared pipeline: inverted encode then forward decode round-trips.""" - wasm_src = ( - "file:///path/to/codecs/zstd-rs/target/wasm32-wasip2/release/zstd_rs.wasm" - ) - pipeline = Pipeline.parse( - { - "codec_id": "zstd-decode", - "direction": "decode", - "inputs": {"bytes": {"type": "bytes"}}, - "constants": {"level": {"type": "int", "value": 3}}, - "outputs": {"bytes": "zstd.bytes"}, - "steps": [ - { - "name": "zstd", - "codec_id": "zstd", - "src": wasm_src, - "inputs": {"bytes": "input.bytes", "level": "constant.level"}, - "outputs": ["bytes"], - "encode_only_inputs": ["level"], - } - ], - } - ) - # Encode using inversion (pipeline declared decode, run as encode) - encoded = run(pipeline, {"bytes": raw_chunk}, "encode") - assert isinstance(encoded["bytes"], bytes) - # Decode using forward direction - decoded = run(pipeline, {"bytes": encoded["bytes"]}, "decode") - assert decoded["bytes"] == raw_chunk - - @CODEC_REQUIRED class TestPageSplitFanOut: def test_fan_out_produces_three_outputs( @@ -1357,3 +1269,105 @@ def test_split_segment_sizes( assert len(result["rep_levels"]) == rep_length assert len(result["def_levels"]) == def_length assert len(result["data"]) == len(data) - rep_length - def_length + + +@COG_CODECS_REQUIRED +class TestCogChunkPipeline: + """Round-trip and decode tests for the COG zlib+tiff-predictor-2 pipeline.""" + + _TILE_BYTES = 1024 * 1024 * 2 # 1024x1024 uint16 + + def test_decode_declared_forward_decode_output_size( + self, cog_chunk: bytes, cog_decode_pipeline_json: dict + ) -> None: + """Decode-declared pipeline forward decode: output is 1024x1024x2 bytes.""" + pipeline = Pipeline.parse(cog_decode_pipeline_json) + result = run(pipeline, {"bytes": cog_chunk}, "decode") + assert len(result["bytes"]) == self._TILE_BYTES + + def test_decode_declared_forward_decode_output_is_bytes( + self, cog_chunk: bytes, cog_decode_pipeline_json: dict + ) -> None: + """Decode-declared pipeline running forward decode returns a bytes object.""" + pipeline = Pipeline.parse(cog_decode_pipeline_json) + result = run(pipeline, {"bytes": cog_chunk}, "decode") + assert isinstance(result["bytes"], bytes) + + def test_encode_declared_inverted_decode_output_size( + self, cog_chunk: bytes, cog_encode_pipeline_json: dict + ) -> None: + """Encode-declared pipeline inverted decode: output is 1024x1024x2 bytes.""" + pipeline = Pipeline.parse(cog_encode_pipeline_json) + result = run(pipeline, {"bytes": cog_chunk}, "decode") + assert len(result["bytes"]) == self._TILE_BYTES + + def test_encode_declared_inverted_decode_output_is_bytes( + self, cog_chunk: bytes, cog_encode_pipeline_json: dict + ) -> None: + """Encode-declared pipeline running inverted decode returns a bytes object.""" + pipeline = Pipeline.parse(cog_encode_pipeline_json) + result = run(pipeline, {"bytes": cog_chunk}, "decode") + assert isinstance(result["bytes"], bytes) + + def test_decode_declared_pipeline_roundtrip( + self, raw_chunk: bytes, cog_decode_pipeline_json: dict + ) -> None: + """Decode-declared pipeline roundtrip: inverted encode then forward decode. + + raw_chunk is padded to 1024x1024x2 bytes so tiff-predictor-2 can + interpret it as a full tile (width=1024, bytes_per_sample=2). + """ + tile = (raw_chunk * ((self._TILE_BYTES // len(raw_chunk)) + 1))[ + : self._TILE_BYTES + ] + pipeline = Pipeline.parse(cog_decode_pipeline_json) + encoded = run(pipeline, {"bytes": tile}, "encode") + decoded = run(pipeline, {"bytes": encoded["bytes"]}, "decode") + assert decoded["bytes"] == tile + + def test_encode_declared_pipeline_roundtrip( + self, raw_chunk: bytes, cog_encode_pipeline_json: dict + ) -> None: + """Encode-declared pipeline roundtrip: forward encode then inverted decode. + + raw_chunk is padded to 1024x1024x2 bytes so tiff-predictor-2 can + interpret it as a full tile (width=1024, bytes_per_sample=2). + """ + tile = (raw_chunk * ((self._TILE_BYTES // len(raw_chunk)) + 1))[ + : self._TILE_BYTES + ] + pipeline = Pipeline.parse(cog_encode_pipeline_json) + encoded = run(pipeline, {"bytes": tile}, "encode") + decoded = run(pipeline, {"bytes": encoded["bytes"]}, "decode") + assert decoded["bytes"] == tile + + def test_encode_declared_inverted_decode_matches_decode_declared_forward( + self, + cog_chunk: bytes, + cog_decode_pipeline_json: dict, + cog_encode_pipeline_json: dict, + ) -> None: + """Encode-declared pipeline inverted decode yields the same raw tile + as decode-declared pipeline forward decode.""" + decode_pipeline = Pipeline.parse(cog_decode_pipeline_json) + encode_pipeline = Pipeline.parse(cog_encode_pipeline_json) + forward = run(decode_pipeline, {"bytes": cog_chunk}, "decode") + inverted = run(encode_pipeline, {"bytes": cog_chunk}, "decode") + assert inverted["bytes"] == forward["bytes"] + + def test_decode_declared_inverted_encode_matches_encode_declared_forward( + self, + raw_chunk: bytes, + cog_decode_pipeline_json: dict, + cog_encode_pipeline_json: dict, + ) -> None: + """Decode-declared pipeline inverted encode yields the same compressed bytes + as encode-declared pipeline forward encode.""" + tile = (raw_chunk * ((self._TILE_BYTES // len(raw_chunk)) + 1))[ + : self._TILE_BYTES + ] + decode_pipeline = Pipeline.parse(cog_decode_pipeline_json) + encode_pipeline = Pipeline.parse(cog_encode_pipeline_json) + inverted = run(decode_pipeline, {"bytes": tile}, "encode") + forward = run(encode_pipeline, {"bytes": tile}, "encode") + assert inverted["bytes"] == forward["bytes"] diff --git a/tests/test_pipeline.py b/tests/test_pipeline.py index fa2fcd5..2b211ab 100644 --- a/tests/test_pipeline.py +++ b/tests/test_pipeline.py @@ -38,23 +38,23 @@ def test_empty_string_raises(self) -> None: class TestParsePipeline: - def test_linear_pipeline_from_fixture(self, zstd_pipeline_json: dict) -> None: - pipeline = Pipeline.parse(zstd_pipeline_json) + def test_linear_pipeline_from_fixture(self, cog_decode_pipeline_json: dict) -> None: + pipeline = Pipeline.parse(cog_decode_pipeline_json) assert isinstance(pipeline, Pipeline) - assert pipeline.direction == "encode" + assert pipeline.direction == "decode" assert list(pipeline.inputs.keys()) == ["bytes"] - assert len(pipeline.steps) == 1 - assert pipeline.steps[0].name == "zstd" - assert pipeline.steps[0].codec_id == "zstd" - assert pipeline.execution_order == ["zstd"] - - def test_linear_pipeline_codec_id(self, zstd_pipeline_json: dict) -> None: - pipeline = Pipeline.parse(zstd_pipeline_json) - assert pipeline.codec_id == "zstd-linear" - - def test_linear_pipeline_step_fields(self, zstd_pipeline_json: dict) -> None: - pipeline = Pipeline.parse(zstd_pipeline_json) - step = pipeline.steps[0] + assert len(pipeline.steps) == 2 + assert pipeline.steps[0].name == "zlib" + assert pipeline.steps[1].name == "predictor2" + assert pipeline.execution_order == ["zlib", "predictor2"] + + def test_linear_pipeline_codec_id(self, cog_decode_pipeline_json: dict) -> None: + pipeline = Pipeline.parse(cog_decode_pipeline_json) + assert pipeline.codec_id == "cog-zlib-predictor2" + + def test_linear_pipeline_step_fields(self, cog_decode_pipeline_json: dict) -> None: + pipeline = Pipeline.parse(cog_decode_pipeline_json) + step = pipeline.steps[0] # zlib step assert step.src.startswith("file://") assert step.inputs == {"bytes": "input.bytes", "level": "constant.level"} assert step.outputs == ["bytes"] From bf637ef23f8f74ae20536baeae4783326a1ae710 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Mon, 16 Mar 2026 12:17:22 -0500 Subject: [PATCH 11/52] docs: restructure docs/ and rewrite README; simplify executor interface lookup - Reorganize docs/ into internals/, reference/, and wasm/ subtrees; add new files for data-copy accounting, canonical ABI perf, component model, and WIT resources - Rewrite README: remove inline data-copies and format-driver sections, link to docs/internals/DATA_COPIES.md instead - Add CODEC_TRANSFORM_IFACE constant; simplify _get_function to look up the interface by that key directly instead of scanning all exports --- README.md | 170 +- docs/CODEC_CONTRACT.md | 81 - docs/CODEC_RUNTIME.md | 45 + docs/README.md | 35 + docs/WASM.md | 153 -- docs/ai/RECENT_CHANGES.md | 14 + docs/ai/REPO_MAP.md | 49 +- docs/ai/SYSTEM_OVERVIEW.md | 4 +- docs/{ => internals}/CACHING.md | 19 +- docs/internals/CANONICAL_ABI_PERF.md | 224 ++ docs/internals/DATA_COPIES.md | 117 + docs/{ => internals}/DISTRIBUTION.md | 7 +- docs/reference/CODEC_CONTRACT.md | 45 + docs/{ => reference}/PIPELINE_SCHEMA.md | 60 +- docs/reference/protospec/PROTOSPEC.md | 2351 +++++++++++++++++ .../protospec}/PROTOSPEC_NOTES.md | 21 + docs/wasm/COMPONENT_MODEL.md | 52 + docs/wasm/MEMORY.md | 27 +- docs/wasm/WASI.md | 25 +- docs/wasm/WIT.md | 84 +- docs/wasm/WIT_RESOURCES.md | 279 ++ src/chonkle/executor.py | 39 +- 22 files changed, 3427 insertions(+), 474 deletions(-) delete mode 100644 docs/CODEC_CONTRACT.md create mode 100644 docs/CODEC_RUNTIME.md create mode 100644 docs/README.md delete mode 100644 docs/WASM.md rename docs/{ => internals}/CACHING.md (57%) create mode 100644 docs/internals/CANONICAL_ABI_PERF.md create mode 100644 docs/internals/DATA_COPIES.md rename docs/{ => internals}/DISTRIBUTION.md (88%) create mode 100644 docs/reference/CODEC_CONTRACT.md rename docs/{ => reference}/PIPELINE_SCHEMA.md (79%) create mode 100644 docs/reference/protospec/PROTOSPEC.md rename docs/{ => reference/protospec}/PROTOSPEC_NOTES.md (92%) create mode 100644 docs/wasm/COMPONENT_MODEL.md create mode 100644 docs/wasm/WIT_RESOURCES.md diff --git a/README.md b/README.md index 437411a..c806fb5 100644 --- a/README.md +++ b/README.md @@ -1,23 +1,20 @@ -# chonkle — DAG codec pipeline +# chonkle -A next-generation codec pipeline executor for chunked array and columnar data -formats (Zarr, COG, Parquet, ORC, Arrow). Built on the +Chonkle is a codec pipeline executor for chunked array and columnar data +formats (e.g., Zarr, COG, Parquet, ORC, Arrow). Built on the [WebAssembly Component Model](https://component-model.bytecodealliance.org/) and executed by a Python orchestrator backed by [Wasmtime](https://wasmtime.dev/). -This branch is a direct successor to the original chonkle proof of concept, -which demonstrated that WebAssembly is a viable codec delivery mechanism for -chunked array formats. That proof of concept mixed Python (numcodecs) and Wasm -codecs in a simple linear pipeline. This branch takes the next step: all codecs -are Wasm components, pipelines are directed acyclic graphs (DAGs), and the -interface contract is machine-verifiable via WIT. - ---- +This realization of chonkle is the successor to an earlier proof of concept, which +demonstrated that WebAssembly is a viable codec delivery mechanism for chunked array +formats. That proof of concept mixed Python (numcodecs) and Wasm codecs in a simple +linear pipeline. In this version, all codecs are Wasm components, pipelines are directed +acyclic graphs (DAGs), and the interface contract is machine-verifiable. ## What chonkle established -chonkle showed that: +The original version of chonkle showed that: - Wasm codecs can be fetched remotely, cached locally, and executed in a sandboxed runtime @@ -26,11 +23,9 @@ chonkle showed that: toolchains - Python and Wasm codecs can be freely mixed in a pipeline -What chonkle did not address: pipelines where codec steps have multiple inputs -or outputs (fan-in / fan-out), and the data copy overhead of moving chunk data -between steps via Python. - ---- +What the first version of chonkle did not address: pipelines where codec steps have +multiple inputs or outputs (fan-in / fan-out), and the data copy overhead of moving +chunk data between steps via Python. ## Why the Component Model @@ -41,14 +36,14 @@ decoded independently. That is a 1-to-3 fan-out. Dictionary-encoded columns require two inputs to a single codec step — the encoded indices and a separately-stored dictionary page. That is a 2-to-1 fan-in. -Modeling these pipelines correctly requires named, typed ports — not just -`bytes in, bytes out`. The WebAssembly Component Model provides this through -WIT (WebAssembly Interface Types): every codec component must export `encode` -and `decode` functions that accept a named port map and a configuration blob. -Wasmtime verifies the contract at instantiation time, rejecting a component -with wrong signatures immediately. The specific ports a codec expects inside -the port map are declared in a JSON signature sidecar and validated by the -orchestrator before any component is called. +Modeling these pipelines correctly requires named, typed ports — not just `bytes in, +bytes out`. The WebAssembly Component Model provides this through WIT (WebAssembly +Interface Types): every codec component must export `encode` and `decode` functions that +accept a named port map. Configuration is passed as ports, the same way data is. +Wasmtime verifies the contract at instantiation time, rejecting a component with wrong +signatures immediately. The specific ports a codec expects inside the port map are +declared in a JSON signature sidecar and validated by the orchestrator before any +component is called. The Component Model also makes this practical at ecosystem scale. Any language with a Component Model toolchain — Rust, C, Python via componentize-py, and @@ -63,56 +58,7 @@ convention — could support fan-in/fan-out in principle, but would require every codec author to implement a shared protocol with no tooling support and no interface verification. The Component Model removes that burden. ---- - -## Data copies: current approach vs. original chonkle - -One of the original motivations for moving all codecs to Wasm was reducing the -number of times chunk data is copied as it passes through a pipeline. The -following is a per-step accounting of data copies for each approach. - -### chonkle (hybrid Python + Wasm, linear pipeline) - -When two consecutive Wasm codec steps execute in chonkle, the data path is: - -1. Wasm codec A writes its output into its own linear memory. -2. **Python reads that output into a Python `bytes` object** — a heap - allocation in Python's memory. *(Copy 1)* -3. Python passes the `bytes` object into the next Wasm codec call. -4. **Wasmtime writes it into codec B's linear memory.** *(Copy 2)* - -Two copies per inter-codec edge, with Python's object model and allocator -involved at each crossing. - -### This branch (Component Model, Python orchestrator) - -When two consecutive Wasm component steps execute here, the data path is: - -1. Component A writes its output into its own linear memory. -2. **Wasmtime's canonical ABI copies it directly into component B's linear - memory** — entirely within Wasmtime's native memory management, never - touching Python's heap. *(Copy 1)* - -One copy per inter-codec edge. Python's role between steps is to hold a -reference and route it to the next component call — bookkeeping, not data -movement. - -### Why this matters - -The copy that remains is a `memcpy`-class operation inside Wasmtime, running -at memory bandwidth speeds in native code, with no Python object allocation, -no reference counting, and no GIL involvement. The data involved is likely -still warm in CPU cache from the codec that just wrote it. - -This is not zero-copy. Eliminating the remaining copy would require moving the -orchestrator itself into Wasm — which is architecturally possible but not -practical today, as dynamic component linking in the Component Model is still -maturing. The Python orchestrator is an explicit design decision: it keeps the -executor flexible and iterable, and the single-copy cost is acceptable for the -chunk sizes (KB to low MB) typical in chunked array formats, where codec -execution time is expected to dominate over data movement time. - ---- +For a full accounting of copy counts per edge type and per pipeline step, and analysis of copy-reduction approaches, see [docs/internals/DATA_COPIES.md](docs/internals/DATA_COPIES.md). ## Architecture overview @@ -157,14 +103,14 @@ and drives the Wasmtime execution loop — calling each component's `encode` or `decode` function in order and routing the named port outputs to the appropriate next step inputs. ---- - ## Pipeline JSON A pipeline is a directed acyclic graph of codec steps. Each step names a codec component (by URI) and wires its inputs to pipeline inputs, constants, or outputs of previous steps. +### Schema + ```json { "codec_id": "parquet-page-decode", @@ -239,57 +185,22 @@ outputs of previous steps. } ``` -> **Note:** This example illustrates a realistic Parquet decode pipeline using -> hypothetical codecs (`rle-parquet.wasm`). The actual fixture in -> `tests/fixtures/pipelines/page-split-dag.json` uses the `identity` codec for -> the downstream steps, since `rle-parquet` is not built in this PoC. - Each step declares both its `inputs` (wiring references) and its `outputs` (port names). Technically, the orchestrator could derive output port names entirely from each codec's signature, making `outputs` in the pipeline JSON redundant. It is included here deliberately: a pipeline should be readable and verifiable by a human without cross-referencing external signatures. The orchestrator validates the declared `outputs` against the codec signature -at parse time — a mismatch is an error. - ---- +in a pre-execution validation pass — a mismatch is an error. -## Format drivers and the executor boundary +### Relationship to the codec inventory -This executor is format-agnostic. It accepts a pipeline DAG and chunk data, -runs the codecs in order, and returns the result. It has no knowledge of -Zarr, Parquet, COG, ORC, or any other file format. - -A **format driver** is the layer above the executor that bridges a specific -file format and this executor. Its responsibilities are: - -- Read format-specific metadata (Zarr `.zarray`, Parquet page headers, TIFF - IFDs, etc.) and translate it into a pipeline DAG JSON that this executor - can run -- Supply pipeline inputs that come from file metadata rather than chunk data - — for example, `rep_length` and `def_length` from a Parquet page header, - or `element_size` from a Zarr array descriptor -- Manage chunk I/O — fetching raw chunk bytes from storage and passing them - to the executor, then storing the results - -Format drivers are outside the scope of this repository. The pipeline JSON -examples here are written as a format driver would produce them, not as -something a user would typically author by hand. In production use, pipelines -would be generated programmatically from file metadata, not hand-rolled. - ---- - -## Relationship to the codec inventory - -This branch is designed to align with the codec signature and pipeline +The schema is designed to align with the codec signature and pipeline model defined in [protospec/codec-inventory.md](https://github.com/cylf-dev/protospec/blob/main/codec-inventory.md). The wiring syntax (`input.`, `.`, `constant.`), the typed port model, and the distinction between `encode_only` and -bidirectional inputs all follow the inventory's definitions. - -The full divergence log lives in [docs/PIPELINE_SCHEMA.md](docs/PIPELINE_SCHEMA.md). -A summary: +bidirectional inputs all follow the inventory's definitions. However, a number of divergences exist between the protospec and the pipeline schema shown above: - **`steps` is an array, not an object.** JSON objects have no guaranteed key order across parsers. An array makes execution order explicit. The step name @@ -314,14 +225,35 @@ A summary: in the codec signature. Surfacing it on the step keeps the pipeline self-contained for routing at parse time, before signatures are loaded. ---- +The full divergence log lives in [docs/reference/PIPELINE_SCHEMA.md](docs/reference/PIPELINE_SCHEMA.md). + +## Format drivers and the executor boundary + +This executor is format-agnostic. It accepts a pipeline DAG and chunk data, +runs the codecs in order, and returns the result. It has no knowledge of +Zarr, Parquet, COG, ORC, or any other file format. + +A **format driver** is the layer above the executor that bridges a specific +file format and this executor. Its responsibilities are: + +- Read format-specific metadata (Zarr `.zarray`, Parquet page headers, TIFF + IFDs, etc.) and translate it into a pipeline DAG JSON that this executor + can run +- Supply pipeline inputs that come from file metadata rather than chunk data + — for example, `rep_length` and `def_length` from a Parquet page header, + or `element_size` from a Zarr array descriptor +- Manage chunk I/O — fetching raw chunk bytes from storage and passing them + to the executor, then storing the results + +Format drivers are outside the scope of this repository. The pipeline JSON +examples here are written as a format driver would produce them, not as +something a user would typically author by hand. In production use, pipelines +would be generated programmatically from file metadata, not hand-rolled. ## Status Proof of concept. Not production ready. ---- - ## Acknowledgements Partially supported by NASA-IMPACT VEDA project. diff --git a/docs/CODEC_CONTRACT.md b/docs/CODEC_CONTRACT.md deleted file mode 100644 index c3f2361..0000000 --- a/docs/CODEC_CONTRACT.md +++ /dev/null @@ -1,81 +0,0 @@ -# Codec Contract - -This document specifies the interface contract between chonkle (the host) and a `.wasm` codec module. Two formats are supported — Core modules and Components — each with a different contract. See [Core modules and Components](WASM.md#core-modules-and-components) for guidance on choosing between them. - -## Core module ABI - -An ABI (Application Binary Interface) defines how two separately compiled pieces of code talk to each other at the binary level — what functions exist, what types their arguments and return values have, and how memory is laid out. - -Every Core Wasm codec module must export a `memory` and three functions. The `memory` export is the module's linear memory — a resizable byte array that the host reads from and writes to in order to pass data across the Wasm boundary. It is automatically provided by the compiler when you target `wasm32`; codec authors do not need to define it. - -The functions that codec authors must implement: - -| Export | Signature | Purpose | -| --- | --- | --- | -| `alloc` | `(size: i32) -> i32` | Allocate `size` bytes, return a pointer | -| `dealloc` | `(ptr: i32, size: i32)` | Free a previously allocated buffer | -| `decode` | `(input_ptr: i32, input_len: i32, config_ptr: i32, config_len: i32) -> i64` | Decode data; return packed result | -| `encode` | `(input_ptr: i32, input_len: i32, config_ptr: i32, config_len: i32) -> i64` | Encode data; return packed result | - -A module may export `decode`, `encode`, or both. The host calls whichever function matches the pipeline direction. - -### Calling convention - -The host (`wasm_runner.py`) performs the following sequence for each codec call (`decode` or `encode`): - -1. **Allocate and write input** — Call `alloc(len(data))`, then write the raw input bytes into linear memory at the returned pointer. -2. **Allocate and write config** — Serialize the configuration dict as a JSON string, call `alloc(len(json_bytes))`, then write the JSON bytes into linear memory. -3. **Call the codec function** (`decode` or `encode`) — Pass the four arguments: `input_ptr`, `input_len`, `config_ptr`, `config_len`. -4. **Unpack the result** — The return value is a single `i64` encoding both the output pointer and length: `out_ptr = (result >> 32) & 0xFFFFFFFF`, `out_len = result & 0xFFFFFFFF`. -5. **Read output** — Copy `out_len` bytes from linear memory starting at `out_ptr`. -6. **Deallocate** — Call `dealloc` three times to free the input, config, and output buffers. - -### Error signaling - -If the codec function returns `out_ptr = 0` and `out_len = 0`, the host treats this as a failure and raises a `RuntimeError`. - -## Component interface - -Component codecs use the WIT/Canonical ABI rather than a manually managed memory interface. The toolchain generates all memory management glue; codec authors work only with high-level types. - -A component must export `encode` and/or `decode` with this WIT signature: - -```wit -encode: func(data: list, config: string) -> result, string>; -decode: func(data: list, config: string) -> result, string>; -``` - -### Export location - -The function may be exported directly at the world level or nested inside any named interface. `wasm_runner.py` discovers it by introspecting the component's type at runtime, so the interface name and WIT package name do not need to be known in advance. - -World-level export: - -```wit -world my-codec { - export encode; - export decode; -} -``` - -Interface-nested export (either style is valid): - -```wit -interface codec { - encode: func(data: list, config: string) -> result, string>; - decode: func(data: list, config: string) -> result, string>; -} - -world my-codec { - export codec; -} -``` - -### Runtime requirements - -- Components must be **WASIp2-compatible**. The host calls `linker.add_wasip2()` unconditionally; components that do not target WASIp2 will fail to instantiate. -- `config` is passed as a **JSON string** — the same convention as Core modules. Deserialize it inside the component to access codec parameters. - -### Error signaling - -Return the `Err` variant of `result, string>` to signal failure. The host raises `RuntimeError` with the error string as the message. Return `Ok(list)` on success. diff --git a/docs/CODEC_RUNTIME.md b/docs/CODEC_RUNTIME.md new file mode 100644 index 0000000..6735d17 --- /dev/null +++ b/docs/CODEC_RUNTIME.md @@ -0,0 +1,45 @@ +# Running Custom Codecs with WebAssembly + +This document covers how chonkle uses WebAssembly (Wasm) for custom codecs. For general Wasm background, see the [knowledge base](wasm/) or the [docs index](README.md). + +## Why Wasm and Python? + +### Why Wasm for custom codecs? + +Custom codecs should be fast, portable, and safe. The traditional options for fast codecs — C extensions or Cython — require platform-specific compilation and complex build tooling. Furthermore, native code loaded into your process (via C extensions, shared libraries, etc.) runs with the same privileges as your program: it can read and write any of your process's memory, access the filesystem, and make network calls. There is no built-in boundary between your code and the native extension. + +Wasm gives us all three properties: + +- **Fast:** Compiled C/Rust code runs at near-native speed. +- **Portable:** The same `.wasm` binary runs on any OS and architecture — the runtime compiles it to native code, so codec authors distribute one file instead of per-platform builds. +- **Safe:** The runtime's sandbox ensures a codec module can only access its own memory — it cannot touch the host process, the filesystem, or the network unless explicitly permitted. + +### Why Python as the host? + +Python is widely used in the geospatial community (our initial target audience), which means more people can read, understand, and contribute to the host code than if it were written in a compiled language like Rust or C++. + +However, Python as a host carries a significant performance cost with the Component Model — the architecture all chonkle codecs use, for reasons explained in the next section. The wasmtime Python bindings implement canonical ABI lifting and lowering through Python object allocation rather than the direct `Memory.write()`/`Memory.read()` calls available with Core modules, running at approximately 1.7 MB/s rather than the ~10 GB/s achievable in a native host. The Python executor should be treated as a development and test host, not a production runtime. The correct production path is a native (most likely Rust) orchestrator, which will require no changes to any codec and will perform the same canonical ABI lifting and lowering at C memcpy speeds. See [CANONICAL_ABI_PERF.md](internals/CANONICAL_ABI_PERF.md) for performance measurements. + +## How this project uses Wasm + +All chonkle codecs are Component Model components implementing the `chonkle:codec/transform` WIT interface (defined in `wit/codec.wit`). The Component Model uses WIT definitions and a Canonical ABI to marshal rich types like `list` and named port maps across the host-component boundary; see [CODEC_CONTRACT.md](reference/CODEC_CONTRACT.md) for the full interface specification. Custom codec source code and build tooling live in separate repositories; this project contains only the host-side runner. + +`executor.py` loads and executes codec components from Python using Wasmtime. It discovers the `encode`/`decode` functions at runtime by introspecting the component's type. Before any component is called, the executor validates each step's declared ports against a `.signature.json` sidecar file located alongside the `.wasm` file; if any step fails validation, a `ValueError` listing all problems is raised before execution begins. Components must be WASIp2-compatible. If the component returns the `Err` variant, chonkle raises `RuntimeError` with the error string. + +## Why the Component Model and not the Core ABI? + +An earlier chonkle implementation used Core Wasm modules directly, accessing linear memory via `Memory.write()` and `Memory.read()` — single C-level copies, fast. The migration to the Component Model was made for two reasons that ruled out keeping the Core ABI path: + +1. **The port-map cannot be represented cleanly in the Core ABI.** The old runner was hardcoded to two ports (one data buffer, one JSON config). A general-purpose pipeline needs more: a codec step may consume or produce multiple large data streams — a Parquet step, for instance, might emit separate column buffers — and the pipeline needs to route those streams by name to wire steps together correctly. The port-map's `list>>` design supports fan-in, fan-out, and named routing naturally. The Core ABI has no equivalent; encoding a variable set of named, potentially large buffers over raw pointers and lengths would require a custom serialisation layer — reintroducing exactly the marshaling complexity the Canonical ABI already handles automatically. + +2. **Python-authored codecs require it.** `componentize-py` produces Component Model components; there is no toolchain path from Python source to a core module with the right `alloc`/`memory` exports. Restricting codec authorship to compiled languages would raise the barrier significantly for the scientific and geospatial communities that are our primary audience. + +See [Component Model](wasm/COMPONENT_MODEL.md) for background on components vs. Core modules, composition, and language toolchains. + +## Memory and the copy cost + +A natural question when passing potentially large chunks through Wasm codecs is: *can we avoid copying data into Wasm linear memory?* + +The answer is **no** — at least not today. Wasm's sandbox model means a module can only read and write its own linear memory — it cannot dereference a host pointer or access the Python heap. The host can read and write the module's linear memory, but not the reverse. Every codec call therefore requires one copy in (host → Wasm) and one copy out (Wasm → host): 2 copies per invocation, 2N copies for an N-step pipeline. + +For the full edge-type accounting and analysis of copy-reduction approaches, see [DATA_COPIES.md](internals/DATA_COPIES.md). For Python vs. native host performance figures and practical mitigations, see [CANONICAL_ABI_PERF.md](internals/CANONICAL_ABI_PERF.md). diff --git a/docs/README.md b/docs/README.md new file mode 100644 index 0000000..784cdae --- /dev/null +++ b/docs/README.md @@ -0,0 +1,35 @@ +# chonkle + +chonkle is a Python host for running data codec pipelines composed of WebAssembly components. + +## Architecture + +- [CODEC_RUNTIME.md](CODEC_RUNTIME.md) — Why Wasm, why the Component Model, Python host limitations, and how the executor works + +## Reference + +Specs for codec and pipeline authors. + +- [reference/CODEC_CONTRACT.md](reference/CODEC_CONTRACT.md) — WIT interface contract: what a codec component must implement +- [reference/PIPELINE_SCHEMA.md](reference/PIPELINE_SCHEMA.md) — Pipeline JSON schema: DAG structure, wiring references, step fields +- [reference/protospec/](reference/protospec/) — Codec inventory: named codecs with typed signatures + +## Internals + +Details for maintaining or more thoroughly understanding chonkle. + +- [internals/CACHING.md](internals/CACHING.md) — Wasm download cache and wasmtime compiled-code cache +- [internals/CANONICAL_ABI_PERF.md](internals/CANONICAL_ABI_PERF.md) — Performance investigation: where the time goes, Python vs. native host throughput, mitigations +- [internals/DATA_COPIES.md](internals/DATA_COPIES.md) — Why data copies are unavoidable in the Wasm codec path, and approaches explored to reduce them +- [internals/DISTRIBUTION.md](internals/DISTRIBUTION.md) — Options for distributing `.wasm` codec artifacts (GitHub Releases, GHCR/OCI, warg) + +## Wasm background + +Foundational Wasm concepts referenced throughout these docs. + +- [wasm/OVERVIEW.md](wasm/OVERVIEW.md) — What is WebAssembly? Virtual CPU, runtimes, portability +- [wasm/WASI.md](wasm/WASI.md) — System interface, `wasm32-wasi` target, command vs reactor +- [wasm/MEMORY.md](wasm/MEMORY.md) — Linear memory, memory growth, `dlmalloc`, buffer strategies +- [wasm/COMPONENT_MODEL.md](wasm/COMPONENT_MODEL.md) — Components vs Core modules, composition, toolchain +- [wasm/WIT.md](wasm/WIT.md) — WIT interface definition language +- [wasm/WIT_RESOURCES.md](wasm/WIT_RESOURCES.md) — WIT resource types: handles, ownership, handle tables, and why resources don't reduce copy counts in chonkle's pipeline diff --git a/docs/WASM.md b/docs/WASM.md deleted file mode 100644 index 3771cc0..0000000 --- a/docs/WASM.md +++ /dev/null @@ -1,153 +0,0 @@ -# Running Custom Codecs with WebAssembly - -This document covers how chonkle uses WebAssembly for custom codecs. For general Wasm knowledge, see the knowledge base: - -- [What is WebAssembly?](wasm/OVERVIEW.md) — virtual CPU, runtimes, portability -- [WASI](wasm/WASI.md) — system interface, `wasm32-wasi` target, command vs reactor -- [Linear memory](wasm/MEMORY.md) — memory growth, `dlmalloc`, buffer strategies -- [Distribution](DISTRIBUTION.md) — remote storage options for `.wasm` files -- [Codec contract](CODEC_CONTRACT.md) — the interface contract between host and `.wasm` codec modules -- [WIT](wasm/WIT.md) — WIT interface definition language and the Component Model - -## Why Wasm and Python? - -### Why Wasm for custom codecs? - -Custom codecs should be fast, portable, and safe. The traditional options for fast codecs — C extensions or Cython — require platform-specific compilation and complex build tooling. Furthermore, native code loaded into your process (via C extensions, shared libraries, etc.) runs with the same privileges as your program: it can read and write any of your process's memory, access the filesystem, and make network calls. There is no built-in boundary between your code and the native extension. - -Wasm gives us all three properties: - -- **Fast:** Compiled C/Rust code runs at near-native speed. -- **Portable:** The same `.wasm` binary runs on any OS and architecture — the runtime compiles it to native code, so codec authors distribute one file instead of per-platform builds. -- **Safe:** The runtime's sandbox ensures a codec module can only access its own memory — it cannot touch the host process, the filesystem, or the network unless explicitly permitted. - -### Why Python as the host? - -Python is widely used in the geospatial community (our initial target audience), which means more people can read, understand, and contribute to the host code than if it were written in a compiled language like Rust or C++. It also gives us direct access to Zarr's numcodecs library, so standard codecs work out of the box alongside custom Wasm codecs. - -## How this project uses Wasm - -Wasm codecs are loaded and executed from Python using Wasmtime. Both Core modules and Components are supported; see [Core modules and Components](#core-modules-and-components). Custom codec source code and build tooling live in separate repositories; this project only contains the host-side runner. - -### Codec pipelines - -The codec pipeline (`pipeline.py`) applies a sequence of codec steps to encode or decode a chunk. Each step can be a **Python codec** (via numcodecs) or a **Wasm codec**. They can be freely mixed in any order. For example, a COG tile pipeline might look like: - -```text -numpy array ──[bytes (Python)]──► raw bytes ──[tiff_predictor_2 (Wasm)]──► differenced bytes ──[zlib (Python)]──► compressed bytes -``` - -**Encoding** applies codecs in forward order (as shown above). **Decoding** applies them in reverse order, unwinding the encoding. Each step receives the output of the previous step. - -### Pipeline metadata format - -Each chunk has a sidecar JSON file that specifies its codec pipeline. Wasm codec steps use `"type": "wasm"` and include a URI pointing to the `.wasm` file: - -```json -{ - "codecs": [ - { - "name": "bytes", - "type": "numcodecs", - "configuration": { - "endian": "little", - "data_type": "uint16", - "shape": [1024, 1024] - } - }, - { - "name": "tiff_predictor_2", - "type": "wasm", - "uri": "file:///path/to/tiff-predictor-2-c.wasm", - "configuration": { - "bytes_per_sample": 2, - "width": 1024 - } - }, - { - "name": "zlib", - "type": "numcodecs", - "configuration": {} - } - ] -} -``` - -Supported URI schemes: `file://`, `https://`, and `oci://`. - -### The codec contract - -See [CODEC_CONTRACT.md](CODEC_CONTRACT.md) for the full specification — the Core module ABI and the Component WIT interface. - -## Core modules and Components - -Chonkle supports both Wasm formats. Detection is automatic: `wasm_runner.py` reads the first 8 bytes of each `.wasm` file — Core modules have version bytes `01 00 00 00`, Components have `0d 00 01 00`. The appropriate call path is selected without any configuration required. - -Wasm has two approaches to host-module communication. The **Core** approach passes only numbers (`i32`, `i64`, `f32`, `f64`) across the boundary — to exchange bytes or strings, the host manually writes data into linear memory and passes pointers. The **Component Model** uses WIT (Wasm Interface Type) definitions and a Canonical ABI to automatically marshal rich types like `list` and `string`. - -### Core module path - -Core modules must export the custom ABI described in [CODEC_CONTRACT.md](CODEC_CONTRACT.md#core-module-abi): `alloc`, `dealloc`, `memory`, and `encode`/`decode`. The host handles all memory management explicitly. Both freestanding and WASI reactor modules are supported. - -### Component Model path - -Components must export an `encode` and/or `decode` function with signature: - -```wit -func(data: list, config: string) -> result, string> -``` - -The function may be exported directly at the world level or within an interface. `wasm_runner.py` discovers it at runtime by introspecting the component's type, so the WIT package name does not need to be known in advance. Components built with `componentize-py` against WASIp2 are supported. - -Error handling: if the component function returns the `Err` variant of the result, chonkle raises `RuntimeError` with the error string. - -### Choosing between Core modules and Components - -The right choice depends on the codec author's language and toolchain. - -**Core modules** have a minimal author-side contract: implement four functions (`alloc`, `dealloc`, `encode`, `decode`). For C, this maps naturally to the language — memory management is explicit anyway, and there are no extra build steps or WIT files to maintain. The ABI is self-contained and stable; it does not depend on `wit-bindgen`, `wasm-tools`, or the Canonical ABI spec. - -**Components** are well-suited for high-level languages like Python. `componentize-py` generates a Component naturally from a Python implementation, and the WIT/Canonical ABI handles all type marshalling automatically. For C or Rust, adopting the Component Model adds build steps (a `.wit` file, generated glue code) that the Core path avoids. - -## Memory and the copy cost - -A natural question when passing potentially large chunks through Wasm codecs is: *can we avoid copying data into Wasm linear memory?* - -The answer appears to be **no** — at least not today. Wasm's sandbox model means a module can only read and write its own linear memory — it cannot dereference a host pointer or access the Python heap. The host *can* read and write the module's linear memory, but not the reverse. So data needs to be copied in before processing and copied out after. Each call to `wasm_decode()` or `wasm_encode()` performs two copies: - -```text - Python bytes - │ - memcpy in (copy 1: input) - │ - ▼ -Wasm linear memory - │ - decode runs - │ - ▼ -Wasm linear memory - │ - memcpy out (copy 2: output) - │ - ▼ - Python bytes -``` - -It is worth noting that in a mixed pipeline, native-to-native (from one numcodec codec to another) steps may also involve allocation overhead (e.g. returning a new `bytes` object), though Wasm codecs have the additional cost of copying input into linear memory. Also, the cost of the copies could be small relative to decode computation for certain codecs (decompression, perhaps), and is likely very small relative to the network I/O required to fetch a custom Wasm codec. This would need to be verified through profiling, but it may not be worth optimizing further until we have evidence that the copies are a bottleneck. - -### Approaches explored - -Several approaches to eliminating copies were explored and are noted here in case they are worth following up on in the future. - -- **Shared memory (threads proposal)** — Wasm's `SharedMemory` allows multiple Wasm *instances* to share memory, but it appears to be designed for multi-threaded Wasm execution, not host-guest data sharing. The host would still copy data in. -- **Sharing memory between pipeline steps** — Adjacent Wasm codecs run as separate instances with separate linear memories. Linking them to a shared memory would require `--import-memory` and tightly couple independently authored modules. It would also break when a native codec sits between two Wasm codecs. -- **Wasm-first architecture** — Allocating in Wasm memory and having native codecs operate on it in place doesn't seem to work because numcodecs implementations generally return new `bytes` or `ndarray` objects rather than writing into a caller-supplied buffer. -- **Custom memory backing** — Wasmtime's Rust API has a `MemoryCreator` trait for custom allocation, but it does not appear to be exposed in wasmtime-py. - -### Future possibilities - -Links to relevant zero-copy discussions: - -- Caller-supplied buffers in the [WASI roadmap](https://wasi.dev/roadmap). -- An [open Component Model proposal](https://github.com/WebAssembly/component-model/issues/398) exploring zero-copy shared views. diff --git a/docs/ai/RECENT_CHANGES.md b/docs/ai/RECENT_CHANGES.md index d590270..9c95115 100644 --- a/docs/ai/RECENT_CHANGES.md +++ b/docs/ai/RECENT_CHANGES.md @@ -4,6 +4,20 @@ Only architectural, structural, and workflow changes. Not bug fixes or minor twe ## March 2026 +- **COG chunk pipeline and tests**: added `codec/zlib-rs/` (Rust zlib codec via + `cargo-component`, `flate2` rust_backend). Added `tests/fixtures/chunks/cog-chunk-0` + (real 1024x1024 uint16 Sentinel-2 tile). Replaced `tests/fixtures/pipelines/zstd-linear.json` + with `cog-zlib-predictor2.json` (two-step decode: zlib → tiff-predictor-2). Replaced + `zstd_pipeline_json` fixture in conftest with `cog_chunk` + `cog_pipeline_json` fixtures + (with real `file://` URIs). Added `TestCogChunkPipeline` in `test_executor.py` with three + tests (decode size, decode type, encode/decode roundtrip via DAG inversion) gated on + `COG_CODECS_REQUIRED` (checks file existence). Updated `TestParsePipeline` fixture refs. + +- **`_inverted_port_map` fix**: inverted execution now includes constant-wired non-encode_only + inputs in the port map. Previously, codecs with required configuration parameters wired from + constants (e.g. tiff-predictor-2's `bytes_per_sample`, `width`) would receive an empty + port-map in the inverted direction, causing a missing-port error. + - **Module-level function idiom applied**: in `executor.py`, inlined `_resolve_uris` and `_store_inverted_outputs` (single-caller helpers) and dropped the redundant `_build_` prefix from the port-map builders. In diff --git a/docs/ai/REPO_MAP.md b/docs/ai/REPO_MAP.md index c891964..db36abb 100644 --- a/docs/ai/REPO_MAP.md +++ b/docs/ai/REPO_MAP.md @@ -6,17 +6,26 @@ `chonkle:codec@0.1.0`, world `codec`, interface `transform` with `encode` and `decode` functions -## Codecs — `codecs/` +## Codecs — `codec/` -Not yet built (separate session). Planned: +Each codec directory contains a `.wasm` binary, a `.signature.json` sidecar, +and its build source. -- **zstd-rs/** — zstd encode/decode, Rust, 1-in/1-out (`bytes`) +### Built + +- **tiff-predictor-2-c/** — TIFF horizontal differencing, C + Zig build, + ports: `bytes` + `bytes_per_sample` + `width` in, `bytes` out +- **zlib-rs/** — zlib compress/decompress, Rust (`cargo-component`), ports: + `bytes` in (+ optional `level` encode-only), `bytes` out. + Build: `cargo component build --release` in `codec/zlib-rs/`. + Output copied to `codec/zlib-rs/zlib.wasm`. + +### Planned + +- **zstd-rs/** — zstd encode/decode, Rust - **page-split-rs/** — byte-range splitter, Rust, fan-out (1 input, 3 outputs) - **identity-py/** — passthrough codec, Python via componentize-py -Each codec will have a `.wasm` binary and a `.signature.json` sidecar declaring -its input and output port names. - ## Source — `src/chonkle/` Core library. All public API is re-exported from `__init__.py`. @@ -26,10 +35,10 @@ Core library. All public API is re-exported from `__init__.py`. references, and produces a topologically sorted `execution_order`. Key types: `Pipeline`, `StepSpec`, `WiringRef`. - **executor.py** — DAG execution via Wasmtime Component Model. Entry point: - `run(pipeline, inputs)`. Resolves codec URIs, validates signature sidecars, - builds port-maps, calls each step's Wasm component in order. + `run(pipeline, inputs, direction)`. Resolves codec URIs, validates signature + sidecars, builds port-maps, calls each step's Wasm component in order. - **wasm_download.py** — codec URI resolution and fetch cache. `resolve_uri()` - handles `file://` and `https://`. `download_https()` and `download_oci()` + handles `file://`, `https://`, and `oci://`. `download_https()` and `download_oci()` store downloaded `.wasm` files locally keyed by SHA-256 or OCI reference. Respects `CHONKLE_CACHE_DIR` and `CHONKLE_FORCE_DOWNLOAD` env vars. - **cli.py** — `chonkle run` command. Accepts `--pipeline`, `--input NAME=FILE`, @@ -63,12 +72,32 @@ Pipeline JSON files for testing and demonstration: ## Docs — `docs/` - **wasm/** — general Wasm knowledge base (not project-specific): - - **OVERVIEW.md**, **WASI.md**, **MEMORY.md**, **WIT.md** + - **OVERVIEW.md**, **WASI.md**, **MEMORY.md**, **WIT.md**, **COMPONENT_MODEL.md**, + **WIT_RESOURCES.md** (handles, own vs borrow, handle tables, resource-sharing + patterns, and why resources don't reduce copy counts in chonkle's pipeline) +- **internals/** — architectural decision records and internals: + - **DISTRIBUTION.md** — remote storage options for `.wasm` files + - **DATA_COPIES.md** — copy-count accounting, edge-type table, and analysis of copy-reduction approaches + - **CANONICAL_ABI_PERF.md** — measured throughput of the Python canonical ABI binding vs. native host + - **CACHING.md** — fetch cache and wasmtime compilation cache design ## Docs — `docs/ai/` Persistent AI context files. Read by Claude Code at conversation start. +## Bench — `bench/` + +See `bench/README.md` for usage. + +- **rust-host/** — standalone Rust crate, `wasmtime-rs 41` typed bindings. + `cd bench/rust-host && cargo build --release && cargo run --release` +- **python-host/time_abi_raw.py** — raw wasmtime-py call, bypasses chonkle + executor. PEP 723 inline deps (`wasmtime==41.*`). + `uv run bench/python-host/time_abi_raw.py` +- **chonkle-host/time_codec.py** — drives the chonkle executor across codec + types and sizes. PEP 723 inline dep (`chonkle @ ../..`). + `uv run bench/chonkle-host/time_codec.py` + ## CI — `.github/workflows/` - **ci.yml** — lint job (pre-commit on Python 3.14) + test matrix (3.13, 3.14) diff --git a/docs/ai/SYSTEM_OVERVIEW.md b/docs/ai/SYSTEM_OVERVIEW.md index 511763a..dfd66e6 100644 --- a/docs/ai/SYSTEM_OVERVIEW.md +++ b/docs/ai/SYSTEM_OVERVIEW.md @@ -29,8 +29,8 @@ Pipeline DAG design where each execution is driven by a pipeline JSON file: when calling `run()`. When `direction == pipeline.direction`, execution is forward (current order, current WIT function). When they differ, execution is inverted: steps run in reversed topological order, the opposite WIT function is - called, port-maps are built from `step.outputs`, and results are routed back - through `step.inputs` wiring refs. + called, port-maps are built from `step.outputs` plus constant-wired non-encode_only + inputs, and results are routed back through `step.inputs` wiring refs. ## Subsystems diff --git a/docs/CACHING.md b/docs/internals/CACHING.md similarity index 57% rename from docs/CACHING.md rename to docs/internals/CACHING.md index ab5e53e..04cbd03 100644 --- a/docs/CACHING.md +++ b/docs/internals/CACHING.md @@ -16,7 +16,7 @@ There is no eviction, TTL, or size management. However, Wasm modules are small ( ## wasmtime compiled-code disk cache -Every call to `_wasm_call` in `wasm_runner.py` creates a `wasmtime.Engine` and compiles the `.wasm` file to native machine code — via `Module.from_file()` on the Core path or `Component.from_file()` on the Component path. This compilation is the most expensive per-call overhead in the Wasm path. +Every codec call in `executor.py` creates a `wasmtime.Engine` and compiles the `.wasm` file to native machine code — via `Module.from_file()` on the Core path or `Component.from_file()` on the Component path. This compilation is the most expensive per-call overhead in the Wasm path. To avoid this repeated compilation, the Engine is configured with wasmtime's built-in compiled-code cache (`config.cache = True`). wasmtime transparently stores compiled native code on disk. When `Module.from_file()` or `Component.from_file()` is called for a `.wasm` file that has already been compiled with the same wasmtime version, the cached native code is loaded instead of recompiling. @@ -24,11 +24,16 @@ This is separate from the download cache above: the download cache stores `.wasm wasmtime manages the cache location and eviction automatically (`~/.cache` on Linux, `~/Library/Caches` on macOS). The cache invalidates automatically when the wasmtime version changes. -## Warm-container deployments +## In-process caching -The compiled-code disk cache eliminates recompilation, but each new process invocation still reads the cached file from disk. In warm-container environments (e.g. AWS Lambda), the same process handles multiple invocations, so caching the `Engine` and compiled `Module` objects in Python module-level variables would skip that disk read on subsequent invocations within the same container. +`executor.py` currently creates a new `wasmtime.Engine`, `wasmtime.component.Linker`, and `wasmtime.component.Component` on each `_call_component()` invocation. Timing instrumentation in `_call_component()` (see [CANONICAL_ABI_PERF.md](CANONICAL_ABI_PERF.md)) showed that with a warm disk cache, `Component.from_file()` costs ~0.003s and `Store`/`Linker` construction is essentially free. -- `Engine`, `Module`, and `Component` are immutable — safe to reuse across calls with no risk of state leaking between invocations -- The `Engine` only needs a single instance (singleton) since the compilation settings don't vary -- A module-level `dict` keyed by resolved file path would cache compiled `Module` or `Component` objects (one per `.wasm` file, type depending on the path taken) -- `Store` and `Instance` hold mutable state (the Wasm linear memory) — these must be fresh per-call +Although negligible, if these initialization costs were a concern, the approach would be to cache at module level: + +- `_engine` — `wasmtime.Engine` singleton, created once with `cache = True` +- `_linker` — `wasmtime.component.Linker` singleton, created once with `add_wasip2()` +- `_component_cache` — `dict[Path, wasmtime.component.Component]`, keyed by resolved `.wasm` path + +Cache invalidation on `force_download=True` would require evicting `_component_cache` entries for affected paths after URI resolution. + +Note that `Store` and `Instance` hold mutable Wasm linear memory and should still be created fresh per call. diff --git a/docs/internals/CANONICAL_ABI_PERF.md b/docs/internals/CANONICAL_ABI_PERF.md new file mode 100644 index 0000000..3fd647e --- /dev/null +++ b/docs/internals/CANONICAL_ABI_PERF.md @@ -0,0 +1,224 @@ +# Component Model Canonical ABI Performance Investigation + +## Background + +The `TestCogChunkPipeline` tests take 4–9 seconds each. These are the +only tests that run the full executor against real compiled codec components, +so they are the only ones that exercise the canonical ABI with actual data. To +find where the time is going, `time.perf_counter()` splits were added around +each operation in `_call_component()`: + +``` +from_file store+linker instantiate fn post_return normalize +0.003s 0.000s 0.000s 2.239s 0.000s 0.000s +``` + +Everything except `fn(store, port_map)` is essentially free once wasmtime's +compiled-code disk cache is warm. + +## ABI Traffic Is the Bottleneck + +`fn()` time scales linearly with **total bytes through the ABI** (input + output) +at approximately **1.4–1.9 MB/s**: + +| Codec | in | out | abi total | fn() | throughput | +|------------|----------|--------|-----------|--------|------------| +| zlib | 4 KB | 1 MB | 1.00 MB | 0.529s | 1.90 MB/s | +| identity | 1 MB | 1 MB | 2.00 MB | 1.320s | 1.52 MB/s | +| predictor2 | 1 MB | 1 MB | 2.00 MB | 1.295s | 1.54 MB/s | +| zlib (COG) | 1.4 MB | 2 MB | 3.38 MB | 2.053s | 1.65 MB/s | +| identity | 2 MB | 2 MB | 4.00 MB | 2.771s | 1.44 MB/s | +| predictor2 | 2 MB | 2 MB | 4.00 MB | 2.507s | 1.60 MB/s | + +## Codec Computation Is Negligible + +A minimal identity codec (`codec/identity-c/`) performs only a `malloc` + +`memcpy` inside WASM with no other computation. At equal ABI traffic, its +`fn()` times are nearly identical to predictor2: + +| Codec | abi total | fn() | throughput | +|------------|-----------|--------|------------| +| identity | 2.00 MB | 1.320s | 1.52 MB/s | +| predictor2 | 2.00 MB | 1.295s | 1.54 MB/s | +| identity | 4.00 MB | 2.771s | 1.44 MB/s | +| predictor2 | 4.00 MB | 2.507s | 1.60 MB/s | + +The `fn()` cost is ABI lifting/lowering, not codec computation. + +## Lowering vs Lifting + +To determine whether input (lowering, Python→WASM) or output (lifting, +WASM→Python) dominates, two zlib calls were constructed with the same total +ABI traffic (~2 MB) but opposite distributions: + +| Case | in | out | abi total | fn() | throughput | +|-------------------|---------|---------|-----------|--------|------------| +| encode (lowering) | 2.00 MB | 2 KB | 2.00 MB | 1.197s | 1.67 MB/s | +| decode (lifting) | 2 KB | 2.00 MB | 2.00 MB | 1.024s | 1.96 MB/s | + +The direction of data flow does not materially affect throughput. + +## Python Binding Is the Root Cause + +To determine whether the 1.4–1.9 MB/s rate is inherent to the canonical ABI or +specific to the Python binding layer, two minimal CLIs call the same identity +codec with the same 2 MB buffer: + +- `bench/rust-host/` — Rust binary using `wasmtime-rs 41` typed bindings +- `bench/python-host/time_abi_raw.py` — Python script using `wasmtime-py 41` + raw function call, bypassing the chonkle executor entirely + +Both warm up the compilation cache before timing, and run 3 iterations at 2 MB. + +| Host | Size | abi total | fn() run 1 | fn() run 2 | fn() run 3 | throughput | +|-------------------------|------|-----------|------------|------------|------------|------------| +| Python (wasmtime-py 41) | 2 MB | 4 MB | 2.287s | 2.284s | 2.349s | 1.7 MB/s | +| Rust (wasmtime-rs 41) | 2 MB | 4 MB | 0.001s | 0.001s | 0.000s | 9,113 MB/s | + +Rust throughput is ~5,000× faster at the same WASM binary and buffer size. +The bottleneck is the Python binding layer, not the canonical ABI itself. + +Critically, **the Component Model hides its linear memory from the host**: + +```python +mem_idx = instance.get_export_index(store, "memory") +# → None. Memory is not accessible from a component instance. +``` + +There is no way to bypass the canonical ABI and use `Memory.write()` from a +component instance in Python. + +## Architectural Implications + +Every step in the current Python executor requires two passes through Python: + +``` +Python bytes ── step N input + ↓ lower (copy 1, ~1.7 MB/s) +WASM linear memory ── step N runs + ↓ lift (copy 2, ~1.7 MB/s) +Python bytes ── step N output +``` + +Each copy is charged at the rate for its own data size (input of step N for +copy 1, output of step N for copy 2). For a 2-step COG pipeline (2 MB tiles), +total ABI traffic is ~7.5 MB across 4 copies, taking ~4–5 s. + +The result is **2 copies per step edge**. Both copies pass through Python's +heap. In a native host (Rust/Go), the same 2 copies occur but at C memcpy +speed — the Python binding is the amplifier, not the architecture itself. + +For the full edge-type accounting, see [DATA_COPIES.md](DATA_COPIES.md). + +## History + +The pre-Component-Model `wasm_runner.py` used the **core module** (not the +component) and accessed WASM memory directly: + +```python +input_ptr = alloc_fn(store, input_len) +memory.write(store, data, input_ptr) # ctypes — fast +result = codec_fn(store, input_ptr, input_len, config_ptr, config_len) +output = memory.read(store, out_ptr, out_ptr + out_len) # ctypes — fast +``` + +Core modules export `memory` as a plain wasmtime `Memory` object, so +`Memory.write()` and `Memory.read()` — which are single C-level memcpy calls — +are available. This was fast. The migration to the Component Model removed this +path. + +## Mitigation for the Python Orchestrator + +The correct long-term fix is a native orchestrator. While the Python executor remains in +use, there is one potential approach to reduce the impact of the Python-speed +bottleneck. + +### Native Python extension for canonical ABI + +#### The exact mechanism causing 1.7 MB/s + +wasmtime-py's canonical ABI type adaptation runs in Python. The source +(`wasmtime/_component/_types.py`, `ListType.convert_to_c()`) iterates every +element individually: + +```python +for e in val: # O(N) Python loop + element.convert_to_c(store, e, pointer(raw.data[i])) + +# U8.convert_to_c() — called once per byte: +if not isinstance(val, int): # isinstance per byte + raise TypeError(...) +ptr.contents.kind = ffi.WASMTIME_COMPONENT_U8 +ptr.contents.of.u8 = val # ctypes field set per byte +``` + +A 2 MB buffer triggers ~2M Python loop iterations, ~2M `isinstance()` checks, +and ~2M ctypes field writes per copy direction. There is no bulk memcpy path. +The C FFI layer (`wasmtime_component_func_call`) receives a fully pre-marshalled +`wasmtime_component_val_t` array built entirely by Python. + +wasmtime-rs's `Lower` trait for `list`, by contrast, writes the byte slice +into Wasm linear memory via a single `memory.write()` — one memcpy, no +per-element dispatch. The bench results demonstrate the gap: 1.7 MB/s (Python) +vs 9,113 MB/s (Rust) at the same Wasm binary and buffer size. + +#### What the extension does + +A Rust crate (`chonkle-wasmtime`) using [PyO3](https://pyo3.rs/) and +[maturin](https://github.com/PyO3/maturin) wraps wasmtime-rs's component model +APIs directly. Since `wit/codec.wit` is fixed, `wasmtime::component::bindgen!` +generates fully typed Rust bindings at compile time: + +```rust +wasmtime::component::bindgen!({ path: "wit/codec.wit", world: "codec" }); +``` + +The generated `Lower`/`Lift` impls handle `port-map` with one `memory.write()` +per buffer, not per byte. PyO3 exposes `Engine`, `Component`, and `Store` as +`#[pyclass]` types. The Python→Rust boundary cost for `bytes` → `Vec` is a +single C-level memcpy (~44 ns total PyO3 call overhead), not an O(N) Python +operation. + +The executor's `_call_component()` replaces its wasmtime-py function call with +the extension. No other executor logic changes. No codec changes. + +#### Expected outcome + +All 2N copies that currently run at ~1.7 MB/s run at memcpy speed (~10 GB/s). +For the 2-step COG pipeline at 2 MB tiles, per-step call time drops from ~2.5 s +to the range shown in `bench/rust-host/` (~1 ms). The 4–9 s test times become +sub-10 ms. + +#### Engineering cost + +- Build infrastructure: maturin required; the chonkle package gains a Rust + compilation step and per-platform wheels (macOS arm64/x86_64, Linux + aarch64/x86_64). +- wasmtime-py and the extension cannot share internal state; the extension owns + its own `Engine`/`Store`/`Linker` lifecycle, replacing wasmtime-py for + component calls. + +#### Upstream path + +wasmtime-py maintainers intend to eventually move canonical ABI adaptation into +the C API layer, which would fix this without a standalone extension +([wasmtime-py #309](https://github.com/bytecodealliance/wasmtime-py/issues/309)). +As of wasmtime-py 41 that has not happened; no timeline is set. + +#### Migration + +When the orchestrator moves to Rust, the extension is superseded: the same +wasmtime-rs APIs it uses become direct calls in the orchestrator binary. No +codec changes at any point. + +## Conclusion + +The root cause is entirely in the Python binding layer, not in the Component +Model architecture. The correct fix is a native (Rust) orchestrator. No WIT +changes are required. All existing codecs, including those authored in Python via +`componentize-py`, continue to work through the same Component Model interface. +The Python executor should be treated as a development and test host, not a +production runtime. + +See [DATA_COPIES.md](DATA_COPIES.md) for the copy-count accounting and why copy +elimination within the current Component Model spec is not achievable at this time. diff --git a/docs/internals/DATA_COPIES.md b/docs/internals/DATA_COPIES.md new file mode 100644 index 0000000..a70900f --- /dev/null +++ b/docs/internals/DATA_COPIES.md @@ -0,0 +1,117 @@ +# Data Copy Accounting for the Wasm Codec Path + +This document covers why data copies are unavoidable in the Wasm codec path, +how many occur per call, and what approaches have been explored to eliminate +them. For performance measurements and mitigations that apply while the Python +orchestrator remains in use, see [CANONICAL_ABI_PERF.md](CANONICAL_ABI_PERF.md). + +## Fundamental Constraint + +Wasm's sandbox model means a module can only read and write its own linear memory — it +cannot dereference a host pointer or access the Python heap. The host can read and write +the module's linear memory, but not the reverse. This is why copies are currently +unavoidable: data must be copied in before processing and copied out after. + +## Per-Call Copy Anatomy + +Each Wasm codec invocation requires two copies regardless of host language: + +```text + host bytes + │ + copy in (copy 1: lower — host → Wasm linear memory) + │ + ▼ +Wasm linear memory + │ + codec runs + │ + ▼ +Wasm linear memory + │ + copy out (copy 2: lift — Wasm linear memory → host) + │ + ▼ + host bytes +``` + +In a native host (Rust/Go) both copies run at C memcpy speed (~10 GB/s) +regardless of whether the codec is a Core module or a Component Model component, +making them very small — under 1 ms total for a 2-step pipeline with 2 MB +chunks. In Python with a Core module, `Memory.write()` and `Memory.read()` are +also single C-level memcpy calls and are similarly fast. In Python with a +Component Model component (which is what all codecs are in chonkle v2), the canonical +ABI lifting and lowering goes through Python object allocation at approximately +1.7 MB/s, making each copy approximately 1.2 s for a 2 MB chunk. See +[CANONICAL_ABI_PERF.md](CANONICAL_ABI_PERF.md) for throughput +measurements. + +## Copy Counts by Edge Type + +The table below shows per-inter-step-edge copy counts for different combinations +of adjacent codec types, using the Python executor. + +| Edge type | Copies per inter-step edge | +| --- | --- | +| numcodecs → numcodecs | 0 (Python passes object reference; codec B reads directly from codec A's output buffer) | +| numcodecs → Wasm | 1 (Wasmtime writes Python bytes into Wasm linear memory) | +| Wasm → numcodecs | 1 (Python reads Wasm linear memory into a Python `bytes` object) | +| Wasm → Wasm (Core module, Python executor) | 2 (read from linear memory into Python bytes via `Memory.read()` at ctypes speed; write Python bytes via `Memory.write()` at ctypes speed) | +| Wasm → Wasm (Component Model, Python executor) | 2 (lift to Python bytes + lower from Python bytes; both copies through canonical ABI at ~1.7 MB/s) | + +Both Wasm→Wasm rows have the same copy count (2). The difference is cost: Core +module copies use `Memory.read()`/`Memory.write()`, which are single C-level +calls; Component Model copies go through the canonical ABI's Python object +allocation path at ~1.7 MB/s. In a native (Rust/Go) orchestrator both rows +have 2 copies at C memcpy speed — the cost difference between Core modules and +Component Model disappears. + +The numcodecs rows describe the original chonkle architecture, which mixed numcodecs +Python codecs with both Core and Component Model Wasm codecs in a linear pipeline. +Chonkle v2 uses Component Model exclusively and drops numcodecs, so only the Component +Model row applies today. Compared to all-numcodecs pipelines, the Wasm path incurs a +copy overhead at each step boundary. + +## Copy Reduction + +The two copies per codec invocation are a property of Wasm's sandbox model. +Several approaches have been explored. + +### Shared memory (threads proposal) + +The Wasm threads proposal adds `SharedMemory`: a linear memory instance that +both the host and one or more Wasm instances can access simultaneously, without +each having their own private copy. The appeal is that if host and module share +the same memory backing, data written on one side is immediately visible on the +other — no explicit transfer required. + +This does not apply to Component Model components, which do not support +`SharedMemory`. WIT interfaces are defined in terms of owned value types +(`list`, etc.); there is no mechanism to pass a reference into a shared +region across the component boundary. + +For core modules it is technically possible, but does not eliminate copies. +Data still needs to travel from its origin — the previous step's output buffer, +a file read, a network receive — into the shared region. That transfer is itself +a copy. `SharedMemory` moves where the copy happens, not whether it happens. + +### Custom memory backing + +Wasmtime's Rust API exposes a `MemoryCreator` trait that allows customizing how +linear memory is allocated. This controls where memory lives, not how many times +data crosses the host-guest boundary. The canonical ABI still requires a copy in +and a copy out regardless of the backing allocator. + +### Pipeline composition + +`wasm-tools compose` can merge multiple components into one. Intra-component +calls share a single linear memory, so the N-1 inter-step copies disappear — +the composed pipeline pays only 2 copies total regardless of step count. This +works today but requires a static pipeline known at build time, which is +incompatible with the dynamic DAG model used here. + +### Caller-supplied buffers (not yet available) + +The [WASI roadmap](https://wasi.dev/roadmap) includes caller-supplied buffers, +which would allow a host to pass a pre-allocated buffer for the module to write +into, eliminating the copy-out step. This is not yet part of the spec. diff --git a/docs/DISTRIBUTION.md b/docs/internals/DISTRIBUTION.md similarity index 88% rename from docs/DISTRIBUTION.md rename to docs/internals/DISTRIBUTION.md index 65846ab..ac3e542 100644 --- a/docs/DISTRIBUTION.md +++ b/docs/internals/DISTRIBUTION.md @@ -59,7 +59,7 @@ The language-specific registries have no generic binary support. To use them for GHCR (`ghcr.io`) is the OCI-compliant registry within GitHub Packages. While technically part of the same product, it behaves very differently from the language-specific registries above: it supports arbitrary OCI artifacts (not just Docker images), allows anonymous pulls for public packages, and is scoped to orgs/users rather than individual repos. -This is the approach the broader Wasm ecosystem is converging on. +OCI is the distribution substrate the broader Wasm ecosystem is converging on; higher-level registries like warg/wa.dev build the Component Model registry protocol on top of it. ### How it works @@ -101,7 +101,7 @@ The Bytecode Alliance has developed [warg](https://warg.io/), a registry protoco warg and wa.dev are built around the [WebAssembly Component Model](https://component-model.bytecodealliance.org/), a higher-level abstraction on top of core WebAssembly. The registry expects artifacts to be Component Model components — a binary format distinct from plain wasm modules. Components declare typed interfaces using WIT (WebAssembly Interface Types), and the registry can index that metadata for discovery. Packages are addressed as `namespace:name@version` (a warg protocol convention), and even WIT interface definitions are compiled to wasm and published as packages. -chonkle supports both **Core Wasm modules** and **Component Model components**. For Core modules, which don't use WIT or the Component Model, the lower-level `wkg oci` commands could technically be used, but the registry's discovery, metadata, and tooling wouldn't apply — we'd be working against the grain of the ecosystem. For Component codecs, warg/wa.dev is a better fit, though the tooling is still early-stage. +chonkle codecs are **Component Model components** — they declare typed WIT interfaces and are compiled to component binaries. This is exactly what warg/wa.dev is designed to index and distribute, making it a natural fit for the project. ### Pros @@ -112,7 +112,6 @@ chonkle supports both **Core Wasm modules** and **Component Model components**. ### Cons -- Oriented toward Component Model artifacts; Core Wasm modules don't benefit from its metadata or discovery - Still maturing — the original warg registry implementation is no longer actively developed, with work continuing in `wasm-pkg-tools` - Tooling and ecosystem are early-stage @@ -136,6 +135,6 @@ Codec repositories use a single GitHub Actions workflow that publishes `.wasm` f - **GitHub Releases** — simple HTTP GET, no tooling required on the consumer side - **GHCR** — OCI-based distribution, aligned with where the Wasm ecosystem is heading -**warg / wa.dev** is a natural fit for distributing Component codecs (e.g. `componentize-py`-authored modules), but its tooling is still early-stage. For Core Wasm modules, which don't align with the Component Model registry model, it provides little benefit and adds complexity. +**warg / wa.dev** is the long-term target for distributing chonkle codecs — all codecs are Component Model components, which is exactly what the registry is designed for. Migration is deferred until the tooling matures further. **GitHub Packages** (npm, Maven, etc.) is not a good fit for this use case and can be ruled out. diff --git a/docs/reference/CODEC_CONTRACT.md b/docs/reference/CODEC_CONTRACT.md new file mode 100644 index 0000000..e411fab --- /dev/null +++ b/docs/reference/CODEC_CONTRACT.md @@ -0,0 +1,45 @@ +# Codec Contract + +This document specifies the interface contract between chonkle (the host) and a `.wasm` codec module. All codecs are Wasm components implementing the `chonkle:codec/transform` interface defined in `wit/codec.wit`. + +## Component interface + +Component codecs use the WIT/Canonical ABI; the toolchain generates all memory management glue. Codec authors work only with high-level types. + +### WIT interface + +A component must export the `chonkle:codec/transform` interface. The full WIT definition: + +```wit +package chonkle:codec@0.1.0; + +interface transform { + type port-name = string; + type port-map = list>>; + + encode: func(inputs: port-map) -> result; + decode: func(inputs: port-map) -> result; +} + +world codec { + export transform; +} +``` + +Port maps are ordered lists of `(port-name, bytes)` pairs. Port names are runtime conventions used to route data between pipeline steps — the executor matches step outputs to downstream step inputs by name. + +Codec parameters (constants) arrive as named port entries serialized as UTF-8 JSON bytes. A codec that accepts a compression level, for example, would read a `"level"` port entry and deserialize its bytes as JSON. + +### Export location + +A compiled codec component must export the `transform` interface under the key `"chonkle:codec/transform"`. This is the key that the Component Model toolchain (`cargo-component`, `componentize-py`, etc.) embeds when a component is built against `codec.wit`. + +`executor.py` looks up this exact key in the component's exports (via the `CODEC_TRANSFORM_IFACE` constant in `executor.py`) and retrieves `encode` or `decode` from within it. If the key is absent the component is rejected with a `RuntimeError`. Components not compiled against `codec.wit` will not have this key and will fail at this point. + +### Runtime requirements + +Components must be **WASIp2-compatible**. The host calls `linker.add_wasip2()` unconditionally; components that do not target WASIp2 will fail to instantiate. + +### Error signaling + +Return the `Err` variant of `result` to signal failure. The host raises `RuntimeError` with the error string as the message. Return `Ok(port-map)` on success. diff --git a/docs/PIPELINE_SCHEMA.md b/docs/reference/PIPELINE_SCHEMA.md similarity index 79% rename from docs/PIPELINE_SCHEMA.md rename to docs/reference/PIPELINE_SCHEMA.md index 2ea057e..ac6178b 100644 --- a/docs/PIPELINE_SCHEMA.md +++ b/docs/reference/PIPELINE_SCHEMA.md @@ -5,15 +5,16 @@ an *implementation* — it describes the DAG, the wiring, and the baked-in constants. It is not a codec signature, and its schema is not the same as a signature's. -A pipeline is conceptually a codec: a codec signature for the pipeline can be +However, a pipeline is conceptually a codec: a codec signature for the pipeline can be derived from the pipeline JSON. The input names and types come directly from the -`inputs` field, and the output types can be inferred by tracing each output -wiring reference back through the step signatures. +`inputs` field; constants appear as optional inputs with their baked-in value as +the default; and output types are inferred by tracing each output wiring reference +back through the step signatures. -A pipeline can therefore appear as a step inside another pipeline. When a step -`src` resolves to a pipeline JSON rather than a `.wasm`, the executor recurses -into the nested pipeline rather than calling a Wasm component. See -`docs/PROTOSPEC_NOTES.md` for analysis of this decision. +A pipeline can therefore appear as a step inside another pipeline. This is not +yet implemented: the executor currently requires every step `src` to resolve to +a `.wasm` component. Nested pipeline support (detecting a `.json` `src` and +recursing into `run()`) is planned. ## Top-level fields @@ -41,8 +42,8 @@ and in a future registry for resolving this pipeline as a step in outer pipeline ### `direction` (string, required) `"encode"` or `"decode"`. Declares which direction this pipeline definition -represents. Pipeline inversion (DAG reversal for the opposite direction) is not -yet implemented. +represents. Pass a `direction` to `run()` that differs from `pipeline.direction` +to execute the pipeline in the opposite direction. ### `inputs` (object, required) The pipeline's public input ports — what callers must supply. Each key is a port @@ -56,9 +57,9 @@ name; each value is a descriptor: signature will carry this annotation so that outer pipelines can handle it correctly. -`required` and `default` are intentionally absent. Those properties belong to a -codec's internal contract — the pipeline layer has no fallback mechanism. Optional -parameters with defaults should be expressed as `constants`. +`required` and `default` are absent. All pipeline inputs are caller-supplied — +there is no fallback at the pipeline boundary. Parameters with baked-in values +belong in `constants`. ### `constants` (object, optional) Values baked into the pipeline definition. Constants are never supplied by the @@ -69,16 +70,25 @@ caller. Each key is a constant name; each value is a descriptor: `"bool"`, `"uint[]"`, `"dtype_desc"`. - `value` (required): the constant's value. -Constants are always present; `required` and `encode_only` do not apply. -Encode-only routing for constant-sourced ports is handled at the step level via +`required` and `encode_only` do not apply to constants directly. Encode-only +routing for constant-sourced ports is handled at the step level via `encode_only_inputs`. -Constants are a convenience for pipeline authors: they are a way of saying "I -have made this decision for the caller." Conceptually, a constant is just an -input whose value the pipeline author has pre-decided. If a codec signature were -derived from the pipeline, each constant would appear as an optional input with -the constant's value as its default — invisible to callers who don't care, but -overridable by callers who do. +Constants use the `constant.` wiring namespace, which is distinct from +`input.`. During pipeline inversion, pipeline inputs become pipeline outputs +(and vice versa), but constants remain constants — available as configuration in +both directions. The executor implements this by identifying `constant.*` wiring +refs in `_inverted_port_map` and injecting them into the step port-map regardless +of direction, following the protospec inversion rule: "constants remain constants." +The same behavior could be expressed without a separate namespace by checking the +input descriptor (`required: false` with a `default`); the `constant.*` namespace +is kept because it makes the intent explicit at the wiring ref level. + +In a derived codec signature, each constant appears as an optional input with the +constant's baked-in value as the default. A constant is conceptually an input the +pipeline author has pre-decided. When nested pipeline support is implemented, the +executor will allow callers to supply a value in `inputs` to override a constant; +until then, the baked-in value is always used. ### `outputs` (object, required) Maps each pipeline output port name to the step port that produces it. The key @@ -119,11 +129,9 @@ during validation. ### `src` (string, required) URI of the codec artifact. Supported schemes: `file://`, `https://`, `oci://`. -The artifact is either a `.wasm` component (leaf codec) or a pipeline JSON -(pipeline-valued codec). For `.wasm` artifacts, a `.signature.json` sidecar is -expected at the same location (or as a layer in the same OCI artifact). For -pipeline JSON artifacts, the signature is derived from the pipeline's own -`inputs` and `outputs` fields; no sidecar is required. +The artifact must be a `.wasm` component; a `.signature.json` sidecar is +expected at the same location (or as a layer in the same OCI artifact). +Pipeline JSON artifacts as step sources are not yet supported. ### `inputs` (object, required) Maps each codec input port name to a wiring reference. The key is the port name @@ -254,7 +262,7 @@ steps **Ours**: `"encode_only_inputs": ["level"]` on the step -The protospec records `encode_only` in the codec signature. Our executor needs +The protospec records `encode_only` in the codec signature. Our pipeline executor needs to know which inputs to skip during decode at parse time, before signatures are loaded. Surfacing this on the step makes the pipeline self-contained for routing purposes and allows validation at parse time. It is expected to be consistent diff --git a/docs/reference/protospec/PROTOSPEC.md b/docs/reference/protospec/PROTOSPEC.md new file mode 100644 index 0000000..33e9a68 --- /dev/null +++ b/docs/reference/protospec/PROTOSPEC.md @@ -0,0 +1,2351 @@ +# Codec Invetory + +Codec inventory for chunked array and columnar data formats. Each codec is a +named, versioned transformation with typed inputs and outputs. Codecs compose +into pipelines; a pipeline is itself a codec. + +Entries flagged ⚠️ have lower confidence and should be verified against primary +sources before finalizing. + +Note this document in its current form has been compiled entirely by an LLM, +and is still in progress. + +--- + +## Codec Signature + +A codec signature defines the transformation interface: typed inputs and typed +outputs. Every codec in this catalog has a signature. A pipeline is also a codec +and has the same signature structure. + +### Types + +| Type | Description | +|--------------|-----------------------------------------------------| +| `bytes` | A byte stream | +| `uint` | Unsigned integer scalar | +| `int` | Signed integer scalar | +| `float` | Floating point scalar | +| `bool` | Boolean scalar | +| `string` | String value (e.g. dtype name, encoding mode) | +| `uint[]` | Array of unsigned integers (e.g. shape, permutation) | +| `dtype_desc` | Dtype descriptor (base type, width, signedness) | + +### Input properties + +| Property | Description | +|---------------|-----------------------------------------------------------------| +| `type` | One of the types above | +| `required` | Whether the input must be provided (default: `true`) | +| `default` | Default value if not provided | +| `encode_only` | If `true`, only needed during encoding, not decoding | + +### Codec identification + +Each codec is identified by a URI that includes a version. The URI scheme is +TBD; identifiers used in this catalog are short slugs (e.g. `zstd`, `shuffle`) +that do not yet conform to the final URI scheme. + +### Example signature + +```json +{ + "codec_id": "zstd", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "level": {"type": "int", "required": false, "default": 3, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` + +`zstd` takes one byte stream and an optional compression level (encode-only), +and produces one byte stream. On decode, only `bytes` is required. + +--- + +## Pipeline Model + +A pipeline is a codec. It has typed inputs and outputs, and internally is a +directed acyclic graph (DAG) of steps. Each step invokes a codec and wires its +inputs/outputs to other steps or to the pipeline boundary. + +### Wiring rules + +- Step inputs reference either `input.` (pipeline input), + `constant.` (pipeline constant), or `.` + (output of a previous step). +- Pipeline outputs reference `.`. +- Steps execute in dependency order (topological sort of the DAG). +- A value can be referenced by multiple steps (fan-out / reuse). + +### Direction and inversion + +A pipeline declares a `direction`: `"decode"` or `"encode"`. This tells the +executor which way the DAG was written. The examples in this catalog use the +decode direction. A codec executor must be able to invert a pipeline regardless +of which direction is declared. + +Individual codecs do not have a direction — every codec is bidirectional by +definition. A codec encodes and decodes. The direction flag exists only on the +pipeline to specify how to read the DAG. + +To run a pipeline in the opposite direction from the one declared: + +1. Reverse the DAG edges (each step's outputs become its inputs and vice versa). +2. Pipeline inputs become pipeline outputs and vice versa. +3. Constants remain constants. +4. `encode_only` inputs are active when encoding, ignored when decoding. + +The executor calls each codec's encode or decode operation depending on which +direction is needed. No per-step inversion logic is required beyond this — each +codec already knows how to operate in both directions. + +### Constants + +Constants are values fixed for a given pipeline definition. They differ from +inputs in that they are not supplied by the caller — they are baked into the +pipeline spec. Constants have a type and a value. + +### Self-describing vs externally-parameterized codecs + +A codec whose decode parameters are embedded in the chunk bytes (self-describing) +is atomic — it cannot be decomposed into a pipeline, because the format driver +would need to parse the codec's internal header to supply parameters to sub-steps. +The chunk goes into the codec as-is. + +A codec whose decode parameters come from external metadata (the format driver +supplies them) can be a step in a pipeline, because the format driver provides +the parameters as pipeline inputs. + +Example: Blosc embeds its compressor name, shuffle mode, and element size in a +header within the chunk bytes → atomic codec. Zstd does not embed any metadata +in its frame that the format driver needs to extract → pipeline step. + +### Pipeline examples + +Composite codecs that can be decomposed into pipelines of generic codecs +have their pipeline definition colocated with their catalog entry. See: + +- [`orc-varint`](#orc-varint) — linear pipeline: `varint → zigzag` +- [`parquet-page-v2-split`](#parquet-page-v2-split) — DAG with fan-out, multiple inputs, constants + +--- + +## Catalog Fields + +Each codec entry includes: + +- **canonical-id**: Primary key slug (will become a versioned URI; see above) +- **aliases**: `{format, identifier}` pairs +- **awareness**: `pure-bytes` | `stride-aware` | `type-aware` | `structure-aware` +- **lossiness**: `lossless` | `lossy` | `conditional` +- **signature**: JSON codec signature (typed inputs and outputs) +- **pipeline**: (where applicable) pipeline decomposition into generic codecs +- **conceptual decomposition**: (where applicable) decomposition not directly expressible as a pipeline +- **spec**: Link(s) to canonical specification +- **implementations**: Known implementations +- **licensing**: Any restrictions +- **notes**: Caveats, open questions + +--- + +## Codec Inventory + +### Awareness Categories + +Awareness describes what a codec needs to know about the data it operates on, +beyond the raw bytes. + +#### [Pure-Bytes](#pure-bytes-codecs) + +Codec treats input as opaque bytes. No knowledge of element boundaries, data +types, or dimensional structure. + +- [`zstd`](#zstd) · [`lz4`](#lz4) · [`deflate`](#deflate) · [`gzip`](#gzip) · [`bzip2`](#bzip2) · [`lzma`](#lzma) · [`snappy`](#snappy) · [`brotli`](#brotli) · [`lzo`](#lzo) · [`lzw`](#lzw) · [`lzw-tiff`](#lzw-tiff) · [`packbits`](#packbits) · [`szip`](#szip) · [`blosc`](#blosc) · [`jpeg-xl`](#jpeg-xl) · [`jpeg`](#jpeg) · [`jpeg2000`](#jpeg2000) · [`webp`](#webp) · [`jpeg-xr`](#jpeg-xr) · [`no-compression`](#no-compression) · [`fletcher32`](#fletcher32) · [`crc32c`](#crc32c) · [`crc32`](#crc32) · [`orc-boolean-rle`](#orc-boolean-rle) + +#### [Stride-Aware](#stride-aware-codecs) + +Codec needs to know element width (byte stride or bit width) to operate on +element boundaries, but does not need to know the semantic type. + +- [`shuffle`](#shuffle) · [`bitshuffle`](#bitshuffle) · [`byte-stream-split`](#byte-stream-split) · [`rle-parquet`](#rle-parquet) · [`rle`](#rle) + +#### [Type-Aware](#type-aware-codecs) + +Codec needs to know the semantic data type (signed vs unsigned, float vs int, +physical type) to correctly encode or decode values. + +- [`bitpack`](#bitpack) · [`fsst`](#fsst) · [`nbit`](#nbit) · [`scale-offset`](#scale-offset) · [`lerc`](#lerc) · [`delta-parquet`](#delta-parquet) · [`delta-length-byte-array`](#delta-length-byte-array) · [`delta-byte-array`](#delta-byte-array) · [`delta`](#delta) · [`fixedscaleoffset`](#fixedscaleoffset) · [`quantize`](#quantize) · [`bitround`](#bitround) · [`astype`](#astype) · [`bytes`](#bytes) · [`plain-parquet`](#plain-parquet) · [`plain-dictionary`](#plain-dictionary) · [`orc-rle-v1`](#orc-rle-v1) · [`orc-rle-v2`](#orc-rle-v2) · [`orc-varint`](#orc-varint) · [`orc-string-direct`](#orc-string-direct) · [`orc-string-dictionary`](#orc-string-dictionary) · [`vlen-utf8`](#vlen-utf8) · [`vlen-bytes`](#vlen-bytes) · [`categorize`](#categorize) · [`zigzag`](#zigzag) · [`varint`](#varint) · [`zfp`](#zfp) · [`sz2`](#sz2) · [`sz3`](#sz3) + +#### [Structure-Aware](#structure-aware-codecs) + +Codec needs format-specific structural knowledge — dimensional layout, page +structure, image geometry, or format-specific metadata beyond simple type info. + +- [`transpose`](#transpose) · [`tiff-predictor-2`](#tiff-predictor-2) · [`tiff-predictor-3`](#tiff-predictor-3) · [`png-filter`](#png-filter) · [`parquet-page-v1-split`](#parquet-page-v1-split) · [`parquet-page-v2-split`](#parquet-page-v2-split) · [`arrow-ipc-buffer`](#arrow-ipc-buffer) · [`tiff-old-jpeg`](#tiff-old-jpeg) · [`ccitt-group3`](#ccitt-group3) · [`ccitt-group4`](#ccitt-group4) · [`grib-grid-packing`](#grib-grid-packing) · [`grib-ccsds`](#grib-ccsds) · [`grib-jpeg2000`](#grib-jpeg2000) + +--- + +## Pure-Bytes Codecs + +--- + +### zstd + +- **canonical-id**: `zstd` +- **aliases**: `{zarr-v2, "numcodecs.Zstd"}`, `{zarr-v3, "numcodecs.zstd"}`, `{hdf5, 32015}`, `{parquet, "ZSTD"}`, `{orc, "ZSTD"}`, `{arrow-ipc, "ZSTD"}`, `{tiff, 50000}` +- **awareness**: pure-bytes +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "zstd", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "level": {"type": "int", "required": false, "default": 3, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://facebook.github.io/zstd/zstd_manual.html +- **implementations**: [zstd (C reference)](https://github.com/facebook/zstd), [python-zstd](https://github.com/sergey-dryabzhinsky/python-zstd), [zstd-rs](https://github.com/gyscos/zstd-rs) +- **licensing**: BSD 2-Clause / GPLv2 dual license +- **notes**: Compression level is encode-only; decode does not require it. TIFF tag 50000 is self-assigned by the libtiff project; Adobe's official registration process is defunct, making libtiff the de facto registry for newer TIFF compression IDs. + +--- + +### lz4 + +- **canonical-id**: `lz4` +- **aliases**: `{zarr-v2, "numcodecs.LZ4"}`, `{hdf5, 32004}`, `{parquet, "LZ4_RAW"}`, `{orc, "LZ4"}`, `{blosc2, "lz4"}` +- **awareness**: pure-bytes +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "lz4", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "acceleration": {"type": "int", "required": false, "default": 1, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://github.com/lz4/lz4/blob/dev/doc/lz4_Frame_format.md +- **implementations**: [lz4 (C reference)](https://github.com/lz4/lz4), [lz4-rs](https://github.com/10xGenomics/lz4) +- **licensing**: BSD 2-Clause +- **notes**: Parquet previously used a framed LZ4 variant (`LZ4`) that was inconsistently implemented; `LZ4_RAW` is the unframed standard and preferred in newer Parquet writers. ⚠️ Verify HDF5 filter 32004 uses framed or raw variant. + +--- + +### deflate + +- **canonical-id**: `deflate` +- **aliases**: `{zarr-v2, "numcodecs.Zlib"}`, `{zarr-v3, "numcodecs.zlib"}`, `{hdf5, 1}`, `{tiff, 8}`, `{tiff, 32946}`, `{parquet, "GZIP"}`, `{orc, "ZLIB"}`, `{netcdf-classic, "deflate"}` +- **awareness**: pure-bytes +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "deflate", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "level": {"type": "int", "required": false, "default": 1, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://www.rfc-editor.org/rfc/rfc1951 (DEFLATE), https://www.rfc-editor.org/rfc/rfc1950 (zlib framing) +- **implementations**: [zlib](https://zlib.net), [miniz](https://github.com/richgel999/miniz), [zlib-ng](https://github.com/zlib-ng/zlib-ng) +- **licensing**: zlib license +- **notes**: "deflate" and "zlib" are often conflated. DEFLATE is the algorithm; zlib adds a 2-byte header and Adler-32 checksum. TIFF compression=8 uses zlib framing. NetCDF classic uses zlib framing. Parquet labels this `GZIP` but uses zlib framing, not gzip framing. ⚠️ Verify exact framing used per format alias. NetCDF classic has no codec layer beyond deflate applied per-variable. NetCDF-4 inherits the full HDF5 filter pipeline. + +--- + +### gzip + +- **canonical-id**: `gzip` +- **aliases**: `{zarr-v2, "numcodecs.GZip"}`, `{arrow-ipc, "GZIP"}` +- **awareness**: pure-bytes +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "gzip", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "level": {"type": "int", "required": false, "default": 1, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://www.rfc-editor.org/rfc/rfc1952 +- **implementations**: [gzip](https://www.gnu.org/software/gzip/), [zlib](https://zlib.net) +- **licensing**: GPL (gzip tool); zlib license (zlib library implementation) +- **notes**: Gzip framing = DEFLATE + gzip header/trailer with CRC-32. Distinct from zlib framing. Not the same as `deflate` despite shared underlying algorithm. + +--- + +### bzip2 + +- **canonical-id**: `bzip2` +- **aliases**: `{zarr-v2, "numcodecs.BZ2"}` +- **awareness**: pure-bytes +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "bzip2", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "level": {"type": "int", "required": false, "default": 1, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://sourceware.org/bzip2/ +- **implementations**: [bzip2](https://sourceware.org/bzip2/), [bzip2-rs](https://github.com/alexcrichton/bzip2-rs) +- **licensing**: BSD-like (bzip2 license) + +--- + +### lzma + +- **canonical-id**: `lzma` +- **aliases**: `{zarr-v2, "numcodecs.LZMA"}`, `{tiff, 34925}` +- **awareness**: pure-bytes +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "lzma", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "format": {"type": "int", "required": false, "default": 1, "encode_only": true}, + "check": {"type": "int", "required": false, "default": -1, "encode_only": true}, + "preset": {"type": "int", "required": false, "encode_only": true}, + "filters": {"type": "string", "required": false, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://tukaani.org/xz/xz-file-format.txt +- **implementations**: [xz-utils](https://tukaani.org/xz/), [lzma-rs](https://github.com/gendx/lzma-rs) +- **licensing**: Public domain / 0BSD +- **notes**: TIFF (tag 34925) uses LZMA2 via liblzma. The framing difference (XZ container vs raw LZMA2 stream) is handled transparently by liblzma depending on invocation context. + +--- + +### snappy + +- **canonical-id**: `snappy` +- **aliases**: `{parquet, "SNAPPY"}`, `{orc, "SNAPPY"}`, `{arrow-ipc, "SNAPPY"}` +- **awareness**: pure-bytes +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "snappy", + "inputs": { + "bytes": {"type": "bytes", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://github.com/google/snappy/blob/main/format_description.txt +- **implementations**: [snappy (C++ reference)](https://github.com/google/snappy), [snap (Rust)](https://github.com/BurntSushi/rust-snappy) +- **licensing**: BSD 3-Clause +- **notes**: No HDF5 registered filter. Prioritizes speed over compression ratio. No configuration parameters. + +--- + +### brotli + +- **canonical-id**: `brotli` +- **aliases**: `{parquet, "BROTLI"}` +- **awareness**: pure-bytes +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "brotli", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "quality": {"type": "int", "required": false, "default": 11, "encode_only": true}, + "lgwin": {"type": "int", "required": false, "default": 22, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://www.rfc-editor.org/rfc/rfc7932 +- **implementations**: [brotli (C reference)](https://github.com/google/brotli) +- **licensing**: MIT + +--- + +### lzo ⚠️ + +- **canonical-id**: `lzo` +- **aliases**: `{orc, "LZO"}` +- **awareness**: pure-bytes +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "lzo", + "inputs": { + "bytes": {"type": "bytes", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://www.oberhumer.com/opensource/lzo/ ⚠️ +- **implementations**: [lzo](https://www.oberhumer.com/opensource/lzo/) +- **licensing**: GPL v2 ⚠️ — licensing may be a concern for some uses +- **notes**: ⚠️ Verify exact LZO variant and framing used in ORC. GPL license may be a concern. + +--- + +### lzw + +- **canonical-id**: `lzw` +- **aliases**: none in target formats +- **awareness**: pure-bytes +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "lzw", + "inputs": { + "bytes": {"type": "bytes", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: Welch, T. (1984). "A Technique for High-Performance Data Compression". IEEE Computer. +- **implementations**: [compress (Unix)](https://en.wikipedia.org/wiki/Compress), various +- **licensing**: Unisys patent expired; now unencumbered +- **notes**: The canonical LZW algorithm. Included to document the distinction from `lzw-tiff`. TIFF uses an incompatible variant — a generic LZW implementation will not correctly decode TIFF LZW data. See `lzw-tiff`. + +--- + +### lzw-tiff + +- **canonical-id**: `lzw-tiff` +- **aliases**: `{tiff, 5}` +- **awareness**: pure-bytes +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "lzw-tiff", + "inputs": { + "bytes": {"type": "bytes", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: TIFF 6.0 specification section on LZW compression +- **implementations**: [libtiff](https://libtiff.gitlab.io/libtiff/), [golang/image tiff/lzw](https://github.com/golang/image/tree/master/tiff/lzw) +- **licensing**: Unencumbered +- **notes**: TIFF's LZW is incompatible with standard LZW due to an "off by one" in code length transitions. A generic LZW codec cannot decode TIFF LZW data. Additionally, libtiff includes a backwards-compatibility decode path (`LZW_COMPAT`) for older files with reversed bit order. This is a concrete example of why format libraries cannot simply be replaced by a generic codec — the TIFF format driver must invoke `lzw-tiff` specifically. + +--- + +### packbits + +- **canonical-id**: `packbits` +- **aliases**: `{tiff, 32773}` +- **awareness**: pure-bytes +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "packbits", + "inputs": { + "bytes": {"type": "bytes", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: TIFF 6.0 specification section 9 +- **implementations**: [libtiff](https://libtiff.gitlab.io/libtiff/), [imagecodecs](https://github.com/cgohlke/imagecodecs) +- **licensing**: Unencumbered + +--- + +### szip ⚠️ + +- **canonical-id**: `szip` +- **aliases**: `{hdf5, 4}`, `{netcdf-4, "szip"}` +- **awareness**: pure-bytes +- **lossiness**: lossless ⚠️ verify for float data +- **signature**: +```json +{ + "codec_id": "szip", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "coding": {"type": "int", "required": true}, + "pixels_per_block": {"type": "int", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://support.hdfgroup.org/doc_resource/SZIP/ ⚠️ +- **implementations**: [libaec](https://gitlab.dkrz.de/k202009/libaec) (open-source reimplementation), [szip (original)](https://support.hdfgroup.org/doc_resource/SZIP/) +- **licensing**: ⚠️ Original SZIP has proprietary licensing restrictions. `libaec` is BSD licensed. +- **notes**: Significant licensing history. libaec is a compatible open-source reimplementation. HDF5 bundles libaec in recent versions. Verify losslessness for all dtypes. + +--- + +### blosc + +- **canonical-id**: `blosc` +- **aliases**: `{zarr-v2, "numcodecs.Blosc"}`, `{hdf5, 32001}` +- **awareness**: pure-bytes +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "blosc", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "cname": {"type": "string", "required": false, "default": "lz4", "encode_only": true}, + "clevel": {"type": "int", "required": false, "default": 5, "encode_only": true}, + "shuffle": {"type": "int", "required": false, "default": 1, "encode_only": true}, + "blocksize": {"type": "int", "required": false, "default": 0, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://github.com/Blosc/c-blosc/blob/master/README.rst +- **implementations**: [c-blosc](https://github.com/Blosc/c-blosc), [python-blosc](https://github.com/Blosc/python-blosc) +- **licensing**: BSD 3-Clause +- **notes**: Self-describing: the Blosc header embedded in the chunk carries the compressor name, shuffle mode, element size, and block size. All encode parameters are encode-only because decode reads them from the header. This makes Blosc atomic — it cannot be decomposed into a pipeline without the format driver parsing the Blosc header, which violates the principle that the chunk enters the codec pipeline as-is. In Zarr v3, the equivalent operation is decomposed into explicit shuffle + compressor pipeline steps with parameters supplied externally by the format driver. + +--- + +### jpeg-xl + +- **canonical-id**: `jpeg-xl` +- **aliases**: `{tiff, 50002}` ⚠️ verify tag number, `{gdal-gtiff, "JXL"}` +- **awareness**: pure-bytes +- **lossiness**: conditional +- **signature**: +```json +{ + "codec_id": "jpeg-xl", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "distance": {"type": "float", "required": false, "default": 1.0, "encode_only": true}, + "effort": {"type": "int", "required": false, "default": 7, "encode_only": true}, + "lossless": {"type": "bool", "required": false, "default": false, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://jpeg.org/jpegxl/ ; ISO/IEC 18181 +- **implementations**: [libjxl (C++ reference)](https://github.com/libjxl/libjxl), [jxl-rs](https://github.com/libjxl/jxl-rs), [imagecodecs](https://github.com/cgohlke/imagecodecs) +- **licensing**: BSD 3-Clause (libjxl); royalty-free format +- **notes**: Supports both lossy and lossless compression. Notably supports lossless JPEG recompression. Internal stages (VarDCT, modular prediction, ANS entropy coding) are not decomposed — the intermediate representations are JXL-internal and not usefully recombineable with other codec steps. TIFF tag number needs verification. + +--- + +### jpeg + +- **canonical-id**: `jpeg` +- **aliases**: `{tiff, 7}`, `{numcodecs, "imagecodecs.jpeg8"}` ⚠️ verify +- **awareness**: pure-bytes +- **lossiness**: conditional +- **signature**: +```json +{ + "codec_id": "jpeg", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "quality": {"type": "int", "required": false, "default": 75, "encode_only": true}, + "lossless": {"type": "bool", "required": false, "default": false, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: ITU-T T.81 / ISO/IEC 10918-1 +- **implementations**: [libjpeg-turbo](https://github.com/libjpeg-turbo/libjpeg-turbo), [imagecodecs](https://github.com/cgohlke/imagecodecs) +- **licensing**: Unencumbered (format); libjpeg-turbo BSD/zlib +- **notes**: Internally applies DCT → quantization → Huffman coding. Internal stages are not decomposed. TIFF compression=7 is new-style JPEG with self-contained strips; see `tiff-old-jpeg` (compression=6) for legacy variant. + +--- + +### jpeg2000 + +- **canonical-id**: `jpeg2000` +- **aliases**: `{tiff, 34712}`, `{numcodecs, "imagecodecs.jpeg2k"}` ⚠️ verify +- **awareness**: pure-bytes +- **lossiness**: conditional +- **signature**: +```json +{ + "codec_id": "jpeg2000", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "lossless": {"type": "bool", "required": false, "default": false, "encode_only": true}, + "level": {"type": "int", "required": false, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: ISO/IEC 15444-1 +- **implementations**: [OpenJPEG](https://github.com/uclouvain/openjpeg), [imagecodecs](https://github.com/cgohlke/imagecodecs) +- **licensing**: BSD 2-Clause (OpenJPEG); royalty-free format +- **notes**: Internally applies DWT → quantization → EBCOT. Lossless mode uses reversible 5/3 wavelet; lossy uses 9/7 wavelet. Stages not decomposed. Used in GRIB2 (see `grib-jpeg2000`). + +--- + +### webp + +- **canonical-id**: `webp` +- **aliases**: `{tiff, 50001}` +- **awareness**: pure-bytes +- **lossiness**: conditional +- **signature**: +```json +{ + "codec_id": "webp", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "quality": {"type": "int", "required": false, "default": 75, "encode_only": true}, + "lossless": {"type": "bool", "required": false, "default": false, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://developers.google.com/speed/webp/docs/riff_container +- **implementations**: [libwebp](https://chromium.googlesource.com/webm/libwebp), [imagecodecs](https://github.com/cgohlke/imagecodecs) +- **licensing**: BSD 3-Clause +- **notes**: Lossy mode based on VP8 intra-frame coding. Lossless mode uses spatial prediction + LZ77+Huffman. Internal stages not decomposed. TIFF tag 50001 is self-assigned by libtiff. + +--- + +### jpeg-xr ⚠️ + +- **canonical-id**: `jpeg-xr` +- **aliases**: `{tiff, 34892}` ⚠️ verify +- **awareness**: pure-bytes +- **lossiness**: conditional +- **signature**: +```json +{ + "codec_id": "jpeg-xr", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "quality": {"type": "float", "required": false, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: ITU-T T.832 / ISO/IEC 29199-2 +- **implementations**: [jxrlib](https://github.com/4creators/jxrlib), [imagecodecs](https://github.com/cgohlke/imagecodecs) +- **licensing**: BSD (jxrlib) ⚠️ verify +- **notes**: ⚠️ Low confidence. Microsoft-developed HDR-capable image codec. Internal stages not decomposed. + +--- + +### no-compression + +- **canonical-id**: `no-compression` +- **aliases**: `{tiff, 1}`, `{parquet, "UNCOMPRESSED"}`, `{orc, "NONE"}`, `{hdf5, "no filter"}` +- **awareness**: pure-bytes +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "no-compression", + "inputs": { + "bytes": {"type": "bytes", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: N/A +- **implementations**: N/A — identity transform +- **notes**: Included for completeness. Zarr v3's `"bytes"` codec is a separate concept (serialization with explicit endianness) — not aliased here. + +--- + +### fletcher32 + +- **canonical-id**: `fletcher32` +- **aliases**: `{hdf5, 3}` +- **awareness**: pure-bytes +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "fletcher32", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "error_on_fail": {"type": "bool", "required": false, "default": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://support.hdfgroup.org/documentation/hdf5/latest/group___d_a_p_l.html ⚠️ verify +- **implementations**: [HDF5 (C)](https://github.com/HDFGroup/hdf5) +- **licensing**: BSD-like (HDF5 license) +- **notes**: Appends 4-byte Fletcher-32 checksum on encode; verifies and strips on decode. `error_on_fail` is a runtime parameter (not stored in data). Output is 4 bytes shorter on decode. + +--- + +### crc32c + +- **canonical-id**: `crc32c` +- **aliases**: `{zarr-v3, "crc32c"}` +- **awareness**: pure-bytes +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "crc32c", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "error_on_fail": {"type": "bool", "required": false, "default": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://zarr-specs.readthedocs.io/en/latest/v3/codecs/crc32c/v1.0.html +- **implementations**: [zarr-python](https://github.com/zarr-developers/zarr-python), [zarrs (Rust)](https://github.com/LDeakin/zarr_tools), [tensorstore](https://github.com/google/tensorstore) +- **licensing**: Unencumbered (algorithm); implementations vary +- **notes**: Appends 4-byte CRC-32C (Castagnoli) checksum on encode; verifies and strips on decode. CRC-32C uses a different polynomial (0x1EDC6F41) than standard CRC-32 (0x04C11DB7). Recommended by the Zarr v3 sharding spec for shard index integrity. No configuration parameters beyond the runtime `error_on_fail`. + +--- + +### crc32 + +- **canonical-id**: `crc32` +- **aliases**: `{parquet, "page-crc32"}` ⚠️ verify identifier +- **awareness**: pure-bytes +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "crc32", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "error_on_fail": {"type": "bool", "required": false, "default": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://www.rfc-editor.org/rfc/rfc3720#appendix-B (CRC-32 / ISO 3309) +- **implementations**: Widely available in standard libraries (zlib crc32, Python zlib.crc32) +- **licensing**: Unencumbered +- **notes**: ⚠️ Standard CRC-32 (polynomial 0x04C11DB7, ISO 3309). Parquet page headers include an optional CRC-32 checksum for page data integrity. Verify whether Parquet's CRC is appended to the page bytes (making it a codec in the pipeline sense) or stored in the page header metadata (making it a format-driver concern outside the codec layer). If the latter, this entry should be revised or removed. + +--- + +### orc-boolean-rle + +- **canonical-id**: `orc-boolean-rle` +- **aliases**: `{orc, "BOOLEAN_RLE"}` +- **awareness**: pure-bytes +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "orc-boolean-rle", + "inputs": { + "bytes": {"type": "bytes", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://orc.apache.org/specification/ORCv1/ +- **implementations**: [orc (Java)](https://github.com/apache/orc), [arrow (C++)](https://github.com/apache/arrow) +- **licensing**: Apache 2.0 +- **notes**: Used exclusively for PRESENT (validity/null) streams. Packs 8 bits per byte. + +--- + + +## Stride-Aware Codecs + +--- + +### shuffle + +- **canonical-id**: `shuffle` +- **aliases**: `{hdf5, 2}`, `{numcodecs, "numcodecs.Shuffle"}`, `{blosc2, "shuffle"}` +- **awareness**: stride-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "shuffle", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "element_size": {"type": "uint", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://support.hdfgroup.org/documentation/hdf5/latest/_f_i_l_t_e_r.html +- **implementations**: [HDF5 (C)](https://github.com/HDFGroup/hdf5), [numcodecs](https://github.com/zarr-developers/numcodecs) +- **licensing**: Unencumbered (algorithm); HDF5 BSD-like + +--- + +### bitshuffle + +- **canonical-id**: `bitshuffle` +- **aliases**: `{hdf5, 32008}`, `{numcodecs, "numcodecs.BitShuffle"}`, `{blosc2, "bitshuffle"}` +- **awareness**: stride-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "bitshuffle", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "element_size": {"type": "uint", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://github.com/kiyo-masui/bitshuffle +- **implementations**: [bitshuffle](https://github.com/kiyo-masui/bitshuffle), [numcodecs](https://github.com/zarr-developers/numcodecs) +- **licensing**: MIT +- **notes**: The HDF5 filter variant (32008) optionally bundles LZ4 compression as an atomic operation. In a decomposed pipeline this should be modeled as `bitshuffle → lz4`. + +--- + +### byte-stream-split + +- **canonical-id**: `byte-stream-split` +- **aliases**: `{parquet, "BYTE_STREAM_SPLIT"}` +- **awareness**: stride-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "byte-stream-split", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "element_size": {"type": "uint", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://parquet.apache.org/docs/file-format/data-pages/encodings/#byte-stream-split-byte_stream_split--11 +- **implementations**: [parquet-cpp](https://github.com/apache/arrow/tree/main/cpp/src/parquet), [parquet-rs](https://github.com/apache/arrow-rs) +- **licensing**: Apache 2.0 +- **notes**: Identical in effect to HDF5 shuffle. Transposes byte matrix: all byte-0s contiguous, then all byte-1s, etc. + +--- + +### rle-parquet + +- **canonical-id**: `rle-parquet` +- **aliases**: `{parquet, "RLE"}`, `{parquet, "RLE_DICTIONARY"}` (index stream only) +- **awareness**: stride-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "rle-parquet", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "bit_width": {"type": "uint", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://parquet.apache.org/docs/file-format/data-pages/encodings/#run-length-encoding--bit-packing-hybrid-rle--3 +- **implementations**: [parquet-cpp](https://github.com/apache/arrow/tree/main/cpp/src/parquet), [parquet-rs](https://github.com/apache/arrow-rs) +- **licensing**: Apache 2.0 +- **notes**: Hybrid RLE and bit-packing. Self-selects per block between RLE runs and bit-packed runs via header byte. Not decomposable into a pipeline of `rle → bitpack` — the per-block adaptive selection is integral to the encoding. + +--- + +### rle + +- **canonical-id**: `rle` +- **aliases**: `{numcodecs, "numcodecs.RunLengthEncoding"}` ⚠️ +- **awareness**: stride-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "rle", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "element_size": {"type": "uint", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://numcodecs.readthedocs.io/en/stable/ ⚠️ verify +- **implementations**: [numcodecs](https://github.com/zarr-developers/numcodecs) ⚠️ +- **licensing**: MIT +- **notes**: ⚠️ Verify numcodecs exposes a general RLE codec. + +--- + + +## Type-Aware Codecs + +--- + +### bitpack + +- **canonical-id**: `bitpack` +- **aliases**: `{parquet, "BIT_PACKED"}` (deprecated encoding 4), `{lance, "bitpacking"}`, `{tiff, "sub-byte-packing"}` ⚠️ verify TIFF modeling +- **awareness**: type-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "bitpack", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "bit_width": {"type": "uint", "required": true}, + "dtype": {"type": "string", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: No single canonical spec. Parquet encoding spec (encoding 4); Fastlanes paper (Afroozeh & Boncz, 2023). +- **implementations**: [parquet-cpp](https://github.com/apache/arrow/tree/main/cpp/src/parquet), [parquet-rs](https://github.com/apache/arrow-rs), [lance](https://github.com/lancedb/lance) (Fastlanes-based), [bitpacking crate](https://github.com/tantivy-search/bitpacking) +- **licensing**: Unencumbered (algorithm) +- **notes**: Packs integer values into `bit_width` bits per value. Decode produces native-width integers. Parquet's `BIT_PACKED` (encoding 4) is deprecated in favor of the RLE/bit-packing hybrid. `nbit` (HDF5) performs a related operation — strips padding bits based on HDF5 dtype precision and bit offset — but requires full HDF5 dtype context; see `nbit` entry. TIFF sub-byte sample packing (e.g. 12-bit samples) is effectively `bitpack(bit_width=bits_per_sample)`. ⚠️ Verify TIFF modeling. + +--- + +### fsst + +- **canonical-id**: `fsst` +- **aliases**: `{lance, "fsst"}`, `{duckdb, "fsst"}` ⚠️ verify DuckDB identifier +- **awareness**: type-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "fsst", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "symbol_table": {"type": "bytes", "required": true}, + "dtype": {"type": "string", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: Boncz, P., Neumann, T., & Raasveldt, M. (2020). "FSST: Fast Random Access String Compression." VLDB 2020. https://www.vldb.org/pvldb/vol13/p2649-boncz.pdf +- **implementations**: [fsst (C++ reference)](https://github.com/cwida/fsst), [lance](https://github.com/lancedb/lance) +- **licensing**: MIT ⚠️ verify +- **notes**: Compresses strings by building a 256-entry symbol table from input data, then replacing matching substrings with 1-byte codes. Escape byte (0xFF) for literals. The `symbol_table` is a data-derived input: built during encoding, required for decoding, stored in codec metadata alongside the chunk. Compare with dictionary encoding (maps whole values to codes) — FSST maps substrings to codes and is effective on high-cardinality columns. ⚠️ Verify framing conventions for symbol table storage across implementations. + +--- + +### nbit + +- **canonical-id**: `nbit` +- **aliases**: `{hdf5, 5}` +- **awareness**: type-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "nbit", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "dtype": {"type": "dtype_desc", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://support.hdfgroup.org/documentation/hdf5/latest/ +- **implementations**: [HDF5 (C)](https://github.com/HDFGroup/hdf5) +- **licensing**: BSD-like (HDF5 license) +- **notes**: Strips padding bits based on declared precision and offset in the HDF5 dtype. Requires full HDF5 dtype descriptor. Conceptually related to `bitpack` — both reduce values to fewer bits — but `nbit` derives bit width from dtype metadata rather than taking an explicit `bit_width` parameter. An implementation could potentially delegate to `bitpack` internally. + +--- + +### scale-offset + +- **canonical-id**: `scale-offset` +- **aliases**: `{hdf5, 6}` +- **awareness**: type-aware +- **lossiness**: conditional +- **signature**: +```json +{ + "codec_id": "scale-offset", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "dtype": {"type": "dtype_desc", "required": true}, + "fill_value": {"type": "float", "required": true}, + "scale_type": {"type": "int", "required": true}, + "scale_factor": {"type": "int", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://support.hdfgroup.org/documentation/hdf5/latest/ +- **implementations**: [HDF5 (C)](https://github.com/HDFGroup/hdf5) +- **licensing**: BSD-like (HDF5 license) +- **notes**: Lossless for integer types. Lossy for floating point (quantization). Fill values require special handling. + +--- + +### lerc + +- **canonical-id**: `lerc` +- **aliases**: `{tiff, 34887}`, `{numcodecs, "numcodecs.LERC"}` ⚠️ +- **awareness**: type-aware +- **lossiness**: conditional +- **signature**: +```json +{ + "codec_id": "lerc", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "dtype": {"type": "string", "required": true}, + "shape": {"type": "uint[]", "required": true}, + "nodata_value": {"type": "float", "required": false}, + "max_z_error": {"type": "float", "required": false, "default": 0.0, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://github.com/Esri/lerc/blob/master/doc/LERC_WhitePaper.pdf +- **implementations**: [lerc (C++, Esri)](https://github.com/Esri/lerc), [imagecodecs](https://github.com/cgohlke/imagecodecs) +- **licensing**: Apache 2.0 +- **notes**: Esri geospatial codec. Natively 2D-aware. Lossless when `max_z_error=0`. Handles NoData internally. GDAL's `LERC_DEFLATE` and `LERC_ZSTD` are pipelines: `lerc → deflate` or `lerc → zstd`. + +--- + +### delta-parquet + +- **canonical-id**: `delta-parquet` +- **aliases**: `{parquet, "DELTA_BINARY_PACKED"}` +- **awareness**: type-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "delta-parquet", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "dtype": {"type": "string", "required": true}, + "block_size": {"type": "int", "required": false, "default": 128, "encode_only": true}, + "miniblock_count": {"type": "int", "required": false, "default": 4, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **conceptual decomposition**: `delta(dtype) → fixedscaleoffset(scale=1, offset=per_block_min) → bitpack(bit_width=per_miniblock)`. Not directly expressible as a pipeline because parameters vary per block within the stream. +- **spec**: https://parquet.apache.org/docs/file-format/data-pages/encodings/#delta-encoding-delta_binary_packed--5 +- **implementations**: [parquet-cpp](https://github.com/apache/arrow/tree/main/cpp/src/parquet), [parquet-rs](https://github.com/apache/arrow-rs) +- **licensing**: Apache 2.0 + +--- + +### delta-length-byte-array + +- **canonical-id**: `delta-length-byte-array` +- **aliases**: `{parquet, "DELTA_LENGTH_BYTE_ARRAY"}` +- **awareness**: type-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "delta-length-byte-array", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "dtype": {"type": "string", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **conceptual decomposition**: `variable-width-split() → { delta-parquet(lengths), identity(values) }`. Fan-out, then per-stream codec. +- **spec**: https://parquet.apache.org/docs/file-format/data-pages/encodings/#delta-encoding-of-string-lengths-delta_length_byte_array--6 +- **implementations**: [parquet-cpp](https://github.com/apache/arrow/tree/main/cpp/src/parquet), [parquet-rs](https://github.com/apache/arrow-rs) +- **licensing**: Apache 2.0 +- **notes**: Stores lengths via delta-binary-packed encoding, followed by concatenated raw bytes. + +--- + +### delta-byte-array + +- **canonical-id**: `delta-byte-array` +- **aliases**: `{parquet, "DELTA_BYTE_ARRAY"}` +- **awareness**: type-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "delta-byte-array", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "dtype": {"type": "string", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **conceptual decomposition**: `front-coding-split() → { delta-parquet(prefix_lengths), identity(suffixes) }`. Fan-out into two streams with delta on prefix lengths. +- **spec**: https://parquet.apache.org/docs/file-format/data-pages/encodings/#incremental-encoding-for-byte-arrays-aka-front-coding-delta_byte_array--7 +- **implementations**: [parquet-cpp](https://github.com/apache/arrow/tree/main/cpp/src/parquet), [parquet-rs](https://github.com/apache/arrow-rs) +- **licensing**: Apache 2.0 +- **notes**: Front coding: encodes shared prefixes between successive byte arrays. + +--- + +### delta + +- **canonical-id**: `delta` +- **aliases**: `{zarr-v3, "numcodecs.delta"}`, `{numcodecs, "numcodecs.Delta"}` +- **awareness**: type-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "delta", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "dtype": {"type": "string", "required": true}, + "element_size": {"type": "uint", "required": true}, + "shape": {"type": "uint[]", "required": false}, + "order": {"type": "string", "required": false, "default": "C"} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://numcodecs.readthedocs.io/en/stable/delta.html +- **implementations**: [numcodecs](https://github.com/zarr-developers/numcodecs) +- **licensing**: MIT +- **notes**: Differences between successive elements. Unlike tiff-predictor-2, operates on the full array (not row-by-row) unless shape/order constrain traversal. `dtype` affects overflow behavior. + +--- + +### fixedscaleoffset + +- **canonical-id**: `fixedscaleoffset` +- **aliases**: `{numcodecs, "numcodecs.FixedScaleOffset"}`, `{zarr-v3, "numcodecs.fixedscaleoffset"}` +- **awareness**: type-aware +- **lossiness**: conditional +- **signature**: +```json +{ + "codec_id": "fixedscaleoffset", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "offset": {"type": "float", "required": true}, + "scale": {"type": "float", "required": true}, + "dtype": {"type": "string", "required": true}, + "astype": {"type": "string", "required": false} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://numcodecs.readthedocs.io/en/stable/fixedscaleoffset.html +- **implementations**: [numcodecs](https://github.com/zarr-developers/numcodecs) +- **licensing**: MIT +- **notes**: Lossless if `astype` can represent all scaled values. Lossy otherwise. With `scale=1` this is frame-of-reference encoding (subtract offset only). + +--- + +### quantize + +- **canonical-id**: `quantize` +- **aliases**: `{numcodecs, "numcodecs.Quantize"}` +- **awareness**: type-aware +- **lossiness**: lossy +- **signature**: +```json +{ + "codec_id": "quantize", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "digits": {"type": "int", "required": true}, + "dtype": {"type": "string", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://numcodecs.readthedocs.io/en/stable/quantize.html +- **implementations**: [numcodecs](https://github.com/zarr-developers/numcodecs) +- **licensing**: MIT + +--- + +### bitround + +- **canonical-id**: `bitround` +- **aliases**: `{numcodecs, "numcodecs.BitRound"}` +- **awareness**: type-aware +- **lossiness**: lossy +- **signature**: +```json +{ + "codec_id": "bitround", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "keepbits": {"type": "int", "required": true}, + "dtype": {"type": "string", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://numcodecs.readthedocs.io/en/stable/bitround.html +- **implementations**: [numcodecs](https://github.com/zarr-developers/numcodecs) +- **licensing**: MIT +- **notes**: Zeroes low-order mantissa bits. Often followed by zstd or lz4. + +--- + +### astype + +- **canonical-id**: `astype` +- **aliases**: `{numcodecs, "numcodecs.AsType"}` +- **awareness**: type-aware +- **lossiness**: conditional +- **signature**: +```json +{ + "codec_id": "astype", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "encode_dtype": {"type": "string", "required": true}, + "decode_dtype": {"type": "string", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://numcodecs.readthedocs.io/en/stable/astype.html +- **implementations**: [numcodecs](https://github.com/zarr-developers/numcodecs) +- **licensing**: MIT +- **notes**: Lossless if encode_dtype can represent all values exactly. Lossy otherwise. + +--- + +### bytes + +- **canonical-id**: `bytes` +- **aliases**: `{zarr-v3, "bytes"}` +- **awareness**: type-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "bytes", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "dtype": {"type": "string", "required": true}, + "shape": {"type": "uint[]", "required": true}, + "endian": {"type": "string", "required": false, "default": "little"}, + "order": {"type": "string", "required": false, "default": "C"} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://zarr-specs.readthedocs.io/en/latest/v3/codecs/bytes/v1.0.html +- **implementations**: [zarr-python](https://github.com/zarr-developers/zarr-python), [zarr-rs](https://github.com/LDeakin/zarr_tools) +- **licensing**: MIT +- **notes**: Boundary codec in Zarr v3. Explicit endianness and layout order. + +--- + +### plain-parquet + +- **canonical-id**: `plain-parquet` +- **aliases**: `{parquet, "PLAIN"}` +- **awareness**: type-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "plain-parquet", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "physical_type": {"type": "string", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://parquet.apache.org/docs/file-format/data-pages/encodings/#plain-plain--0 +- **implementations**: [parquet-cpp](https://github.com/apache/arrow/tree/main/cpp/src/parquet), [parquet-rs](https://github.com/apache/arrow-rs) +- **licensing**: Apache 2.0 +- **notes**: Encoding varies by physical type. Fixed-width: packed little-endian. BYTE_ARRAY: 4-byte length + data. BOOLEAN: 8 per byte LSB-first. + +--- + +### plain-dictionary + +- **canonical-id**: `plain-dictionary` +- **aliases**: `{parquet, "PLAIN_DICTIONARY"}`, `{parquet, "RLE_DICTIONARY"}` +- **awareness**: type-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "plain-dictionary", + "inputs": { + "indices": {"type": "bytes", "required": true}, + "dictionary": {"type": "bytes", "required": true}, + "physical_type": {"type": "string", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://parquet.apache.org/docs/file-format/data-pages/encodings/#dictionary-encoding-plain_dictionary--2-and-rle_dictionary--8 +- **implementations**: [parquet-cpp](https://github.com/apache/arrow/tree/main/cpp/src/parquet), [parquet-rs](https://github.com/apache/arrow-rs) +- **licensing**: Apache 2.0 +- **notes**: `dictionary` is a second `bytes` input supplied by the format driver from a separate dictionary page. `PLAIN_DICTIONARY` (deprecated) and `RLE_DICTIONARY` are functionally equivalent. + +--- + +### orc-rle-v1 + +- **canonical-id**: `orc-rle-v1` +- **aliases**: `{orc-v0, "RLE_V1"}` +- **awareness**: type-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "orc-rle-v1", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "dtype": {"type": "string", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://orc.apache.org/specification/ORCv0/ +- **implementations**: [orc (Java)](https://github.com/apache/orc), [arrow (C++)](https://github.com/apache/arrow) +- **licensing**: Apache 2.0 +- **notes**: Per-block adaptive selection between Run (fixed-delta) and Literals (varint). Signed integers use zigzag encoding internally. Not decomposable into a flat pipeline due to per-block strategy selection. + +--- + +### orc-rle-v2 + +- **canonical-id**: `orc-rle-v2` +- **aliases**: `{orc-v1, "RLE_V2"}`, `{orc-v2, "RLE_V2"}` +- **awareness**: type-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "orc-rle-v2", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "dtype": {"type": "string", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://orc.apache.org/specification/ORCv1/ +- **implementations**: [orc (Java)](https://github.com/apache/orc), [arrow (C++)](https://github.com/apache/arrow) +- **licensing**: Apache 2.0 +- **notes**: Per-block adaptive selection from four sub-encodings via 2-bit header: Short Repeat, Direct (bitpacked), Patched Base, Delta. Not decomposable. Signed integers use zigzag internally. + +--- + +### orc-varint + +- **canonical-id**: `orc-varint` +- **aliases**: `{orc, "VARINT"}` +- **awareness**: type-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "orc-varint", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "dtype": {"type": "string", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **pipeline** (decode, signed types): +```json +{ + "codec_id": "orc-varint", + "direction": "decode", + + "inputs": { + "bytes": {"type": "bytes"}, + "dtype": {"type": "string"} + }, + + "outputs": { + "bytes": "unzigzag.signed_ints" + }, + + "steps": { + "decode_varint": { + "codec": "varint", + "inputs": { + "bytes": "input.bytes" + }, + "outputs": { + "bytes": "raw_uints" + } + }, + "unzigzag": { + "codec": "zigzag", + "inputs": { + "bytes": "decode_varint.raw_uints", + "dtype": "input.dtype" + }, + "outputs": { + "bytes": "signed_ints" + } + } + } +} +``` +Note: For unsigned types, the zigzag step is skipped. Modeling of conditional steps is TBD. +- **spec**: https://orc.apache.org/specification/ORCv1/ +- **implementations**: [orc (Java)](https://github.com/apache/orc) +- **licensing**: Apache 2.0 +- **notes**: Base-128 variable-length integer encoding with zigzag for signed types. See generic `varint` and `zigzag` codecs. + +--- + +### orc-string-direct + +- **canonical-id**: `orc-string-direct` +- **aliases**: `{orc, "DIRECT"}` (string columns) +- **awareness**: type-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "orc-string-direct", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "dtype": {"type": "string", "required": true} + }, + "outputs": { + "lengths": {"type": "bytes"}, + "data": {"type": "bytes"} + } +} +``` +- **spec**: https://orc.apache.org/specification/ORCv1/ +- **implementations**: [orc (Java)](https://github.com/apache/orc), [arrow (C++)](https://github.com/apache/arrow) +- **licensing**: Apache 2.0 +- **notes**: Fan-out: produces two output streams. Lengths stream uses orc-rle-v1 or orc-rle-v2. + +--- + +### orc-string-dictionary + +- **canonical-id**: `orc-string-dictionary` +- **aliases**: `{orc, "DICTIONARY"}`, `{orc, "DICTIONARY_V2"}` (string columns) +- **awareness**: type-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "orc-string-dictionary", + "inputs": { + "indices": {"type": "bytes", "required": true}, + "dictionary": {"type": "bytes", "required": true}, + "dtype": {"type": "string", "required": true} + }, + "outputs": { + "data": {"type": "bytes"}, + "lengths": {"type": "bytes"} + } +} +``` +- **spec**: https://orc.apache.org/specification/ORCv1/ +- **implementations**: [orc (Java)](https://github.com/apache/orc), [arrow (C++)](https://github.com/apache/arrow) +- **licensing**: Apache 2.0 +- **notes**: Dictionary is per-stripe, supplied by format driver as a second `bytes` input. Multiple byte-stream inputs + multiple byte-stream outputs. + +--- + +### vlen-utf8 + +- **canonical-id**: `vlen-utf8` +- **aliases**: `{numcodecs, "numcodecs.VLenUTF8"}`, `{zarr-v2, "numcodecs.VLenUTF8"}` +- **awareness**: type-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "vlen-utf8", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "dtype": {"type": "string", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://numcodecs.readthedocs.io/en/stable/vlen.html ⚠️ +- **implementations**: [numcodecs](https://github.com/zarr-developers/numcodecs) +- **licensing**: MIT +- **notes**: Serializes variable-length UTF-8 strings into a flat bytestream. Output length not predictable from dtype/shape. Breaks fixed-stride assumption. Currently Zarr/Python-specific framing. + +--- + +### vlen-bytes + +- **canonical-id**: `vlen-bytes` +- **aliases**: `{numcodecs, "numcodecs.VLenBytes"}`, `{zarr-v2, "numcodecs.VLenBytes"}` +- **awareness**: type-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "vlen-bytes", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "dtype": {"type": "string", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://numcodecs.readthedocs.io/en/stable/vlen.html ⚠️ +- **implementations**: [numcodecs](https://github.com/zarr-developers/numcodecs) +- **licensing**: MIT +- **notes**: Same as `vlen-utf8` but for arbitrary byte sequences. Same constraints apply. + +--- + +### categorize + +- **canonical-id**: `categorize` +- **aliases**: `{numcodecs, "numcodecs.Categorize"}` +- **awareness**: type-aware +- **lossiness**: conditional +- **signature**: +```json +{ + "codec_id": "categorize", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "labels": {"type": "string", "required": true}, + "dtype": {"type": "string", "required": true}, + "astype": {"type": "string", "required": false, "default": "u1"} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://numcodecs.readthedocs.io/en/stable/categorize.html +- **implementations**: [numcodecs](https://github.com/zarr-developers/numcodecs) +- **licensing**: MIT +- **notes**: Maps categorical values to integer codes. Analogous to dictionary encoding. Currently Python-specific in framing. Lossless if all values in labels; error on unknown values. + +--- + +### zigzag + +- **canonical-id**: `zigzag` +- **aliases**: embedded inside ORC and Protocol Buffers encodings +- **awareness**: type-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "zigzag", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "dtype": {"type": "string", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://protobuf.dev/programming-guides/encoding/#signed-ints +- **implementations**: Trivially implementable; included in protobuf, ORC, and Arrow libraries. +- **licensing**: Unencumbered +- **notes**: Maps signed integers to unsigned: 0→0, -1→1, 1→2, -2→3, etc. Improves subsequent varint or bitpack encoding. Used implicitly inside `orc-rle-v1`, `orc-rle-v2`, `orc-varint`. + +--- + +### varint + +- **canonical-id**: `varint` +- **aliases**: `{protobuf, "varint"}`, `{orc, "base-128-varint"}` +- **awareness**: type-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "varint", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "dtype": {"type": "string", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://protobuf.dev/programming-guides/encoding/#varints +- **implementations**: Included in all protobuf implementations; trivially implementable. +- **licensing**: Unencumbered +- **notes**: Base-128 variable-length integer encoding. 7 data bits + 1 continuation bit per byte. Handles any unsigned integer type — small values use fewer bytes regardless of declared type width. Signed types should be zigzag-encoded first. See `orc-varint` pipeline decomposition. + +--- + +### zfp + +- **canonical-id**: `zfp` +- **aliases**: `{hdf5, 32013}`, `{hdf5plugin, "hdf5plugin.Zfp"}` ⚠️ verify numcodecs identifier +- **awareness**: type-aware +- **lossiness**: conditional +- **signature**: +```json +{ + "codec_id": "zfp", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "dtype": {"type": "string", "required": true}, + "shape": {"type": "uint[]", "required": true}, + "mode": {"type": "string", "required": true}, + "rate": {"type": "float", "required": false, "encode_only": true}, + "precision": {"type": "int", "required": false, "encode_only": true}, + "accuracy": {"type": "float", "required": false, "encode_only": true}, + "minbits": {"type": "int", "required": false, "encode_only": true}, + "maxbits": {"type": "int", "required": false, "encode_only": true}, + "maxprec": {"type": "int", "required": false, "encode_only": true}, + "minexp": {"type": "int", "required": false, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: Lindstrom, P. (2014). "Fixed-Rate Compressed Floating-Point Arrays." IEEE TVCG 20(12). https://zfp.readthedocs.io/ +- **implementations**: [zfp (C/C++, LLNL)](https://github.com/LLNL/zfp), [H5Z-ZFP (HDF5 filter)](https://github.com/LLNL/H5Z-ZFP), [hdf5plugin (Python)](https://github.com/silx-kit/hdf5plugin) +- **licensing**: BSD 3-Clause +- **notes**: Transform-based lossy compressor for spatially correlated floating-point and integer arrays. Partitions data into 4^d blocks, applies block-floating-point conversion, a custom near-orthogonal decorrelation transform (similar to DCT), coefficient reordering, and embedded bitplane coding with truncation. Supports 1D–4D arrays of float32, float64, int32, int64; works best on 2D+ data with spatial correlation. Five compression modes selected by `mode`: `rate` (fixed bits per value), `precision` (fixed bit planes), `accuracy` (absolute error tolerance), `expert` (direct control of minbits/maxbits/maxprec/minexp), `reversible` (lossless). Only the parameters relevant to the selected mode are used. All mode-specific parameters are encode-only — the compressed stream is self-describing for decompression. Internal stages are tightly integrated and not decomposable — truncation-based coding is fundamental to the algorithm and cannot be separated from the transform. + +--- + +### sz2 ⚠️ + +- **canonical-id**: `sz2` +- **aliases**: `{hdf5, 32017}`, `{hdf5plugin, "hdf5plugin.SZ"}` +- **awareness**: type-aware +- **lossiness**: conditional +- **signature**: +```json +{ + "codec_id": "sz2", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "dtype": {"type": "string", "required": true}, + "shape": {"type": "uint[]", "required": true}, + "absolute": {"type": "float", "required": false, "encode_only": true}, + "relative": {"type": "float", "required": false, "encode_only": true}, + "pointwise_relative": {"type": "float", "required": false, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: Di, S. & Cappello, F. (2016). "Fast Error-bounded Lossy HPC Data Compression with SZ." IEEE IPDPS. https://github.com/szcompressor/SZ2 +- **implementations**: [SZ2 (C)](https://github.com/szcompressor/SZ2), [H5Z-SZ (HDF5 filter)](https://github.com/disheng222/H5Z-SZ), [hdf5plugin (Python)](https://github.com/silx-kit/hdf5plugin) +- **licensing**: BSD +- **notes**: ⚠️ Prediction-based lossy compressor from Argonne National Laboratory. Predicts each value from its neighbors using Lorenzo predictor or linear regression, quantizes prediction errors within the error bound, and entropy-codes the residuals (Huffman + Zstd). Designed for large-scale scientific simulation output. Supports float32, float64, and integers at arbitrary dimensionality. While the backend (Huffman + Zstd) is conceptually generic compression, the prediction-quantization-entropy pipeline is co-designed with internal intermediate formats — not decomposable into catalog codecs. Error bound parameters are encode-only — the compressed stream stores the mode and tolerance. Superseded by SZ3; cannot decode SZ3 data, and SZ3 cannot decode SZ2 data. ⚠️ Verify exact parameter set for HDF5 filter interface. + +--- + +### sz3 ⚠️ + +- **canonical-id**: `sz3` +- **aliases**: `{hdf5, 32024}`, `{hdf5plugin, "hdf5plugin.SZ3"}` +- **awareness**: type-aware +- **lossiness**: conditional +- **signature**: +```json +{ + "codec_id": "sz3", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "dtype": {"type": "string", "required": true}, + "shape": {"type": "uint[]", "required": true}, + "absolute": {"type": "float", "required": false, "encode_only": true}, + "relative": {"type": "float", "required": false, "encode_only": true}, + "norm2": {"type": "float", "required": false, "encode_only": true}, + "peak_signal_to_noise_ratio": {"type": "float", "required": false, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: Zhao et al. (2021). "Optimizing Error-Bounded Lossy Compression for Scientific Data by Dynamic Spline Interpolation." IEEE ICDE. https://github.com/szcompressor/SZ3 +- **implementations**: [SZ3 (C++)](https://github.com/szcompressor/SZ3), [hdf5plugin (Python)](https://github.com/silx-kit/hdf5plugin) +- **licensing**: BSD +- **notes**: ⚠️ Successor to SZ2 with a modular framework and improved spline interpolation predictor. Higher compression ratios than SZ2 in most cases. Incompatible compressed format with SZ2. Same algorithmic approach (prediction → quantization → entropy coding) but with better predictors and auto-tuning. Not decomposable into catalog codecs for the same reasons as SZ2. ⚠️ Verify exact parameter interface for the HDF5 filter. + +--- + + +## Structure-Aware Codecs + +--- + +### transpose + +- **canonical-id**: `transpose` +- **aliases**: `{zarr-v3, "transpose"}` +- **awareness**: structure-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "transpose", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "shape": {"type": "uint[]", "required": true}, + "order": {"type": "uint[]", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://zarr-specs.readthedocs.io/en/latest/v3/codecs/transpose/v1.0.html +- **implementations**: [zarr-python](https://github.com/zarr-developers/zarr-python) +- **licensing**: MIT +- **notes**: Reorders axes before serialization. Equivalent to numpy transpose. + +--- + +### tiff-predictor-2 + +- **canonical-id**: `tiff-predictor-2` +- **aliases**: `{tiff, "predictor=2"}` +- **awareness**: structure-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "tiff-predictor-2", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "element_size": {"type": "uint", "required": true}, + "row_width": {"type": "uint", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: TIFF 6.0 specification, Section 14 +- **implementations**: [libtiff](https://libtiff.gitlab.io/libtiff/), [imagecodecs](https://github.com/cgohlke/imagecodecs) +- **licensing**: Unencumbered +- **notes**: Horizontal differencing row-by-row. First sample per row stored as-is; subsequent samples store difference from previous. Requires `row_width` to know row boundaries. + +--- + +### tiff-predictor-3 + +- **canonical-id**: `tiff-predictor-3` +- **aliases**: `{tiff, "predictor=3"}` +- **awareness**: structure-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "tiff-predictor-3", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "dtype": {"type": "string", "required": true}, + "element_size": {"type": "uint", "required": true}, + "row_width": {"type": "uint", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: TIFF Technical Note 3 ⚠️ verify +- **implementations**: [libtiff](https://libtiff.gitlab.io/libtiff/), [imagecodecs](https://github.com/cgohlke/imagecodecs) +- **licensing**: Unencumbered +- **notes**: Byte-level shuffle specific to IEEE 754 float layout, followed by horizontal differencing, row-by-row. ⚠️ Verify exact byte shuffle and delta order. + +--- + +### png-filter + +- **canonical-id**: `png-filter` +- **aliases**: `{numcodecs, "imagecodecs.pngfilter"}` ⚠️ verify +- **awareness**: structure-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "png-filter", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "element_size": {"type": "uint", "required": true}, + "row_width": {"type": "uint", "required": true}, + "filter_type": {"type": "string", "required": false, "default": "adaptive", "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://www.w3.org/TR/PNG/#9Filters +- **implementations**: [libpng](http://www.libpng.org/pub/png/libpng.html), [imagecodecs](https://github.com/cgohlke/imagecodecs) +- **licensing**: Unencumbered +- **notes**: Five filter types: None, Sub, Up, Average, Paeth. On decode, filter type is read from per-scanline byte; `filter_type` only affects encoding. A genuinely separable precompression step — can be paired with any entropy coder. + +--- + +### parquet-page-v1-split + +- **canonical-id**: `parquet-page-v1-split` +- **aliases**: `{parquet, "data-page-v1"}` +- **awareness**: structure-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "parquet-page-v1-split", + "inputs": { + "bytes": {"type": "bytes", "required": true} + }, + "outputs": { + "rep_bytes": {"type": "bytes"}, + "def_bytes": {"type": "bytes"}, + "value_bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://parquet.apache.org/docs/file-format/data-pages/ +- **implementations**: [parquet-cpp](https://github.com/apache/arrow/tree/main/cpp/src/parquet), [parquet-rs](https://github.com/apache/arrow-rs) +- **licensing**: Apache 2.0 +- **notes**: Self-delimiting — decoder parses through RLE-framed level sections to find boundaries. No external length metadata. Fragile; prefer v2. + +--- + +### parquet-page-v2-split + +- **canonical-id**: `parquet-page-v2-split` +- **aliases**: `{parquet, "data-page-v2"}` +- **awareness**: structure-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "parquet-page-v2-split", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "rep_length": {"type": "uint", "required": true}, + "def_length": {"type": "uint", "required": true} + }, + "outputs": { + "rep_bytes": {"type": "bytes"}, + "def_bytes": {"type": "bytes"}, + "value_bytes": {"type": "bytes"} + } +} +``` +- **pipeline** (decode, dictionary-encoded column with zstd): +```json +{ + "codec_id": "parquet-v2-dict-decode", + "direction": "decode", + + "inputs": { + "data_page": {"type": "bytes"}, + "dict_page": {"type": "bytes"}, + "rep_length": {"type": "uint"}, + "def_length": {"type": "uint"}, + "index_bit_width": {"type": "uint"}, + "physical_type": {"type": "string"} + }, + + "constants": { + "def_bit_width": {"type": "uint", "value": 1}, + "rep_bit_width": {"type": "uint", "value": 1} + }, + + "outputs": { + "values": "dict_lookup.decoded_values", + "def": "decode_def.decoded_def", + "rep": "decode_rep.decoded_rep" + }, + + "steps": { + "decompress_page": { + "codec": "zstd", + "inputs": { + "bytes": "input.data_page" + }, + "outputs": { + "bytes": "decompressed_page" + } + }, + "split_page": { + "codec": "parquet-page-v2-split", + "inputs": { + "bytes": "decompress_page.decompressed_page", + "rep_length": "input.rep_length", + "def_length": "input.def_length" + }, + "outputs": { + "rep_bytes": "raw_rep", + "def_bytes": "raw_def", + "value_bytes": "raw_indices" + } + }, + "decode_indices": { + "codec": "rle-parquet", + "inputs": { + "bytes": "split_page.raw_indices", + "bit_width": "input.index_bit_width" + }, + "outputs": { + "bytes": "decoded_indices" + } + }, + "dict_lookup": { + "codec": "plain-dictionary", + "inputs": { + "indices": "decode_indices.decoded_indices", + "dictionary": "input.dict_page", + "physical_type": "input.physical_type" + }, + "outputs": { + "bytes": "decoded_values" + } + }, + "decode_def": { + "codec": "rle-parquet", + "inputs": { + "bytes": "split_page.raw_def", + "bit_width": "constant.def_bit_width" + }, + "outputs": { + "bytes": "decoded_def" + } + }, + "decode_rep": { + "codec": "rle-parquet", + "inputs": { + "bytes": "split_page.raw_rep", + "bit_width": "constant.rep_bit_width" + }, + "outputs": { + "bytes": "decoded_rep" + } + } + } +} +``` +Note: `def_bit_width` and `rep_bit_width` are constants for non-nested schemas; for nested schemas they become pipeline inputs derived from schema depth. +- **spec**: https://parquet.apache.org/docs/file-format/data-pages/ +- **implementations**: [parquet-cpp](https://github.com/apache/arrow/tree/main/cpp/src/parquet), [parquet-rs](https://github.com/apache/arrow-rs) +- **licensing**: Apache 2.0 +- **notes**: `rep_length` and `def_length` from page header enable clean splitting. Preferred over v1. + +--- + +### arrow-ipc-buffer + +- **canonical-id**: `arrow-ipc-buffer` +- **aliases**: `{arrow-ipc, "buffer-layout"}`, `{lance, "arrow-buffer-layout"}` +- **awareness**: structure-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "arrow-ipc-buffer", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "arrow_type": {"type": "string", "required": true}, + "nullable": {"type": "bool", "required": true} + }, + "outputs": { + "validity": {"type": "bytes"}, + "offsets": {"type": "bytes"}, + "values": {"type": "bytes"} + } +} +``` +- **spec**: https://arrow.apache.org/docs/format/Columnar.html +- **implementations**: [arrow-cpp](https://github.com/apache/arrow), [arrow-rs](https://github.com/apache/arrow-rs) +- **licensing**: Apache 2.0 +- **notes**: Output streams vary by type. Non-nullable primitive: only `values`. Nullable: `validity` + `values`. Variable-width: `validity` + `offsets` + `values`. Lance inherits this layout. + +--- + +### tiff-old-jpeg + +- **canonical-id**: `tiff-old-jpeg` +- **aliases**: `{tiff, 6}` +- **awareness**: structure-aware +- **lossiness**: lossy +- **signature**: +```json +{ + "codec_id": "tiff-old-jpeg", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "jpeg_tables": {"type": "bytes", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: TIFF 6.0 specification (compression=6) +- **implementations**: [libtiff](https://libtiff.gitlab.io/libtiff/), [imagecodecs](https://github.com/cgohlke/imagecodecs) +- **licensing**: Unencumbered +- **notes**: Old-style JPEG in TIFF. JPEG tables stored in IFD tags, supplied as second `bytes` input. Strongly prefer new-style JPEG (compression=7). + +--- + +### ccitt-group3 + +- **canonical-id**: `ccitt-group3` +- **aliases**: `{tiff, 3}` +- **awareness**: structure-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "ccitt-group3", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "image_width": {"type": "uint", "required": true}, + "t4_options": {"type": "uint", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: ITU-T T.4 +- **implementations**: [libtiff](https://libtiff.gitlab.io/libtiff/), [imagecodecs](https://github.com/cgohlke/imagecodecs) +- **licensing**: Unencumbered +- **notes**: Bilevel (1-bit) image data only. Row-oriented. + +--- + +### ccitt-group4 + +- **canonical-id**: `ccitt-group4` +- **aliases**: `{tiff, 4}` +- **awareness**: structure-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "ccitt-group4", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "image_width": {"type": "uint", "required": true}, + "t6_options": {"type": "uint", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: ITU-T T.6 +- **implementations**: [libtiff](https://libtiff.gitlab.io/libtiff/), [imagecodecs](https://github.com/cgohlke/imagecodecs) +- **licensing**: Unencumbered +- **notes**: Bilevel (1-bit) image data only. Pure 2D encoding — each row relative to previous. + +--- + +### grib-grid-packing ⚠️ + +- **canonical-id**: `grib-grid-packing` +- **aliases**: `{grib-edition-1, "simple-packing"}` +- **awareness**: structure-aware +- **lossiness**: lossy +- **signature**: +```json +{ + "codec_id": "grib-grid-packing", + "inputs": { + "bytes": {"type": "bytes", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: https://library.wmo.int/records/item/35625-manual-on-codes-volume-i-2 ⚠️ +- **implementations**: [eccodes](https://github.com/ecmwf/eccodes), [cfgrib](https://github.com/ecmwf/cfgrib) +- **licensing**: Apache 2.0 (eccodes) +- **notes**: ⚠️ Low confidence. Scale factor and reference value in GRIB headers. Verify details. + +--- + +### grib-ccsds ⚠️ + +- **canonical-id**: `grib-ccsds` +- **aliases**: `{grib-edition-2, "ccsds"}`, `{grib2, "template-42"}` +- **awareness**: structure-aware +- **lossiness**: lossless +- **signature**: +```json +{ + "codec_id": "grib-ccsds", + "inputs": { + "bytes": {"type": "bytes", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: CCSDS 121.0-B; WMO GRIB2 template 42 ⚠️ +- **implementations**: [eccodes](https://github.com/ecmwf/eccodes), [libaec](https://gitlab.dkrz.de/k202009/libaec) +- **licensing**: Apache 2.0 (eccodes); BSD (libaec) +- **notes**: ⚠️ Low confidence. Adaptive entropy coding from space mission data. + +--- + +### grib-jpeg2000 ⚠️ + +- **canonical-id**: `grib-jpeg2000` +- **aliases**: `{grib-edition-2, "jpeg2000"}`, `{grib2, "template-40"}` +- **awareness**: structure-aware +- **lossiness**: conditional +- **signature**: +```json +{ + "codec_id": "grib-jpeg2000", + "inputs": { + "bytes": {"type": "bytes", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` +- **spec**: WMO GRIB2 template 40 ⚠️ +- **implementations**: [eccodes](https://github.com/ecmwf/eccodes) +- **licensing**: Apache 2.0 (eccodes) +- **notes**: ⚠️ Low confidence. JPEG2000 lossless or lossy. + +--- + + +## Explicitly Excluded + +The following appear in codec registries but are excluded from this catalog for +the reasons given. + +### Serialization bridges + +These are object serialization formats, not typed array codecs. + +#### json (excluded) + +- **identifier**: `numcodecs.JSON` +- **reason**: Encodes arbitrary Python objects to JSON bytes. Decode output is runtime-dependent, not a typed numeric array. + +#### msgpack (excluded) + +- **identifier**: `numcodecs.MsgPack` +- **reason**: Binary serialization for arbitrary object graphs. Not a typed array codec. + +#### pickle (excluded) + +- **identifier**: `numcodecs.Pickle` +- **reason**: Python-specific. Security concerns (arbitrary code execution on unpickle). Excluded on portability and security grounds. + +### Storage/access layer operations + +These are registered as codecs in their respective formats but do not perform +data transformation in the sense used by this catalog. They reorganize how +chunks are stored and accessed — a concern of the storage/access layer above +the codec layer. + +#### sharding-indexed (excluded) + +- **identifier**: `{zarr-v3, "sharding_indexed"}` +- **spec**: https://zarr-specs.readthedocs.io/en/latest/v3/codecs/sharding-indexed/index.html +- **reason**: Sharding splits a chunk ("shard") into inner sub-chunks, applies a + nested codec pipeline to each sub-chunk independently, concatenates the + compressed sub-chunks, and appends an index (offset + length per sub-chunk) + with its own codec pipeline. This is a storage organization operation — it + determines how data is laid out within a storage object for efficient partial + access — not a data transformation. No byte of actual array data is + transformed by sharding itself; the transformation is delegated to the inner + codec pipelines, which are composed of codecs from this catalog. + + Zarr v3 registers sharding as a codec (specifically an `array → bytes` codec) + because Zarr's codec pipeline is the only extension point available for + operations between the array and storage layers. This is an overloading of the + codec concept. A more precise model would place sharding in a separate + storage/access layer that sits above the codec layer — responsible for + chunking strategy, sub-chunk indexing, and partial I/O — while the codec layer + handles the actual data transformations applied to each chunk or sub-chunk. + + The storage/access layer could potentially be modeled with a similar signature + and pipeline structure to what this catalog uses for codecs, but that design + is out of scope here. + +## Open Questions and Issues + +1. ~~**deflate framing variants (resolved)**~~: Handled by underlying zlib library. + +2. **lzo licensing**: GPL v2 may be problematic. Worth flagging. + +3. **szip losslessness for floats**: Verify whether SZIP guarantees losslessness for float data. + +4. **TIFF predictor-3 traversal order**: Verify row-by-row vs full flattened array. + +5. **ORC v2 codec evolution**: ORC v2 proposes removing RLEv1/v2. Monitor. + +6. **GRIB entries**: All three are low confidence. + +7. ~~**netcdf-classic-record (resolved)**~~: No separate entry needed. + +8. **variable-width-split pattern**: `orc-string-direct`, `arrow-ipc-buffer`, and `delta-length-byte-array` share a lengths/values split pattern. A generic `variable-width-split` codec may unify these, but input framing varies across formats. TBD. + +9. **Data-derived inputs**: Should data-derived inputs (built during encode, required for decode, stored in metadata — e.g. FSST `symbol_table`) have an explicit flag in the signature? + +10. ~~**Encode-only flag (resolved)**~~: Implemented as `encode_only: true` in signatures. + +11. **Format-specific algorithm variants**: `lzw-tiff` pattern. Check when expanding to new formats. + +12. **Checksum codec scope**: `fletcher32`, `crc32c`, and `crc32` are now included. Determine whether additional checksum variants exist in target formats. Adler-32 (used in zlib framing) is embedded in the deflate codec's framing, not a separate codec. + +13. ~~**Pipeline direction and inversion (resolved)**~~: Formalized in the Pipeline Model section. Reverse the DAG edges, swap pipeline inputs/outputs, constants unchanged, `encode_only` inputs active only when encoding. + +14. **Conditional pipeline steps**: `orc-varint` zigzag step is conditional on signedness. How to model conditional steps is TBD. + +15. **Per-block parameter variation**: `delta-parquet` uses per-block/per-miniblock parameters. These vary within a single stream, preventing direct pipeline decomposition. Consider block-wise parameterization. + +16. **TIFF bitpack alias**: Verify whether TIFF sub-byte sample packing is correctly modeled as `bitpack(bit_width=bits_per_sample)`. + +17. **Lance codec compatibility**: Verify whether Lance's RLE, dictionary, and delta are byte-compatible with Parquet/ORC variants. + +18. **Codec URI scheme**: Codec IDs will become versioned URIs. Scheme TBD. + +19. ~~**ZFP / SZ lossy compressors (resolved)**~~: Added as `zfp`, `sz2`, `sz3`. All are atomic (not decomposable). Transform-based (ZFP) vs prediction-based (SZ) approaches to error-bounded lossy compression. + +20. ~~**Zarr v3 sharding codec (resolved)**~~: Excluded. Sharding is a storage/access layer concern, not a data transformation. See the `sharding-indexed` entry in Explicitly Excluded. + +21. **Self-describing codec boundary**: Blosc is atomic because its header is embedded in the chunk. Formalize the criterion. + +22. **Awareness classification edge cases**: `tiff-predictor-2` and `png-filter` moved from stride-aware to structure-aware because they require `row_width` (dimensional layout knowledge). `delta` moved from stride-aware to type-aware because it requires `dtype` for overflow semantics. These reclassifications should be verified. diff --git a/docs/PROTOSPEC_NOTES.md b/docs/reference/protospec/PROTOSPEC_NOTES.md similarity index 92% rename from docs/PROTOSPEC_NOTES.md rename to docs/reference/protospec/PROTOSPEC_NOTES.md index c87dbcf..ab73559 100644 --- a/docs/PROTOSPEC_NOTES.md +++ b/docs/reference/protospec/PROTOSPEC_NOTES.md @@ -130,6 +130,27 @@ same contract as a leaf codec signature. The internal constructs — `direction` implementation details of the executor. At the boundary, a pipeline looks like any other codec: typed ports in, typed ports out. +The protospec does not specify the derived signature algorithm for +pipeline-valued codecs. Two gaps: + +- **Constants**: the protospec defines constants as values "not supplied by the + caller" but does not say how they appear in the derived signature. The correct + treatment: each constant appears as an optional input with the baked-in value + as its default. A constant is conceptually an input the pipeline author has + pre-decided; the default captures that decision while leaving room for callers + to override it in the future. The `constant.*` wiring namespace is kept as a + distinct namespace from `input.*` for clarity — it makes authorial intent + explicit in the wiring ref itself — but it is not logically required: the same + inversion behavior could be derived from the input descriptor (`required: + false` with a `default` implies "available in both directions," the same as + the absence of `encode_only` on a codec signature input). + +- **Outputs**: a codec signature's `outputs` maps names to type descriptors. A + pipeline's `outputs` maps names to wiring references (`step_name.port_name`). + The shapes differ. Output types are derivable by tracing each wiring reference + to its source step's `.signature.json`, but this requires loading signatures + and is not readable from the pipeline JSON alone. + ### Behavioral compatibility Since every codec implements both `encode` and `decode`, a pipeline must also be diff --git a/docs/wasm/COMPONENT_MODEL.md b/docs/wasm/COMPONENT_MODEL.md new file mode 100644 index 0000000..fe98ce8 --- /dev/null +++ b/docs/wasm/COMPONENT_MODEL.md @@ -0,0 +1,52 @@ +# The WebAssembly Component Model + +The **Component Model** is a higher-level standard built on top of Core WebAssembly. It defines a binary format for *components* — self-describing Wasm binaries that declare their typed imports and exports in a machine-readable way — along with a composition model and an ABI for marshalling rich types across component boundaries. + +The Component Model is a Bytecode Alliance specification, separate from (but layered on top of) the Core Wasm spec. See [component-model.bytecodealliance.org](https://component-model.bytecodealliance.org/) for the full specification. + +## Core modules vs. components + +A **Core Wasm module** (`.wasm` with magic bytes `01 00 00 00`) exposes only Wasm primitives at its boundary: integers (`i32`, `i64`) and floats (`f32`, `f64`). To exchange bytes or strings with a host, the module and host must agree on a manual convention — pointers and lengths passed as integers, manual memory management on both sides. There is no machine-readable description of what the module expects or produces. + +A **component** (`.wasm` with magic bytes `0d 00 01 00`) wraps one or more Core modules and adds a typed interface layer. Its imports and exports are described using [WIT](WIT.md) (WebAssembly Interface Types), so tooling can verify the interface at load time and generate marshalling glue automatically. The host calls the component's exported functions passing real typed values, not raw pointers — the Canonical ABI handles the serialization. + +The two formats are mutually exclusive but complementary: components are built *from* Core modules (or from source via language toolchains), and the host runtime detects the format automatically by reading the magic bytes. + +## Why the Component Model exists + +Core Wasm's primitive-only boundary works, but it puts the burden on every codec author and every host to agree on the same manual convention. If the convention changes, or if two independently developed modules use slightly different conventions, things break silently. There is no tooling support, no interface verification, and no code generation. + +The Component Model solves this by making the interface explicit and verifiable: + +- **Interface verification at load time** — Wasmtime rejects a component whose exports don't match the expected WIT signature immediately, before any code runs. +- **Code generation** — Language toolchains (Rust via `wit-bindgen`, Python via `componentize-py`, C via `wit-bindgen-c`) generate the marshalling glue from the WIT file. Component authors write functions against the WIT interface in their native language; the toolchain handles the rest. +- **Ecosystem interoperability** — Any language with a Component Model toolchain can implement the same WIT interface, so components authored in different languages compose without manual coordination. + +## Component composition + +The Component Model's design intent is to enable *composition*: combining components by wiring one component's exports to another's imports, producing a new component. This is the "lego bricks" promise — build a pipeline by composing individually authored codec components. + +Current composition tooling: + +- **`wasm-tools compose`** — static composition tool: takes a root component and a set of dependencies, wires imports to exports, and produces a single composed component. +- **`wac`** (WebAssembly Compositions) — a higher-level composition language that compiles to the same output as `wasm-tools compose`. + +**Current limitation**: these tools support static, single-topology linking. They wire one component's exports to another's imports in a fixed data-flow graph. They cannot generate two distinct wiring topologies within one component (e.g., a codec pipeline where encoding chains components in one order and decoding chains them in reverse). + +## Toolchain for authoring components + +| Language | Tool | Notes | +| --- | --- | --- | +| Python | `componentize-py` | Generates a WASIp2 component from a Python class; requires a `.wit` file | +| Rust | `cargo-component` | Cargo subcommand; generates bindings from WIT | +| Rust | `wit-bindgen` | Lower-level binding generator; used directly or via `cargo-component` | +| C / C++ | `wit-bindgen-c` | Generates C headers from WIT | +| Go | `wit-bindgen-go` | Generates Go bindings from WIT | + +## Further reading + +- [Component Model specification](https://component-model.bytecodealliance.org/) +- [WIT format reference](https://component-model.bytecodealliance.org/design/wit.html) — see also [WIT.md](WIT.md) in this knowledge base +- [Canonical ABI spec](https://github.com/WebAssembly/component-model/blob/main/design/mvp/CanonicalABI.md) +- [componentize-py](https://github.com/bytecodealliance/componentize-py) +- [wasm-tools](https://github.com/bytecodealliance/wasm-tools) diff --git a/docs/wasm/MEMORY.md b/docs/wasm/MEMORY.md index 3002e7b..4557745 100644 --- a/docs/wasm/MEMORY.md +++ b/docs/wasm/MEMORY.md @@ -4,36 +4,37 @@ Wasm modules have their own linear memory — a flat, contiguous byte array. The ## Memory growth -Linear memory starts at a fixed initial size (typically a few 64 KiB pages). When the module needs more memory — for example, when `malloc` can't satisfy a request from the existing heap — the memory must grow. +Linear memory starts at a fixed initial size (typically a few 64 KiB pages). When the module needs more memory — for example, when a memory allocator can't satisfy a request from the existing heap — the memory must grow. ### How it works -The WASI libc bundled into the `.wasm` binary includes a `dlmalloc` allocator. It manages a freelist within linear memory and handles growth automatically: +Each module includes an allocator (provided by its language runtime) that manages a heap within linear memory. When the allocator cannot satisfy a request from existing space, it calls `memory.grow(n)` — a WebAssembly instruction that appends `n` 64 KiB pages to the end of linear memory. Those pages are always blank: the Wasm spec guarantees a module can never read data left behind by prior allocations or by the host process. If the module declares a maximum memory size and the request would exceed it, `memory.grow` returns -1 and the allocation fails. -1. C code calls `malloc(size)`. -2. `dlmalloc` checks its freelist. If it can satisfy the request from already-available space, it does. -3. If not, `dlmalloc` calls `memory.grow(n_pages)` — a WebAssembly instruction that appends `n` 64 KiB pages to the end of linear memory. -4. The Wasm runtime (wasmtime, wasmer, etc.) fulfills the growth. If the module declares a maximum memory size and the request exceeds it, `memory.grow` returns -1 and `malloc` returns `NULL`. +This mechanism is the same regardless of source language. Rust, C, Go, and others each bring their own allocator, but all ultimately rely on `memory.grow` when the heap needs to expand. -Because a WASI module is built with libc, all of this is handled transparently — the C code just calls `malloc`/`free` and never deals with `memory.grow` directly. Without WASI libc (a bare `wasm32-unknown` target), you would need to call `__builtin_wasm_memory_grow(0, n_pages)` yourself or have the host grow the memory from outside. +### Initial memory size + +The initial number of pages is not set by the host at runtime — it is declared in the Wasm binary's `memory` section, written there by the codec's build toolchain at compile time. When wasmtime instantiates the component, it allocates exactly that many pages upfront. + +Most toolchains default to a small initial size (typically 1–16 pages, or 64 KiB–1 MiB). This means the first call to a codec with a large input will almost always trigger `memory.grow` to accommodate the data being passed in. A codec author can raise the initial size via build flags or linker configuration if the typical input size is known, avoiding that first growth at the cost of higher baseline memory use. ### Growth is contiguous and append-only `memory.grow` always appends pages to the end of linear memory. The entire address space remains one flat, contiguous byte array. Existing addresses and pointers are never invalidated by growth — new pages simply appear at higher addresses. This is simpler than native virtual memory, where `mmap` might return non-contiguous regions. -However, linear memory **never shrinks** during the lifetime of an instance. `free` returns memory to `dlmalloc`'s freelist for reuse, but no pages are released back to the host. This means a module's memory high-water mark stays elevated after processing a large input. Long-lived instances can accumulate memory over time, which is one reason some designs spin up fresh instances per task. +However, linear memory **never shrinks** during the lifetime of an instance. Freed memory returns to the allocator's internal freelist for reuse, but no pages are released back to the host. This means a module's memory high-water mark stays elevated after processing a large input. Long-lived instances can accumulate memory over time, which is one reason some designs spin up fresh instances per task. ## Performance considerations -- **`memory.grow` is not free** — the runtime may need to zero-initialize new pages or update internal bookkeeping. Growing one page at a time in a loop is slower than growing many pages at once. `dlmalloc` handles this reasonably by requesting pages in batches. -- **`realloc` may copy** — if `dlmalloc` can't extend an allocation in place, `realloc` allocates a new block, copies the data, and frees the old one. For large buffers this is expensive and temporarily uses 2x the memory. -- **Preallocation helps** — when the output size is known, allocating once at the correct size avoids both realloc copies and incremental `memory.grow` calls. +- **`memory.grow` has a fixed cost per call** — many small growths add up. +- **Reallocating may copy** — if an allocation cannot be extended in place, the allocator allocates a new block, copies the data, and frees the old one. For large buffers this is expensive and temporarily uses 2x the memory. +- **Preallocation helps** — when the output size is known, a codec can allocate the output buffer at the right size before processing begins, avoiding both copy-on-realloc and repeated `memory.grow` calls. The codec computes the size from inputs available in the port-map (dimensions, sample size, etc.) before any processing begins. ## Strategies for dynamically growing output buffers Some codecs — particularly compression or variable-length encoding — don't know the output size in advance. In those cases, the buffer must grow dynamically during processing. Common strategies: -- **Geometric growth** — start with a reasonable initial size and double the buffer (via `realloc`) each time it fills up. This amortizes the cost of copies to O(1) per element over time, at the expense of up to 2x memory overallocation. This is the standard approach used by dynamic arrays (e.g., C++ `std::vector`). Each `realloc` that can't extend in place will copy the entire buffer to a new location, so the tradeoff is fewer, larger copies versus many small allocations. -- **Worst-case preallocation** — if you can bound the maximum output size (e.g., LZ4 defines a maximum expansion ratio), allocate that size upfront and truncate or `realloc` down at the end. This avoids all intermediate copies but may waste memory if the bound is loose. +- **Geometric growth** — start with a reasonable initial size and double the buffer each time it fills up. Because copies happen rarely, the total copying work stays proportional to the final output size, at the expense of up to 2x memory overallocation. +- **Worst-case preallocation** — if you can bound the maximum output size (e.g., LZ4 defines a maximum expansion ratio), allocate that size upfront and trim at the end. This avoids all intermediate copies but may waste memory if the bound is loose. Since a Wasm host reads output as a contiguous region at a single pointer+length, the output must ultimately be a single contiguous buffer in linear memory. Geometric growth is the typical choice when the final size isn't known upfront. diff --git a/docs/wasm/WASI.md b/docs/wasm/WASI.md index b475a61..7125ec0 100644 --- a/docs/wasm/WASI.md +++ b/docs/wasm/WASI.md @@ -4,12 +4,27 @@ A common reason to use WASI is that C code calls `malloc` and `free`. These libc functions need an underlying memory allocator, which WASI provides. Without WASI, you'd have to write your own allocator from scratch. -## The `wasm32-wasi` target +## WASI Preview 1 vs Preview 2 + +WASI has two major versions with different foundations: + +- **Preview 1** (`wasm32-wasi`) — APIs defined as raw Core Wasm imports: plain function signatures using `i32`/`i64` primitives. The component model did not exist yet. This is what the `wasm32-wasi` build target produces. +- **Preview 2** (WASIp2) — WASI redefined using WIT and the Component Model. The system interfaces (`wasi:filesystem/types`, `wasi:clocks/wall-clock`, etc.) are now WIT interfaces, not raw imports. A WASIp2 component declares which WASI interfaces it imports in its world; Wasmtime satisfies them at load time. + +The Component Model did not replace WASI — WASI Preview 2 *adopted* the Component Model as its foundation. This is why tools like `componentize-py` (which compiles Python source into a Wasm component) are described as producing "WASIp2 components": the output is a Component Model component that may import WASIp2 WASI interfaces. + +### The `wasm32-wasi` target When compiling to Wasm, the build target `wasm32-wasi` means: - `wasm32` — 32-bit WebAssembly (pointers are 32 bits) -- `wasi` — use the WASI system interface (as opposed to a bare `wasm32-unknown` target with no system interface at all) +- `wasi` — use the WASI Preview 1 system interface (as opposed to `wasm32-unknown-unknown`, which has no system interface and is used for browser WebAssembly where JavaScript is the host) + +This produces a Core Wasm module with Preview 1 imports. + +### The `wasm32-wasip2` target + +`wasm32-wasip2` is the Preview 2 counterpart. It produces a Component Model component with WASIp2 imports. Not all toolchains require you to name this target explicitly — `componentize-py`, for example, compiles Python source directly to a WASIp2 component with no build target flag involved. Rust toolchains (`cargo-component`) do specify `wasm32-wasip2` explicitly in their build configuration. ## Command vs reactor @@ -18,6 +33,8 @@ Wasm modules come in two execution models: - **Command** — has a `_start` function (like `main()` in C). The runtime calls `_start`, the module runs to completion, and then it's done. This is the default and is analogous to running a CLI program. - **Reactor** — has no `_start`. Instead it exports individual functions that the host calls on demand, potentially many times over the module's lifetime. The module stays alive between calls. -A module is built as a reactor (via `-mexec-model=reactor` in the build flags) when the host needs to call exported functions as separate steps. For example, a codec module exports `alloc`, `encode`/`decode`, and `dealloc` — the host calls these in sequence, and the module must stay alive between calls so that memory allocated by `alloc` is still valid when the codec function reads it. +A module is built as a reactor (via `-mexec-model=reactor` in the build flags) when the host needs to call exported functions on demand, potentially many times. The module stays alive between calls, preserving any state it initializes at startup. + +Core Wasm WASI reactor modules export a function called `_initialize` (instead of `_start`). The host must call `_initialize` once after instantiation to set up the WASI environment before calling any other exported functions. -WASI reactor modules export a function called `_initialize` (instead of `_start`). The runtime must call `_initialize` once after instantiation to set up the WASI environment before calling any other exported functions. +This project's codecs are [Component Model](COMPONENT_MODEL.md) components, not bare Core modules. They are conceptually reactors — exporting `encode` and `decode` for the host to call repeatedly — but `_initialize` is never called explicitly. Wasmtime's Component Model linker (`linker.instantiate()`) handles all initialization automatically during instantiation. diff --git a/docs/wasm/WIT.md b/docs/wasm/WIT.md index 690a913..59bee34 100644 --- a/docs/wasm/WIT.md +++ b/docs/wasm/WIT.md @@ -1,15 +1,35 @@ # WIT — WebAssembly Interface Types -**WIT** (WebAssembly Interface Types) is the interface definition language for the Wasm Component Model. It lets you describe the types and functions a Wasm component exposes in a language-neutral `.wit` file, so that tooling can generate glue code for any language on either side of the boundary. +**WIT** (WebAssembly Interface Types) is the interface definition language for the Wasm Component Model. It lets you describe the types and functions a Wasm component exposes in a language-neutral `.wit` file, so that tooling can generate marshalling glue for both the component (Wasm side) and the host (the runtime loading it), regardless of what language each is written in. A `.wit` file is distinct from the component itself — it's a declaration of what the component looks like, not an implementation of it. -## The four building blocks +## Building blocks + +A complete `.wit` file brings all the building blocks together: + +```wit +package chonkle:codec@0.1.0; + +interface transform { + type port-name = string; + type port-map = list>>; + + encode: func(inputs: port-map) -> result; + decode: func(inputs: port-map) -> result; +} + +world codec { + export transform; +} +``` + +Each element (`package`, `interface`, `world`) has a distinct role, explained below. ### `package` ```wit -package cylf:tiff-predictor-2-python@0.1.0; +package chonkle:codec@0.1.0; ``` Declares a namespace, name, and version for this group of definitions. The format is `:@`. It's the Component Model's equivalent of a package identifier — it scopes interface names so they don't collide with those from other packages, and tooling uses it to refer to this component as a dependency. @@ -17,30 +37,33 @@ Declares a namespace, name, and version for this group of definitions. The forma ### `interface` ```wit -interface codec { - encode: func(data: list, config: string) -> result, string>; - decode: func(data: list, config: string) -> result, string>; +interface transform { + ... } ``` -Declares a named set of functions and types. An interface is a reusable unit — it can be exported by one component and imported by another without being tied to a specific world or implementation. +Declares a named set of functions and types. This is the shared contract: every codec component in this project is compiled against the same `wit/codec.wit`, which means every one of them implements the *same* `transform` interface — not just functions that happen to look the same, but functions explicitly identified by name and package. The host uses the same file to know what to call. That shared identity is what lets the toolchain verify compatibility and lets the host treat all codecs uniformly. ### `world` ```wit -world tiff-predictor-2-python { - export codec; +world codec { + export transform; } ``` Declares what a component exposes (`export`) and what it needs from the host (`import`). A world is the complete contract for a specific component. One package can define multiple worlds. -- `export codec` — the component provides the functions in the `codec` interface; any host that loads it can call them. -- `import ...` — the component expects the host to provide the named interface or function. +- `export transform` — the component provides the functions in the `transform` interface; any host that loads it can call them. +- `import ...` — the component expects the host to provide the named interface or function. Common uses: WASI interfaces (`wasi:filesystem/types`, `wasi:clocks/wall-clock`) for components that need I/O or system services; host-provided callbacks; or interfaces exported by another component in a composed pipeline, which the tooling wires together by name. + +`codec.wit` has no imports intentionally — codec components are pure data transformation with no side effects and no host services needed. The one exception is `componentize-py`: it may silently inject WASI imports into the compiled binary because the Python runtime requires them (clocks, environment, etc.), even though `codec.wit` doesn't declare them. This is a toolchain implementation detail, not something you control in the WIT file. + +### Types -### WIT types +WIT has its own type system, separate from any host language. Types appear in function signatures, type aliases, and composite structures. The two things to understand are the built-in types and how to name them with aliases. -WIT has its own type system, separate from any host language. Common types: +#### Built-in types | WIT type | Meaning | |----------------------------|-----------------------------------------| @@ -55,36 +78,31 @@ WIT has its own type system, separate from any host language. Common types: | `record` | Named struct | | `variant` | Tagged union (like Rust `enum`) | | `tuple` | Fixed-length heterogeneous sequence | +| `resource` | Handle to an opaque object | -`list` is the idiomatic byte array in WIT. `result, string>` means "returns bytes on success or an error string on failure" — analogous to Rust's `Result, String>`. +Notes: -## The Canonical ABI - -WIT only defines the interface. The **Canonical ABI** is the separate specification that defines how these high-level types are serialized into Wasm's low-level number primitives (`i32`, `i64`, `f32`, `f64`) and linear memory. When you compile a component with a WIT file, the toolchain generates glue code that handles all the pointer/length/memory management according to the Canonical ABI — you call `encode(data, config)` passing a byte list and a string directly, rather than manually allocating memory and passing pointers. - -This is the key difference from Core Wasm: with Core modules you manage the low-level representation yourself; with Components the toolchain does it for you. +- `list` is the idiomatic byte array in WIT. +- `result` means "returns the output port map on success or an error string on failure" — analogous to Rust's `Result`. -## How this project relates to WIT +#### Type aliases -chonkle supports both Core Wasm modules and Component Model components; `wasm_runner.py` detects the format automatically. See [WASM.md](../WASM.md#choosing-between-core-modules-and-components) for a tradeoffs comparison and [CODEC_CONTRACT.md](../CODEC_CONTRACT.md) for the interface contract each format must satisfy. +```wit +type port-name = string; +type port-map = list>>; +``` -The tiff-predictor-2-python codec is a Component — it's authored in Python via componentize-py, which generates a Component by necessity. It is used as a test fixture in `tests/fixtures/chunks/cog_wasm/` and exercised by `test_wasm_runner.py` via the Component path in `wasm_runner.py`. Its WIT file: +`type` declares a named alias within an interface. `port-name = string` is a readable label; `port-map = list>>` names a more complex structure — a list of `(name, bytes)` pairs — so WIT function signatures can write `port-map` rather than spelling out `list>>` every time. -```wit -package cylf:tiff-predictor-2-python@0.1.0; +## The Canonical ABI -interface codec { - encode: func(data: list, config: string) -> result, string>; - decode: func(data: list, config: string) -> result, string>; -} +WIT only defines the interface. The **Canonical ABI** is the separate specification that defines how these high-level types are serialized into Wasm's low-level number primitives (`i32`, `i64`, `f32`, `f64`) and linear memory. When you compile a component with a WIT file, the toolchain generates glue code that handles all the pointer/length/memory management according to the Canonical ABI — you call exported functions passing real typed values directly, rather than manually allocating memory and passing pointers. -world tiff-predictor-2-python { - export codec; -} -``` +This is the key difference from Core Wasm: with Core modules you manage the low-level representation yourself; with Components the toolchain does it for you. ## Further reading +- [Component Model](COMPONENT_MODEL.md) — what components are, composition, toolchain (this knowledge base) +- [Resources](WIT_RESOURCES.md) — handle types, own vs borrow, destructors, sharing rules - [WIT format reference](https://component-model.bytecodealliance.org/design/wit.html) -- [Component Model overview](https://component-model.bytecodealliance.org/) - [Canonical ABI spec](https://github.com/WebAssembly/component-model/blob/main/design/mvp/CanonicalABI.md) diff --git a/docs/wasm/WIT_RESOURCES.md b/docs/wasm/WIT_RESOURCES.md new file mode 100644 index 0000000..858ed15 --- /dev/null +++ b/docs/wasm/WIT_RESOURCES.md @@ -0,0 +1,279 @@ +# Component Model Resources + +Resources are a distinct category of WIT type. Unlike a `string` or a `list`, +a resource is not data you copy and pass around — it is an object that lives in one +place and you hold a *handle* to it. A handle is a 32-bit integer index into a private +table maintained by the runtime. Passing handles between components is cheap; the +underlying data does not move. + +## Defining a resource in WIT + +A resource is defined inside an interface, which is exported from a world: + +```wit +package a:comp@0.1.0; + +interface blobs { + resource blob { + constructor(data: list); + as-bytes: func() -> list; + size: func() -> u64; + } +} + +world a { + export blobs; +} +``` + +When a function returns a `blob`, it returns a handle, not the +bytes themselves. The bytes stay inside the component that owns the resource. + +## Own vs borrow + +Every handle is either *owned* or *borrowed*. This determines who is responsible for +the resource's eventual cleanup. + +**Owning a handle** means you are responsible for eventually returning it. When an owned +handle is dropped (goes out of scope or is explicitly released), the runtime calls the +resource's destructor — the cleanup function that frees whatever the resource was holding. + +**Borrowing a handle** is a temporary loan for the duration of a function call. You can +call methods on it, but you cannot keep it, transfer it, or drop the underlying resource. +When the function call ends, the borrow automatically expires. The original owner retains +the handle. + +In WIT, the distinction appears in function signatures: + +```wit +// Returns an owned handle — the caller now owns this blob +make-blob: func(data: list) -> blob; + +// Takes a borrowed handle — only needs it for this call +measure: func(b: borrow) -> u64; + +// Takes ownership — the callee is now responsible for cleanup +consume: func(b: blob); +``` + +Method signatures always desugar to `borrow` — calling a method on a resource +does not transfer ownership. Constructors always return an owned handle. + +## Destructors + +A resource can declare a destructor — a function the runtime calls automatically when +an owned handle is dropped. This is where cleanup happens: closing a file, freeing +memory, ending a network connection. + +If no destructor is declared, dropping the handle simply removes the entry from the +handle table. Any memory the resource was holding in the component's linear memory is +not reclaimed — the Component Model has no implicit garbage collection. For short-lived +component instances this may be acceptable, but within a long-running instance a +resource without a destructor that frees its backing memory is a leak. + +The runtime guarantees the destructor runs when the owned handle is dropped, even if +the drop is implicit. A borrowed handle being dropped does *not* trigger the destructor. +Only the owner's final drop does. + +## The handle table + +Each component instance maintains its own private **handle table** — a list of all the +resources it currently holds handles to. Handles are indices into this table. Index `3` +in component A's table is unrelated to index `3` in component B's table. + +**A handle from one component is meaningless to another.** The runtime is the only thing +that knows the mapping; a component cannot forge a handle or access a resource it was +never given. + +When an owned handle crosses a component boundary, the runtime removes the entry from +the sender's table and adds a new entry to the receiver's table — the integer index may +change, but both point at the same underlying resource. For a `borrow`, the +original entry stays in the owner's table and the runtime creates a temporary entry in +the borrower's table that expires when the call returns. + +## Sharing resources between components + +For a handle to be usable across a component boundary, both components must use the +resource type from the *same* interface definition. There are two patterns for +achieving this. + +### Pattern 1: upstream component defines the resource + +Component A defines and exports the `blob` resource. Component B imports A's interface +and uses the type. B's WIT requires two things: a `use` statement (type identity) and +an `import` in the world (runtime instance dependency): + +```wit +package b:comp@0.1.0; + +interface transform { + use a:comp/blobs@0.1.0.{blob}; // blob here is the same type as blob from A + + process: func(input: borrow) -> list; +} + +world b { + import a:comp/blobs@0.1.0; // B must be linked to the same A instance + export transform; +} +``` + +`use` tells the WIT compiler that `blob` in `process`'s signature is A's type. +`import` in the world tells the linker that B requires A's interface to be wired in +at compose time, and that handle tables for `blob` are shared with that A instance. + +**The constraint this creates**: B's WIT hardcodes a dependency on A's specific package. +B must know at compile time which upstream component it will receive blobs from. + +### Pattern 2: shared third component defines the resource + +A third "buffer-store" component defines and exports the `blob` resource. Both A and B +import from the same instance of that component, so a handle produced by A is valid +when passed to B — they share the same handle table. + +```wit +// buffer-store: defines the shared blob type +package buffer:store@0.1.0; + +interface blobs { + resource blob { + constructor(data: list); + as-bytes: func() -> list; + size: func() -> u64; + } +} + +world buffer-store { + export blobs; +} +``` + +```wit +// Component A: creates blobs +package a:comp@0.1.0; + +interface produce { + use buffer:store/blobs@0.1.0.{blob}; + make: func(data: list) -> blob; +} + +world a { + import buffer:store/blobs@0.1.0; // same interface as B + export produce; +} +``` + +```wit +// Component B: consumes blobs +package b:comp@0.1.0; + +interface transform { + use buffer:store/blobs@0.1.0.{blob}; + process: func(input: borrow) -> list; +} + +world b { + import buffer:store/blobs@0.1.0; // same interface as A + export transform; +} +``` + +Both world declarations import `buffer:store/blobs@0.1.0`. When composition wires A and +B to the **same instance** of the buffer-store, handles A produces are valid in B because +they reference the same handle table. Sharing the interface name is necessary but not +sufficient: A and B must be wired to the same actual instance, not two separate +buffer-stores that happen to export identical interfaces. + +If two components each define their own `blob` type independently — even with identical +WIT text — those types are different, and passing a handle from one to the other fails +at link time. + +## Resources in practice: WASI file descriptors + +The most common real-world use of resources is WASI's file descriptor. In +`wasi:filesystem/types`, a `descriptor` is a resource: + +```wit +resource descriptor { + read-via-stream: func(offset: filesize) -> result; + write-via-stream: func(offset: filesize) -> result; + stat: func() -> result; + // ... +} +``` + +The host provides this resource. When a component opens a file, it receives an owned +`descriptor` handle — a number. The actual file handle lives in the host's table. The +component can read, write, and stat by calling methods through that number. When the +component drops the descriptor, the host's destructor runs and the file is closed. + +The guest never sees the underlying OS file descriptor. It only sees its own handle +table index. WASI streams, clocks, sockets, and most other WASI abstractions work +the same way. + +## Lift, lower, and copy counts + +Chonkle's codec interface uses `port-map` (`list>>`) as its +WIT type: each port carries a `list` payload. Understanding the copy cost for this +value-passing approach provides the baseline for the resource comparison that follows. + +"Lifting" is reading a value out of a component's linear memory into a representation +the host can work with. "Lowering" is the inverse: writing a value from the host into +a component's linear memory. Every cross-component value transfer involves a lift +followed by a lower. + +For a `list` payload, the lift materializes the data into a host-side buffer (copy +1: source component → host); the lower writes from that buffer into the destination +component's memory (copy 2: host → destination component). With an orchestrator between +steps, this occurs at every step boundary regardless of language: + +```text +step N runs + → lift: step N's memory → host (copy 1) +orchestrator routes + → lower: host → step N+1's memory (copy 2) +step N+1 runs +``` + +This gives **2 copies per step edge** for chonkle's `list` payloads in any +orchestrated pipeline. + +## Why resources do not eliminate copies in chonkle's pipeline + +**Pattern 1 breaks codec interchangeability.** For B to accept a `blob` handle from A, +B's WIT must contain `use a:comp/blobs@0.1.0.{blob}` — it must name A's package at +compile time. Chonkle pipelines are assembled at runtime from a JSON file; no codec +knows its neighbors when it is compiled. Pattern 1 requires each codec to hardcode its +upstream neighbor in its WIT, which destroys the generic plugin model. + +**`list` and Pattern 2 resources both give 2 copies per edge, but the mechanism +differs.** With `list`, data surfaces in the host at every step boundary — the +orchestrator is in the data path, as shown in the section above. With Pattern 2 +resources, the orchestrator only exchanges 32-bit handles and data never surfaces in the +host, but data still crosses two component boundaries per edge: A calls +`blob.constructor(data)`, copying its output into the buffer-store (copy 1: A's memory → +buffer-store's memory), and B calls `blob.as-bytes()`, copying the data back out (copy +2: buffer-store's memory → B's memory). The buffer-store replaces the host as the +intermediate stop, but the boundary count is the same: + +| Approach | Copies per edge | +| ------------------------------------------ | ------------------------------------------------------- | +| `list` with orchestrator | 2 | +| Resources, Pattern 2 (shared buffer-store) | 2 | +| Resources, Pattern 1 (direct composition) | 1 — requires static coupling, incompatible with chonkle | + +The only path to 1 copy per edge is direct composition (Pattern 1), which eliminates +the intermediate component from the data path but requires static compile-time coupling +between codecs. See [DATA_COPIES.md](../internals/DATA_COPIES.md) for full copy-count +accounting. + +## Current status in chonkle + +wasmtime-py 41 does not support Component Model resource types. The Python API does +not expose handles, resource tables, or destructors. All chonkle codec interfaces +currently use `list` directly. + +wasmtime-rs (the Rust runtime) supports resources fully. When the orchestrator moves +to Rust, resources become available as a design option — but the analysis above shows +they offer no copy-count advantage over plain `list` for chonkle's orchestrated +pipeline model. diff --git a/src/chonkle/executor.py b/src/chonkle/executor.py index c1b66dc..6f4e141 100644 --- a/src/chonkle/executor.py +++ b/src/chonkle/executor.py @@ -15,6 +15,10 @@ log = logging.getLogger(__name__) +# WIT interface export key as it appears in a compiled Component Model binary. +# Update this if the WIT package name or interface name changes. +CODEC_TRANSFORM_IFACE = "chonkle:codec/transform@0.1.0" + type PortMap = list[tuple[str, bytes]] @@ -512,11 +516,10 @@ def _get_function( fn_name: str, wasm_path: Path, ) -> Any: - """Return the named Func from a component's exports. + """Return the named Func from the CODEC_TRANSFORM_IFACE interface export. - Searches world-level exports first, then interface-level exports. - Codec components export 'transform' as an interface, so encode/decode - live one level down inside that interface. + Components must be compiled against codec.wit and export the transform + interface under the exact key defined by CODEC_TRANSFORM_IFACE. Args: instance: Instantiated Wasmtime component. @@ -530,32 +533,24 @@ def _get_function( The located Wasmtime Func. Raises: - RuntimeError: The function is not found in any export scope. + RuntimeError: The function is not found in the expected interface. """ comp_exports = component_type.exports(engine) - - for name, item in comp_exports.items(): - if ( - isinstance(item, wasmtime.component.FuncType) - and name == fn_name - and (idx := instance.get_export_index(store, name)) is not None + item = comp_exports.get(CODEC_TRANSFORM_IFACE) + if isinstance(item, wasmtime.component.ComponentInstanceType): + iface_exports = item.exports(engine) + if fn_name in iface_exports and isinstance( + iface_exports[fn_name], wasmtime.component.FuncType ): - return instance.get_func(store, idx) - - for iface_name, item in comp_exports.items(): - if isinstance(item, wasmtime.component.ComponentInstanceType): - iface_exports = item.exports(engine) - if fn_name in iface_exports and isinstance( - iface_exports[fn_name], wasmtime.component.FuncType - ): - if (iface_idx := instance.get_export_index(store, iface_name)) is None: - continue + iface_idx = instance.get_export_index(store, CODEC_TRANSFORM_IFACE) + if iface_idx is not None: fn_idx = instance.get_export_index(store, fn_name, iface_idx) if fn_idx is not None: return instance.get_func(store, fn_idx) msg = ( f"Component at {wasm_path} does not export {fn_name!r} " - "(expected in chonkle:codec/transform interface)" + f"in the {CODEC_TRANSFORM_IFACE!r} interface. " + "Components must be compiled against codec.wit." ) raise RuntimeError(msg) From f54894c9be01cc4f11b2c0ab9b5d451bf9e86bbd Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Mon, 16 Mar 2026 13:15:13 -0500 Subject: [PATCH 12/52] refactor: change `steps` from array to named map, aligning with protospec Steps are now keyed by step name instead of carrying a `name` field inside each object. Updates pipeline.py, all tests, JSON fixtures, and docs. --- README.md | 24 +-- docs/ai/SYSTEM_OVERVIEW.md | 12 +- docs/reference/PIPELINE_SCHEMA.md | 57 ++---- src/chonkle/pipeline.py | 4 +- tests/conftest.py | 8 +- .../pipelines/cog-decode-pipeline.json | 10 +- .../pipelines/cog-encode-pipeline.json | 10 +- tests/fixtures/pipelines/page-split-dag.json | 16 +- tests/test_executor.py | 166 +++++++----------- tests/test_pipeline.py | 166 +++++++----------- 10 files changed, 177 insertions(+), 296 deletions(-) diff --git a/README.md b/README.md index c806fb5..614800e 100644 --- a/README.md +++ b/README.md @@ -130,9 +130,8 @@ outputs of previous steps. "def": "decode_def.bytes", "rep": "decode_rep.bytes" }, - "steps": [ - { - "name": "decompress", + "steps": { + "decompress": { "codec_id": "zstd", "src": "https://example.org/codecs/zstd.wasm", "inputs": { @@ -140,8 +139,7 @@ outputs of previous steps. }, "outputs": ["bytes"] }, - { - "name": "split", + "split": { "codec_id": "parquet-page-v2-split", "src": "https://example.org/codecs/parquet-page-v2-split.wasm", "inputs": { @@ -151,8 +149,7 @@ outputs of previous steps. }, "outputs": ["rep_bytes", "def_bytes", "value_bytes"] }, - { - "name": "decode_values", + "decode_values": { "codec_id": "rle-parquet", "src": "https://example.org/codecs/rle-parquet.wasm", "inputs": { @@ -161,8 +158,7 @@ outputs of previous steps. }, "outputs": ["bytes"] }, - { - "name": "decode_def", + "decode_def": { "codec_id": "rle-parquet", "src": "https://example.org/codecs/rle-parquet.wasm", "inputs": { @@ -171,8 +167,7 @@ outputs of previous steps. }, "outputs": ["bytes"] }, - { - "name": "decode_rep", + "decode_rep": { "codec_id": "rle-parquet", "src": "https://example.org/codecs/rle-parquet.wasm", "inputs": { @@ -181,7 +176,7 @@ outputs of previous steps. }, "outputs": ["bytes"] } - ] + } } ``` @@ -202,17 +197,12 @@ The wiring syntax (`input.`, `.`, `constant.`), the typed port model, and the distinction between `encode_only` and bidirectional inputs all follow the inventory's definitions. However, a number of divergences exist between the protospec and the pipeline schema shown above: -- **`steps` is an array, not an object.** JSON objects have no guaranteed key - order across parsers. An array makes execution order explicit. The step name - moves into the object as a `name` field. - **`"codec"` renamed to `"codec_id"` in steps.** `codec_id` is the consistent term throughout the schema; `codec` would be the only place the shorter form appeared. - **`src` added to steps (required for now).** The protospec assumes a registry that resolves codecs by `codec_id`; no registry exists yet. `src` is a direct URI to the `.wasm` file and will become optional once a registry is in place. -- **`name` added to steps.** A direct consequence of switching `steps` to an - array — the step name must live somewhere in the object. - **Step `outputs` is an array of port names, not an alias object.** The protospec maps codec port names to local wiring aliases (`{"bytes": "raw_uints"}`). Our wiring references use codec port names diff --git a/docs/ai/SYSTEM_OVERVIEW.md b/docs/ai/SYSTEM_OVERVIEW.md index dfd66e6..aea6614 100644 --- a/docs/ai/SYSTEM_OVERVIEW.md +++ b/docs/ai/SYSTEM_OVERVIEW.md @@ -81,26 +81,24 @@ world codec { "inputs": {"bytes": {"type": "bytes"}}, "constants": {"level": {"type": "int", "value": 3}}, "outputs": {"bytes": "step_name.port_name"}, - "steps": [ - { - "name": "step_name", + "steps": { + "step_name": { "codec_id": "some-codec", "src": "file:///path/to/codec.wasm", "inputs": {"bytes": "input.bytes", "level": "constant.level"}, "outputs": ["bytes"], "encode_only_inputs": ["level"] } - ] + } } ``` Field notes: - `codec_id` at the pipeline level is required (a pipeline is itself a codec per protospec) -- `name` within each step is the unique DAG node identifier; used in wiring references; must be - unique within the pipeline +- Each step's key in the `steps` object is the unique DAG node identifier; used in wiring references; must be unique within the pipeline - `codec_id` within each step is the logical codec identifier; the same codec may appear as - multiple steps with different `name` values + multiple steps with different keys - `src` is the URI of the codec implementation (will become optional once a registry exists) - Wiring reference forms: `input.`, `constant.`, `.` - `inputs` (pipeline level) are typed dicts: `{"port": {"type": "..."}}`; step `outputs` are arrays of port name strings: `["port1", "port2"]` diff --git a/docs/reference/PIPELINE_SCHEMA.md b/docs/reference/PIPELINE_SCHEMA.md index ac6178b..0429151 100644 --- a/docs/reference/PIPELINE_SCHEMA.md +++ b/docs/reference/PIPELINE_SCHEMA.md @@ -32,7 +32,7 @@ recursing into `run()`) is planned. "outputs": { "bytes": "zstd.bytes" }, - "steps": [...] + "steps": {...} } ``` @@ -97,31 +97,31 @@ is a wiring reference of the form `step_name.port_name`. An output port may be renamed relative to the source step's port name. Types are not declared here — they are derived from the source step's codec signature during validation. -### `steps` (array, required) -An ordered array of step objects. See [Steps](#steps) below. +### `steps` (object, required) +A named map of step objects. Keys are step names (unique DAG node identifiers). See [Steps](#steps) below. --- ## Steps ```json -{ - "name": "zstd", - "codec_id": "zstd", - "src": "file:///path/to/zstd_rs.wasm", - "inputs": { - "bytes": "input.bytes", - "level": "constant.level" - }, - "outputs": ["bytes"], - "encode_only_inputs": ["level"] +"steps": { + "zstd": { + "codec_id": "zstd", + "src": "file:///path/to/zstd_rs.wasm", + "inputs": { + "bytes": "input.bytes", + "level": "constant.level" + }, + "outputs": ["bytes"], + "encode_only_inputs": ["level"] + } } ``` -### `name` (string, required) -The unique DAG node identifier for this step. Used in wiring references by -downstream steps and pipeline outputs (`step_name.port_name`). Multiple steps -may share a `codec_id` but must have distinct `name` values. +Each key in the `steps` object is the step name — the unique DAG node identifier +used in wiring references (`step_name.port_name`). Multiple steps may share a +`codec_id` but must have distinct keys. ### `codec_id` (string, required) The logical codec identifier. Matched against the codec signature's `codec_id` @@ -176,18 +176,6 @@ pre-execution pass once all codec signatures are loaded. The protospec pipeline format is the upstream reference. The following changes were made deliberately. -### `steps` is an array, not an object - -**Protospec**: -`"steps": { "step_name": { ... } }` - -**Ours**: -`"steps": [ { "name": "step_name", ... } ]` - -JSON objects do not have a guaranteed key order in all parsers and languages. -Using an array makes execution order explicit and unambiguous without relying -on insertion order. The step name is moved into the object as the `name` field. - ### `"codec"` renamed to `"codec_id"` in steps **Protospec**: @@ -212,17 +200,6 @@ The protospec assumes a registry from which codecs are resolved by `codec_id`. No such registry exists yet. `src` provides a direct URI to the `.wasm` file and will become optional once a registry is in place. -### `name` added to steps - -**Protospec**: -step name is the object key - -**Ours**: -`"name": "step_name"` inside the step object - -A direct consequence of switching `steps` to an array. The name must live -somewhere inside the object; `name` is the natural field for it. - ### Step `outputs` is an array of port names, not an object **Protospec**: diff --git a/src/chonkle/pipeline.py b/src/chonkle/pipeline.py index bf40034..06a3d94 100644 --- a/src/chonkle/pipeline.py +++ b/src/chonkle/pipeline.py @@ -124,9 +124,9 @@ def parse(cls, source: Path | dict[str, Any]) -> Pipeline: outputs = dict(data.get("outputs", {})) steps: list[StepSpec] = [] - for step_data in data.get("steps", []): + for step_name, step_data in data.get("steps", {}).items(): step = StepSpec( - name=step_data["name"], + name=step_name, codec_id=step_data["codec_id"], src=step_data["src"], inputs=dict(step_data.get("inputs", {})), diff --git a/tests/conftest.py b/tests/conftest.py index ea3e5a6..dce7a9d 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -78,8 +78,8 @@ def cog_decode_pipeline_json() -> dict: f"file://{CODEC_DIR / 'tiff-predictor-2-c' / 'tiff-predictor-2.wasm'}" ), } - for step in pipeline["steps"]: - step["src"] = step_srcs[step["name"]] + for name, step in pipeline["steps"].items(): + step["src"] = step_srcs[name] return pipeline @@ -97,8 +97,8 @@ def cog_encode_pipeline_json() -> dict: ), "zlib": f"file://{CODEC_DIR / 'zlib-rs' / 'zlib.wasm'}", } - for step in pipeline["steps"]: - step["src"] = step_srcs[step["name"]] + for name, step in pipeline["steps"].items(): + step["src"] = step_srcs[name] return pipeline diff --git a/tests/fixtures/pipelines/cog-decode-pipeline.json b/tests/fixtures/pipelines/cog-decode-pipeline.json index 3f4f0b2..ee05a4b 100644 --- a/tests/fixtures/pipelines/cog-decode-pipeline.json +++ b/tests/fixtures/pipelines/cog-decode-pipeline.json @@ -8,9 +8,8 @@ "level": {"type": "int", "value": 9} }, "outputs": {"bytes": "predictor2.bytes"}, - "steps": [ - { - "name": "zlib", + "steps": { + "zlib": { "codec_id": "zlib", "src": "file:///path/to/codec/zlib-rs/zlib.wasm", "inputs": { @@ -20,8 +19,7 @@ "outputs": ["bytes"], "encode_only_inputs": ["level"] }, - { - "name": "predictor2", + "predictor2": { "codec_id": "tiff-predictor-2", "src": "file:///path/to/codec/tiff-predictor-2-c/tiff-predictor-2.wasm", "inputs": { @@ -31,5 +29,5 @@ }, "outputs": ["bytes"] } - ] + } } diff --git a/tests/fixtures/pipelines/cog-encode-pipeline.json b/tests/fixtures/pipelines/cog-encode-pipeline.json index a75f595..3d9c7d7 100644 --- a/tests/fixtures/pipelines/cog-encode-pipeline.json +++ b/tests/fixtures/pipelines/cog-encode-pipeline.json @@ -8,9 +8,8 @@ "level": {"type": "int", "value": 9} }, "outputs": {"bytes": "zlib.bytes"}, - "steps": [ - { - "name": "predictor2", + "steps": { + "predictor2": { "codec_id": "tiff-predictor-2", "src": "file:///path/to/codec/tiff-predictor-2-c/tiff-predictor-2.wasm", "inputs": { @@ -20,13 +19,12 @@ }, "outputs": ["bytes"] }, - { - "name": "zlib", + "zlib": { "codec_id": "zlib", "src": "file:///path/to/codec/zlib-rs/zlib.wasm", "inputs": {"bytes": "predictor2.bytes", "level": "constant.level"}, "outputs": ["bytes"], "encode_only_inputs": ["level"] } - ] + } } diff --git a/tests/fixtures/pipelines/page-split-dag.json b/tests/fixtures/pipelines/page-split-dag.json index 72fa611..5e16c98 100644 --- a/tests/fixtures/pipelines/page-split-dag.json +++ b/tests/fixtures/pipelines/page-split-dag.json @@ -11,9 +11,8 @@ "def_levels": "identity_def.bytes", "data": "identity_data.bytes" }, - "steps": [ - { - "name": "page_split", + "steps": { + "page_split": { "codec_id": "page-split", "src": "file:///path/to/codecs/page-split-rs/target/wasm32-wasip2/release/page_split_rs.wasm", "inputs": { @@ -23,8 +22,7 @@ }, "outputs": ["rep_levels", "def_levels", "data"] }, - { - "name": "identity_rep", + "identity_rep": { "codec_id": "identity", "src": "file:///path/to/codecs/identity-py/identity.wasm", "inputs": { @@ -32,8 +30,7 @@ }, "outputs": ["bytes"] }, - { - "name": "identity_def", + "identity_def": { "codec_id": "identity", "src": "file:///path/to/codecs/identity-py/identity.wasm", "inputs": { @@ -41,8 +38,7 @@ }, "outputs": ["bytes"] }, - { - "name": "identity_data", + "identity_data": { "codec_id": "identity", "src": "file:///path/to/codecs/identity-py/identity.wasm", "inputs": { @@ -50,5 +46,5 @@ }, "outputs": ["bytes"] } - ] + } } diff --git a/tests/test_executor.py b/tests/test_executor.py index 76471b5..05de210 100644 --- a/tests/test_executor.py +++ b/tests/test_executor.py @@ -38,16 +38,15 @@ def _make_simple_pipeline(src: str = "file:///fake.wasm") -> dict: "inputs": {"bytes": {"type": "bytes"}}, "constants": {"level": {"type": "int", "value": 3}}, "outputs": {"bytes": "codec.bytes"}, - "steps": [ - { - "name": "codec", + "steps": { + "codec": { "codec_id": "codec", "src": src, "inputs": {"bytes": "input.bytes", "level": "constant.level"}, "outputs": ["bytes"], "encode_only_inputs": ["level"], } - ], + }, } @@ -59,16 +58,15 @@ def _make_decode_pipeline(src: str = "file:///fake.wasm") -> dict: "inputs": {"bytes": {"type": "bytes"}}, "constants": {"level": {"type": "int", "value": 3}}, "outputs": {"bytes": "codec.bytes"}, - "steps": [ - { - "name": "codec", + "steps": { + "codec": { "codec_id": "codec", "src": src, "inputs": {"bytes": "input.bytes", "level": "constant.level"}, "outputs": ["bytes"], "encode_only_inputs": ["level"], } - ], + }, } @@ -108,22 +106,20 @@ def test_routes_step_output_to_next_step_input(self) -> None: "inputs": {"bytes": {"type": "bytes"}}, "constants": {}, "outputs": {"bytes": "step_b.bytes"}, - "steps": [ - { - "name": "step_a", + "steps": { + "step_a": { "codec_id": "some-codec", "src": "file:///a.wasm", "inputs": {"bytes": "input.bytes"}, "outputs": ["bytes"], }, - { - "name": "step_b", + "step_b": { "codec_id": "some-codec", "src": "file:///b.wasm", "inputs": {"bytes": "step_a.bytes"}, "outputs": ["bytes"], }, - ], + }, } pipeline = Pipeline.parse(data) call_log: list = [] @@ -156,9 +152,8 @@ def test_constants_passed_as_json_bytes(self) -> None: "inputs": {"bytes": {"type": "bytes"}}, "constants": {"level": {"type": "int", "value": 5}}, "outputs": {"bytes": "s.bytes"}, - "steps": [ - { - "name": "s", + "steps": { + "s": { "codec_id": "some-codec", "src": "file:///s.wasm", "inputs": { @@ -167,7 +162,7 @@ def test_constants_passed_as_json_bytes(self) -> None: }, "outputs": ["bytes"], } - ], + }, } pipeline = Pipeline.parse(data) received_pm: list = [] @@ -192,9 +187,8 @@ def test_encode_only_inputs_skipped_during_decode(self) -> None: "inputs": {"bytes": {"type": "bytes"}}, "constants": {"sym_table": {"type": "string", "value": "abc"}}, "outputs": {"bytes": "s.bytes"}, - "steps": [ - { - "name": "s", + "steps": { + "s": { "codec_id": "some-codec", "src": "file:///s.wasm", "inputs": { @@ -204,7 +198,7 @@ def test_encode_only_inputs_skipped_during_decode(self) -> None: "outputs": ["bytes"], "encode_only_inputs": ["sym_table"], } - ], + }, } pipeline = Pipeline.parse(data) received_pm: list = [] @@ -230,9 +224,8 @@ def test_encode_only_inputs_included_during_encode(self) -> None: "inputs": {"bytes": {"type": "bytes"}}, "constants": {"sym_table": {"type": "string", "value": "abc"}}, "outputs": {"bytes": "s.bytes"}, - "steps": [ - { - "name": "s", + "steps": { + "s": { "codec_id": "some-codec", "src": "file:///s.wasm", "inputs": { @@ -242,7 +235,7 @@ def test_encode_only_inputs_included_during_encode(self) -> None: "outputs": ["bytes"], "encode_only_inputs": ["sym_table"], } - ], + }, } pipeline = Pipeline.parse(data) received_pm: list = [] @@ -271,15 +264,14 @@ def test_encode_only_pipeline_input_not_required_during_decode(self) -> None: }, "constants": {}, "outputs": {"bytes": "s.bytes"}, - "steps": [ - { - "name": "s", + "steps": { + "s": { "codec_id": "some-codec", "src": "file:///s.wasm", "inputs": {"bytes": "input.bytes"}, "outputs": ["bytes"], } - ], + }, } pipeline = Pipeline.parse(data) @@ -306,15 +298,14 @@ def test_encode_only_pipeline_input_required_during_encode(self) -> None: }, "constants": {}, "outputs": {"bytes": "s.bytes"}, - "steps": [ - { - "name": "s", + "steps": { + "s": { "codec_id": "some-codec", "src": "file:///s.wasm", "inputs": {"bytes": "input.bytes"}, "outputs": ["bytes"], } - ], + }, } pipeline = Pipeline.parse(data) @@ -336,29 +327,26 @@ def test_fan_out_routing(self) -> None: "a_out": "proc_a.bytes", "b_out": "proc_b.bytes", }, - "steps": [ - { - "name": "split", + "steps": { + "split": { "codec_id": "page-split", "src": "file:///split.wasm", "inputs": {"bytes": "input.bytes"}, "outputs": ["a", "b"], }, - { - "name": "proc_a", + "proc_a": { "codec_id": "identity", "src": "file:///id.wasm", "inputs": {"bytes": "split.a"}, "outputs": ["bytes"], }, - { - "name": "proc_b", + "proc_b": { "codec_id": "identity", "src": "file:///id.wasm", "inputs": {"bytes": "split.b"}, "outputs": ["bytes"], }, - ], + }, } pipeline = Pipeline.parse(data) @@ -398,15 +386,14 @@ def test_https_uri_calls_resolve_uri(self) -> None: "inputs": {"bytes": {"type": "bytes"}}, "constants": {}, "outputs": {"bytes": "s.bytes"}, - "steps": [ - { - "name": "s", + "steps": { + "s": { "codec_id": "some-codec", "src": "https://example.com/codec.wasm", "inputs": {"bytes": "input.bytes"}, "outputs": ["bytes"], } - ], + }, } pipeline = Pipeline.parse(pipeline_data) @@ -461,7 +448,6 @@ def _make_pipeline( if step_outputs is None: step_outputs = ["bytes"] step: dict = { - "name": "s", "codec_id": "some-codec", "src": f"file:///{wasm_file}", "inputs": step_inputs, @@ -486,7 +472,7 @@ def _make_pipeline( "inputs": pipeline_inputs, "constants": {}, "outputs": {"bytes": f"s.{step_outputs[0]}"}, - "steps": [step], + "steps": {"s": step}, } ) @@ -694,22 +680,20 @@ def test_two_steps_both_wrong_reports_both(self, tmp_path: Path) -> None: "inputs": {"bytes": {"type": "bytes"}}, "constants": {}, "outputs": {"bytes": "step_b.bytes"}, - "steps": [ - { - "name": "step_a", + "steps": { + "step_a": { "codec_id": "some-codec", "src": f"file:///{wasm_a}", "inputs": {"bad_a": "input.bytes"}, "outputs": ["bytes"], }, - { - "name": "step_b", + "step_b": { "codec_id": "some-codec", "src": f"file:///{wasm_b}", "inputs": {"bad_b": "step_a.bytes"}, "outputs": ["bytes"], }, - ], + }, } ) @@ -775,15 +759,14 @@ def test_type_mismatch_pipeline_input_raises(self, tmp_path: Path) -> None: "inputs": {"data": {"type": "int"}}, "constants": {}, "outputs": {"data": "s.data"}, - "steps": [ - { - "name": "s", + "steps": { + "s": { "codec_id": "some-codec", "src": f"file:///{wasm_file}", "inputs": {"data": "input.data"}, "outputs": ["data"], } - ], + }, } ) @@ -813,15 +796,14 @@ def test_type_mismatch_constant_raises(self, tmp_path: Path) -> None: "inputs": {"bytes": {"type": "bytes"}}, "constants": {"level": {"type": "int", "value": 3}}, "outputs": {"bytes": "s.bytes"}, - "steps": [ - { - "name": "s", + "steps": { + "s": { "codec_id": "some-codec", "src": f"file:///{wasm_file}", "inputs": {"bytes": "input.bytes", "level": "constant.level"}, "outputs": ["bytes"], } - ], + }, } ) @@ -856,22 +838,20 @@ def test_type_mismatch_step_output_raises(self, tmp_path: Path) -> None: "inputs": {"bytes": {"type": "bytes"}}, "constants": {}, "outputs": {"bytes": "step_b.bytes"}, - "steps": [ - { - "name": "step_a", + "steps": { + "step_a": { "codec_id": "codec-a", "src": f"file:///{wasm_a}", "inputs": {"bytes": "input.bytes"}, "outputs": ["bytes"], }, - { - "name": "step_b", + "step_b": { "codec_id": "codec-b", "src": f"file:///{wasm_b}", "inputs": {"bytes": "step_a.bytes"}, "outputs": ["bytes"], }, - ], + }, } ) @@ -920,15 +900,14 @@ def test_missing_type_in_source_skips_check(self, tmp_path: Path) -> None: "inputs": {"bytes": {}}, "constants": {}, "outputs": {"bytes": "s.bytes"}, - "steps": [ - { - "name": "s", + "steps": { + "s": { "codec_id": "some-codec", "src": f"file:///{wasm_file}", "inputs": {"bytes": "input.bytes"}, "outputs": ["bytes"], } - ], + }, } ) @@ -1015,22 +994,20 @@ def test_inverted_execution_order_reversed(self) -> None: "inputs": {"bytes": {"type": "bytes"}}, "constants": {}, "outputs": {"bytes": "step_b.bytes"}, - "steps": [ - { - "name": "step_a", + "steps": { + "step_a": { "codec_id": "some-codec", "src": "file:///a.wasm", "inputs": {"bytes": "input.bytes"}, "outputs": ["bytes"], }, - { - "name": "step_b", + "step_b": { "codec_id": "some-codec", "src": "file:///b.wasm", "inputs": {"bytes": "step_a.bytes"}, "outputs": ["bytes"], }, - ], + }, } pipeline = Pipeline.parse(data) call_order: list[str] = [] @@ -1059,22 +1036,20 @@ def test_inverted_encode_routes_results_backward(self) -> None: "inputs": {"bytes": {"type": "bytes"}}, "constants": {}, "outputs": {"bytes": "step_b.bytes"}, - "steps": [ - { - "name": "step_a", + "steps": { + "step_a": { "codec_id": "some-codec", "src": "file:///a.wasm", "inputs": {"bytes": "input.bytes"}, "outputs": ["bytes"], }, - { - "name": "step_b", + "step_b": { "codec_id": "some-codec", "src": "file:///b.wasm", "inputs": {"bytes": "step_a.bytes"}, "outputs": ["bytes"], }, - ], + }, } pipeline = Pipeline.parse(data) received: dict[str, list] = {} @@ -1113,36 +1088,32 @@ def test_inverted_fan_in_page_split_pattern(self) -> None: "def_": "identity_def.bytes", "data": "identity_data.bytes", }, - "steps": [ - { - "name": "page_split", + "steps": { + "page_split": { "codec_id": "page-split", "src": "file:///split.wasm", "inputs": {"bytes": "input.bytes"}, "outputs": ["rep_levels", "def_levels", "data"], }, - { - "name": "identity_rep", + "identity_rep": { "codec_id": "identity", "src": "file:///id.wasm", "inputs": {"bytes": "page_split.rep_levels"}, "outputs": ["bytes"], }, - { - "name": "identity_def", + "identity_def": { "codec_id": "identity", "src": "file:///id.wasm", "inputs": {"bytes": "page_split.def_levels"}, "outputs": ["bytes"], }, - { - "name": "identity_data", + "identity_data": { "codec_id": "identity", "src": "file:///id.wasm", "inputs": {"bytes": "page_split.data"}, "outputs": ["bytes"], }, - ], + }, } pipeline = Pipeline.parse(data) received: dict[str, list] = {} @@ -1200,16 +1171,15 @@ def test_inverted_encode_only_excluded_from_decode_call(self) -> None: "inputs": {"bytes": {"type": "bytes"}}, "constants": {"level": {"type": "int", "value": 9}}, "outputs": {"bytes": "s.bytes"}, - "steps": [ - { - "name": "s", + "steps": { + "s": { "codec_id": "some-codec", "src": "file:///s.wasm", "inputs": {"bytes": "input.bytes", "level": "constant.level"}, "outputs": ["bytes"], "encode_only_inputs": ["level"], } - ], + }, } pipeline = Pipeline.parse(data) received_port_maps: list = [] diff --git a/tests/test_pipeline.py b/tests/test_pipeline.py index 2b211ab..09e910d 100644 --- a/tests/test_pipeline.py +++ b/tests/test_pipeline.py @@ -95,12 +95,12 @@ def test_dag_pipeline_outputs(self, page_split_pipeline_json: dict) -> None: def test_missing_direction_raises(self) -> None: with pytest.raises(ValueError, match="direction"): - Pipeline.parse({"codec_id": "t", "inputs": {}, "steps": []}) + Pipeline.parse({"codec_id": "t", "inputs": {}, "steps": {}}) def test_invalid_direction_raises(self) -> None: with pytest.raises(ValueError, match="direction"): Pipeline.parse( - {"codec_id": "t", "direction": "transform", "inputs": {}, "steps": []} + {"codec_id": "t", "direction": "transform", "inputs": {}, "steps": {}} ) def test_missing_codec_id_raises(self) -> None: @@ -111,15 +111,14 @@ def test_missing_codec_id_raises(self) -> None: "inputs": {"bytes": {"type": "bytes"}}, "constants": {}, "outputs": {"bytes": "s.bytes"}, - "steps": [ - { - "name": "s", + "steps": { + "s": { "codec_id": "some-codec", "src": "file:///fake.wasm", "inputs": {"bytes": "input.bytes"}, "outputs": ["bytes"], } - ], + }, } ) @@ -130,15 +129,14 @@ def test_parse_accepts_dict(self) -> None: "inputs": {"bytes": {"type": "bytes"}}, "constants": {}, "outputs": {"bytes": "s.bytes"}, - "steps": [ - { - "name": "s", + "steps": { + "s": { "codec_id": "some-codec", "src": "file:///fake.wasm", "inputs": {"bytes": "input.bytes"}, "outputs": ["bytes"], } - ], + }, } pipeline = Pipeline.parse(data) assert pipeline.direction == "encode" @@ -152,20 +150,19 @@ def _base(self) -> dict: "inputs": {"bytes": {"type": "bytes"}}, "constants": {}, "outputs": {}, - "steps": [], + "steps": {}, } def test_valid_input_ref(self) -> None: data = self._base() - data["steps"] = [ - { - "name": "s", + data["steps"] = { + "s": { "codec_id": "some-codec", "src": "file:///fake.wasm", "inputs": {"bytes": "input.bytes"}, "outputs": ["bytes"], } - ] + } data["outputs"] = {"bytes": "s.bytes"} pipeline = Pipeline.parse(data) assert pipeline.execution_order == ["s"] @@ -173,122 +170,112 @@ def test_valid_input_ref(self) -> None: def test_valid_constant_ref(self) -> None: data = self._base() data["constants"] = {"level": {"type": "int", "value": 3}} - data["steps"] = [ - { - "name": "s", + data["steps"] = { + "s": { "codec_id": "some-codec", "src": "file:///fake.wasm", "inputs": {"bytes": "input.bytes", "level": "constant.level"}, "outputs": ["bytes"], } - ] + } pipeline = Pipeline.parse(data) assert len(pipeline.steps) == 1 def test_valid_step_to_step_ref(self) -> None: data = self._base() - data["steps"] = [ - { - "name": "a", + data["steps"] = { + "a": { "codec_id": "some-codec", "src": "file:///a.wasm", "inputs": {"bytes": "input.bytes"}, "outputs": ["bytes"], }, - { - "name": "b", + "b": { "codec_id": "some-codec", "src": "file:///b.wasm", "inputs": {"bytes": "a.bytes"}, "outputs": ["bytes"], }, - ] + } pipeline = Pipeline.parse(data) assert pipeline.execution_order.index("a") < pipeline.execution_order.index("b") def test_same_codec_id_different_names_valid(self) -> None: """The same codec may appear multiple times with distinct step names.""" data = self._base() - data["steps"] = [ - { - "name": "proc_a", + data["steps"] = { + "proc_a": { "codec_id": "identity", "src": "file:///identity.wasm", "inputs": {"bytes": "input.bytes"}, "outputs": ["bytes"], }, - { - "name": "proc_b", + "proc_b": { "codec_id": "identity", "src": "file:///identity.wasm", "inputs": {"bytes": "input.bytes"}, "outputs": ["bytes"], }, - ] + } pipeline = Pipeline.parse(data) assert {s.name for s in pipeline.steps} == {"proc_a", "proc_b"} assert all(s.codec_id == "identity" for s in pipeline.steps) def test_undefined_input_raises(self) -> None: data = self._base() - data["steps"] = [ - { - "name": "s", + data["steps"] = { + "s": { "codec_id": "some-codec", "src": "file:///fake.wasm", "inputs": {"bytes": "input.missing"}, "outputs": ["bytes"], } - ] + } with pytest.raises(ValueError, match="input 'missing' is not declared"): Pipeline.parse(data) def test_undefined_constant_raises(self) -> None: data = self._base() - data["steps"] = [ - { - "name": "s", + data["steps"] = { + "s": { "codec_id": "some-codec", "src": "file:///fake.wasm", "inputs": {"n": "constant.missing"}, "outputs": ["bytes"], } - ] + } with pytest.raises(ValueError, match="constant 'missing' is not declared"): Pipeline.parse(data) def test_undefined_step_raises(self) -> None: data = self._base() - data["steps"] = [ - { - "name": "s", + data["steps"] = { + "s": { "codec_id": "some-codec", "src": "file:///fake.wasm", "inputs": {"bytes": "ghost.bytes"}, "outputs": ["bytes"], } - ] + } with pytest.raises(ValueError, match="step 'ghost' does not exist"): Pipeline.parse(data) def test_undefined_step_output_port_raises(self) -> None: data = self._base() - data["steps"] = [ - { - "name": "a", + data["steps"] = { + "a": { "codec_id": "some-codec", "src": "file:///a.wasm", "inputs": {"bytes": "input.bytes"}, "outputs": ["bytes"], }, - { - "name": "b", + "b": { "codec_id": "some-codec", "src": "file:///b.wasm", "inputs": {"bytes": "a.nonexistent"}, "outputs": ["bytes"], }, - ] + } with pytest.raises( ValueError, match="does not declare output port 'nonexistent'" ): @@ -311,15 +298,14 @@ def test_pipeline_output_constant_passthrough(self) -> None: def test_undefined_pipeline_output_ref_raises(self) -> None: data = self._base() - data["steps"] = [ - { - "name": "s", + data["steps"] = { + "s": { "codec_id": "some-codec", "src": "file:///fake.wasm", "inputs": {"bytes": "input.bytes"}, "outputs": ["bytes"], } - ] + } data["outputs"] = {"out": "s.missing_port"} with pytest.raises( ValueError, match="does not declare output port 'missing_port'" @@ -329,60 +315,36 @@ def test_undefined_pipeline_output_ref_raises(self) -> None: def test_encode_only_input_not_in_inputs_raises(self) -> None: """encode_only_input absent from step inputs raises at parse time.""" data = self._base() - data["steps"] = [ - { - "name": "s", + data["steps"] = { + "s": { "codec_id": "some-codec", "src": "file:///fake.wasm", "inputs": {"bytes": "input.bytes"}, "outputs": ["bytes"], "encode_only_inputs": ["level"], # "level" not in inputs } - ] + } with pytest.raises( ValueError, match="encode_only_input 'level' is not declared in inputs" ): Pipeline.parse(data) - def test_duplicate_step_name_raises(self) -> None: - data = self._base() - data["steps"] = [ - { - "name": "s", - "codec_id": "some-codec", - "src": "file:///fake.wasm", - "inputs": {"bytes": "input.bytes"}, - "outputs": ["bytes"], - }, - { - "name": "s", - "codec_id": "other-codec", - "src": "file:///fake.wasm", - "inputs": {"bytes": "input.bytes"}, - "outputs": ["bytes"], - }, - ] - with pytest.raises(ValueError, match="Duplicate step name"): - Pipeline.parse(data) - def test_cycle_detection(self) -> None: data = self._base() - data["steps"] = [ - { - "name": "a", + data["steps"] = { + "a": { "codec_id": "some-codec", "src": "file:///a.wasm", "inputs": {"bytes": "b.bytes"}, "outputs": ["bytes"], }, - { - "name": "b", + "b": { "codec_id": "some-codec", "src": "file:///b.wasm", "inputs": {"bytes": "a.bytes"}, "outputs": ["bytes"], }, - ] + } with pytest.raises(ValueError, match="cycle"): Pipeline.parse(data) @@ -395,29 +357,26 @@ def test_linear_order_regardless_of_declaration_order(self) -> None: "inputs": {"x": {"type": "bytes"}}, "constants": {}, "outputs": {"x": "c.x"}, - "steps": [ - { - "name": "c", + "steps": { + "c": { "codec_id": "some-codec", "src": "file:///c.wasm", "inputs": {"x": "b.x"}, "outputs": ["x"], }, - { - "name": "b", + "b": { "codec_id": "some-codec", "src": "file:///b.wasm", "inputs": {"x": "a.x"}, "outputs": ["x"], }, - { - "name": "a", + "a": { "codec_id": "some-codec", "src": "file:///a.wasm", "inputs": {"x": "input.x"}, "outputs": ["x"], }, - ], + }, } pipeline = Pipeline.parse(data) order = pipeline.execution_order @@ -431,29 +390,26 @@ def test_fan_out_order(self) -> None: "inputs": {"bytes": {"type": "bytes"}}, "constants": {}, "outputs": {}, - "steps": [ - { - "name": "split", + "steps": { + "split": { "codec_id": "page-split", "src": "file:///split.wasm", "inputs": {"bytes": "input.bytes"}, "outputs": ["a", "b"], }, - { - "name": "proc_a", + "proc_a": { "codec_id": "identity", "src": "file:///id.wasm", "inputs": {"bytes": "split.a"}, "outputs": ["bytes"], }, - { - "name": "proc_b", + "proc_b": { "codec_id": "identity", "src": "file:///id.wasm", "inputs": {"bytes": "split.b"}, "outputs": ["bytes"], }, - ], + }, } pipeline = Pipeline.parse(data) order = pipeline.execution_order @@ -467,22 +423,20 @@ def test_independent_steps_all_appear(self) -> None: "inputs": {"a": {"type": "bytes"}, "b": {"type": "bytes"}}, "constants": {}, "outputs": {}, - "steps": [ - { - "name": "step_a", + "steps": { + "step_a": { "codec_id": "some-codec", "src": "file:///a.wasm", "inputs": {"bytes": "input.a"}, "outputs": ["bytes"], }, - { - "name": "step_b", + "step_b": { "codec_id": "some-codec", "src": "file:///b.wasm", "inputs": {"bytes": "input.b"}, "outputs": ["bytes"], }, - ], + }, } pipeline = Pipeline.parse(data) assert set(pipeline.execution_order) == {"step_a", "step_b"} From f59e97a1906c152fb0448625a7a13d744f17c4c9 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Mon, 16 Mar 2026 16:18:18 -0500 Subject: [PATCH 13/52] chore: untrack docs/ai/ (local-only context files) --- docs/ai/RECENT_CHANGES.md | 112 --------------------- docs/ai/REPO_MAP.md | 103 ------------------- docs/ai/SYSTEM_OVERVIEW.md | 197 ------------------------------------- 3 files changed, 412 deletions(-) delete mode 100644 docs/ai/RECENT_CHANGES.md delete mode 100644 docs/ai/REPO_MAP.md delete mode 100644 docs/ai/SYSTEM_OVERVIEW.md diff --git a/docs/ai/RECENT_CHANGES.md b/docs/ai/RECENT_CHANGES.md deleted file mode 100644 index 9c95115..0000000 --- a/docs/ai/RECENT_CHANGES.md +++ /dev/null @@ -1,112 +0,0 @@ -# Recent Changes - -Only architectural, structural, and workflow changes. Not bug fixes or minor tweaks. - -## March 2026 - -- **COG chunk pipeline and tests**: added `codec/zlib-rs/` (Rust zlib codec via - `cargo-component`, `flate2` rust_backend). Added `tests/fixtures/chunks/cog-chunk-0` - (real 1024x1024 uint16 Sentinel-2 tile). Replaced `tests/fixtures/pipelines/zstd-linear.json` - with `cog-zlib-predictor2.json` (two-step decode: zlib → tiff-predictor-2). Replaced - `zstd_pipeline_json` fixture in conftest with `cog_chunk` + `cog_pipeline_json` fixtures - (with real `file://` URIs). Added `TestCogChunkPipeline` in `test_executor.py` with three - tests (decode size, decode type, encode/decode roundtrip via DAG inversion) gated on - `COG_CODECS_REQUIRED` (checks file existence). Updated `TestParsePipeline` fixture refs. - -- **`_inverted_port_map` fix**: inverted execution now includes constant-wired non-encode_only - inputs in the port map. Previously, codecs with required configuration parameters wired from - constants (e.g. tiff-predictor-2's `bytes_per_sample`, `width`) would receive an empty - port-map in the inverted direction, causing a missing-port error. - -- **Module-level function idiom applied**: in `executor.py`, inlined - `_resolve_uris` and `_store_inverted_outputs` (single-caller helpers) and - dropped the redundant `_build_` prefix from the port-map builders. In - `pipeline.py`, extracted `_validate_pipeline`, `_check_ref`, and - `_topological_sort` from the `Pipeline` class to module-level private - functions. `Pipeline` is now a pure dataclass (fields + `parse()` classmethod - factory); no instance methods or `@staticmethod`s remain on the class. - -- **Pipeline direction inversion**: `run()` gains required positional `direction: - Direction` parameter. `pipeline.direction` is now metadata (authoring direction) - not an execution constraint. Forward execution (`direction == pipeline.direction`) - is unchanged. Inverted execution (`direction != pipeline.direction`) reverses - `execution_order`, calls the opposite WIT function per step, builds port-maps from - `step.outputs` (plus `encode_only_inputs` when calling encode), and routes results - back through `step.inputs` wiring refs. Inverted inputs are keyed by - `pipeline.outputs` names; inverted outputs by `pipeline.inputs` names. CLI gains - optional `--direction` flag (defaults to `pipeline.direction`). `Direction` type - exported from `__init__.py`. - -- **Pipeline JSON schema refined** (`docs/PIPELINE_SCHEMA.md`): schema diverges - from protospec in two newly-implemented ways. (1) Step `outputs` is now an - array of port name strings (`["bytes"]`) instead of a typed object; `pipeline.py` - parser changed from `.keys()` extraction to direct list parsing; all fixture - JSONs and inline test dicts updated. (2) Pipeline-level inputs now support - `encode_only: true`; `executor.py` skips requiring and loading such inputs - when `direction == "decode"`. New tests cover both directions for pipeline-level - `encode_only`. - -- **Pipeline JSON schema aligned with protospec**: four structural - inconsistencies resolved. `Pipeline.inputs` changed from `list[str]` to - `dict[str, Any]` (typed port descriptors). Step `outputs` changed from - `list[str]` in JSON to a typed object; parser extracts keys internally so - `StepSpec.outputs` remains `list[str]`. `constants` values changed from flat - scalars to typed descriptors `{"type": ..., "value": ...}`; executor - serializes `descriptor["value"]`. `configuration` field removed from steps; - `cfg` passed to codec components is always `b"{}"`. All fixture JSONs, tests, - README, and docs/ai/ files updated. - -- **Signature format and validation**: codec signature sidecar format changed from a - flat list format to the protospec codec signature (ports as dict keys with `type`, - `required`, `default`, `encode_only` descriptors). Validation now covers both inputs - and outputs using subset checks. Input validation is direction-aware: `encode_only` - ports are excluded from valid inputs during decode. `_validate_signature` receives - `direction`. `pipeline.py` `_validate()` now checks that every `encode_only_inputs` - entry is declared in `step.inputs`. - -- **DAG pipeline orchestrator**: replaced the linear pipeline model with a full - DAG pipeline. New `pipeline.py` parses pipeline JSON into a `Pipeline` - dataclass, validates wiring references at parse time, and produces a - topologically sorted `execution_order` (Kahn's algorithm). New `executor.py` - drives execution via Wasmtime Component Model, routing named port-map outputs - between steps. Old `pipeline.py` (linear, numcodecs-based) removed. - -- **WIT interface**: added `wit/codec.wit` defining `chonkle:codec@0.1.0` with - the `transform` interface (`encode`/`decode` taking `port-map` and `config` - as `list`). All codecs must implement this interface. Supersedes the ad-hoc - per-codec WIT used by `tiff-predictor-2-python`. - -- **`wasm_download.py` extended**: added `resolve_uri()` consolidating URI - resolution previously scattered in `wasm_runner.py`. Supports `file://` and - `https://`; raises `NotImplementedError` for `oci://` (not yet implemented). - -- **Signatures required + auto-downloaded**: codec signatures (`.signature.json` - sidecar alongside `.wasm`) are now required. `_validate_signature()` raises - `FileNotFoundError` if the sidecar is absent. Naming convention changed from - `{stem}.json` to `{stem}.signature.json`. `download_https()` now derives the - signature URL from the `.wasm` URL and downloads both atomically. `download_oci()` - verifies that the OCI artifact contains a `.signature.json` layer and raises - `ValueError` if absent. OCI support implemented in `resolve_uri()` (was - `NotImplementedError`); `_derive_signature_url()` and `_download_url_to()` helpers - added to `wasm_download.py`. - -- **Removed numcodecs/numpy**: `codecs.py` (TiffPredictor2, BytesCodec) and - `wasm_runner.py` removed. All codecs are now Wasm components; no Python/ - numcodecs codecs remain. `numcodecs` and `numpy` removed from dependencies. - -- **Test fixtures**: replaced binary chunk fixtures (`tests/fixtures/chunks/`) - with programmatically generated test data in `conftest.py`. Pipeline JSON - fixtures added at `tests/fixtures/pipelines/` (zstd-linear, page-split-dag). - -- **CLI replaced**: `chonkle encode`/`chonkle decode` commands (array-centric) - replaced by `chonkle run --pipeline … --input name=file` (format-agnostic). - -## February 2026 - -- **COG extraction** (98741d4): removed entire `cog/` subpackage. COG - functionality now lives in the external `chunk-utils` repo. -- **Module flattening** (db43fd0): moved `chonkle.decode.*` to top-level - `chonkle.*`. The `decode/` subdirectory no longer exists. -- **Encode support** (db43fd0): added `encode()` to the pipeline (now removed). -- **WASM download system** (e459be5): added `wasm_download.py`. -- **Python version** (3ebacbb): minimum lowered from 3.14 to 3.13. diff --git a/docs/ai/REPO_MAP.md b/docs/ai/REPO_MAP.md deleted file mode 100644 index db36abb..0000000 --- a/docs/ai/REPO_MAP.md +++ /dev/null @@ -1,103 +0,0 @@ -# Repository Map - -## WIT — `wit/` - -- **codec.wit** — WIT interface definition for all codec components: - `chonkle:codec@0.1.0`, world `codec`, interface `transform` with `encode` - and `decode` functions - -## Codecs — `codec/` - -Each codec directory contains a `.wasm` binary, a `.signature.json` sidecar, -and its build source. - -### Built - -- **tiff-predictor-2-c/** — TIFF horizontal differencing, C + Zig build, - ports: `bytes` + `bytes_per_sample` + `width` in, `bytes` out -- **zlib-rs/** — zlib compress/decompress, Rust (`cargo-component`), ports: - `bytes` in (+ optional `level` encode-only), `bytes` out. - Build: `cargo component build --release` in `codec/zlib-rs/`. - Output copied to `codec/zlib-rs/zlib.wasm`. - -### Planned - -- **zstd-rs/** — zstd encode/decode, Rust -- **page-split-rs/** — byte-range splitter, Rust, fan-out (1 input, 3 outputs) -- **identity-py/** — passthrough codec, Python via componentize-py - -## Source — `src/chonkle/` - -Core library. All public API is re-exported from `__init__.py`. - -- **pipeline.py** — DAG pipeline parsing and validation. Entry point: `parse()`. - Parses pipeline JSON into a `Pipeline` dataclass, validates all wiring - references, and produces a topologically sorted `execution_order`. - Key types: `Pipeline`, `StepSpec`, `WiringRef`. -- **executor.py** — DAG execution via Wasmtime Component Model. Entry point: - `run(pipeline, inputs, direction)`. Resolves codec URIs, validates signature - sidecars, builds port-maps, calls each step's Wasm component in order. -- **wasm_download.py** — codec URI resolution and fetch cache. `resolve_uri()` - handles `file://`, `https://`, and `oci://`. `download_https()` and `download_oci()` - store downloaded `.wasm` files locally keyed by SHA-256 or OCI reference. - Respects `CHONKLE_CACHE_DIR` and `CHONKLE_FORCE_DOWNLOAD` env vars. -- **cli.py** — `chonkle run` command. Accepts `--pipeline`, `--input NAME=FILE`, - `--output NAME=FILE`, `--force-download`. - -## Tests — `tests/` - -pytest-based. Network tests require `--run-network` flag. - -- **test_pipeline.py** — pipeline parsing, wiring validation, topological sort -- **test_executor.py** — executor wiring logic (mocked components), signature - validation, URI resolution integration, CODEC_REQUIRED codec round-trip tests -- **test_wasm_download.py** — cache behavior, HTTPS and OCI download mocking, - force-redownload -- **conftest.py** — pytest fixtures (`raw_chunk`, `page_split_input`, - `zstd_pipeline_json`, `page_split_pipeline_json`), `--run-network` option - -## Test Fixtures — `tests/fixtures/pipelines/` - -Pipeline JSON files for testing and demonstration: - -- **zstd-linear.json** — single-step encode pipeline using the zstd codec -- **page-split-dag.json** — fan-out DAG: page-split + three identity codec steps - -## Demo — `demo/` - -- **chonkle-pipeline.ipynb** — end-to-end demo notebook (pre-dates DAG branch) -- **tiff-predictor-2-c.wasm** — pre-compiled legacy Wasm module -- **README.md** — setup and run instructions - -## Docs — `docs/` - -- **wasm/** — general Wasm knowledge base (not project-specific): - - **OVERVIEW.md**, **WASI.md**, **MEMORY.md**, **WIT.md**, **COMPONENT_MODEL.md**, - **WIT_RESOURCES.md** (handles, own vs borrow, handle tables, resource-sharing - patterns, and why resources don't reduce copy counts in chonkle's pipeline) -- **internals/** — architectural decision records and internals: - - **DISTRIBUTION.md** — remote storage options for `.wasm` files - - **DATA_COPIES.md** — copy-count accounting, edge-type table, and analysis of copy-reduction approaches - - **CANONICAL_ABI_PERF.md** — measured throughput of the Python canonical ABI binding vs. native host - - **CACHING.md** — fetch cache and wasmtime compilation cache design - -## Docs — `docs/ai/` - -Persistent AI context files. Read by Claude Code at conversation start. - -## Bench — `bench/` - -See `bench/README.md` for usage. - -- **rust-host/** — standalone Rust crate, `wasmtime-rs 41` typed bindings. - `cd bench/rust-host && cargo build --release && cargo run --release` -- **python-host/time_abi_raw.py** — raw wasmtime-py call, bypasses chonkle - executor. PEP 723 inline deps (`wasmtime==41.*`). - `uv run bench/python-host/time_abi_raw.py` -- **chonkle-host/time_codec.py** — drives the chonkle executor across codec - types and sizes. PEP 723 inline dep (`chonkle @ ../..`). - `uv run bench/chonkle-host/time_codec.py` - -## CI — `.github/workflows/` - -- **ci.yml** — lint job (pre-commit on Python 3.14) + test matrix (3.13, 3.14) diff --git a/docs/ai/SYSTEM_OVERVIEW.md b/docs/ai/SYSTEM_OVERVIEW.md deleted file mode 100644 index aea6614..0000000 --- a/docs/ai/SYSTEM_OVERVIEW.md +++ /dev/null @@ -1,197 +0,0 @@ -# System Overview - -## Purpose - -chonkle is a Wasm Component Model codec pipeline library. Pipelines are DAGs of -codec steps, each implemented as a Wasm component that exports the -`chonkle:codec/transform` WIT interface. The Python orchestrator parses pipeline -JSON, validates wiring, topologically sorts steps, and drives execution via -wasmtime-py. - -Part of the NASA-IMPACT VEDA / cylf-dev ecosystem for satellite imagery processing. - -## Architecture - -Pipeline DAG design where each execution is driven by a pipeline JSON file: - -- **Parsing**: `pipeline.py` parses JSON into a validated `Pipeline` dataclass - with topologically sorted steps -- **Execution**: `executor.py` resolves codec URIs, builds port-maps, and calls - each step's Wasm component in topological order -- **Codec interface**: all codecs implement `chonkle:codec/transform` (WIT in - `wit/codec.wit`): `encode` and `decode` take a `port-map`, return - `result` -- **Port routing**: named ports (`list>>`) enable - fan-out and fan-in. The executor routes step outputs to downstream step inputs - by wiring reference -- **Direction**: `pipeline.direction` records which direction the DAG was authored - in (by convention, `"decode"`). The caller always specifies a runtime direction - when calling `run()`. When `direction == pipeline.direction`, execution is - forward (current order, current WIT function). When they differ, execution is - inverted: steps run in reversed topological order, the opposite WIT function is - called, port-maps are built from `step.outputs` plus constant-wired non-encode_only - inputs, and results are routed back through `step.inputs` wiring refs. - -## Subsystems - -- **pipeline** (`pipeline.py`): parse pipeline JSON, validate wiring references, - topological sort (Kahn's algorithm). Entry points: `parse()`. Key types: - `Pipeline`, `StepSpec`, `WiringRef` -- **executor** (`executor.py`): execute a `Pipeline` via Wasmtime Component - Model. Entry point: `run(pipeline, inputs, direction)`. Internal phases: - URI resolution (inline dict comprehension in `run()`), `_validate_signatures()` - (validate all signatures before any execution, collecting all errors), - `_execute_forward()` / `_execute_inverted()` (split by direction), - `_forward_port_map()` / `_inverted_port_map()` (port-map builders), - `_call_component()` (calls one Wasm codec step), `_validate_signature()` - (per-step signature checker) -- **wasm_download** (`wasm_download.py`): resolve codec URIs to local paths and - cache remote downloads. `resolve_uri()` handles `file://`, `https://`, and - `oci://`. `download_https()` downloads the `.wasm` and its `.signature.json` - sidecar together. `download_oci()` pulls the OCI artifact and verifies both - files are present. Cache keyed by SHA-256 of URL (HTTPS) or reference path - (OCI). Respects `CHONKLE_CACHE_DIR` and `CHONKLE_FORCE_DOWNLOAD` env vars. -- **cli** (`cli.py`): `chonkle run --pipeline pipeline.json --input name=file` - command - -## WIT Interface - -```wit -package chonkle:codec@0.1.0; - -interface transform { - type port-name = string; - type port-map = list>>; - - encode: func(inputs: port-map) -> result; - decode: func(inputs: port-map) -> result; -} - -world codec { - export transform; -} -``` - -## Pipeline JSON Schema - -```json -{ - "codec_id": "my-pipeline", - "direction": "encode", - "inputs": {"bytes": {"type": "bytes"}}, - "constants": {"level": {"type": "int", "value": 3}}, - "outputs": {"bytes": "step_name.port_name"}, - "steps": { - "step_name": { - "codec_id": "some-codec", - "src": "file:///path/to/codec.wasm", - "inputs": {"bytes": "input.bytes", "level": "constant.level"}, - "outputs": ["bytes"], - "encode_only_inputs": ["level"] - } - } -} -``` - -Field notes: - -- `codec_id` at the pipeline level is required (a pipeline is itself a codec per protospec) -- Each step's key in the `steps` object is the unique DAG node identifier; used in wiring references; must be unique within the pipeline -- `codec_id` within each step is the logical codec identifier; the same codec may appear as - multiple steps with different keys -- `src` is the URI of the codec implementation (will become optional once a registry exists) -- Wiring reference forms: `input.`, `constant.`, `.` -- `inputs` (pipeline level) are typed dicts: `{"port": {"type": "..."}}`; step `outputs` are arrays of port name strings: `["port1", "port2"]` -- `constants` are typed descriptors: `{"name": {"type": "...", "value": ...}}`; type info is - stored but not validated (PoC scope) -- `configuration` field is absent; all codec parameters flow through port-map via constants - -## Codec Signature Sidecar - -A `.signature.json` file alongside each `.wasm` containing the protospec codec -signature. **Required** — `_validate_signature()` raises `FileNotFoundError` if -absent. Naming convention: `{stem}.signature.json` (e.g. `zstd.wasm` → -`zstd.signature.json`). Ports are dict keys; values are descriptors: - -```json -{ - "codec_id": "zstd", - "inputs": { - "bytes": {"type": "bytes", "required": true}, - "level": {"type": "int", "required": false, "default": 3, "encode_only": true} - }, - "outputs": { - "bytes": {"type": "bytes"} - } -} -``` - -For `https://` URIs the signature URL is derived by replacing `.wasm` with -`.signature.json` in the path; both are downloaded together. For `oci://` URIs -the signature must be a layer in the same OCI artifact. For `file://` URIs the -sidecar must already exist on disk. Validation rules: - -- Both inputs and outputs use **subset checks** — the step need not use every port - the codec declares -- Input validation is **direction-aware**: ports marked `encode_only: true` are - excluded from the valid input set when running in decode direction -- Active step inputs = `step.inputs.keys() - encode_only_inputs` (the executor - already skips encode_only_inputs during decode) - -## Codec Cache - -Two distinct layers: - -1. **Fetch cache** (`wasm_download.py`): stores downloaded `.wasm` files locally. - Keyed on SHA-256 of URL. Controlled by `CHONKLE_CACHE_DIR` and - `CHONKLE_FORCE_DOWNLOAD`. -2. **Compilation cache**: wasmtime's built-in disk cache for compiled `.cwasm` - artifacts. Enabled via `wasmtime.Config().cache = True`. Managed by wasmtime. - -## Major Rules - -- All codecs are Wasm components (Component Model); no Python/numcodecs codecs -- Port names inside port-maps are runtime conventions, not WIT type guarantees — - port name mismatches surface as runtime errors -- `encode_only_inputs` are omitted from the port-map on `decode` calls; included on `encode` calls (even when inverted) -- Constants are serialized as UTF-8 JSON bytes when placed in a port-map entry -- Wiring validation is done at parse time; signature validation in a pre-execution - pass (all steps validated before any component is called) -- Signatures are required; execution raises `FileNotFoundError` if absent -- `http://` URIs raise `ValueError`; `file://`, `https://`, `oci://` are supported -- Pipeline inversion (encode ↔ decode DAG reversal) is implemented: pass `direction` opposite to `pipeline.direction` to `run()` - -## Development - -- **Package manager**: uv (lock file: `uv.lock`) -- **Build backend**: hatchling -- **Python**: >= 3.13, CI tests on 3.13 and 3.14 -- **Linting/formatting**: ruff (extensive rule set) -- **Type checking**: mypy (`ignore_missing_imports = true`) -- **Testing**: pytest -- **Pre-commit**: ruff check, ruff format, mypy, yaml/toml validation -- **CI**: GitHub Actions — lint job (Python 3.14) + test matrix (3.13, 3.14) -- **Runtime deps**: wasmtime, oras - -## Testing - -- Tests that require compiled codec `.wasm` files are marked `CODEC_REQUIRED` - (`skipif(True, ...)`) and will not pass until codecs are built -- Network tests gated behind `--run-network` / `@pytest.mark.network` -- Test data is generated programmatically in `conftest.py` (no binary blobs) - -## Writing Style - -- Avoid qualitative claims without data: do not use "significant", "dramatic", - "substantial", "greatly" unless backed by measurements or statistical analysis -- State facts directly without editorializing -- Skip self-congratulatory language in commit messages, code comments, and docs -- Use as few contractions as possible - -## Maintenance - -- Update this file when subsystems change or new patterns are established -- Update `REPO_MAP.md` when adding/removing directories or modules -- Update `RECENT_CHANGES.md` when making architectural changes (not bug fixes). - Prune entries older than ~3 months or when the file exceeds ~15 items. -- Keep all docs/ai/ files scannable: bullets over paragraphs, minimal code blocks From 7ea8130ce6608047fc7be78f6a610dd5c306b461 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Mon, 16 Mar 2026 16:19:18 -0500 Subject: [PATCH 14/52] docs: add codec pipeline tradeoff analysis and F3 comparison --- .../comparisons/CODEC_PIPELINE_TRADEOFFS.md | 587 ++++++++++++++++++ docs/reference/comparisons/F3_COMPARISON.md | 69 ++ 2 files changed, 656 insertions(+) create mode 100644 docs/reference/comparisons/CODEC_PIPELINE_TRADEOFFS.md create mode 100644 docs/reference/comparisons/F3_COMPARISON.md diff --git a/docs/reference/comparisons/CODEC_PIPELINE_TRADEOFFS.md b/docs/reference/comparisons/CODEC_PIPELINE_TRADEOFFS.md new file mode 100644 index 0000000..965270d --- /dev/null +++ b/docs/reference/comparisons/CODEC_PIPELINE_TRADEOFFS.md @@ -0,0 +1,587 @@ +# Codec Pipeline Architecture: Trade-off Analysis + +This document analyzes the trade-offs across two related design axes for codec +pipelines that support WebAssembly: + +1. **Mixed native + Wasm codecs vs. all-Wasm codecs** — whether to allow + non-Wasm codecs (Python C extensions, shared libraries, etc.) alongside Wasm + codecs in the same execution graph. + +2. **Core module ABI vs. Component Model vs. both** — which Wasm interface style + to use for the Wasm codecs: raw integer pointer/length conventions (Core), the + typed WIT/Canonical ABI layer (Component Model), or a mix of the two. + +These axes interact. The combination chosen affects performance, portability, +security, testability, and operational complexity. Both axes are analyzed +separately, then the interactions are summarized. + +--- + +## Background: Data Movement at Step Boundaries + +Understanding copy counts is foundational to both analyses. Wasm's sandbox model +means a module can read and write only its own linear memory — it cannot +dereference a host pointer. The host can read and write the module's linear +memory but not the reverse. This isolation is why data copies at step boundaries +are currently unavoidable. + +For any Wasm codec invocation, two copies occur regardless of host language: + +``` + host bytes + │ + copy in (lower: host → Wasm linear memory) + │ + ▼ +Wasm linear memory + │ + codec runs + │ + ▼ +Wasm linear memory + │ + copy out (lift: Wasm linear memory → host) + │ + ▼ + host bytes +``` + +The *cost* of those copies depends heavily on the host language and the Wasm +interface style: + +| Step A → Step B | Copies | Transfer mechanism | Speed (Python host) | +|-----------------------------------------------|--------|-----------------------------|----------------------| +| Native → Native | 0 | Python object reference | — | +| Native → Core module | 1 | `Memory.write()` (ctypes) | ~10 GB/s | +| Core module → Native | 1 | `Memory.read()` (ctypes) | ~10 GB/s | +| Core module → Core module (Python host) | 2 | `Memory.read()` + `write()` | ~10 GB/s | +| Component → Component (Python host) | 2 | Canonical ABI lift + lower | 1.4–1.9 MB/s † | +| Component → Component (Rust/Go host) | 2 | Single memcpy per direction | ~10 GB/s | + +† Measured on wasmtime-py 41 against the `identity` and `predictor2` codecs with +1–2 MB buffers. The Python binding (`wasmtime._component._types.ListType`) iterates +every byte individually in Python: one `isinstance()` check and one ctypes field +write per byte. At 2 MB, this is ~2 million Python loop iterations per copy +direction. The Rust binding for the same WASM binary does a single `memory.write()` +call (one memcpy). Measured throughput: 1.7 MB/s (Python raw bench) vs. 9,113 MB/s +(Rust bench) at identical buffer sizes. This bottleneck is in the Python binding +layer; it is not a property of the Component Model architecture. The correct fix is +a native orchestrator. + +--- + +## Part 1: Mixed Native + Wasm vs. All-Wasm Pipelines + +### Definitions + +A **native codec** runs directly in the host process: Python C extensions +(numcodecs, Cython, ctypes, cffi), shared libraries, or pure Python functions. +No sandbox, no runtime overhead, full access to host memory and hardware. + +A **Wasm codec** is compiled to a `.wasm` binary and executed inside a Wasm +runtime (e.g., Wasmtime). The runtime's sandbox enforces memory isolation. + +> Note: `.wasm` files are not directly executable. The runtime compiles them to +> native machine code (`.cwasm`) on first load and can cache the result on disk. +> The `.wasm` artifact is portable; the compiled `.cwasm` is platform-specific. + +--- + +### Mixed Native and Wasm Pipelines + +**Pros** + +- **Incremental adoption.** Existing native codecs can be used immediately + without rewriting. Teams can introduce Wasm codecs alongside existing Python + packages without a full migration. + +- **Zero-copy at native-to-native boundaries.** When two adjacent pipeline steps + are both native (e.g., two numcodecs transforms), data passes as a Python object + reference. No serialization or memory copy occurs at that edge. + +- **Full hardware access.** Native codecs have unrestricted access to GPUs, + hardware crypto accelerators, architecture-specific SIMD (AVX, NEON), and any + OS-level facility. Wasm does not support GPU offload and relies on WASI for + system interfaces, which does not yet cover all hardware access patterns. + +- **Mature toolchain.** Native codecs use standard package managers (pip, conda) + and standard build tools. No Wasm-specific toolchain is required for the native + steps. + +- **Native debugging.** Stack traces from native codecs are standard Python/C + frames. Debuggers and profilers (pdb, py-spy, gdb) attach directly without + Wasm frame indirection. + +**Cons** + +- **Non-uniform interface contract.** Native and Wasm codecs have different + calling conventions. The orchestrator must implement at least two code paths. + Load-time interface verification applies only to the Wasm subset; native codecs + have no equivalent mechanism. + +- **Inconsistent security boundary.** Wasm codecs are sandboxed; native codecs + run in the host process without isolation. A bug or supply-chain compromise in + a native codec has full access to the host process, its memory, and its + filesystem. The overall pipeline's security posture is determined by the + least-sandboxed codec. + +- **Heterogeneous distribution.** Native codecs are Python packages with + platform-specific builds (`.so`, `.pyd`). Wasm codecs are `.wasm` binaries with + different registries and verification schemes. Versioning, pinning, auditing, + and caching use two distinct mechanisms. + +- **Portability limited by native codecs.** A pipeline is only as portable as its + least-portable native codec. A native codec that depends on a platform-specific + shared library cannot run in a containerized or cross-platform environment + without platform-specific builds or layers. + +- **No static composition.** `wasm-tools compose` and `wac` (the WebAssembly + composition tools) operate only on Component Model components. A pipeline that + includes native steps cannot be statically merged into a single artifact. + +- **Test strategy fragmentation.** Unit-testing a native codec requires different + mocking and isolation strategies than testing a Wasm codec. Test infrastructure + must account for both codec types. + +--- + +### All-Wasm Pipelines + +**Pros** + +- **Uniform interface contract.** Every codec implements the same WIT interface. + The orchestrator uses one calling convention for all steps. Interface + verification is uniform: the runtime rejects mismatched components before any + data is processed, not as a silent runtime failure. + +- **Portable artifacts.** The same `.wasm` binary runs on any OS and architecture + that the runtime supports (Linux x86_64, macOS arm64, cloud serverless + environments) without changes to the artifact. Platform-specific work is handled + by the runtime's compilation step. + +- **Uniform security boundary.** Every codec is sandboxed. A buggy or compromised + codec cannot access host memory, the filesystem, or the network beyond what the + runtime explicitly grants via WASI. The trust model is consistent across all + pipeline steps. + +- **Uniform distribution.** All codecs are `.wasm` artifacts. They use the same + registry, the same verification scheme (e.g., `.signature.json` sidecar), and + the same caching infrastructure. + +- **Language-agnostic authoring.** Any language with a Wasm toolchain — Rust + (`cargo-component`), C/C++ (`wit-bindgen-c`), Python (`componentize-py`), Go + (`wit-bindgen-go`) — can implement the same codec interface. The host does not + care what language the codec was written in. + +- **Static composition (Component Model, fixed topology).** `wasm-tools compose` + can merge a fixed pipeline topology into a single component. Intra-component + calls share a single linear memory, so inter-step copies are eliminated. A + 2-step composed pipeline pays 2 copies total (one into the composed component, + one out) rather than 4. This requires the pipeline topology to be known at build + time; it is not applicable to dynamic DAG pipelines. + +**Cons** + +- **2 copies per step boundary.** Wasm's sandbox requires data to cross the + host–codec boundary at each step edge. An N-step pipeline incurs 2N total + copies. (Static composition reduces this to 2, but only for fixed topologies.) + +- **Canonical ABI cost under Python orchestrators.** With wasmtime-py, each + copy direction through the Component Model Canonical ABI runs at 1.4–1.9 MB/s + for `list` data. A 2-step pipeline processing 2 MB tiles takes + approximately 4–5 s. A native (Rust/Go) orchestrator eliminates this: both + copy directions run at memcpy speed (~10 GB/s). The Wasm architecture is not + at fault; the bottleneck is the Python binding implementation. + +- **Limited hardware access.** GPU compute, architecture-specific SIMD beyond + what the Wasm SIMD proposal covers, and OS-level I/O not exposed through WASI + are not available inside a codec without explicit runtime host function + bindings. Codecs that need hardware accelerators are constrained by what the + runtime exposes. + +- **Toolchain requirements for codec authors.** Codec authors need a + Wasm-capable toolchain and must maintain `.wasm` build artifacts alongside + source. Component Model toolchains (cargo-component, componentize-py) are + newer than general Wasm toolchains and vary in maturity by language. + +- **Runtime scope.** Not every execution environment supports the same Wasm + features. Component Model requires a runtime that implements it (Wasmtime, + Wasmer 4+). Browser-native Component Model support requires polyfills as of + 2025. IoT-targeted runtimes (wasm3, WAMR) have limited or no Component Model + support. + +- **Debugging requires runtime-aware tools.** Useful stack traces from Wasm + frames require DWARF debug info embedded in the binary (optional and larger) + and runtime support for source-mapped frames (e.g., Wasmtime's `--debug` + mode). Standard Python debuggers and profilers do not see inside Wasm frames. + +--- + +### Summary: Mixed vs. All-Wasm + +| Property | Mixed Native + Wasm | All-Wasm | +|-----------------------------|--------------------------------------|---------------------------------------| +| Interface uniformity | No — dual calling convention | Yes — one WIT contract | +| Security isolation | Inconsistent (weakest codec wins) | Uniform sandbox per codec | +| Portability | Limited by native codecs | Platform-agnostic `.wasm` artifact | +| Step boundary copies | 0 (native→native); 1 (native↔Wasm); 2 (Wasm→Wasm) | 2 per step edge | +| Static composition | Not applicable | Available (Component Model, fixed topology) | +| Distribution uniformity | No — packages + `.wasm` files | Yes — `.wasm` artifacts only | +| Migration barrier | Low — existing codecs reusable | Higher — requires Wasm toolchain | +| Hardware access | Full (native steps) | Limited to WASI + host functions | +| Load-time verification | Wasm steps only | All steps | +| Debugging | Native steps: standard tools; Wasm steps: runtime-aware | Runtime-aware throughout | +| Orchestrator code paths | Multiple (by codec type) | One | + +--- + +## Part 2: Core Module ABI vs. Component Model + +This section covers the interface style used for the Wasm codecs — how data +crosses the host–codec boundary. This choice is orthogonal to Part 1 but +interacts with it (discussed in Part 3). + +### Definitions + +**Core module ABI** (hereafter "Core ABI"): The codec is compiled as a Core +WebAssembly module. Its exported functions use only Wasm's numeric primitives +(`i32`, `i64`, `f32`, `f64`). Data exchange uses manually agreed +pointer/length conventions; the host reads and writes the module's linear +memory directly using `Memory.write()` and `Memory.read()`. + +**Component Model**: The codec is compiled as a Component Model component, a +distinct binary format (different magic bytes: `0d 00 01 00` vs. `01 00 00 00` +for Core modules). Its interface is declared in WIT; the Canonical ABI handles +all type marshalling automatically. The component's linear memory is hidden +from the host — there is no `Memory.write()` path available. + +--- + +### Core Module ABI + +**Pros** + +- **Fast host↔codec data transfer in all host languages, including Python.** + The host exchanges data with the module via `Memory.write()` and + `Memory.read()`, which are single C-level calls (one memcpy each) regardless + of host language. In Python, this is the same speed as numpy memory access. + There is no per-byte Python loop. This is the primary performance advantage + over the Component Model's Python binding. + +- **Broadest runtime compatibility.** Core WebAssembly is the foundational spec. + Every Wasm runtime — Wasmtime, Wasmer, wasm3, browser WebAssembly, WAMR — + supports Core modules. Component Model support is a superset of capabilities + that not all runtimes implement. + +- **Simpler binary format.** Core modules have less format overhead than + Component Model wrappers. Inspection with tools like `wasm2wat` or + `wasm-objdump` is more direct, which simplifies debugging and auditing. + +- **Minimal toolchain requirements.** Any language that can target + `wasm32-wasi` or `wasm32-unknown-unknown` produces a Core module without + needing Component Model toolchain support. Component Model toolchains are + newer and not uniformly available across all languages. + +- **No ABI evolution risk from the WIT/Canonical ABI layer.** The calling + convention is agreed between the codec author and the host; it does not change + unless one side explicitly changes it. There is no shared specification layer + that can introduce a breaking change in a new runtime version. + +**Cons** + +- **No machine-readable interface.** There is no formal description of what the + module expects or produces. The host and codec author agree on a calling + convention out-of-band (documentation, header files). Violations — wrong + pointer size, off-by-one in a length, mismatched buffer layout — surface as + silent data corruption or incorrect output, not as a load-time error. + +- **No automated code generation.** Every host language must independently + implement the same pointer/length marshalling protocol. There is no toolchain + equivalent of `wit-bindgen` to generate correct glue from a shared definition. + +- **No load-time interface verification.** The runtime validates that exported + function type signatures use the right numeric primitive types. It cannot + verify that the codec interprets those integers as a port-map in any + particular way. + +- **No ecosystem composition.** `wasm-tools compose` and `wac` operate on + Component Model components only. Core modules cannot be statically composed + into a single-binary pipeline. + +- **Manual memory management.** The host must call the module's exported + allocator to reserve memory, write data in, call the codec function, and then + free the allocation. Incorrect management leaks memory within the module's + linear memory or causes use-after-free during a codec invocation. + +- **No rich type system at the boundary.** All values must be encoded as + integers or floats. Strings, lists, records, and variant types require a + manually defined serialization convention, which must be independently + implemented on both sides and is not self-describing. + +--- + +### Component Model + +**Pros** + +- **Interface verification at load time.** The runtime checks that the + component's WIT exports match the expected interface before any code runs. + Type and name mismatches are caught immediately as a hard error — not as + silent runtime data corruption. + +- **Automated code generation.** WIT toolchains generate all marshalling glue + from the `.wit` file: `wit-bindgen` for Rust and C, `cargo-component` for + Rust, `componentize-py` for Python, `wit-bindgen-go` for Go. Codec authors + work with native types in their language; the generated code handles memory + management and type adaptation. + +- **Language-agnostic interoperability.** Any language with a Component Model + toolchain can implement the same WIT interface. A Rust host can call a Python + codec and a C codec through one uniform code path. No manual coordination + between codec authors and host developers is needed beyond the shared `.wit` + file. + +- **Rich type system.** WIT supports strings, `list`, `tuple`, + `option`, `result`, `record` (named struct), `variant` (tagged + union), and `resource` (opaque handle). These types are expressed directly in + the interface and require no manual serialization convention. + +- **Memory isolation by design.** The component's linear memory is not + accessible to the host. The host cannot read or write it outside the WIT + interface. This is both a security property (host code cannot corrupt component + memory) and a correctness property (no accidental aliasing). + +- **Self-describing binary.** Components embed their WIT interface declarations + in the binary. Tooling can inspect a component's interface without consulting + out-of-band documentation. + +- **Static composition.** `wasm-tools compose` and `wac` can merge a fixed + pipeline topology into one component. Intra-component calls share a single + linear memory, eliminating the Canonical ABI crossing (and therefore the copy) + at each inter-step boundary. For an N-step pipeline, this reduces total copies + from 2N to 2 regardless of step count. + +- **Ecosystem alignment.** The Wasm ecosystem — WASI P2, warg/wa.dev component + registry, Bytecode Alliance tooling, wasmCloud, Spin — is converging on the + Component Model as the standard interface for Wasm artifacts. Components are + first-class citizens in this ecosystem; Core modules are a lower-level + substrate. + +**Cons** + +- **Canonical ABI cost under Python hosts.** wasmtime-py's Canonical ABI + implementation for `list` iterates each byte individually in Python: + one `isinstance()` check and one ctypes field write per byte, plus Python + loop overhead. At 2 MB, this is approximately 2 million Python iterations per + copy direction. Measured throughput: ~1.7 MB/s. The Rust binding for the + same Wasm binary: ~9,100 MB/s. A native orchestrator eliminates this + discrepancy entirely; both directions run at memcpy speed. + +- **Linear memory hidden from host.** Unlike Core modules, there is no + `Memory.write()` path available from a component instance in Python: + + ```python + mem_idx = instance.get_export_index(store, "memory") + # → None. Memory is not accessible from a component instance. + ``` + + There is no performance shortcut available from a Python host. The Canonical + ABI is the only data exchange path. + +- **Narrower runtime support.** Full Component Model support requires a runtime + that implements it — Wasmtime, Wasmer 4+. Browser-native Component Model + support requires polyfills as of 2025. IoT-focused runtimes (wasm3, WAMR) + have limited or no Component Model support. + +- **WIT versioning coordination.** WIT interfaces are versioned (e.g., + `chonkle:codec@0.1.0`). A breaking WIT change requires updating every codec + and every consumer. This is good discipline but adds coordination overhead + compared to Core modules where calling convention changes are unilateral and + unversioned. + +- **Toolchain maturity varies by language.** Rust (`cargo-component`) and Python + (`componentize-py`) have relatively mature Component Model support. Go and Zig + have partial or evolving support as of 2025. Some languages have no Component + Model toolchain at all. + +- **Binary size overhead.** Component wrappers add format overhead (WIT metadata, + component section, adapter modules). The absolute difference is typically small + (kilobytes to tens of kilobytes) but not zero. + +--- + +### Hybrid: Both Core ABI and Component Model in One Pipeline + +Using both Core modules and Component Model components in the same pipeline — +typically Core ABI for steps where Python-host data transfer speed matters, +Component Model for steps that need interface verification or are authored in +multiple languages. + +**Pros** + +- **Per-codec optimization.** High-throughput, large-buffer codecs that must + remain in a Python-orchestrated pipeline can use Core ABI for fast + `Memory.write()`/`Memory.read()` transfers. Metadata-handling or + complex-interface codecs can use Component Model for interface verification and + code generation. + +- **Migration path.** Existing Core module codecs can coexist with newer + Component Model codecs during a transition. The pipeline continues to work + while codecs are migrated incrementally. + +- **Broader runtime reach for Core steps.** Core module steps run on any Wasm + runtime. Only the Component Model steps require a runtime with Component Model + support. + +**Cons** + +- **Dual calling convention in the orchestrator.** The executor must implement + two distinct codec invocation code paths: manual pointer/length exchange for + Core modules, Canonical ABI dispatch for Component Model components. These are + not composable and increase orchestrator complexity. + +- **No uniform interface contract.** Core module steps have no load-time + verification. The overall pipeline's type safety is bounded by the unverified + subset. + +- **No static composition across the whole pipeline.** `wasm-tools compose` + cannot link Core modules to Component Model components at a single boundary. + Each Core↔Component boundary is a separate copy that cannot be eliminated by + composition tooling. + +- **Security asymmetry.** Core module linear memory is accessible to the host; + component memory is not. The trust model differs per codec, which complicates + auditing. + +- **Distribution incompatibility.** Component Model registries (warg/wa.dev) + treat components as first-class artifacts. Core modules require separate + distribution infrastructure or must be treated as opaque blobs. + +- **Not a stable architectural target.** The hybrid state introduces complexity + that pays off only during a migration. It does not eliminate the underlying + trade-offs — it defers them. + +--- + +### Summary: Core ABI vs. Component Model vs. Hybrid + +| Property | Core Module ABI | Component Model | Hybrid | +|---------------------------------|---------------------------------------|------------------------------------|-------------------------------------| +| Interface verification at load | No | Yes (WIT) | Partial (Component steps only) | +| Automated code generation | No | Yes (wit-bindgen et al.) | Partial | +| Data transfer speed (Python) | ~ctypes speed (~10 GB/s) | 1.4–1.9 MB/s (Python binding) | Mixed | +| Data transfer speed (Rust/Go) | ~10 GB/s | ~10 GB/s | ~10 GB/s | +| Linear memory accessible | Yes (host uses Memory.read/write) | No (hidden by design) | Mixed | +| Static composition | No | Yes (fixed topology only) | No (cannot span both types) | +| Runtime support breadth | All runtimes | Wasmtime, Wasmer 4+ | All runtimes (Core steps only) | +| Rich types at boundary | No (integers/floats only) | Yes (WIT type system) | Partial | +| Self-describing binary | No | Yes | Partial | +| Memory management | Manual (host manages alloc/free) | Automated (Canonical ABI) | Mixed | +| Security model | Sandboxed; memory readable by host | Full isolation | Inconsistent per codec | +| Ecosystem alignment | General Wasm | Bytecode Alliance / WASI P2 | Mixed | +| Orchestrator code paths | One | One | Two | + +--- + +## Part 3: Interaction of the Two Axes + +The two axes are independent choices but they interact in practice. + +**A mixed pipeline still requires a Core-or-Component decision for its Wasm +subset.** Allowing native codecs does not resolve the Core ABI vs. Component +Model question for the Wasm steps in the same pipeline. Both choices must be +made. + +**The Python canonical ABI performance problem applies only to Component +Model + Python host.** Using Core ABI with a Python orchestrator avoids the +~1.7 MB/s bottleneck entirely, because `Memory.write()` and `Memory.read()` are +single C-level calls in Python. If the orchestrator moves to Rust or Go, the +bottleneck disappears and both Core ABI and Component Model achieve memcpy speed. +The correct fix for a Python orchestrator that uses the Component Model is a +native extension or a rewritten orchestrator — not a switch to Core ABI. + +**Static composition is only available for all-Wasm + Component Model + +fixed topology.** It requires all pipeline steps to be Component Model components +and the topology to be known at build time. Mixed pipelines, Core ABI pipelines, +and dynamic DAG pipelines cannot use it. + +**The long-term ecosystem trajectory favors Component Model.** WASI P2, warg/wa.dev, +and Bytecode Alliance tooling are converging on the Component Model as the +standard Wasm interface layer. Core ABI remains the foundational substrate but +is not the direction of new development. + +**Static composition and native orchestration have different cost profiles.** +Static composition eliminates inter-step copies by merging the pipeline at build +time. A native orchestrator eliminates the Python binding cost but keeps the 2N +copies. For large tiles in a many-step pipeline, static composition reduces +memory traffic; a native orchestrator reduces per-copy overhead. Both improvements +are independent and composable. + +--- + +## Part 4: Decision Guidance + +The following summarizes conditions under which each option is appropriate. + +### Use mixed native + Wasm when + +- Legacy native codecs are in use and a full rewrite is not feasible. +- A codec requires hardware access (GPU, specific SIMD, hardware crypto) that + is not expressible through WASI or host-function bindings. +- The pipeline is in a defined transition period toward all-Wasm. + +### Use all-Wasm when + +- Uniform interface contract, consistent sandboxing, and portable artifacts + are required. +- The pipeline is a long-term, maintained system where distribution, versioning, + and auditability of codecs matter. +- The orchestrator is or will become a native-language host (Rust, Go), making + the Python canonical ABI cost irrelevant. +- Static composition of a fixed pipeline topology is a performance goal. + +### Use Core module ABI when + +- The host is Python and will remain Python, throughput matters, and the codec + interface is simple and stable. +- Target environments include runtimes without Component Model support (browser, + IoT, wasm3). +- The team can maintain the manual pointer/length convention across all codec + implementations and host language bindings. + +### Use Component Model when + +- Interface richness, load-time verification, and automated marshalling are + required. +- The orchestrator is or will be a native host (Rust, Go, C), where the + Canonical ABI cost is negligible. +- Codecs are authored by multiple teams or in multiple languages. +- Long-term ecosystem alignment (WASI P2, warg registry, static composition) + is a priority. + +### Use the hybrid (Core + Component Model) only when + +- A hard migration is in progress and a complete replacement is not yet possible. +- Specific high-throughput Core ABI steps justify the added orchestrator + complexity for a Python host in a time-bounded context. +- Plan to resolve the hybrid state over time. It is a migration state, not a + target architecture. + +--- + +## Appendix: Benchmark Data + +Performance figures cited in this document are from measurements taken in this +repository using wasmtime-py 41 and wasmtime-rs 41 on the same `.wasm` binary +and same buffer sizes. + +| Measurement | Value | Source | +|--------------------------------------------------|----------------|---------------------------| +| wasmtime-py Canonical ABI throughput (`list`)| 1.4–1.9 MB/s | CANONICAL_ABI_PERF.md | +| wasmtime-py raw bench (2 MB, 3 iterations) | ~1.7 MB/s | bench/python-host/ | +| wasmtime-rs typed bindings (2 MB, 3 iterations) | ~9,100 MB/s | bench/rust-host/ | +| Per-step copies (any Wasm codec, any host) | 2 | DATA_COPIES.md | +| Per-step copies after static composition (Component Model, fixed topology) | 2 total (all N steps) | DATA_COPIES.md | + +Full benchmark setup, methodology, and per-codec/per-size tables are in +`docs/internals/CANONICAL_ABI_PERF.md` and `docs/internals/DATA_COPIES.md`. diff --git a/docs/reference/comparisons/F3_COMPARISON.md b/docs/reference/comparisons/F3_COMPARISON.md new file mode 100644 index 0000000..4e31388 --- /dev/null +++ b/docs/reference/comparisons/F3_COMPARISON.md @@ -0,0 +1,69 @@ +# F3 vs. chonkle: Comparison and Tradeoff Analysis + +References: +- [F3: The Open-Source Data File Format for the Future (CMU SIGMOD 2025)](https://db.cs.cmu.edu/papers/2025/zeng-sigmod2025.pdf) +- [github.com/future-file-format/F3](https://github.com/future-file-format/F3) + +--- + +## What F3 proposes + +F3 is a replacement for Parquet/ORC — a self-describing columnar file format for analytics workloads. + +- **IOUnit/EncUnit hierarchy**: IOUnit is the I/O parallelism unit (multiple pages); EncUnit is an atomic byte buffer encoded by a single algorithm. Stacking EncUnits within a column composes encodings hierarchically. +- **Wasm embedded in the data file**: When a new encoding is used, its Wasm decoder is embedded inside the file itself so any reader can decode it without pre-installed libraries. The codec travels with the data. +- **Vortex encodings**: 15+ built-in columnar encodings (bit-packing, ALP, dictionary, etc.) composable as linear chains per column. +- **FlatBuffers** for zero-copy metadata deserialization, replacing Parquet's Thrift. +- No explicit WIT or Component Model usage — a "general-purpose API" for Wasm decoders without a formal interface type system. + +--- + +## Key differences + +| Dimension | F3 | chonkle | +|---|---|---| +| **Domain** | Structured tabular analytics (Parquet replacement) | Geospatial raster imagery (COG tiles, satellite data) | +| **Data model** | Typed columnar schema, FlatBuffer metadata | Opaque named byte buffers (`port-map`), schema-agnostic | +| **Codec composition** | Linear stack within a column (EncUnit chain) | Arbitrary DAG with named ports, fan-out/fan-in | +| **Where Wasm lives** | Embedded inside the data file as a portable fallback decoder | Fetched from external registry (`file://`, `https://`, `oci://`) at pipeline execution time | +| **Interface contract** | Informal "general-purpose API" — no WIT types | Formal WIT interface: `chonkle:codec/transform` with Component Model | +| **Bidirectionality** | Separate write (encode) and read (decode) paths | Single pipeline definition, invertible at runtime via DAG reversal | +| **Self-description** | Data files are self-describing (decoder embedded) | Pipelines are separate from data; data is not self-describing | +| **Metadata format** | FlatBuffers for column schema and statistics | `.signature.json` sidecar per codec (port descriptors, direction constraints) | +| **Codec distribution** | Embedded in file; central repo proposed | OCI artifacts with signature verification | + +--- + +## F3's advantages over chonkle's approach + +**Self-describing data is a strong archival guarantee.** If you encode a COG tile today with a chonkle pipeline, the pipeline JSON is the only thing that knows how to decode it. Lose the pipeline, lose the data. F3's "decoder travels with the data" property is directly relevant for NASA data that must be readable in 20 years without external dependencies. + +**Schema awareness enables query pushdown.** F3 knows column types, shapes, and statistics. It can skip I/O for irrelevant columns, push down predicates, and support partial decoding without reading the whole column. Chonkle treats everything as opaque bytes — any schema understanding lives outside the pipeline. + +**Random access within EncUnits.** Because F3 tracks structure, it can decode a row range without touching the rest of the column. Chonkle pipelines are all-or-nothing: a step receives a full port-map and emits a full port-map. + +**Ecosystem integration target.** F3 aims to plug into Spark, DuckDB, and Pandas by replacing Parquet. Chonkle has no query engine integration story. + +--- + +## Chonkle's advantages over F3's approach + +**Arbitrary DAG composition.** F3's EncUnit chain is linear per column. Chonkle can express fan-out (one output routed to multiple inputs), fan-in (multiple outputs merged), and cross-step data routing via named wiring refs. That is the right model for multi-channel imagery where you might split byte planes, process them in parallel, and recombine — something a linear stacking model cannot express without significant contortion. + +**Formal interface contract.** WIT and the Component Model give chonkle a verifiable, language-agnostic codec contract. The signature sidecar extends that to runtime port-level validation with direction awareness. F3's "general-purpose API" is informal by comparison — nothing prevents a codec from violating its contract until runtime. + +**Bidirectional pipelines.** F3 has no concept of inverting a pipeline. For imagery processing, encode and decode are two sides of the same transform. A single chonkle DAG runs in both directions, which eliminates the risk of encode/decode asymmetry bugs and halves the pipeline authoring cost. + +**Codec sandboxing.** Each chonkle codec is an isolated Wasm component. A buggy or malicious codec cannot corrupt the host process. F3 embeds Wasm in data files from potentially untrusted sources, which is a meaningful attack surface. F3 acknowledges a 10–30% performance penalty for the sandboxed path. + +**Registry-first distribution.** OCI artifacts with signature verification is a production-ready codec distribution model. F3 notes "central repository verification proposed" without specifying it. For a satellite processing system pulling codecs on demand, a concrete distribution story matters. + +--- + +## The deeper tension + +F3 is optimizing for **reading existing data efficiently and portably** — a file format problem. Chonkle is optimizing for **composing transforms flexibly** — a pipeline problem. These are different problem shapes, and the approaches are not competing so much as operating at different levels of the stack. + +**The gap chonkle does not address:** if you run a chonkle pipeline to encode data, how does a reader know which pipeline to use to decode it? Currently the answer is "the caller knows," which is appropriate for a tightly controlled system but fragile at archival or interoperability scale. + +One synthesis worth considering: a content-addressed pipeline URI could be written as a sidecar alongside encoded data, giving chonkle's compositional power with something closer to F3's self-description guarantee. That is structurally what F3 does with embedded Wasm, but at pipeline granularity rather than individual codec granularity. The protospec's `codec_id` field already points in this direction — a stable identifier that could resolve to a pipeline definition in a registry. From 3acddaa4af1c59d7c2bdbc2e1ccfe2149e4b55ab Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Tue, 17 Mar 2026 09:37:01 -0500 Subject: [PATCH 15/52] chore: add bench/ and codec/ with gitignores and codec README Track bench/ and codec/ in version control. Add per-language .gitignores (Zig: .zig-cache/, zig-out/; Rust: target/) in each subdirectory. Add codec/README.md documenting each codec's ports, build commands, shared C infrastructure, and the WASI adapter. --- bench/README.md | 59 + bench/chonkle-host/time_codec.py | 216 ++ bench/python-host/time_abi_raw.py | 63 + bench/python-host/uv.lock | 33 + bench/rust-host/.gitignore | 1 + bench/rust-host/Cargo.lock | 2763 +++++++++++++++++ bench/rust-host/Cargo.toml | 9 + bench/rust-host/src/main.rs | 79 + codec/README.md | 92 + codec/identity-c/.gitignore | 2 + codec/identity-c/build.zig | 38 + codec/identity-c/codec_impl.c | 98 + codec/identity-c/identity.signature.json | 5 + codec/identity-c/identity.wasm | Bin 0 -> 52204 bytes codec/shared/codec.c | 219 ++ codec/shared/codec.h | 78 + codec/shared/codec_component_type.o | Bin 0 -> 383 bytes codec/tiff-predictor-2-c/.gitignore | 2 + codec/tiff-predictor-2-c/build.zig | 44 + codec/tiff-predictor-2-c/codec_impl.c | 137 + .../tiff-predictor-2.signature.json | 11 + .../tiff-predictor-2-c/tiff-predictor-2.wasm | Bin 0 -> 877211 bytes codec/tiff-predictor-2-c/tiff_predictor_2.c | 59 + codec/wasi_snapshot_preview1.reactor.wasm | Bin 0 -> 52301 bytes codec/zlib-rs/.gitignore | 1 + codec/zlib-rs/Cargo.lock | 73 + codec/zlib-rs/Cargo.toml | 16 + codec/zlib-rs/src/bindings.rs | 450 +++ codec/zlib-rs/src/lib.rs | 46 + codec/zlib-rs/wit/world.wit | 14 + codec/zlib-rs/zlib.signature.json | 10 + codec/zlib-rs/zlib.wasm | Bin 0 -> 148188 bytes 32 files changed, 4618 insertions(+) create mode 100644 bench/README.md create mode 100644 bench/chonkle-host/time_codec.py create mode 100644 bench/python-host/time_abi_raw.py create mode 100644 bench/python-host/uv.lock create mode 100644 bench/rust-host/.gitignore create mode 100644 bench/rust-host/Cargo.lock create mode 100644 bench/rust-host/Cargo.toml create mode 100644 bench/rust-host/src/main.rs create mode 100644 codec/README.md create mode 100644 codec/identity-c/.gitignore create mode 100644 codec/identity-c/build.zig create mode 100644 codec/identity-c/codec_impl.c create mode 100644 codec/identity-c/identity.signature.json create mode 100644 codec/identity-c/identity.wasm create mode 100644 codec/shared/codec.c create mode 100644 codec/shared/codec.h create mode 100644 codec/shared/codec_component_type.o create mode 100644 codec/tiff-predictor-2-c/.gitignore create mode 100644 codec/tiff-predictor-2-c/build.zig create mode 100644 codec/tiff-predictor-2-c/codec_impl.c create mode 100644 codec/tiff-predictor-2-c/tiff-predictor-2.signature.json create mode 100644 codec/tiff-predictor-2-c/tiff-predictor-2.wasm create mode 100644 codec/tiff-predictor-2-c/tiff_predictor_2.c create mode 100644 codec/wasi_snapshot_preview1.reactor.wasm create mode 100644 codec/zlib-rs/.gitignore create mode 100644 codec/zlib-rs/Cargo.lock create mode 100644 codec/zlib-rs/Cargo.toml create mode 100644 codec/zlib-rs/src/bindings.rs create mode 100644 codec/zlib-rs/src/lib.rs create mode 100644 codec/zlib-rs/wit/world.wit create mode 100644 codec/zlib-rs/zlib.signature.json create mode 100644 codec/zlib-rs/zlib.wasm diff --git a/bench/README.md b/bench/README.md new file mode 100644 index 0000000..4c3f578 --- /dev/null +++ b/bench/README.md @@ -0,0 +1,59 @@ +# bench/ + +Three benchmarking tools for different aspects of the chonkle stack. + +## rust-host/ + +Standalone Rust crate. Uses `wasmtime-rs 41` typed bindings generated by +`component::bindgen!`. `Vec` arguments are lowered via the compiled +canonical ABI path — no per-element Python interpreter overhead. + +``` +cd bench/rust-host +cargo build --release +cargo run --release +``` + +## python-host/ + +Minimal Python script. Uses `wasmtime-py 41` raw `Func` call, bypassing the +chonkle executor entirely. Structurally identical to the Rust binary so the +comparison isolates the host language, not chonkle overhead. + +Uses PEP 723 inline script metadata to declare `wasmtime==41.*` as a +dependency. Does not depend on the root chonkle project. + +``` +uv run bench/python-host/time_abi_raw.py +``` + +## chonkle-host/ + +Drives the chonkle executor directly to investigate per-step `fn()` timing +across codec types (zlib, predictor2, identity) and data sizes. This is the +script used to generate the data in `docs/decisions/CANONICAL_ABI_PERF.md`. + +Uses PEP 723 inline script metadata with `chonkle` as a local path dependency +(`path = "../.."`). Requires built codec `.wasm` files. + +``` +uv run bench/chonkle-host/time_codec.py +``` + +--- + +## Interpreting the output + +`rust-host` and `python-host` print `[TIMING]` lines in the same format: + +``` +[TIMING] identity.wasm decode: fn=s in=B out=B abi_total=B throughput=MB/s ($!ug75``tL8k`JM~@9fE^8ieb*5 z?wmLxbC9X#BQ2oh!p!$<{Z2d_cTYqja&A%!f`O!*hIVfBw8p{xJ?LWeboYexL7NmIr z=sz#Zaoy*(Gs4EK%id1Mk?#RgXM-|tOezS1ubyBJa=pj8+3RDW*T)`jZp@IE{mbY` zDB;S@AIHalvfNNd=?|mnlrgCwq{pQg=1%a}8QxL!=My)sh>T?jWkxg#`VXq>)ewE- zW&`L%h_Y#yeEnC0GWP7>2I{9w-4VUxy8`&<`ePK0N%clVe!JP!d~cCD9|v{L^$$P( z=ie7_7JOI&oC8oiy)Ney)?QQlt#!)gk8m z{5tp%7weEh-OzfLL?HAZJwzQZN6GEM2)puo2mBkof297s_m4V`-aqz>nZ!im0zivQ z2{s_qlBNMj|Ir}1alkc+C&wD*y|`C16DzFl)y%|Kc1>znfa7O4p2Ok&F^Oj%9-a?^j>f^4aGruAhU43q8J@r)gZQW( zhs0Fx;3&dTj$;iD@9(0I;rIA%9l__}%OJlF$7~!&;PC#YX5p4+;ji@JgHjwf|iz4(u=A0pa1jD{te!!m;4~d3f)7uz0T?Z`;our9F>6 z*41l|%d8;MBbO`JS&bB2DB>x=^a1j=q0GT`G?*DlM4v9+#$})6!@K55zCah1LlTI(cL(t zH-kxUIg&wfOBF5-T>0MiC%ZBzZ)1{AXQQwizqmAm@HUaUj;N6vIDH*RY%HJN679z* zbI-qLaplG}FXGA#B!7!*W}7sLXG2hm8$}fW^frka57@l6U_Bu2aUViHz!uYUFg&o= zidc^;_8t*um@81+ZRDJE30tXjnS$O{vL^#$kH!I0;_f5c42TUKcN&O0qFe-!-%-N` zG@k>gCG2$pRKFIW-iBY?0La@DjDy#Ob%i@n=GXMZJucwt_&}xzB_DB1y2`$+0@``X zEmF@PyD$`e)&;5Qi-ft^*DClaSL)x6T+Y(P4Y zI{=tHF}DEHTQ1%W0Gop0)fM7BfE{8F#;x~ifhzzrT)08u*NFEvLA@UZe4~#0dVUL_ z-mvrumpQ8Un|lf+?r845w zZA{4}jNG?)9>{qwKv)K3X3O*_O4xrtjtlnr-;4|PnI6E!+w1#gz})7WucOZ2cIGt? zo8F5C8`ZoEB+S8$rTN;YMo2_OpBuD>(W*mK#vkEFK0s(Y{rMpSbBgtC11# zI83>!w?b;HXfRRi~Hj` z?#!F@9u>iNqna&TJ93!BSFxta-_DosUeA)m%@BLUFM!m0WAVkR+#icys==jzmj(Lc zD7Oywc5lX{k}gGZcKqB3(&*cIUYt)6Pv!{9+g0?n95O62Vnfm*{%^Z7DnZ|nT6fZbj6`O0SVZj_~1 z261yVzHnIYoyj*1XYKaOmk4L}{>8Y&GR{$4ONol|%r=48?Ki@C!}@nMUX)OLnG`68BNAhCAk>vx?bA+N%RaIWG$mx*$D^gjstmv zO}Wo(aamE6y=7_T^aFcy!MK9-M)Fl3Tg9mFFSkS~=PbU>r$3?B9R+2!@J9v`+-lKs zB6`QgZ&?LcK6DOtV1H*jzzyC8u~xC=(R1bqdGzANq6lQZjV0bWyM4QK^mcJ){O@fO zSG=`5H5)$&H*XH|H$~<)&yUQ}SS*q|u^sE|4qsDb{=CQ>aj{jJ(hIMs_ihsZtkQOD z*gqS_P7G|Ho#;=^s^UI*vr!eBmUpCPC$Q5UcT=BLf_H*o2VHavJHRJXvkLJ_4{X;O z>luvCD(xLiarg1r8}we%$ypUx>2bTeeuU=iuKpD5IV-?T>}NxazfdLn&re`WwSL>y zZ&dS5v;}@MK&L|w{611-k94aV?*i$?B#fVXTjyYv;1K3V)^?F?X&C2n%U^D9vZR$< zYWd82bfi!|K3TBDRCl-T!}XwPOozu(?%&rm#k}x>j5+Z}L_`Omeig=n$OsfeA4{QS z?D8cY-`SY>Kel-jf(O-_siIrMZ`E~cj-&9+8d$0rE&6RMSy*d{akz2An~P?1i8Wh8 zOuDd%zd+Il7G7^$SYwIGJU+Z-339bfoh+N;msN$cZBg#>^B149jrlBpF4m}M`Kd|} zubM2#G#~JqFDUE}21_gv&@?t#By^L-Sxpv;l3=YZd~P$svPy-|m5yK1mO5v{=4v#J zMpeif%O<1SKnAB+qV6Moj|G+ZqAE!b!`Za4^?hiCH-#dl45X|B3P3w2`s6`|p8A+J zjK!P-mg-tKm^Cu3i2^xM^~SpUtTNrP*~yLFy|a6f5qsiRqbNtnXliK|6*(tqS7af& zkw9YDBiuUCvBj*9G_8@JuJF-*u*$7Wn0OJ=gbZ`o0ko0!-v6{#qA@dNSUJ;!HG1~` Fe*s5Pv3~#n literal 0 HcmV?d00001 diff --git a/codec/shared/codec.c b/codec/shared/codec.c new file mode 100644 index 0000000..bb9949b --- /dev/null +++ b/codec/shared/codec.c @@ -0,0 +1,219 @@ +// Generated by `wit-bindgen` 0.53.1. DO NOT EDIT! +#include "codec.h" +#include +#include + +// Exported Functions from `chonkle:codec/transform@0.1.0` + +__attribute__((__weak__, __export_name__("cabi_post_chonkle:codec/transform@0.1.0#encode"))) +void __wasm_export_exports_chonkle_codec_transform_encode_post_return(uint8_t * arg0) { + switch ((int32_t) (int32_t) *((uint8_t*) (arg0 + 0))) { + case 0: { + size_t len0 = *((size_t*) (arg0 + (2*sizeof(void*)))); + if (len0 > 0) { + uint8_t *ptr1 = *((uint8_t **) (arg0 + sizeof(void*))); + for (size_t i2 = 0; i2 < len0; i2++) { + uint8_t *base = ptr1 + i2 * (4*sizeof(void*)); + (void) base; + if ((*((size_t*) (base + sizeof(void*)))) > 0) { + free(*((uint8_t **) (base + 0))); + } + size_t len = *((size_t*) (base + (3*sizeof(void*)))); + if (len > 0) { + uint8_t *ptr = *((uint8_t **) (base + (2*sizeof(void*)))); + for (size_t i = 0; i < len; i++) { + uint8_t *base = ptr + i * 1; + (void) base; + } + free(ptr); + } + } + free(ptr1); + } + break; + } + case 1: { + if ((*((size_t*) (arg0 + (2*sizeof(void*))))) > 0) { + free(*((uint8_t **) (arg0 + sizeof(void*)))); + } + break; + } + } +} + +__attribute__((__weak__, __export_name__("cabi_post_chonkle:codec/transform@0.1.0#decode"))) +void __wasm_export_exports_chonkle_codec_transform_decode_post_return(uint8_t * arg0) { + switch ((int32_t) (int32_t) *((uint8_t*) (arg0 + 0))) { + case 0: { + size_t len0 = *((size_t*) (arg0 + (2*sizeof(void*)))); + if (len0 > 0) { + uint8_t *ptr1 = *((uint8_t **) (arg0 + sizeof(void*))); + for (size_t i2 = 0; i2 < len0; i2++) { + uint8_t *base = ptr1 + i2 * (4*sizeof(void*)); + (void) base; + if ((*((size_t*) (base + sizeof(void*)))) > 0) { + free(*((uint8_t **) (base + 0))); + } + size_t len = *((size_t*) (base + (3*sizeof(void*)))); + if (len > 0) { + uint8_t *ptr = *((uint8_t **) (base + (2*sizeof(void*)))); + for (size_t i = 0; i < len; i++) { + uint8_t *base = ptr + i * 1; + (void) base; + } + free(ptr); + } + } + free(ptr1); + } + break; + } + case 1: { + if ((*((size_t*) (arg0 + (2*sizeof(void*))))) > 0) { + free(*((uint8_t **) (arg0 + sizeof(void*)))); + } + break; + } + } +} + +// Canonical ABI intrinsics + +__attribute__((__weak__, __export_name__("cabi_realloc"))) +void *cabi_realloc(void *ptr, size_t old_size, size_t align, size_t new_size) { + (void) old_size; + if (new_size == 0) return (void*) align; + void *ret = realloc(ptr, new_size); + if (!ret) abort(); + return ret; +} + +__attribute__((__aligned__(sizeof(void*)))) +static uint8_t RET_AREA[(3*sizeof(void*))]; + +// Helper Functions + +void exports_chonkle_codec_transform_port_name_free(exports_chonkle_codec_transform_port_name_t *ptr) { + codec_string_free(ptr); +} + +void codec_list_u8_free(codec_list_u8_t *ptr) { + size_t list_len = ptr->len; + if (list_len > 0) { + uint8_t *list_ptr = ptr->ptr; + for (size_t i = 0; i < list_len; i++) { + } + free(list_ptr); + } +} + +void codec_tuple2_port_name_list_u8_free(codec_tuple2_port_name_list_u8_t *ptr) { + exports_chonkle_codec_transform_port_name_free(&ptr->f0); + codec_list_u8_free(&ptr->f1); +} + +void exports_chonkle_codec_transform_port_map_free(exports_chonkle_codec_transform_port_map_t *ptr) { + size_t list_len = ptr->len; + if (list_len > 0) { + codec_tuple2_port_name_list_u8_t *list_ptr = ptr->ptr; + for (size_t i = 0; i < list_len; i++) { + codec_tuple2_port_name_list_u8_free(&list_ptr[i]); + } + free(list_ptr); + } +} + +void exports_chonkle_codec_transform_result_port_map_string_free(exports_chonkle_codec_transform_result_port_map_string_t *ptr) { + if (!ptr->is_err) { + exports_chonkle_codec_transform_port_map_free(&ptr->val.ok); + } else { + codec_string_free(&ptr->val.err); + } +} + +void codec_string_set(codec_string_t *ret, const char*s) { + ret->ptr = (uint8_t*) s; + ret->len = strlen(s); +} + +void codec_string_dup(codec_string_t *ret, const char*s) { + ret->len = strlen(s); + ret->ptr = (uint8_t*) cabi_realloc(NULL, 0, 1, ret->len * 1); + memcpy(ret->ptr, s, ret->len * 1); +} + +void codec_string_dup_n(codec_string_t *ret, const char*s, size_t len) { + ret->len = len; + ret->ptr = (uint8_t*) cabi_realloc(NULL, 0, 1, ret->len * 1); + memcpy(ret->ptr, s, ret->len * 1); +} + +void codec_string_free(codec_string_t *ret) { + if (ret->len > 0) { + free(ret->ptr); + } + ret->ptr = NULL; + ret->len = 0; +} + +// Component Adapters + +__attribute__((__export_name__("chonkle:codec/transform@0.1.0#encode"))) +uint8_t * __wasm_export_exports_chonkle_codec_transform_encode(uint8_t * arg, size_t arg0) { + exports_chonkle_codec_transform_port_map_t arg1 = (exports_chonkle_codec_transform_port_map_t) { (codec_tuple2_port_name_list_u8_t*)(arg), (arg0) }; + exports_chonkle_codec_transform_result_port_map_string_t ret; + exports_chonkle_codec_transform_port_map_t ok; + codec_string_t err; + ret.is_err = !exports_chonkle_codec_transform_encode(&arg1, &ok, &err); + if (ret.is_err) { + ret.val.err = err; + } + if (!ret.is_err) { + ret.val.ok = ok; + } + uint8_t *ptr = (uint8_t *) &RET_AREA; + if ((ret).is_err) { + const codec_string_t *payload2 = &(ret).val.err;*((int8_t*)(ptr + 0)) = 1; + *((size_t*)(ptr + (2*sizeof(void*)))) = (*payload2).len; + *((uint8_t **)(ptr + sizeof(void*))) = (uint8_t *) (*payload2).ptr; + } else { + const exports_chonkle_codec_transform_port_map_t *payload = &(ret).val.ok;*((int8_t*)(ptr + 0)) = 0; + *((size_t*)(ptr + (2*sizeof(void*)))) = (*payload).len; + *((uint8_t **)(ptr + sizeof(void*))) = (uint8_t *) (*payload).ptr; + } + return ptr; +} + +__attribute__((__export_name__("chonkle:codec/transform@0.1.0#decode"))) +uint8_t * __wasm_export_exports_chonkle_codec_transform_decode(uint8_t * arg, size_t arg0) { + exports_chonkle_codec_transform_port_map_t arg1 = (exports_chonkle_codec_transform_port_map_t) { (codec_tuple2_port_name_list_u8_t*)(arg), (arg0) }; + exports_chonkle_codec_transform_result_port_map_string_t ret; + exports_chonkle_codec_transform_port_map_t ok; + codec_string_t err; + ret.is_err = !exports_chonkle_codec_transform_decode(&arg1, &ok, &err); + if (ret.is_err) { + ret.val.err = err; + } + if (!ret.is_err) { + ret.val.ok = ok; + } + uint8_t *ptr = (uint8_t *) &RET_AREA; + if ((ret).is_err) { + const codec_string_t *payload2 = &(ret).val.err;*((int8_t*)(ptr + 0)) = 1; + *((size_t*)(ptr + (2*sizeof(void*)))) = (*payload2).len; + *((uint8_t **)(ptr + sizeof(void*))) = (uint8_t *) (*payload2).ptr; + } else { + const exports_chonkle_codec_transform_port_map_t *payload = &(ret).val.ok;*((int8_t*)(ptr + 0)) = 0; + *((size_t*)(ptr + (2*sizeof(void*)))) = (*payload).len; + *((uint8_t **)(ptr + sizeof(void*))) = (uint8_t *) (*payload).ptr; + } + return ptr; +} + +// Ensure that the *_component_type.o object is linked in + +extern void __component_type_object_force_link_codec(void); +__attribute__((used)) +void __component_type_object_force_link_codec_public_use_in_this_compilation_unit(void) { + __component_type_object_force_link_codec(); +} diff --git a/codec/shared/codec.h b/codec/shared/codec.h new file mode 100644 index 0000000..11c3040 --- /dev/null +++ b/codec/shared/codec.h @@ -0,0 +1,78 @@ +// Generated by `wit-bindgen` 0.53.1. DO NOT EDIT! +#ifndef __BINDINGS_CODEC_H +#define __BINDINGS_CODEC_H +#ifdef __cplusplus +extern "C" { +#endif + +#include +#include +#include + +typedef struct codec_string_t { + uint8_t*ptr; + size_t len; +} codec_string_t; + +// A named byte buffer — one port in the port map. +typedef codec_string_t exports_chonkle_codec_transform_port_name_t; + +typedef struct { + uint8_t *ptr; + size_t len; +} codec_list_u8_t; + +typedef struct { + exports_chonkle_codec_transform_port_name_t f0; + codec_list_u8_t f1; +} codec_tuple2_port_name_list_u8_t; + +typedef struct exports_chonkle_codec_transform_port_map_t { + codec_tuple2_port_name_list_u8_t *ptr; + size_t len; +} exports_chonkle_codec_transform_port_map_t; + +typedef struct { + bool is_err; + union { + exports_chonkle_codec_transform_port_map_t ok; + codec_string_t err; + } val; +} exports_chonkle_codec_transform_result_port_map_string_t; + +// Exported Functions from `chonkle:codec/transform@0.1.0` +bool exports_chonkle_codec_transform_encode(exports_chonkle_codec_transform_port_map_t *inputs, exports_chonkle_codec_transform_port_map_t *ret, codec_string_t *err); +bool exports_chonkle_codec_transform_decode(exports_chonkle_codec_transform_port_map_t *inputs, exports_chonkle_codec_transform_port_map_t *ret, codec_string_t *err); + +// Helper Functions + +void exports_chonkle_codec_transform_port_name_free(exports_chonkle_codec_transform_port_name_t *ptr); + +void codec_list_u8_free(codec_list_u8_t *ptr); + +void codec_tuple2_port_name_list_u8_free(codec_tuple2_port_name_list_u8_t *ptr); + +void exports_chonkle_codec_transform_port_map_free(exports_chonkle_codec_transform_port_map_t *ptr); + +void exports_chonkle_codec_transform_result_port_map_string_free(exports_chonkle_codec_transform_result_port_map_string_t *ptr); + +// Sets the string `ret` to reference the input string `s` without copying it +void codec_string_set(codec_string_t *ret, const char*s); + +// Creates a copy of the input nul-terminated string `s` and +// stores it into the component model string `ret`. +void codec_string_dup(codec_string_t *ret, const char*s); + +// Creates a copy of the input string `s` with length `len` and +// stores it into the component model string `ret`. +// The length is specified in code units (bytes for UTF-8, 16-bit values for UTF-16). +void codec_string_dup_n(codec_string_t *ret, const char*s, size_t len); + +// Deallocates the string pointed to by `ret`, deallocating +// the memory behind the string. +void codec_string_free(codec_string_t *ret); + +#ifdef __cplusplus +} +#endif +#endif diff --git a/codec/shared/codec_component_type.o b/codec/shared/codec_component_type.o new file mode 100644 index 0000000000000000000000000000000000000000..98e46e068e6964611d7a133e85bfa85a9d8e0ca9 GIT binary patch literal 383 zcmY*V%TB{E5ZrZ~qz`&SNIh`pVv_)s5T}Cp50f~iq-|^~c7=N2Pxu19l1)IMN_9=&IpB zq~l~@fS3Bs+1>uv(RJ)A8(v-CtqWPoA_Wf1Q^n}~hvhJzBc$Vm?7;KX_pUi;(+4~w zs7(l_5%rNRPV(i2yt!M+a-7z!Z8pXVofUF*D@(Y~_pRMgdNvV5n^#KxHKT^|l&iN! OM@2TZQG=KSl;|6fHfKfv literal 0 HcmV?d00001 diff --git a/codec/tiff-predictor-2-c/.gitignore b/codec/tiff-predictor-2-c/.gitignore new file mode 100644 index 0000000..c88eb55 --- /dev/null +++ b/codec/tiff-predictor-2-c/.gitignore @@ -0,0 +1,2 @@ +.zig-cache/ +/zig-out diff --git a/codec/tiff-predictor-2-c/build.zig b/codec/tiff-predictor-2-c/build.zig new file mode 100644 index 0000000..b0a9fc3 --- /dev/null +++ b/codec/tiff-predictor-2-c/build.zig @@ -0,0 +1,44 @@ +const std = @import("std"); + +pub fn build(b: *std.Build) void { + const optimize = b.standardOptimizeOption(.{}); + + // Step 1: compile C sources to a core wasm32-wasi reactor module. + const compile = b.addSystemCommand(&.{ + b.graph.zig_exe, + "cc", + "--target=wasm32-wasi", + "-mexec-model=reactor", + "-fvisibility=hidden", + "-lc", + }); + + switch (optimize) { + .Debug => compile.addArg("-Og"), + .ReleaseSafe, .ReleaseFast => compile.addArg("-O2"), + .ReleaseSmall => compile.addArg("-Os"), + } + + compile.addArg("-o"); + const core_wasm = compile.addOutputFileArg("tiff-predictor-2-core.wasm"); + compile.addFileArg(b.path("../shared/codec.c")); + compile.addFileArg(b.path("tiff_predictor_2.c")); + compile.addFileArg(b.path("codec_impl.c")); + compile.addFileArg(b.path("../shared/codec_component_type.o")); + + // Step 2: lift the core module to a Component Model .wasm via the WASI + // preview1 → preview2 adapter bundled in codec/wasi_snapshot_preview1.reactor.wasm. + const componentize = b.addSystemCommand(&.{ "wasm-tools", "component", "new" }); + componentize.addFileArg(core_wasm); + componentize.addArg("--adapt"); + componentize.addPrefixedFileArg( + "wasi_snapshot_preview1=", + b.path("../wasi_snapshot_preview1.reactor.wasm"), + ); + componentize.addArg("-o"); + const component = componentize.addOutputFileArg("tiff-predictor-2.wasm"); + + b.getInstallStep().dependOn( + &b.addInstallFile(component, "tiff-predictor-2.wasm").step, + ); +} diff --git a/codec/tiff-predictor-2-c/codec_impl.c b/codec/tiff-predictor-2-c/codec_impl.c new file mode 100644 index 0000000..db07318 --- /dev/null +++ b/codec/tiff-predictor-2-c/codec_impl.c @@ -0,0 +1,137 @@ +/** + * WIT entry points for the tiff-predictor-2 Component Model codec. + * + * Implements chonkle:codec/transform@0.1.0 — encode applies horizontal + * differencing, decode undoes it via cumulative sum. + * + * Expected port-map inputs: + * "bytes" list raw pixel data (required) + * "bytes_per_sample" list UTF-8 integer: 1, 2, or 4 (required) + * "width" list UTF-8 integer: samples per row (required) + * + * Output port-map: + * "bytes" list transformed pixel data (same size as input) + */ + +#include "../shared/codec.h" +#include +#include + +/* Forward declarations from tiff_predictor_2.c */ +void diff_rows(uint8_t *buf, int width, int height, int bps); +void cumsum_rows(uint8_t *buf, int width, int height, int bps); + +/* + * Override the weak cabi_realloc from codec.c so that OOM calls + * __builtin_trap() instead of abort(), avoiding WASI stderr imports. + */ +__attribute__((__export_name__("cabi_realloc"))) +void *cabi_realloc(void *ptr, size_t old_size, size_t align, size_t new_size) { + (void)old_size; + if (new_size == 0) return (void *)align; + void *ret = realloc(ptr, new_size); + if (!ret) __builtin_trap(); + return ret; +} + +/* Find a named port in the input port-map; returns NULL if absent. */ +static codec_list_u8_t *find_port( + exports_chonkle_codec_transform_port_map_t *inputs, + const char *name) +{ + size_t name_len = strlen(name); + for (size_t i = 0; i < inputs->len; i++) { + codec_tuple2_port_name_list_u8_t *e = &inputs->ptr[i]; + if (e->f0.len == name_len && memcmp(e->f0.ptr, name, name_len) == 0) + return &e->f1; + } + return NULL; +} + +/* + * Parse an unsigned integer from UTF-8 bytes (e.g. JSON constant "2" or "256"). + * Ignores non-digit bytes; returns 0 for empty input. + */ +static int parse_int(const uint8_t *data, size_t len) { + int result = 0; + for (size_t i = 0; i < len; i++) { + if (data[i] >= '0' && data[i] <= '9') + result = result * 10 + (data[i] - '0'); + } + return result; +} + +/* + * Allocate a port-map with a single "bytes" port pointing to buf/buf_len. + * Ownership of buf transfers to the caller's port-map. + */ +static bool make_bytes_result( + uint8_t *buf, size_t buf_len, + exports_chonkle_codec_transform_port_map_t *ret, + codec_string_t *err) +{ + codec_tuple2_port_name_list_u8_t *entry = malloc(sizeof(*entry)); + if (!entry) { + codec_string_set(err, "out of memory"); + return false; + } + codec_string_dup(&entry->f0, "bytes"); + entry->f1.ptr = buf; + entry->f1.len = buf_len; + ret->ptr = entry; + ret->len = 1; + return true; +} + +static bool transform( + exports_chonkle_codec_transform_port_map_t *inputs, + exports_chonkle_codec_transform_port_map_t *ret, + codec_string_t *err, + int is_encode) +{ + codec_list_u8_t *bytes_port = find_port(inputs, "bytes"); + codec_list_u8_t *bps_port = find_port(inputs, "bytes_per_sample"); + codec_list_u8_t *width_port = find_port(inputs, "width"); + + if (!bytes_port) { codec_string_set(err, "missing port: bytes"); return false; } + if (!bps_port) { codec_string_set(err, "missing port: bytes_per_sample"); return false; } + if (!width_port) { codec_string_set(err, "missing port: width"); return false; } + + int bps = parse_int(bps_port->ptr, bps_port->len); + int width = parse_int(width_port->ptr, width_port->len); + + if (bps <= 0 || width <= 0) { + codec_string_set(err, "bytes_per_sample and width must be positive"); + return false; + } + + size_t input_len = bytes_port->len; + int height = (int)(input_len / (size_t)(width * bps)); + + uint8_t *out = malloc(input_len); + if (!out) { codec_string_set(err, "out of memory"); return false; } + memcpy(out, bytes_port->ptr, input_len); + + if (is_encode) + diff_rows(out, width, height, bps); + else + cumsum_rows(out, width, height, bps); + + return make_bytes_result(out, input_len, ret, err); +} + +bool exports_chonkle_codec_transform_encode( + exports_chonkle_codec_transform_port_map_t *inputs, + exports_chonkle_codec_transform_port_map_t *ret, + codec_string_t *err) +{ + return transform(inputs, ret, err, 1); +} + +bool exports_chonkle_codec_transform_decode( + exports_chonkle_codec_transform_port_map_t *inputs, + exports_chonkle_codec_transform_port_map_t *ret, + codec_string_t *err) +{ + return transform(inputs, ret, err, 0); +} diff --git a/codec/tiff-predictor-2-c/tiff-predictor-2.signature.json b/codec/tiff-predictor-2-c/tiff-predictor-2.signature.json new file mode 100644 index 0000000..561332c --- /dev/null +++ b/codec/tiff-predictor-2-c/tiff-predictor-2.signature.json @@ -0,0 +1,11 @@ +{ + "codec_id": "tiff-predictor-2", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "bytes_per_sample": {"type": "int", "required": true}, + "width": {"type": "int", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} diff --git 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z8e4|yIwRv0Axo^@clJR`ZmZ6dc$LH4*Ejr^7~VV=UyvlGEUuJ6IyO0~bkrJ}S8bx9^ z*gHEiYFB7uSQs|CNfb6V7=(>)7=sP(7wvOYa%coLH9P=2EWR3uzmAO#zYYtoqO?CU zhQ(I#5Mg;`8cb{!d)?qw;bcNmJC6?otWHJb^{(*%VrH=Uo?vtCzK6Ch%BIX>-3sp@k+O=)1jquBh-lxJY<5gWu?Ae7RBZ%D_6*AkSTf^O{80IoQIwes;eRTOy + +/** + * Undo horizontal differencing in-place: cumulative sum per row. + * width is in samples; height is derived by the caller. + */ +void cumsum_rows(uint8_t *buf, int width, int height, int bps) { + for (int row = 0; row < height; row++) { + int base = row * width * bps; + + if (bps == 1) { + uint8_t *s = buf + base; + for (int col = 1; col < width; col++) + s[col] += s[col - 1]; + } else if (bps == 2) { + uint16_t *s = (uint16_t *)(buf + base); + for (int col = 1; col < width; col++) + s[col] += s[col - 1]; + } else if (bps == 4) { + uint32_t *s = (uint32_t *)(buf + base); + for (int col = 1; col < width; col++) + s[col] += s[col - 1]; + } + } +} + +/** + * Apply horizontal differencing in-place: row-wise differences. + * Iterates backwards so each subtraction reads the original predecessor. + */ +void diff_rows(uint8_t *buf, int width, int height, int bps) { + for (int row = 0; row < height; row++) { + int base = row * width * bps; + + if (bps == 1) { + uint8_t *s = buf + base; + for (int col = width - 1; col > 0; col--) + s[col] -= s[col - 1]; + } else if (bps == 2) { + uint16_t *s = (uint16_t *)(buf + base); + for (int col = width - 1; col > 0; col--) + s[col] -= s[col - 1]; + } else if (bps == 4) { + uint32_t *s = (uint32_t *)(buf + base); + for (int col = width - 1; col > 0; col--) + s[col] -= s[col - 1]; + } + } +} diff --git a/codec/wasi_snapshot_preview1.reactor.wasm b/codec/wasi_snapshot_preview1.reactor.wasm new file mode 100644 index 0000000000000000000000000000000000000000..39a3270ccaad8113eda57e5b3ff4fadb5d8d958b GIT binary patch literal 52301 zcmdVD37lM4c_(_$y|r~$S9i6#Wy_Xq-zv$_!tPe>iwr^4p|A-d7;wNLA?;djsjJo9 z)vBtNERZFE%@zzXVHpESh75~m2FwG7fo!~SNWu`7gpipxBsc^DVc-oRy!S}n%p@7V 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zJNM9ZtKY@^)9|5Zt#Tn>fOeKES=ARjbIhpa2>!V&&w__&3vs1DsCcfSOPMa>(#sVIipBds~qH~f9gpM zl4B1XqX~nwUV~@@XNKljeQ^Zo8a?K1ykuHlF_bFr@1B!MA<8Y{`L+yJT(d;Hrs@VEv8yE zzpWDwLS6CU2>%Dwd7W)zS71s_Hxu|r0LO!5L zd!M=_d%6&lrH-+Cadpi6uY^F;1NJlUC7o_T7}RRzRxZ~_=c|{5TGDWI>6IdC&xi>A zDkR8q;dVggei4_qzDUUfsP8$QUoDth+gPE;;5A|#>l$1Py+J-V1FYRfGoQ^B>hO}J zGIc9oeXW?3J;Q41S+5h5wu2d%`+6}4vIGV@f`cS#{ep=0kdWG3IoGzNy}~rhP?Ey{gntnFarePnPEC72JwDvG z_B=1IT92&bhq|`$(^DewLS#&919{dW$Smr{4e6zFW+`PZ;J0)04Mf6QCN?|2n9eMw zN=LP~iW$7J%vH23{7fzOIC4w0zP*0R{_TWYW_&mJ(bfJf*Wf+qb>ygnMd3#b7Wu1E z>-edwTPEew)>; + #[doc(hidden)] + #[allow(non_snake_case)] + pub unsafe fn _export_encode_cabi( + arg0: *mut u8, + arg1: usize, + ) -> *mut u8 { + #[cfg(target_arch = "wasm32")] _rt::run_ctors_once(); + let base6 = arg0; + let len6 = arg1; + let mut result6 = _rt::Vec::with_capacity(len6); + for i in 0..len6 { + let base = base6 + .add(i * (4 * ::core::mem::size_of::<*const u8>())); + let e6 = { + let l0 = *base.add(0).cast::<*mut u8>(); + let l1 = *base + .add(::core::mem::size_of::<*const u8>()) + .cast::(); + let len2 = l1; + let bytes2 = _rt::Vec::from_raw_parts(l0.cast(), len2, len2); + let l3 = *base + .add(2 * ::core::mem::size_of::<*const u8>()) + .cast::<*mut u8>(); + let l4 = *base + .add(3 * ::core::mem::size_of::<*const u8>()) + .cast::(); + let len5 = l4; + ( + _rt::string_lift(bytes2), + _rt::Vec::from_raw_parts(l3.cast(), len5, len5), + ) + }; + result6.push(e6); + } + _rt::cabi_dealloc( + base6, + len6 * (4 * ::core::mem::size_of::<*const u8>()), + ::core::mem::size_of::<*const u8>(), + ); + let result7 = T::encode(result6); + let ptr8 = (&raw mut _RET_AREA.0).cast::(); + match result7 { + Ok(e) => { + *ptr8.add(0).cast::() = (0i32) as u8; + let vec12 = e; + let len12 = vec12.len(); + let layout12 = _rt::alloc::Layout::from_size_align_unchecked( + vec12.len() * (4 * ::core::mem::size_of::<*const u8>()), + ::core::mem::size_of::<*const u8>(), + ); + let result12 = if layout12.size() != 0 { + let ptr = _rt::alloc::alloc(layout12).cast::(); + if ptr.is_null() { + _rt::alloc::handle_alloc_error(layout12); + } + ptr + } else { + ::core::ptr::null_mut() + }; + for (i, e) in vec12.into_iter().enumerate() { + let base = result12 + .add(i * (4 * ::core::mem::size_of::<*const u8>())); + { + let (t9_0, t9_1) = e; + let vec10 = (t9_0.into_bytes()).into_boxed_slice(); + let ptr10 = vec10.as_ptr().cast::(); + let len10 = vec10.len(); + ::core::mem::forget(vec10); + *base + .add(::core::mem::size_of::<*const u8>()) + .cast::() = len10; + *base.add(0).cast::<*mut u8>() = ptr10.cast_mut(); + let vec11 = (t9_1).into_boxed_slice(); + let ptr11 = vec11.as_ptr().cast::(); + let len11 = vec11.len(); + ::core::mem::forget(vec11); + *base + .add(3 * ::core::mem::size_of::<*const u8>()) + .cast::() = len11; + *base + .add(2 * ::core::mem::size_of::<*const u8>()) + .cast::<*mut u8>() = ptr11.cast_mut(); + } + } + *ptr8 + .add(2 * ::core::mem::size_of::<*const u8>()) + .cast::() = len12; + *ptr8 + .add(::core::mem::size_of::<*const u8>()) + .cast::<*mut u8>() = result12; + } + Err(e) => { + *ptr8.add(0).cast::() = (1i32) as u8; + let vec13 = (e.into_bytes()).into_boxed_slice(); + let ptr13 = vec13.as_ptr().cast::(); + let len13 = vec13.len(); + ::core::mem::forget(vec13); + *ptr8 + .add(2 * ::core::mem::size_of::<*const u8>()) + .cast::() = len13; + *ptr8 + .add(::core::mem::size_of::<*const u8>()) + .cast::<*mut u8>() = ptr13.cast_mut(); + } + }; + ptr8 + } + #[doc(hidden)] + #[allow(non_snake_case)] + pub unsafe fn __post_return_encode(arg0: *mut u8) { + let l0 = i32::from(*arg0.add(0).cast::()); + match l0 { + 0 => { + let l1 = *arg0 + .add(::core::mem::size_of::<*const u8>()) + .cast::<*mut u8>(); + let l2 = *arg0 + .add(2 * ::core::mem::size_of::<*const u8>()) + .cast::(); + let base8 = l1; + let len8 = l2; + for i in 0..len8 { + let base = base8 + .add(i * (4 * ::core::mem::size_of::<*const u8>())); + { + let l3 = *base.add(0).cast::<*mut u8>(); + let l4 = *base + .add(::core::mem::size_of::<*const u8>()) + .cast::(); + _rt::cabi_dealloc(l3, l4, 1); + let l5 = *base + .add(2 * ::core::mem::size_of::<*const u8>()) + .cast::<*mut u8>(); + let l6 = *base + .add(3 * ::core::mem::size_of::<*const u8>()) + .cast::(); + let base7 = l5; + let len7 = l6; + _rt::cabi_dealloc(base7, len7 * 1, 1); + } + } + _rt::cabi_dealloc( + base8, + len8 * (4 * ::core::mem::size_of::<*const u8>()), + ::core::mem::size_of::<*const u8>(), + ); + } + _ => { + let l9 = *arg0 + .add(::core::mem::size_of::<*const u8>()) + .cast::<*mut u8>(); + let l10 = *arg0 + .add(2 * ::core::mem::size_of::<*const u8>()) + .cast::(); + _rt::cabi_dealloc(l9, l10, 1); + } + } + } + #[doc(hidden)] + #[allow(non_snake_case)] + pub unsafe fn _export_decode_cabi( + arg0: *mut u8, + arg1: usize, + ) -> *mut u8 { + #[cfg(target_arch = "wasm32")] _rt::run_ctors_once(); + let base6 = arg0; + let len6 = arg1; + let mut result6 = _rt::Vec::with_capacity(len6); + for i in 0..len6 { + let base = base6 + .add(i * (4 * ::core::mem::size_of::<*const u8>())); + let e6 = { + let l0 = *base.add(0).cast::<*mut u8>(); + let l1 = *base + .add(::core::mem::size_of::<*const u8>()) + .cast::(); + let len2 = l1; + let bytes2 = _rt::Vec::from_raw_parts(l0.cast(), len2, len2); + let l3 = *base + .add(2 * ::core::mem::size_of::<*const u8>()) + .cast::<*mut u8>(); + let l4 = *base + .add(3 * ::core::mem::size_of::<*const u8>()) + .cast::(); + let len5 = l4; + ( + _rt::string_lift(bytes2), + _rt::Vec::from_raw_parts(l3.cast(), len5, len5), + ) + }; + result6.push(e6); + } + _rt::cabi_dealloc( + base6, + len6 * (4 * ::core::mem::size_of::<*const u8>()), + ::core::mem::size_of::<*const u8>(), + ); + let result7 = T::decode(result6); + let ptr8 = (&raw mut _RET_AREA.0).cast::(); + match result7 { + Ok(e) => { + *ptr8.add(0).cast::() = (0i32) as u8; + let vec12 = e; + let len12 = vec12.len(); + let layout12 = _rt::alloc::Layout::from_size_align_unchecked( + vec12.len() * (4 * ::core::mem::size_of::<*const u8>()), + ::core::mem::size_of::<*const u8>(), + ); + let result12 = if layout12.size() != 0 { + let ptr = _rt::alloc::alloc(layout12).cast::(); + if ptr.is_null() { + _rt::alloc::handle_alloc_error(layout12); + } + ptr + } else { + ::core::ptr::null_mut() + }; + for (i, e) in vec12.into_iter().enumerate() { + let base = result12 + .add(i * (4 * ::core::mem::size_of::<*const u8>())); + { + let (t9_0, t9_1) = e; + let vec10 = (t9_0.into_bytes()).into_boxed_slice(); + let ptr10 = vec10.as_ptr().cast::(); + let len10 = vec10.len(); + ::core::mem::forget(vec10); + *base + .add(::core::mem::size_of::<*const u8>()) + .cast::() = len10; + *base.add(0).cast::<*mut u8>() = ptr10.cast_mut(); + let vec11 = (t9_1).into_boxed_slice(); + let ptr11 = vec11.as_ptr().cast::(); + let len11 = vec11.len(); + ::core::mem::forget(vec11); + *base + .add(3 * ::core::mem::size_of::<*const u8>()) + .cast::() = len11; + *base + .add(2 * ::core::mem::size_of::<*const u8>()) + .cast::<*mut u8>() = ptr11.cast_mut(); + } + } + *ptr8 + .add(2 * ::core::mem::size_of::<*const u8>()) + .cast::() = len12; + *ptr8 + .add(::core::mem::size_of::<*const u8>()) + .cast::<*mut u8>() = result12; + } + Err(e) => { + *ptr8.add(0).cast::() = (1i32) as u8; + let vec13 = (e.into_bytes()).into_boxed_slice(); + let ptr13 = vec13.as_ptr().cast::(); + let len13 = vec13.len(); + ::core::mem::forget(vec13); + *ptr8 + .add(2 * ::core::mem::size_of::<*const u8>()) + .cast::() = len13; + *ptr8 + .add(::core::mem::size_of::<*const u8>()) + .cast::<*mut u8>() = ptr13.cast_mut(); + } + }; + ptr8 + } + #[doc(hidden)] + #[allow(non_snake_case)] + pub unsafe fn __post_return_decode(arg0: *mut u8) { + let l0 = i32::from(*arg0.add(0).cast::()); + match l0 { + 0 => { + let l1 = *arg0 + .add(::core::mem::size_of::<*const u8>()) + .cast::<*mut u8>(); + let l2 = *arg0 + .add(2 * ::core::mem::size_of::<*const u8>()) + .cast::(); + let base8 = l1; + let len8 = l2; + for i in 0..len8 { + let base = base8 + .add(i * (4 * ::core::mem::size_of::<*const u8>())); + { + let l3 = *base.add(0).cast::<*mut u8>(); + let l4 = *base + .add(::core::mem::size_of::<*const u8>()) + .cast::(); + _rt::cabi_dealloc(l3, l4, 1); + let l5 = *base + .add(2 * ::core::mem::size_of::<*const u8>()) + .cast::<*mut u8>(); + let l6 = *base + .add(3 * ::core::mem::size_of::<*const u8>()) + .cast::(); + let base7 = l5; + let len7 = l6; + _rt::cabi_dealloc(base7, len7 * 1, 1); + } + } + _rt::cabi_dealloc( + base8, + len8 * (4 * ::core::mem::size_of::<*const u8>()), + ::core::mem::size_of::<*const u8>(), + ); + } + _ => { + let l9 = *arg0 + .add(::core::mem::size_of::<*const u8>()) + .cast::<*mut u8>(); + let l10 = *arg0 + .add(2 * ::core::mem::size_of::<*const u8>()) + .cast::(); + _rt::cabi_dealloc(l9, l10, 1); + } + } + } + pub trait Guest { + fn encode(inputs: PortMap) -> Result; + fn decode(inputs: PortMap) -> Result; + } + #[doc(hidden)] + macro_rules! __export_chonkle_codec_transform_0_1_0_cabi { + ($ty:ident with_types_in $($path_to_types:tt)*) => { + const _ : () = { #[unsafe (export_name = + "chonkle:codec/transform@0.1.0#encode")] unsafe extern "C" fn + export_encode(arg0 : * mut u8, arg1 : usize,) -> * mut u8 { + unsafe { $($path_to_types)*:: _export_encode_cabi::<$ty > (arg0, + arg1) } } #[unsafe (export_name = + "cabi_post_chonkle:codec/transform@0.1.0#encode")] unsafe extern + "C" fn _post_return_encode(arg0 : * mut u8,) { unsafe { + $($path_to_types)*:: __post_return_encode::<$ty > (arg0) } } + #[unsafe (export_name = "chonkle:codec/transform@0.1.0#decode")] + unsafe extern "C" fn export_decode(arg0 : * mut u8, arg1 : + usize,) -> * mut u8 { unsafe { $($path_to_types)*:: + _export_decode_cabi::<$ty > (arg0, arg1) } } #[unsafe + (export_name = "cabi_post_chonkle:codec/transform@0.1.0#decode")] + unsafe extern "C" fn _post_return_decode(arg0 : * mut u8,) { + unsafe { $($path_to_types)*:: __post_return_decode::<$ty > (arg0) + } } }; + }; + } + #[doc(hidden)] + pub(crate) use __export_chonkle_codec_transform_0_1_0_cabi; + #[cfg_attr(target_pointer_width = "64", repr(align(8)))] + #[cfg_attr(target_pointer_width = "32", repr(align(4)))] + struct _RetArea( + [::core::mem::MaybeUninit< + u8, + >; 3 * ::core::mem::size_of::<*const u8>()], + ); + static mut _RET_AREA: _RetArea = _RetArea( + [::core::mem::MaybeUninit::uninit(); 3 + * ::core::mem::size_of::<*const u8>()], + ); + } + } + } +} +#[rustfmt::skip] +mod _rt { + #![allow(dead_code, clippy::all)] + pub use alloc_crate::string::String; + pub use alloc_crate::vec::Vec; + #[cfg(target_arch = "wasm32")] + pub fn run_ctors_once() { + wit_bindgen_rt::run_ctors_once(); + } + pub unsafe fn string_lift(bytes: Vec) -> String { + if cfg!(debug_assertions) { + String::from_utf8(bytes).unwrap() + } else { + String::from_utf8_unchecked(bytes) + } + } + pub unsafe fn cabi_dealloc(ptr: *mut u8, size: usize, align: usize) { + if size == 0 { + return; + } + let layout = alloc::Layout::from_size_align_unchecked(size, align); + alloc::dealloc(ptr, layout); + } + pub use alloc_crate::alloc; + extern crate alloc as alloc_crate; +} +/// Generates `#[unsafe(no_mangle)]` functions to export the specified type as +/// the root implementation of all generated traits. +/// +/// For more information see the documentation of `wit_bindgen::generate!`. +/// +/// ```rust +/// # macro_rules! export{ ($($t:tt)*) => (); } +/// # trait Guest {} +/// struct MyType; +/// +/// impl Guest for MyType { +/// // ... +/// } +/// +/// export!(MyType); +/// ``` +#[allow(unused_macros)] +#[doc(hidden)] +macro_rules! __export_codec_impl { + ($ty:ident) => { + self::export!($ty with_types_in self); + }; + ($ty:ident with_types_in $($path_to_types_root:tt)*) => { + $($path_to_types_root)*:: + exports::chonkle::codec::transform::__export_chonkle_codec_transform_0_1_0_cabi!($ty + with_types_in $($path_to_types_root)*:: exports::chonkle::codec::transform); + }; +} +#[doc(inline)] +pub(crate) use __export_codec_impl as export; +#[cfg(target_arch = "wasm32")] +#[unsafe( + link_section = "component-type:wit-bindgen:0.41.0:chonkle:codec@0.1.0:codec:encoded world" +)] +#[doc(hidden)] +#[allow(clippy::octal_escapes)] +pub static __WIT_BINDGEN_COMPONENT_TYPE: [u8; 280] = *b"\ +\0asm\x0d\0\x01\0\0\x19\x16wit-component-encoding\x04\0\x07\x9c\x01\x01A\x02\x01\ +A\x02\x01B\x0a\x01s\x04\0\x09port-name\x03\0\0\x01p}\x01o\x02\x01\x02\x01p\x03\x04\ +\0\x08port-map\x03\0\x04\x01j\x01\x05\x01s\x01@\x01\x06inputs\x05\0\x06\x04\0\x06\ +encode\x01\x07\x04\0\x06decode\x01\x07\x04\0\x1dchonkle:codec/transform@0.1.0\x05\ +\0\x04\0\x19chonkle:codec/codec@0.1.0\x04\0\x0b\x0b\x01\0\x05codec\x03\0\0\0G\x09\ +producers\x01\x0cprocessed-by\x02\x0dwit-component\x070.227.1\x10wit-bindgen-rus\ +t\x060.41.0"; +#[inline(never)] +#[doc(hidden)] +pub fn __link_custom_section_describing_imports() { + wit_bindgen_rt::maybe_link_cabi_realloc(); +} diff --git a/codec/zlib-rs/src/lib.rs b/codec/zlib-rs/src/lib.rs new file mode 100644 index 0000000..3fc7533 --- /dev/null +++ b/codec/zlib-rs/src/lib.rs @@ -0,0 +1,46 @@ +#[allow(warnings)] +mod bindings; + +use bindings::exports::chonkle::codec::transform::{Guest, PortMap}; +use flate2::read::ZlibDecoder; +use flate2::write::ZlibEncoder; +use flate2::Compression; +use std::io::{Read, Write}; + +struct Component; + +fn find_port<'a>(inputs: &'a PortMap, name: &str) -> Option<&'a Vec> { + inputs.iter().find(|(k, _)| k == name).map(|(_, v)| v) +} + +impl Guest for Component { + fn encode(inputs: PortMap) -> Result { + let bytes = find_port(&inputs, "bytes") + .ok_or_else(|| "missing port: bytes".to_string())?; + + let level = find_port(&inputs, "level") + .and_then(|v| std::str::from_utf8(v).ok()) + .and_then(|s| s.trim().parse::().ok()) + .unwrap_or(6) + .min(9); + + let mut enc = ZlibEncoder::new(Vec::new(), Compression::new(level)); + enc.write_all(bytes).map_err(|e| e.to_string())?; + let compressed = enc.finish().map_err(|e| e.to_string())?; + + Ok(vec![("bytes".to_string(), compressed)]) + } + + fn decode(inputs: PortMap) -> Result { + let bytes = find_port(&inputs, "bytes") + .ok_or_else(|| "missing port: bytes".to_string())?; + + let mut dec = ZlibDecoder::new(bytes.as_slice()); + let mut out = Vec::new(); + dec.read_to_end(&mut out).map_err(|e| e.to_string())?; + + Ok(vec![("bytes".to_string(), out)]) + } +} + +bindings::export!(Component with_types_in bindings); diff --git a/codec/zlib-rs/wit/world.wit b/codec/zlib-rs/wit/world.wit new file mode 100644 index 0000000..710afbf --- /dev/null +++ b/codec/zlib-rs/wit/world.wit @@ -0,0 +1,14 @@ +package chonkle:codec@0.1.0; + +interface transform { + /// A named byte buffer — one port in the port map. + type port-name = string; + type port-map = list>>; + + encode: func(inputs: port-map) -> result; + decode: func(inputs: port-map) -> result; +} + +world codec { + export transform; +} diff --git a/codec/zlib-rs/zlib.signature.json b/codec/zlib-rs/zlib.signature.json new file 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zqmX)*%AXZ}@TJYgPY5Wqy2QQ;(rObNnDb#8M6P*+P4E%@U@dWw%$rvt2DRLuKdlU6 zPpkd7)1h^k)8TI3bYuW)I$B^gflI~mt@UM0#|nvoVMXHcer)N)8UnJ(Q4Z5tM6g(? zR|I@NEmy{*0gYt+Dv?&9S^bn_p=&oJAs2kce$Y zxA?J(20T+Hy+2z%vJpmnwB4c{N!CM1)z)IR$J)KkWzR76csD~m(ak?kruDY~2(^r64t~o|mOd#ZOsG ziJ>m3bGy7WU3-0x6cdhiCu}c~+J&8}`mT~O(e&|RffK_B;1g4PsmTkn0{U;G^_(nt z({!J-MY3~Sv7Yk^aM_+KYlmnTQ=me)Yy)et%~Z1gkGeJhu56cF2X&pX#^;{_rqZ5p literal 0 HcmV?d00001 From ceaae4242e59d2a24afd3a2124e86243eccd4c64 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Thu, 26 Mar 2026 13:26:35 -0500 Subject: [PATCH 16/52] feat: embed codec signatures in .wasm binaries instead of sidecar JSON files Signatures are now stored as a `chonkle:signature` custom section inside the .wasm binary itself, eliminating the need for `.signature.json` sidecar files. This simplifies downloads (one file instead of two), removes sidecar derivation logic from the downloader, and makes codec distribution atomic. - Add `wasm_signature` module with `read_signature`/`embed_signature` for reading and writing custom sections in Wasm binaries - Add `chonkle.tools.embed_signature` CLI tool for embedding signatures at build time - Update executor to read signatures from .wasm binaries instead of sidecar files - Remove sidecar download logic from `wasm_download` - Rebuild codec .wasm files with embedded signatures; replace `*.signature.json` sidecars with source `signature.json` files - Add docs on WASM execution model, multi-memory, and mixed-codec architecture plan --- codec/identity-c/identity.wasm | Bin 52204 -> 52367 bytes ...identity.signature.json => signature.json} | 1 + ...dictor-2.signature.json => signature.json} | 1 + .../tiff-predictor-2-c/tiff-predictor-2.wasm | Bin 877211 -> 877479 bytes .../{zlib.signature.json => signature.json} | 1 + codec/zlib-rs/zlib.wasm | Bin 148188 -> 148415 bytes docs/PLAN_MIXED_CODEC_ARCHITECTURE.md | 754 ++++++++++++++++++ docs/wasm/EXECUTION_MODEL.md | 61 ++ docs/wasm/MULTI_MEMORY.md | 111 +++ src/chonkle/__init__.py | 3 + src/chonkle/executor.py | 24 +- src/chonkle/tools/__init__.py | 0 src/chonkle/tools/embed_signature.py | 49 ++ src/chonkle/wasm_download.py | 73 +- src/chonkle/wasm_signature.py | 167 ++++ tests/test_executor.py | 80 +- tests/test_wasm_download.py | 22 +- tests/test_wasm_signature.py | 138 ++++ 18 files changed, 1357 insertions(+), 128 deletions(-) rename codec/identity-c/{identity.signature.json => signature.json} (79%) rename codec/tiff-predictor-2-c/{tiff-predictor-2.signature.json => signature.json} (87%) rename codec/zlib-rs/{zlib.signature.json => signature.json} (88%) create mode 100644 docs/PLAN_MIXED_CODEC_ARCHITECTURE.md create mode 100644 docs/wasm/EXECUTION_MODEL.md create mode 100644 docs/wasm/MULTI_MEMORY.md create mode 100644 src/chonkle/tools/__init__.py create mode 100644 src/chonkle/tools/embed_signature.py create mode 100644 src/chonkle/wasm_signature.py create mode 100644 tests/test_wasm_signature.py diff --git a/codec/identity-c/identity.wasm b/codec/identity-c/identity.wasm index c0a57be3a7d024384b1a53324728506838005b1b..942b71d694446088102e81ce053fea07946926dd 100644 GIT binary patch delta 174 zcmaDeowlqd>3MOad=Vj-lS`}xe=Ovbu7Nu4zCFiH4CdX%{C|N0GrljVT zWR_Ga=_qC97UZPn0=bDLnfZB0a=OVN*}Q_%l42#RYNe#gl2kCGq_Q9ts0_l_Q7TF; cEX^!R1)5q?RGL~_tD~fnUs{4+S8Z)A0C>zl-~a#s delta 9 QcmeC5$^2$I^M*I40T(9)82|tP diff --git a/codec/identity-c/identity.signature.json b/codec/identity-c/signature.json similarity index 79% rename from codec/identity-c/identity.signature.json rename to codec/identity-c/signature.json index 58bdc31..29cfb8f 100644 --- a/codec/identity-c/identity.signature.json +++ b/codec/identity-c/signature.json @@ -1,5 +1,6 @@ { "codec_id": "identity", + "implementation": "identity-c", "inputs": {"bytes": {"type": "bytes", "required": true}}, "outputs": {"bytes": {"type": "bytes"}} } diff --git a/codec/tiff-predictor-2-c/tiff-predictor-2.signature.json b/codec/tiff-predictor-2-c/signature.json similarity index 87% rename from codec/tiff-predictor-2-c/tiff-predictor-2.signature.json rename to codec/tiff-predictor-2-c/signature.json index 561332c..92b5b12 100644 --- a/codec/tiff-predictor-2-c/tiff-predictor-2.signature.json +++ b/codec/tiff-predictor-2-c/signature.json @@ -1,5 +1,6 @@ { "codec_id": "tiff-predictor-2", + "implementation": "tiff-predictor-2-c", "inputs": { "bytes": {"type": "bytes", "required": true}, "bytes_per_sample": {"type": "int", "required": true}, diff --git a/codec/tiff-predictor-2-c/tiff-predictor-2.wasm b/codec/tiff-predictor-2-c/tiff-predictor-2.wasm index 70b162b582916bbcfddcc9b265d33ab1a4c83e0e..34430f027d45f952a48591e4b86a2ccdaf05e762 100644 GIT binary patch delta 306 zcmaiuO>V+K3`Y4YP@qU$!Rus$#3q-C!o+|@m>DJ>RZ$ed!W+)O0eXR60rgr}>hH&)@m7`1xBLr7a!lN>4tdF9R9Mr;KDQli#oN^3XbUW@=;fHp3{VwNBVOEJ2wR zRZJ;Fz_eP0)?rGDjSJ@x0PSpsJJg&o8U2C@RYPg(Iftl(Wx;qIxUg8`w>FR>hQ_k delta 35 qcmZ2}+;sL)(}ott7N!>F7M2#)7Pc1l7LFFq7OocV7M?Ay|AT&1W*0U9e6h(WFdpdG&| QoTYB^B#{gJ|9Fh?4QKvVM*si- delta 13 Ucmdnr&UvSmv!R7?3)3AZ04Z?=lK=n! diff --git a/docs/PLAN_MIXED_CODEC_ARCHITECTURE.md b/docs/PLAN_MIXED_CODEC_ARCHITECTURE.md new file mode 100644 index 0000000..beb1b1a --- /dev/null +++ b/docs/PLAN_MIXED_CODEC_ARCHITECTURE.md @@ -0,0 +1,754 @@ +# Plan: Mixed-Codec DAG Architecture with Single-Copy Core Wasm Transfer + +## Goal + +Unify three codec backends — Component Model Wasm, Core Wasm, and native Python +(numcodecs) — under the existing DAG pipeline schema, while enabling a single-copy +data transfer optimization between sequential core wasm modules. + +## Codec Type Taxonomy + +| Type | Binary | Interface | Data transfer speed (Python host) | Copies per invocation | +|---|---|---|---|---| +| Component Model | `.wasm` (version `0d 00 01 00`) | WIT `port-map` → `result` | ~1.7 MB/s (canonical ABI) | 2 | +| Core Wasm | `.wasm` (version `01 00 00 00`) | Serialized port-map via `Memory.read/write` | ~10 GB/s | 2 (or 1 with single-copy) | +| Native (numcodecs) | none | `codec.encode(bytes)` / `codec.decode(bytes)` | Python object reference | 0 | + +## Codec Wrapper Classes + +A `Codec` abstract base class normalizes the three backends. The executor +interacts only with this interface. + +``` +Codec (ABC) +├── ComponentCodec — wraps a Component Model instance +├── CoreWasmCodec — wraps a Core module instance, exposes Memory +└── NativeCodec — wraps a numcodecs codec object +``` + +### Base class + +```python +class Codec(ABC): + name: str + codec_type: Literal["component", "core", "native"] + + @abstractmethod + def signature(self) -> dict: + """Return the codec's signature (loaded at instantiation).""" + ... + + @abstractmethod + def call(self, direction: Direction, port_map: PortMap) -> DeferredPortMap: + """Execute encode or decode.""" + ... +``` + +### ComponentCodec + +- Instantiates a Wasmtime Component Model component (current `_call_component` logic) +- Passes the port-map directly to the WIT interface +- Returns `list[tuple[str, bytes]]` +- Signature loaded from `chonkle:signature` custom section in `.wasm` at init + +### CoreWasmCodec + +- Instantiates a Wasmtime core module; keeps `Instance`, `Store`, and `Memory` alive +- Serializes the input port-map into the module's linear memory using the core + port-map wire format (see [Core ABI](#core-abi)) +- Calls `encode`/`decode`, reads the output port-map from linear memory +- Returns `list[tuple[str, bytes | CoreWasmRef]]` — bulk data can remain in + linear memory as a deferred reference for single-copy transfer +- Signature loaded from `chonkle:signature` custom section in `.wasm` at init + +### NativeCodec + +- Instantiated dynamically from any `codec_id` in the numcodecs registry +- Extracts `"bytes"` port as data input; passes remaining port-map entries as + constructor kwargs to the numcodecs codec +- Handles bytes-to-bytes vs ndarray-to-ndarray calling convention based on the + `data_format` field in the signature file +- Returns `list[tuple[str, bytes]]` +- Signature loaded from `src/chonkle/signatures/native/{codec_id}.json` at init +- `numcodecs` is an optional dependency — imported lazily at `NativeCodec` + instantiation. Users who only use wasm codecs do not need it installed. + `prepare()` raises a clear error if a pipeline contains a native step and + numcodecs is not available + +### Lifecycle + +All codec instances are created during preparation (by the resolver) and remain +alive for the duration of pipeline execution. This is required +for single-copy: the source module's `Memory` must be readable when the downstream +module's input is being written. + +### New module + +`src/chonkle/codecs.py` — contains the `Codec` protocol and all three wrapper classes. +The existing `executor.py` `_call_component` / `_get_function` logic moves into +`ComponentCodec`. + +## Signatures + +### Format + +```json +{ + "codec_id": "zstd", + "implementation": "zstd-rs", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "level": {"type": "int", "required": false, "default": 3, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` + +The `implementation` field identifies the specific build/project that produced this +binary. It is set by the implementer at build time and embedded in the wasm +binary. The resolver uses it to distinguish multiple implementations of the same +codec_id in the local store. + +### Source of truth + +Each codec type has exactly one source of truth for its signature: + +| Codec type | Signature source | Authored where | +|---|---|---| +| Component Model | `chonkle:signature` custom section in `.wasm` | `signature.json` in codec source dir (build input) | +| Core Wasm | `chonkle:signature` custom section in `.wasm` | `signature.json` in codec source dir (build input) | +| Native (numcodecs) | JSON file distributed with chonkle | `src/chonkle/signatures/numcodecs/{codec_id}.json` | + +### Runtime access + +Every wrapper class loads its signature at instantiation and exposes it via +`codec.signature()`. The executor calls this uniformly during validation: + +```python +for step_name in execution_order: + codec = codecs[step_name] + sig = codec.signature() + validate(step, sig, direction, pipeline) +``` + +### Wasm custom section: `chonkle:signature` + +- Embedded in both core and component model `.wasm` binaries +- Added as a post-build step (after `wasm-tools component new` for C+Zig codecs, + after `cargo component build` for Rust codecs) +- Read with a pure-Python binary parser (~30 lines, no wasmtime needed, no + instantiation) +- ~130 bytes overhead per binary + +Build integration: +```bash +python -m chonkle.tools.embed_signature codec.wasm signature.json +``` + +The `signature.json` in each codec's source directory is a build input (like a +Cargo.toml or header file), not a distribution artifact. It is version-controlled +with the codec source. The `.signature.json` sidecar files currently alongside +`.wasm` outputs are eliminated. + +### Native codec signature files + +A directory of individual JSON files, one per supported numcodecs codec: + +``` +src/chonkle/signatures/numcodecs/ +├── blosc.json +├── zstd.json +├── lz4.json +├── gzip.json +├── zlib.json +├── bz2.json +├── lzma.json +├── delta.json +├── shuffle.json +└── ... +``` + +Each file is a complete signature in the standard format, plus an additional +`data_format` field (`"bytes"` or `"ndarray"`) that tells the `NativeCodec` +wrapper how to call the codec. + +Adding support for a new numcodecs codec means authoring one JSON file. No Python +code changes needed. `NativeCodec("zstd")` loads the corresponding file from +`signatures/numcodecs/`; if the file does not exist, instantiation fails with a +clear error. + +### What this eliminates + +- `.signature.json` sidecar files alongside `.wasm` outputs +- `_derive_signature_url()` in `wasm_download.py` +- Dual-file downloads (only the `.wasm` is fetched) +- Any WIT change (WIT stays at `@0.1.0`) + +## Core ABI + +A formalized contract for core wasm modules, documented alongside the existing +Component Model contract in `docs/reference/`. + +### Required exports + +``` +memory: Memory +alloc: func(size: i32) -> i32 +dealloc: func(ptr: i32, size: i32) +encode: func(port_map_ptr: i32, port_map_len: i32) -> i64 +decode: func(port_map_ptr: i32, port_map_len: i32) -> i64 +``` + +### Port-map wire format (little-endian) + +``` +u32: entry_count +For each entry: + u32: name_len + u8[name_len]: name (UTF-8) + u32: data_len + u8[data_len]: data +``` + +The host serializes the input port-map into the module's linear memory via +`Memory.write()`, calls `encode`/`decode`, and parses the output port-map from +the returned pointer. + +### Return value + +`i64 = (output_ptr << 32) | output_len` — pointer and length of the serialized +output port-map in linear memory. + +### Error signaling + +Return `(ptr=0, len=0)` on error. + +### Port-map helpers + +The wire format is the contract. It is simple enough to implement in any language +(~20 lines). We provide reference implementations for the languages used in our +codecs: + +- C header/source in `codec/shared/` (alongside existing WIT-generated bindings) +- Rust crate (small library crate in `codec/shared/` or as a published crate) + +These are convenience, not requirements. Any language that compiles to wasm32 can +implement the format from the spec. + +### Relationship to Component Model WIT + +The WIT interface (`chonkle:codec/transform@0.1.0`) is unchanged. Component Model +codecs continue to use WIT port-maps via the canonical ABI. Core Wasm codecs use +the binary port-map wire format via `Memory.read/write`. The executor's codec +wrapper classes bridge the difference — the executor always works with +`list[tuple[str, bytes]]` regardless of backend. + +Both core and component model codecs support multi-port inputs and outputs. + +## Pipeline Schema Changes + +### `src` and `outputs` removed from steps + +Steps are identified solely by `codec_id`. The `src` field is removed from +`StepSpec` — a step declares *what* codec to run and how it is wired, not *where* +to find the implementation. Implementation selection is the resolver's +responsibility (see [Codec Resolution](#codec-resolution)). + +The `outputs` field is also removed from steps. Output port information is +available in the codec's signature (with full type descriptors), making the +step-level `outputs` list (bare port names, no types) duplicative. Wiring +reference validation (e.g., confirming that `zlib.bytes` is a real output port) +moves from parse time to `prepare()` time, where signatures are loaded. The +topological sort is unaffected — it works from input dependencies, not outputs. + +A step now contains only `codec_id` and `inputs`. + +### `encode_only_inputs` removed from steps + +The `encode_only_inputs` field is removed from `StepSpec`. The codec's signature +already marks individual ports with `"encode_only": true`. During `prepare()`, +the executor reads each codec's signature and derives which inputs to omit in +decode direction — there is no need for the step to repeat this information. This +eliminates a redundant second source of truth and removes the ambiguity of what +should happen when the step-level list disagrees with the signature. + +### `sources` field at pipeline level + +An optional top-level `sources` object maps codec_ids to download URIs. This +allows software that generates pipelines to embed fetch hints for the codecs it +expects, making the pipeline self-contained for distribution without coupling +implementation details into individual steps. + +- Keys are codec_ids (matching step `codec_id` values) +- Values are URI strings (`https://`, `oci://`, `file://`) +- The field is optional — all, some, or none of the codec_ids may have entries +- Sources are advisory — the resolver may ignore them if a preferred + implementation is already available locally + +### Codec type detection + +Detected from the resolved binary, not from the pipeline schema: + +- `.wasm` file with core version header (`01 00 00 00`) → `CoreWasmCodec` +- `.wasm` file with component version header (`0d 00 01 00`) → `ComponentCodec` +- No wasm binary (resolved via numcodecs registry) → `NativeCodec` + +No `type` field in the schema. Backend type is a property of the resolved +implementation. + +### Example: mixed pipeline + +```json +{ + "codec_id": "cog-decode", + "direction": "decode", + "sources": { + "tiff-predictor-2": "oci://ghcr.io/nasa-impact/codec-tiff-predictor-2-c:v1.0" + }, + "inputs": {"bytes": {"type": "bytes"}}, + "constants": { + "bytes_per_sample": {"type": "int", "value": 2}, + "width": {"type": "int", "value": 1024}, + "level": {"type": "int", "value": 9} + }, + "outputs": {"bytes": "predictor2.bytes"}, + "steps": { + "zlib": { + "codec_id": "zlib", + "inputs": {"bytes": "input.bytes", "level": "constant.level"} + }, + "predictor2": { + "codec_id": "tiff-predictor-2", + "inputs": { + "bytes": "zlib.bytes", + "bytes_per_sample": "constant.bytes_per_sample", + "width": "constant.width" + } + } + } +} +``` + +Neither step has a `src` field or `encode_only_inputs`. `zlib` might resolve to +a native numcodecs codec, a core wasm binary, or a component model binary — the +resolver decides. +`tiff-predictor-2` has a source hint in the pipeline-level `sources` field; the +resolver uses it as a fetch fallback if no local implementation is available. + +## Codec Resolution + +### Resolver interface + +The resolver maps a `codec_id` to a concrete `Codec` instance. It is passed to +`prepare()`: + +```python +prepare(pipeline_json, direction, resolver=None) → PreparedPipeline +``` + +When `resolver` is `None`, a default resolver is constructed from environment +configuration. The CLI builds a resolver from `--codec-path`, env vars, and the +pipeline's `sources` field. Tests inject custom resolvers. + +### Resolution chain + +For each codec_id in the pipeline, the resolver tries sources in order: + +1. **Local store** — scan the local codec store for installed implementations + matching this codec_id. If multiple exist, select based on the preference + system (see below). +2. **Native** — check if a signature file exists at + `signatures/numcodecs/{codec_id}.json` and numcodecs is importable. If so, + return a `NativeCodec`. +3. **Pipeline sources** — if the pipeline's `sources` field has an entry for + this codec_id, fetch the artifact, install it in the local store, and + resolve from there. +4. **Not found** — `prepare()` raises with a clear error listing the codec_id + and what was tried. + +The ordering of steps 1 and 2 is controlled by the preference system. + +### Local codec store + +A directory of wasm binaries organized by codec_id: + +``` +~/.chonkle/codecs/ +├── zlib/ +│ ├── a1b2c3d4.wasm ← signature: codec_id=zlib, implementation=zlib-rs, component +│ └── e5f6g7h8.wasm ← signature: codec_id=zlib, implementation=zlib-c, core +├── tiff-predictor-2/ +│ └── f9g0h1i2.wasm ← signature: codec_id=tiff-predictor-2, implementation=tiff-predictor-2-c, core +``` + +Filenames are content-addressed (hash of file contents). All identity metadata +lives in the embedded `chonkle:signature` custom section — the store imposes no +naming conventions on implementers. Backend type (core vs component) is detected +from the binary header. + +The resolver scans the store directory, reads embedded signatures, and builds an +in-memory index. The scan is lightweight (custom sections are at known offsets, +the reader is ~30 lines, installed codec count is small) and can be cached by +mtime if needed. + +The existing fetch cache (`CHONKLE_CACHE_DIR`, keyed by URL hash) evolves into +this store, re-keyed by codec_id and content-addressed within each codec_id +directory. The wasmtime compilation cache (`.cwasm`) remains separate and +unchanged. + +### Preference system + +Two levels of preference control which implementation the resolver selects: + +**Global backend preference** — an ordered list of backend types. When the local +store contains multiple implementations of a codec_id, the resolver prefers +implementations whose backend type appears earlier in this list: + +```python +resolver = Resolver(preference=["native", "core", "component"]) +``` + +**Per-codec implementation override** — selects a specific implementation by its +`implementation` field value, bypassing the global backend preference: + +```python +resolver = Resolver( + preference=["native", "core", "component"], + overrides={"zlib": "zlib-rs"}, +) +``` + +When an override is set, the resolver looks for an implementation with that exact +`implementation` value in the local store. If not found, resolution fails — the +override is a hard constraint, not a preference. + +### Discoverability + +Users need to know what implementations are available to make informed override +choices. + +**CLI**: `chonkle codecs` scans the local store and lists installed +implementations: + +``` +$ chonkle codecs +codec_id implementation backend +zlib zlib-rs component +zlib zlib-c core +zlib (native) native +tiff-predictor-2 tiff-predictor-2-c core + +$ chonkle codecs zlib +codec_id: zlib +implementations: + zlib-rs component ~/.chonkle/codecs/zlib/a1b2c3d4.wasm + zlib-c core ~/.chonkle/codecs/zlib/e5f6g7h8.wasm + (native) native numcodecs.zlib +``` + +**Programmatic**: `PreparedPipeline` exposes the resolved codec for each step: + +```python +prepared = prepare(pipeline, direction, resolver) +for step, codec in prepared.codecs.items(): + print(f"{step}: {codec.codec_id} → {codec.implementation} ({codec.codec_type})") +``` + +### Configuration + +Three layers with standard precedence: CLI flags > env vars > config file > defaults. + +| Setting | CLI flag | Env var | Config file key | Default | +| --- | --- | --- | --- | --- | +| Store path | `--codec-store PATH` | `CHONKLE_CODEC_STORE` | `codec_store` | `~/.chonkle/codecs` | +| Backend preference | `--preference LIST` | `CHONKLE_PREFERENCE` | `preference` | `["core", "component", "native"]` | +| Per-codec override | `--override ID=IMPL` (repeatable) | — | `overrides` | `{}` | + +Config file at `~/.chonkle/config.json`: + +```json +{ + "codec_store": "~/.chonkle/codecs", + "preference": ["core", "component", "native"], + "overrides": { + "zlib": "zlib-rs" + } +} +``` + +The default preference is wasm-first (`core` > `component` > `native`) since the +purpose of chonkle is wasm codec pipelines. Users who want native-first for +development set it in their config file. + +Per-codec overrides are not exposed as env vars — codec_ids can contain hyphens +which makes `CHONKLE_OVERRIDE_*` naming awkward, and the use case (benchmarking, +comparison) is interactive rather than CI-driven. CLI flags and config file +cover it. + +The CLI builds the resolver by layering these sources: + +```python +def default_resolver(pipeline_sources: dict[str, str] | None = None) -> Resolver: + config = load_config() # ~/.chonkle/config.json + # Layer: defaults < config < env < cli + return Resolver( + codec_store=..., # CLI --codec-store > CHONKLE_CODEC_STORE > config > default + preference=..., # CLI --preference > CHONKLE_PREFERENCE > config > default + overrides=..., # config overrides, then CLI --override on top + pipeline_sources=pipeline_sources, + ) +``` + +## Single-Copy Transfer + +### Deferred values in the value store + +Currently `value_store: dict[str, bytes]` stores materialized Python bytes for +every inter-step value. For single-copy optimization, core wasm codec outputs can +remain in linear memory as deferred references. + +```python +@dataclass +class CoreWasmRef: + """Deferred reference to data in a core wasm module's linear memory.""" + codec: CoreWasmCodec + ptr: int + length: int + + def materialize(self) -> bytes: + return self.codec.memory.read(self.codec.store, self.ptr, self.ptr + self.length) +``` + +Value store type becomes: `dict[str, bytes | CoreWasmRef]` + +### Resolution rules + +When building a downstream step's input port-map: + +| Downstream type | Value is `bytes` | Value is `CoreWasmRef` | +|---|---|---| +| CoreWasmCodec | `Memory.write()` (1 copy) | Single-copy via `ctypes.memmove` (1 copy) | +| ComponentCodec | Canonical ABI lower (1 copy, slow) | Materialize + canonical ABI lower (2 copies) | +| NativeCodec | Use directly (0 copies) | Materialize (1 copy) | + +### Single-copy mechanics + +When both source and destination are core wasm modules, the host transfers data +directly between linear memories using `Memory.data_ptr()` (confirmed available +in wasmtime-py 41): + +```python +def _single_copy_transfer(src_ref: CoreWasmRef, dst: CoreWasmCodec, size: int) -> CoreWasmRef: + # Allocate in destination (does NOT grow source memory) + dst_ptr = dst.alloc(size) + + # Get raw ctypes pointers to both memories + src_raw = src_ref.codec.memory.data_ptr(src_ref.codec.store) + dst_raw = dst.memory.data_ptr(dst.store) + + src_addr = ctypes.addressof(src_raw.contents) + src_ref.ptr + dst_addr = ctypes.addressof(dst_raw.contents) + dst_ptr + + # One memcpy at C speed + ctypes.memmove(dst_addr, src_addr, size) + + return CoreWasmRef(dst, dst_ptr, size) +``` + +Safety: the source pointer is obtained before the destination allocation. Since +`alloc` is called on the destination module (not the source), the source module's +memory is not grown and the source pointer remains valid. + +### Lazy output port-map parsing + +When a core wasm codec returns, the host parses only the output port-map metadata +(names + offsets + lengths) from linear memory. Bulk data is recorded as +`CoreWasmRef` entries in the value store, not materialized. Materialization happens +only when a non-core downstream step consumes the value. + +### Fan-out + +A `CoreWasmRef` can be read multiple times — `data_ptr` is a view, not a +destructive read. Each downstream step independently reads from the same memory +region. Allocation cleanup is deferred to pipeline completion. + +### Fallback + +If `Memory.data_ptr()` does not work as expected in practice, the fallback is +`Memory.read()` + `Memory.write()` — 2 copies at ~10 GB/s (ctypes speed). Still +orders of magnitude faster than the canonical ABI path. + +## Copy Count Matrix (per inter-step edge) + +| Source ↓ / Dest → | Core Wasm | Component Model | Native | +|---|---|---|---| +| **Core Wasm** | **1** (single-copy, ~10 GB/s) | 2 (materialize + canonical ABI) | 1 (materialize, ~10 GB/s) | +| **Component Model** | 2 (canonical ABI lift + Memory.write) | 2 (canonical ABI lift + lower) | 1 (canonical ABI lift) | +| **Native** | 1 (Memory.write, ~10 GB/s) | 1 (canonical ABI lower) | **0** (Python object ref) | + +Notes: +- "Canonical ABI" copies are slow in Python (~1.7 MB/s) +- "Materialize" and "Memory.write/read" copies are fast (~10 GB/s) +- These are inter-step edge copies, not per-invocation totals + +## Executor Refactoring + +### Phases + +Preparation and execution are separate entry points. A pipeline DAG must be fully +validated before any step executes. + +``` +prepare(pipeline_json, direction, resolver=None) → PreparedPipeline: + 1. Parse pipeline (pipeline.py — unchanged) + 2. Resolve codec_ids via resolver (resolver chain: local store, native, pipeline sources) + 3. Read signatures and validate (reads from codec.signature(), direction-aware) + +run(prepared, inputs) → dict[str, bytes]: + 4. Execute DAG (uses codec.call(), deferred values) + 5. Cleanup (dealloc core wasm memory) +``` + +`prepare()` raises on any validation failure: unresolvable codec_ids, missing +dependencies (e.g., numcodecs not installed for a native codec), signature +mismatches, or type incompatibility. Encode-only port filtering is derived from +the signature's `encode_only` field on each port descriptor. If `prepare()` +returns successfully, the pipeline is guaranteed executable for the given +direction. + +`run()` performs no validation — it assumes a valid `PreparedPipeline`. Callers +can use `prepare()` independently to verify a pipeline without executing it (e.g., +in CI, dry-run tooling, or editor integration). + +### Execution loop + +```python +for step_name in execution_order: + codec = codecs[step_name] + port_map = _resolve_port_map(step, value_store, codec) + output = codec.call(direction, port_map) + for port_name, value in output: + value_store[f"{step_name}.{port_name}"] = value +``` + +`_resolve_port_map` handles deferred value resolution: detects `CoreWasmRef` +entries and applies single-copy transfer or materialization based on the +downstream codec type. + +### What moves out of executor.py + +- `_call_component`, `_get_function` → `ComponentCodec` +- Signature file reading → `read_custom_section()` utility +- URI resolution → resolver (replaces `wasm_download.py` for codec lookup) +- Signature validation logic stays in `executor.py`, exposed through `prepare()` (operates on `codec.signature()` dicts) + +## Implementation Phases + +### Phase 1: Signature embedding infrastructure + +- Add `implementation` field to signature format +- Implement `chonkle:signature` custom section writer (`chonkle.tools.embed_signature`) +- Implement pure-Python custom section reader +- Embed signatures into existing codec `.wasm` files (move `signature.json` to + source dirs, add post-build embed step) +- Remove `.signature.json` sidecar files from codec output directories +- Update executor signature validation to read from custom section via a utility function + +### Phase 2: Codec wrapper classes and `prepare()`/`run()` split + +- Create `src/chonkle/codecs.py` with `Codec` ABC +- Implement `ComponentCodec` (refactor from current `_call_component`) +- Add binary header detection for core-vs-component routing +- Split executor into `prepare()` (validation) and `run()` (execution) +- Existing Component Model tests continue to pass (no behavioral change) + +### Phase 3: Codec resolution and local store + +- Remove `src` and `outputs` from `StepSpec` in `pipeline.py` +- Add `sources` field to pipeline schema (optional, pipeline-level) +- Implement `Resolver` with resolution chain (local store → native → pipeline sources) +- Implement local codec store (content-addressed, indexed by embedded signature) +- Implement global backend preference and per-codec implementation overrides +- Replace `wasm_download.py` with local codec store (clean break, no migration) +- Add `chonkle codecs` CLI command for discoverability +- Expose resolved codec metadata on `PreparedPipeline` +- Update all pipeline fixture JSONs to remove `src` fields + +### Phase 4: Core ABI + +- Define port-map wire format specification (reference doc) +- Implement `CoreWasmCodec` (core ABI with serialized port-map) +- Provide C reference implementation in `codec/shared/` +- Provide Rust reference implementation +- Build a test core wasm codec (adapt identity-c to export core ABI without + lifting to Component Model) +- Add tests for core wasm steps in DAG pipelines + +### Phase 5: Single-copy optimization + +- Introduce `CoreWasmRef` and widen value store type +- Implement lazy output port-map parsing for core codecs +- Implement `_single_copy_transfer` (ctypes path, with Memory.read/write fallback) +- Implement `_resolve_port_map` with type-aware deferred value resolution +- Add tests with sequential core wasm steps verifying single-copy behavior +- Add benchmarks comparing transfer strategies + +### Phase 6: Native (numcodecs) integration + +- Create `src/chonkle/signatures/numcodecs/` with signature files for supported codecs +- Implement `NativeCodec` (dynamic instantiation from numcodecs registry) +- Handle bytes-to-bytes and ndarray-to-ndarray calling conventions via `data_format` +- Add `numcodecs` as an optional dependency (lazy import in `NativeCodec`) +- Add tests for native codec steps and mixed pipelines + +### Phase 7: Documentation + +- New reference doc: Core ABI contract (port-map wire format, exports, error signaling) +- Rewrite `README.md` (no longer component-only, architecture diagram updated for three backends, pipeline example updated for new schema, "Why the Component Model" section revised, sidecar and `src`/`outputs`/`encode_only_inputs` references removed) +- Update `docs/CODEC_RUNTIME.md` (no longer component-only, core ABI reintroduced, sidecar references removed, copy count claims updated for single-copy transfer) +- Update `docs/README.md` (add entry for new Core ABI reference doc) +- Update `docs/reference/PIPELINE_SCHEMA.md` (`src`, `outputs`, and `encode_only_inputs` removed from steps, `sources` added, codec type detection) +- Update `docs/reference/CODEC_CONTRACT.md` (both Component Model and Core ABI) +- Update `docs/internals/CACHING.md` (fetch cache replaced by content-addressed local codec store) +- Update `docs/internals/DATA_COPIES.md` (new copy count matrix) +- Update `docs/ai/SYSTEM_OVERVIEW.md` (codec classes, resolver, signatures) +- Update `docs/ai/REPO_MAP.md` (new files and directories) +- Update `docs/wasm/MULTI_MEMORY.md` ("current design" section and comparison table reflect separate-memory single-copy approach, not shared-memory zero-copy) +- Update `codec/README.md` (core ABI build process, signature embedding) +- Remove all references to sidecar files and `src` in steps + +## Open Questions + +**Core ABI error handling**: `(ptr=0, len=0)` return is minimal. A future revision +could add an `error_message` export or encode errors in the output port-map. For +now, the simple convention matches the existing main-branch behavior. + +**ndarray codecs**: Native codecs that operate on ndarray (delta, shuffle, quantize) +require the wrapper to convert `bytes → ndarray → codec → ndarray → bytes`. The +`data_format` field in the signature file controls this. The dtype must flow through +the port-map as a config parameter. This is workable but adds complexity to the +NativeCodec wrapper. + +**`data_ptr()` reliability**: Confirmed available in wasmtime-py 41. Needs empirical +testing under the single-copy transfer pattern. If it doesn't work as expected, +the fallback (Memory.read + Memory.write at ctypes speed) is still a large +improvement over the canonical ABI path. + +**Custom section preservation**: Custom sections added to the `.wasm` must be added +after the Component Model lift step (`wasm-tools component new`), not before. +Sections added to the core module get nested inside the component and are not +visible to a top-level parser. + +**WIT interface stability**: The WIT stays at `@0.1.0`. No changes are needed for +any part of this plan. A future bump would only be needed if the WIT interface +itself changes (e.g., adding resource types for streaming). + +**Remote resolution details**: The pipeline-level `sources` field provides fetch +hints, but there is no automatic mapping from codec_id to a remote URI. Codec +artifacts are currently stored as GitHub release artifacts and GHCR OCI artifacts +with repo names that do not follow a derivable convention from codec_id. For now, +remote fetching requires explicit `sources` entries. A future registry service or +organizational naming convention could enable automatic remote resolution, but +this is deferred. diff --git a/docs/wasm/EXECUTION_MODEL.md b/docs/wasm/EXECUTION_MODEL.md new file mode 100644 index 0000000..90c1c20 --- /dev/null +++ b/docs/wasm/EXECUTION_MODEL.md @@ -0,0 +1,61 @@ +# Wasm Execution Model + +This document covers what actually happens when a Wasm module is compiled, instantiated, and called from a host program. The existing docs explain what Wasm is and how linear memory works; this one explains how execution works at runtime. + +## Compilation: .wasm → native machine code + +A `.wasm` file contains portable bytecode — instructions for the virtual CPU described in [OVERVIEW.md](OVERVIEW.md). Before any of it can run, a runtime like Wasmtime translates that bytecode into native machine code for the host CPU (ARM64, x86-64, etc.). This translation is called JIT (just-in-time) compilation, and Wasmtime does it using its Cranelift compiler. + +The result is native machine code — the same kind your OS runs from any compiled binary. Wasmtime can save this compiled output to disk as a `.cwasm` file. On subsequent runs, Wasmtime loads the `.cwasm` directly and skips recompilation. This is the compilation cache; it is why the first call to a codec is slow and subsequent calls are fast. + +## Instantiation: allocating runtime state + +Compiling a module produces code. Instantiating it produces a running copy of that code with its own state. + +Before instantiation, three objects must already exist. An `Engine` holds the compiler configuration and is typically created once per process. A `Store` is the container for all runtime state — instances, memories, tables — and is tied to an engine; it is the thing that actually owns memory allocations and gets passed to every Wasmtime call. A `Linker` is a registry of host-provided imports: you register host functions, a shared memory object, and WASI bindings into the linker before instantiation so it knows how to satisfy each import the module declares. + +With those in place, `linker.instantiate(store, module)` wires a compiled module to its imports and produces a live instance. Wasmtime does the following: + +1. **Allocates linear memory.** A contiguous byte array is allocated (via `mmap` or equivalent). Its initial size is specified in the module's binary. This step is skipped if the host pre-registered a memory object with the linker: the module's memory import is satisfied by that existing allocation instead of a fresh one. That is how multiple module instances can share the same backing buffer. + +2. **Writes data segments.** The module carries a data section — static content like string literals, lookup tables, and initialized global variables. Wasmtime copies these into the linear memory at the addresses the compiler chose. This is why two instances of the same binary cannot safely share a memory object: the destination offsets for data segments are fixed at compile time by the linker, not controlled by the host at instantiation. The second instantiation unconditionally reinitializes those same low addresses, stomping the first instance's data. Two instances of different binaries compiled to use non-overlapping regions could coexist in shared memory, but that requires deliberate coordination at compile time — it is not something Wasmtime or the host can arrange at runtime. + +3. **Sets up the function table.** Wasm supports indirect function calls (function pointers). The module's table lists which functions can be called indirectly. Wasmtime populates this table with references to the compiled native functions. + +4. **Resolves imports.** The module declares what it needs from the host: memory, functions, globals. Wasmtime connects each declared import to whatever the host provided via the linker — the shared memory object, the `request_output_buffer` callback, WASI functions, etc. Unresolved imports are an error at this step. + +5. **Returns an instance.** The instance is a handle to all of the above. Its exports (functions, memory, globals) are accessible to the host. + +## Calling a Wasm function + +There is no interpreter loop. When you call an exported Wasm function, you are calling a native function compiled from the Wasm bytecode. It runs on the host CPU in the same OS process as your Python program. The host thread that made the call is the thread the Wasm code runs on. + +Locals and function call frames live on the host's native call stack, the same stack your Python program uses. Values that do not fit in registers or whose address is taken spill into the module's linear memory via a shadow stack managed by the compiled code (usually pointed to by a global called `__stack_pointer`). This is distinct from the heap that `malloc` manages — it is the equivalent of the C call stack, but placed inside linear memory rather than on the OS stack. + +There is no context switch, no system call, and no process boundary when calling a Wasm function. The overhead is comparable to calling a native shared library function. + +## The sandbox: how isolation is enforced + +Wasm code has no pointers. All memory accesses use 32-bit integers as offsets into the module's linear memory array. The compiled native code translates every load and store into a bounds-checked array access: if the offset is out of range, execution traps immediately (an exception is thrown to the host). The module cannot construct an address to anything outside its linear memory — not the Python heap, not Wasmtime's internals, not the OS. + +On 64-bit systems, Wasmtime uses a virtual memory trick to make this essentially free: it `mmap`s a 4 GiB guard region around the linear memory. An out-of-bounds access faults at the OS level (SIGSEGV/SIGBUS) and is caught by Wasmtime's signal handler, converting it into a trap. No explicit bounds-check instruction is needed in the hot path. + +System calls are equally unavailable. Wasm has no `syscall` instruction. The only way a module can interact with the outside world is through imported functions the host explicitly provided. If the host did not give the module `fd_write`, the module cannot write to stdout. If the host did not provide `request_output_buffer`, the module cannot call it. The host controls the entire interface surface. + +## Linear memory from the host's perspective + +From the host's side, the linear memory is just a byte array. Wasmtime exposes it through methods like `mem.write(store, data, offset)` and `mem.read(store, start, end)`, which are single C-level `memcpy` calls into or out of the backing buffer. + +There is no marshalling, no type conversion, and no protocol. Writing bytes at an offset makes those bytes visible to the Wasm module at that same offset. The module reads them with a load instruction; the host reads them back with `mem.read`. Both sides see the same flat byte array. + +## Shared memory and zero-copy + +Normally each module instance has its own linear memory, allocated during instantiation. Wasmtime also supports importing an externally created memory object. When multiple module instances import the same memory object, they all operate on the same underlying byte array. + +A Wasm codec writing output to offset 0x500000 in a shared memory makes those bytes immediately visible to any other module instance that imports the same memory — at offset 0x500000, with no copy. The host can also read those bytes at any time via `mem.read`. This is the mechanism that makes zero-copy pipelines possible: the output offset from step N is passed directly as the input offset to step N+1. + +## What "VM" means and does not mean + +Wasm is called a virtual machine because it defines a portable bytecode format that any conforming runtime can execute. The portability is real: the same `.wasm` file runs on any OS and CPU. + +What "VM" does not imply here: a separate process, an interpreter running alongside your program, or a hypervisor. After compilation, Wasm code is native machine code executing on real hardware in the same process as the host. The "virtual" part is the instruction set the source language compiled to (the portable bytecode), not the thing that runs it. diff --git a/docs/wasm/MULTI_MEMORY.md b/docs/wasm/MULTI_MEMORY.md new file mode 100644 index 0000000..78610fc --- /dev/null +++ b/docs/wasm/MULTI_MEMORY.md @@ -0,0 +1,111 @@ +# Multi-Memory and Zero-Copy Pipelines + +This document summarizes the feasibility of using the WASM multi-memory feature to allow multiple codec modules to operate simultaneously on a shared data plane without copying. + +## The current design + +Chonkle creates one `wasmtime.Memory` per pipeline run. Every codec module imports it as its sole memory (memory index 0). The host writes pipeline input at `DATA_PLANE_BASE` (4 MB) and each step's output is appended via a bump allocator. Between steps, only an `(offset, length)` tuple is handed off — zero copies. + +The region below `DATA_PLANE_BASE` (0–4 MB) is reserved for each module's internal state: data segments, shadow stack, and heap. These are placed at compile-time-fixed offsets starting near address 0. + +## The data segment collision problem + +Every module's data segments target the same low addresses in the shared memory. When `linker.instantiate()` is called, it unconditionally writes the module's data segments into memory, overwriting whatever a previous module left there. This is harmless for sequential execution (the current design), but prevents: + +- Multiple module instances existing simultaneously +- Parallel execution of independent DAG branches +- Any architecture where a module needs persistent internal state across calls + +## Multi-memory: how it works at the spec level + +The WASM multi-memory feature (part of WASM 3.0, enabled by default in wasmtime) allows a module to declare and access more than one linear memory. Each memory is addressed by index in load/store instructions. The natural design for chonkle: + +| Memory | Role | Contents | +|--------|------|----------| +| memory 0 | **private** (each module defines its own) | data segments, shadow stack, malloc heap | +| memory 1 | **shared** (imported from host, same object for all modules) | data plane — inputs, outputs, config | + +The WASM spec guarantees that imports receive indices before locally defined entities, so a module that imports a memory and also defines its own will always have the import as memory 0 and the local definition as memory 1 (or vice versa, depending on declaration order). + +## Multi-memory works in hand-written WAT + +Wasmtime's [multi-memory example](https://docs.wasmtime.dev/examples-multimemory.html) demonstrates this feature using hand-written WAT. The memory index is a literal in each load/store instruction: + +```wat +(func (export "load0") (param i32) (result i32) + (i32.load (memory 0) (local.get 0))) + +(func (export "load1") (param i32) (result i32) + (i32.load (memory 1) (local.get 0))) +``` + +This works. A hand-written codec that explicitly targets memory 1 for data plane access can coexist with other modules — each has its own memory 0, and all share memory 1. + +## The toolchain gap: C and Rust cannot generate multi-memory code + +LLVM's WASM backend cannot emit load/store instructions targeting a non-zero memory index from C or Rust source code. When clang compiles `*ptr = value`, it emits `i32.store` targeting memory 0 unconditionally. There is no source-level annotation that changes this. + +Specifically: + +- **`__attribute__((address_space(N)))` is silently ignored** by the WASM backend. All load/store instructions target memory 0 regardless of the annotation. This was confirmed in [WebAssembly/multi-memory#45](https://github.com/WebAssembly/multi-memory/issues/45). +- **No one is actively working on this in LLVM.** A WebAssembly contributor confirmed this in the same issue. +- **Rust has the same limitation.** It compiles through LLVM and inherits the constraint. +- **`--import-memory` in wasm-ld** controls whether memory 0 is imported or defined. It has no concept of a second memory. +- **`--global-base`** controls the offset within a single memory, not which memory index to target. + +The runtime (wasmtime) fully supports multi-memory. The spec fully defines it. The gap is in code generation: no mainstream compiler can produce WASM that uses multiple memories from C or Rust source. + +## Consequence: library-wrapping codecs cannot use multi-memory transparently + +A codec that wraps an existing C library (zlib, zstd, lz4, etc.) compiles that library to WASM. The library's pointer dereferences all target memory 0. If the shared data plane is memory 1, the library cannot read from or write to it. + +The codec would need to: + +1. Copy input from shared memory (memory 1) → local buffer (memory 0) +2. Call the library (operates on memory 0 pointers) +3. Copy output from local buffer (memory 0) → shared memory (memory 1) + +This is worse than the current design, which has zero intra-step copies because the library operates directly on the only memory. + +## The ideal arrangement and why it is not achievable + +The ideal layout would make the shared data plane memory 0 (so normal pointer dereferences access it) and put private module state in memory 1. Third-party library code would work on shared data without modification. + +This requires the toolchain to redirect data segments, shadow stack, and heap to memory 1. Standard LLVM cannot do this. There is no `--data-memory-index` flag in wasm-ld. Data segments always target memory 0. The shadow stack pointer (`__stack_pointer`) always addresses memory 0. Allocators (`malloc`, `memory.grow`) always operate on memory 0. + +Achieving this would require custom toolchain work or binary post-processing of every compiled module — not practical for third-party library code. + +## Alternative: `--global-base` coordination + +Each codec could be compiled with a unique `--global-base` value so their data segments occupy non-overlapping regions of the single shared memory. This avoids multi-memory entirely and preserves zero-copy. + +Downsides: + +- Requires compile-time coordination — you must know what other modules will share the space and assign non-overlapping regions +- Fragile if a codec's heap grows beyond its reserved region +- Adding a new codec to the pipeline could require recompiling existing ones + +This is the most practical path to simultaneous instantiation if it becomes necessary, but it sacrifices the property that codecs are independently compiled and composed at runtime. + +## Where the current design stands + +For sequential execution of library-wrapping codecs, the current single-shared-memory design is optimal: + +- 0 copies between steps (pointer hand-off via `pointer_store`) +- 0 copies within a step (the library reads/writes the shared memory directly because it is memory 0) +- No toolchain constraints (standard `wasm32-wasip1` compilation works) +- Data segment collision is harmless because only one module is active at a time + +Multi-memory would only become worth the complexity if parallel execution of independent DAG branches is needed and the intra-step copy penalty (for library-wrapping codecs) or compile-time `--global-base` coordination is acceptable. + +## Component Model comparison + +The Component Model provides composability and isolation but at a higher copy cost. Each component has its own linear memory, and the canonical ABI copies data across every component boundary. For a pipeline of N codec steps: + +| Approach | Copies between steps | +|----------|---------------------| +| Core modules, shared memory (current chonkle) | 0 | +| Component Model, sync `list` (WASI 0.2) | N-1 | +| Component Model, `stream` (WASI 0.3) | N-1 per chunk | + +Features that could reduce Component Model copy overhead (caller-supplied buffers, copy-on-write blob resources) are post-0.3.0 or post-MVP with no committed timeline. See [COMPONENT_MODEL.md](COMPONENT_MODEL.md) for more on the Component Model. diff --git a/src/chonkle/__init__.py b/src/chonkle/__init__.py index a01dd4e..1a0666a 100644 --- a/src/chonkle/__init__.py +++ b/src/chonkle/__init__.py @@ -3,11 +3,14 @@ from chonkle.executor import run from chonkle.pipeline import Direction, Pipeline, StepSpec from chonkle.wasm_download import resolve_uri +from chonkle.wasm_signature import embed_signature, read_signature __all__ = [ "Direction", "Pipeline", "StepSpec", + "embed_signature", + "read_signature", "resolve_uri", "run", ] diff --git a/src/chonkle/executor.py b/src/chonkle/executor.py index 6f4e141..c39372c 100644 --- a/src/chonkle/executor.py +++ b/src/chonkle/executor.py @@ -12,6 +12,7 @@ from chonkle.pipeline import Direction, Pipeline, StepSpec, WiringRef from chonkle.wasm_download import resolve_uri +from chonkle.wasm_signature import read_signature log = logging.getLogger(__name__) @@ -300,10 +301,9 @@ def _validate_signatures( for step_name in pipeline.execution_order: step = step_by_name[step_name] wasm_path = wasm_paths[step_name] - signature_path = wasm_path.parent / (wasm_path.stem + ".signature.json") try: output_types = _validate_signature( - step, signature_path, direction, pipeline, step_output_types + step, wasm_path, direction, pipeline, step_output_types ) step_output_types[step_name] = output_types or {} except (ValueError, FileNotFoundError) as exc: @@ -368,13 +368,14 @@ def _check_input_types( def _validate_signature( step: StepSpec, - signature_path: Path, + wasm_path: Path, direction: str, pipeline: Pipeline, step_output_types: dict[str, dict[str, str]], ) -> dict[str, str]: - """Verify a step's port declarations against its codec signature sidecar. + """Verify a step's port declarations against its embedded codec signature. + Reads the ``chonkle:signature`` custom section from the ``.wasm`` binary. Each check is a subset check — the step need not use every port the codec declares. Input validation is direction-aware: encode_only ports are excluded from the valid input set when direction is "decode". After name @@ -383,7 +384,7 @@ def _validate_signature( Args: step: Step whose declared inputs and outputs are being checked. - signature_path: Path to the .signature.json sidecar file. + wasm_path: Path to the ``.wasm`` binary with an embedded signature. direction: Runtime execution direction ("encode" or "decode"). pipeline: The pipeline, used to resolve input and constant types. step_output_types: Accumulated output types from previously validated @@ -393,15 +394,10 @@ def _validate_signature( Mapping of output port name to type string, from the signature. Raises: - FileNotFoundError: The signature sidecar does not exist. - ValueError: Declared ports are not valid per the signature. + ValueError: No embedded signature found, or declared ports are not + valid per the signature. """ - if not signature_path.exists(): - msg = f"Step {step.name!r}: signature not found at {signature_path}" - raise FileNotFoundError(msg) - - with signature_path.open() as f: - signature = json.load(f) + signature = read_signature(wasm_path) errors: list[str] = [] @@ -456,7 +452,7 @@ def _validate_signature( if errors: joined = "; ".join(errors) - msg = f"Step {step.name!r}: {joined} (from {signature_path})" + msg = f"Step {step.name!r}: {joined} (from {wasm_path})" raise ValueError(msg) return { diff --git a/src/chonkle/tools/__init__.py b/src/chonkle/tools/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/src/chonkle/tools/embed_signature.py b/src/chonkle/tools/embed_signature.py new file mode 100644 index 0000000..3dff4d9 --- /dev/null +++ b/src/chonkle/tools/embed_signature.py @@ -0,0 +1,49 @@ +"""Embed a ``chonkle:signature`` custom section into a Wasm binary. + +Usage:: + + python -m chonkle.tools.embed_signature + +Reads *signature_json*, embeds it as a ``chonkle:signature`` custom section +in *wasm_file* (in-place). If the binary already contains a +``chonkle:signature`` section, it is replaced. +""" + +from __future__ import annotations + +import json +import logging +import sys +from pathlib import Path + +from chonkle.wasm_signature import embed_signature + +log = logging.getLogger(__name__) + + +def main(argv: list[str] | None = None) -> None: + args = argv if argv is not None else sys.argv[1:] + if len(args) != 2: + sys.stderr.write( + "Usage: python -m chonkle.tools.embed_signature" + " \n" + ) + sys.exit(1) + + wasm_path = Path(args[0]) + sig_path = Path(args[1]) + + wasm_bytes = wasm_path.read_bytes() + with sig_path.open() as f: + signature = json.load(f) + + result = embed_signature(wasm_bytes, signature) + wasm_path.write_bytes(result) + + added = len(result) - len(wasm_bytes) + log.info("Embedded %d byte custom section in %s", added, wasm_path) + + +if __name__ == "__main__": + logging.basicConfig(level=logging.INFO) + main() diff --git a/src/chonkle/wasm_download.py b/src/chonkle/wasm_download.py index fd9243e..0dfa9cc 100644 --- a/src/chonkle/wasm_download.py +++ b/src/chonkle/wasm_download.py @@ -83,29 +83,6 @@ def _should_force() -> bool: return os.environ.get("CHONKLE_FORCE_DOWNLOAD", "") == "1" -def _derive_signature_url(wasm_url: str) -> str: - """Derive the ``.signature.json`` sidecar URL from a ``.wasm`` HTTPS URL. - - Replaces the filename in the URL path with ``{stem}.signature.json``, - preserving the scheme, host, and all other path components. For - example:: - - https://example.com/codecs/zstd.wasm - → https://example.com/codecs/zstd.signature.json - - Args: - wasm_url: The HTTPS URL of the ``.wasm`` file. - - Returns: - The HTTPS URL of the corresponding ``.signature.json`` file. - """ - parsed = urllib.parse.urlparse(wasm_url) - path = PurePosixPath(parsed.path) - signature_name = path.stem + ".signature.json" - signature_path = str(path.parent / signature_name) - return urllib.parse.urlunparse(parsed._replace(path=signature_path)) - - def _download_url_to(url: str, dest: Path, dest_dir: Path) -> None: """Download ``url`` to ``dest`` atomically via a temp file in ``dest_dir``. @@ -134,17 +111,18 @@ def _download_url_to(url: str, dest: Path, dest_dir: Path) -> None: def download_https( url: str, *, cache_dir: Path | None = None, force: bool = False ) -> Path: - """Download a ``.wasm`` file and its ``.signature.json`` sidecar from HTTPS. + """Download a ``.wasm`` file from HTTPS. + + The file is stored under a cache subdirectory keyed by the SHA-256 + hash of the URL. If it is already present and neither ``force`` nor + ``CHONKLE_FORCE_DOWNLOAD=1`` is active, the cached path is returned + without re-downloading. - Both files are stored under a cache subdirectory keyed by the - SHA-256 hash of the ``.wasm`` URL. If both are already present and - neither ``force`` nor ``CHONKLE_FORCE_DOWNLOAD=1`` is active, the - cached path is returned without re-downloading. + Signatures are embedded in the ``.wasm`` binary as a + ``chonkle:signature`` custom section — no sidecar download is needed. Args: - url: The HTTPS URL of the ``.wasm`` file. The signature URL is - derived by replacing ``.wasm`` with ``.signature.json`` in - the path component. + url: The HTTPS URL of the ``.wasm`` file. cache_dir: Root directory for the cache. Defaults to the result of ``get_cache_dir()``. force: If True, re-download even when a cached copy exists. @@ -160,17 +138,11 @@ def download_https( dest_dir = cache_dir / "https" / url_hash dest = dest_dir / filename - signature_url = _derive_signature_url(url) - signature_filename = PurePosixPath(urllib.parse.urlparse(signature_url).path).name - signature_dest = dest_dir / signature_filename - - already_cached = dest.exists() and signature_dest.exists() - if already_cached and not force and not _should_force(): + if dest.exists() and not force and not _should_force(): return dest dest_dir.mkdir(parents=True, exist_ok=True) _download_url_to(url, dest, dest_dir) - _download_url_to(signature_url, signature_dest, dest_dir) return dest @@ -178,14 +150,14 @@ def download_https( def download_oci( uri: str, *, cache_dir: Path | None = None, force: bool = False ) -> Path: - """Pull a ``.wasm`` codec and its ``.signature.json`` sidecar from an OCI registry. + """Pull a ``.wasm`` codec from an OCI registry. - The artifact must contain both a ``.wasm`` layer and a - ``.signature.json`` layer. Pull output is cached under a directory - derived from the OCI reference. If the cache directory already - contains both file types and neither ``force`` nor - ``CHONKLE_FORCE_DOWNLOAD=1`` is active, the cached path is returned - without re-pulling. + The artifact must contain a ``.wasm`` layer. Signatures are embedded + in the binary as a ``chonkle:signature`` custom section — no sidecar + layer is required. Pull output is cached under a directory derived + from the OCI reference. If the cache directory already contains a + ``.wasm`` file and neither ``force`` nor ``CHONKLE_FORCE_DOWNLOAD=1`` + is active, the cached path is returned without re-pulling. Args: uri: OCI reference with the ``oci://`` scheme prefix, e.g. @@ -198,8 +170,7 @@ def download_oci( The local path to the pulled ``.wasm`` file. Raises: - ValueError: If the OCI artifact contains no ``.wasm`` file - or no ``.signature.json`` sidecar. + ValueError: If the OCI artifact contains no ``.wasm`` file. """ if cache_dir is None: cache_dir = get_cache_dir() @@ -209,8 +180,7 @@ def download_oci( if not force and not _should_force() and ref_dir.exists(): wasm_files = list(ref_dir.glob("*.wasm")) - signature_files = list(ref_dir.glob("*.signature.json")) - if wasm_files and signature_files: + if wasm_files: return wasm_files[0] ref_dir.mkdir(parents=True, exist_ok=True) @@ -233,9 +203,4 @@ def download_oci( msg = "No .wasm file found in OCI artifact" raise ValueError(msg) - signature_files = [Path(f) for f in files if f.endswith(".signature.json")] - if not signature_files: - msg = "No .signature.json sidecar found in OCI artifact" - raise ValueError(msg) - return wasm_files[0] diff --git a/src/chonkle/wasm_signature.py b/src/chonkle/wasm_signature.py new file mode 100644 index 0000000..2194361 --- /dev/null +++ b/src/chonkle/wasm_signature.py @@ -0,0 +1,167 @@ +"""Read and write ``chonkle:signature`` custom sections in Wasm binaries. + +Pure-Python implementation — no wasmtime or instantiation needed. Works with +both core Wasm (version ``01 00 00 00``) and Component Model (version +``0d 00 01 00``) binaries. +""" + +from __future__ import annotations + +import json +from pathlib import Path +from typing import Any + +SECTION_NAME = "chonkle:signature" + +# Wasm magic number: ``\0asm`` +_WASM_MAGIC = b"\x00asm" +_HEADER_SIZE = 8 # magic (4) + version (4) + + +def _read_leb128(data: bytes, offset: int) -> tuple[int, int]: + """Decode an unsigned LEB128 value starting at *offset*. + + Returns (value, new_offset). + """ + result = 0 + shift = 0 + while True: + byte = data[offset] + offset += 1 + result |= (byte & 0x7F) << shift + if (byte & 0x80) == 0: + break + shift += 7 + return result, offset + + +def _encode_leb128(value: int) -> bytes: + """Encode *value* as unsigned LEB128.""" + buf = bytearray() + while True: + byte = value & 0x7F + value >>= 7 + if value != 0: + byte |= 0x80 + buf.append(byte) + if value == 0: + break + return bytes(buf) + + +def read_signature(wasm_path: str | Path) -> dict[str, Any]: + """Read the ``chonkle:signature`` custom section from a ``.wasm`` file. + + Args: + wasm_path: Path to the ``.wasm`` binary. + + Returns: + The parsed signature dict. + + Raises: + FileNotFoundError: The ``.wasm`` file does not exist. + ValueError: The file is not a valid Wasm binary or contains no + ``chonkle:signature`` section. + """ + data = Path(wasm_path).read_bytes() + return read_signature_bytes(data, context=str(wasm_path)) + + +def read_signature_bytes(data: bytes, *, context: str = "") -> dict[str, Any]: + """Read the ``chonkle:signature`` custom section from in-memory Wasm bytes. + + Args: + data: Raw Wasm binary content. + context: Label used in error messages (typically a file path). + + Returns: + The parsed signature dict. + + Raises: + ValueError: Not a valid Wasm binary or no ``chonkle:signature`` section. + """ + if len(data) < _HEADER_SIZE or data[:4] != _WASM_MAGIC: + msg = f"Not a valid Wasm binary: {context}" + raise ValueError(msg) + + offset = _HEADER_SIZE + + while offset < len(data): + section_id = data[offset] + offset += 1 + section_size, offset = _read_leb128(data, offset) + section_end = offset + section_size + + if section_id == 0: # custom section + name_len, name_start = _read_leb128(data, offset) + name = data[name_start : name_start + name_len].decode("utf-8") + payload_start = name_start + name_len + + if name == SECTION_NAME: + payload = data[payload_start:section_end] + return json.loads(payload) + + offset = section_end + + msg = f"No {SECTION_NAME!r} custom section in {context}" + raise ValueError(msg) + + +def embed_signature(wasm_bytes: bytes, signature: dict[str, Any]) -> bytes: + """Append a ``chonkle:signature`` custom section to Wasm bytes. + + If a ``chonkle:signature`` section already exists, it is replaced. + + Args: + wasm_bytes: Raw Wasm binary content. + signature: The signature dict to embed as JSON. + + Returns: + New Wasm bytes with the custom section appended. + + Raises: + ValueError: *wasm_bytes* is not a valid Wasm binary. + """ + if len(wasm_bytes) < _HEADER_SIZE or wasm_bytes[:4] != _WASM_MAGIC: + msg = "Not a valid Wasm binary" + raise ValueError(msg) + + stripped = _strip_section(wasm_bytes, SECTION_NAME) + payload = json.dumps(signature, separators=(",", ":")).encode("utf-8") + section = _build_custom_section(SECTION_NAME, payload) + return stripped + section + + +def _strip_section(data: bytes, section_name: str) -> bytes: + """Return *data* with any custom section named *section_name* removed.""" + result = bytearray(data[:_HEADER_SIZE]) + offset = _HEADER_SIZE + + while offset < len(data): + section_start = offset + section_id = data[offset] + offset += 1 + section_size, offset = _read_leb128(data, offset) + section_end = offset + section_size + + keep = True + if section_id == 0: + name_len, name_start = _read_leb128(data, offset) + name = data[name_start : name_start + name_len].decode("utf-8") + if name == section_name: + keep = False + + if keep: + result.extend(data[section_start:section_end]) + + offset = section_end + + return bytes(result) + + +def _build_custom_section(name: str, payload: bytes) -> bytes: + """Build a Wasm custom section (id=0) with *name* and *payload*.""" + name_bytes = name.encode("utf-8") + name_field = _encode_leb128(len(name_bytes)) + name_bytes + section_body = name_field + payload + return b"\x00" + _encode_leb128(len(section_body)) + section_body diff --git a/tests/test_executor.py b/tests/test_executor.py index 05de210..3237586 100644 --- a/tests/test_executor.py +++ b/tests/test_executor.py @@ -1,6 +1,5 @@ """Tests for DAG executor via Wasmtime Component Model.""" -import json from pathlib import Path from unittest.mock import patch @@ -8,10 +7,20 @@ from chonkle.executor import run from chonkle.pipeline import Pipeline +from chonkle.wasm_signature import embed_signature _REPO_ROOT = Path(__file__).parent.parent _CODEC_DIR = _REPO_ROOT / "codec" +# Minimal valid Component Model header (magic + version, no sections). +_CM_HEADER = b"\x00asm\x0d\x00\x01\x00" + + +def _wasm_with_signature(signature: dict) -> bytes: + """Return minimal .wasm bytes with an embedded chonkle:signature section.""" + return embed_signature(_CM_HEADER, signature) + + # Tests below this marker require compiled codec .wasm files. # They will not pass until the codecs are built in a separate session. CODEC_REQUIRED = pytest.mark.skipif( @@ -479,12 +488,11 @@ def _make_pipeline( def test_signature_mismatch_raises(self, tmp_path: Path) -> None: """A signature with an unknown output port name raises ValueError.""" wasm_file = tmp_path / "codec.wasm" - wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") signature = { "inputs": {"bytes": {"type": "bytes", "required": True}}, "outputs": {"wrong_port": {"type": "bytes"}}, } - (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) + wasm_file.write_bytes(_wasm_with_signature(signature)) pipeline = self._make_pipeline(wasm_file, step_outputs=["bytes"]) with ( @@ -496,7 +504,6 @@ def test_signature_mismatch_raises(self, tmp_path: Path) -> None: def test_matching_signature_does_not_raise(self, tmp_path: Path) -> None: """A signature matching declared ports does not raise.""" wasm_file = tmp_path / "codec.wasm" - wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") signature = { "inputs": { "bytes": {"type": "bytes", "required": True}, @@ -504,7 +511,7 @@ def test_matching_signature_does_not_raise(self, tmp_path: Path) -> None: }, "outputs": {"bytes": {"type": "bytes"}}, } - (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) + wasm_file.write_bytes(_wasm_with_signature(signature)) pipeline = self._make_pipeline( wasm_file, step_inputs={"bytes": "input.bytes"}, @@ -522,12 +529,11 @@ def test_matching_signature_does_not_raise(self, tmp_path: Path) -> None: def test_signature_unknown_input_raises(self, tmp_path: Path) -> None: """A step wiring a port not in the signature inputs raises ValueError.""" wasm_file = tmp_path / "codec.wasm" - wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") signature = { "inputs": {"bytes": {"type": "bytes", "required": True}}, "outputs": {"bytes": {"type": "bytes"}}, } - (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) + wasm_file.write_bytes(_wasm_with_signature(signature)) # Step wires "wrong" which is not in signature inputs pipeline = self._make_pipeline( wasm_file, @@ -544,7 +550,6 @@ def test_signature_unknown_input_raises(self, tmp_path: Path) -> None: def test_signature_encode_only_excluded_during_decode(self, tmp_path: Path) -> None: """encode_only inputs are excluded from valid decode inputs; no raise.""" wasm_file = tmp_path / "codec.wasm" - wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") signature = { "inputs": { "bytes": {"type": "bytes", "required": True}, @@ -552,7 +557,7 @@ def test_signature_encode_only_excluded_during_decode(self, tmp_path: Path) -> N }, "outputs": {"bytes": {"type": "bytes"}}, } - (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) + wasm_file.write_bytes(_wasm_with_signature(signature)) # Step wires "level" but marks it as encode_only; decode direction skips it pipeline = self._make_pipeline( wasm_file, @@ -573,12 +578,11 @@ def test_signature_encode_only_excluded_during_decode(self, tmp_path: Path) -> N def test_signature_subset_output_passes(self, tmp_path: Path) -> None: """Declaring fewer outputs than the signature advertises is valid.""" wasm_file = tmp_path / "codec.wasm" - wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") signature = { "inputs": {"bytes": {"type": "bytes", "required": True}}, "outputs": {"bytes": {"type": "bytes"}, "checksum": {"type": "bytes"}}, } - (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) + wasm_file.write_bytes(_wasm_with_signature(signature)) # Step only declares "bytes", not "checksum" pipeline = self._make_pipeline(wasm_file, step_outputs=["bytes"]) @@ -593,9 +597,8 @@ def test_signature_subset_output_passes(self, tmp_path: Path) -> None: def test_signature_outputs_key_absent_skips_check(self, tmp_path: Path) -> None: """A signature with no 'outputs' key skips output validation.""" wasm_file = tmp_path / "codec.wasm" - wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") signature = {"inputs": {"bytes": {"type": "bytes", "required": True}}} - (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) + wasm_file.write_bytes(_wasm_with_signature(signature)) pipeline = self._make_pipeline(wasm_file) with ( @@ -609,9 +612,8 @@ def test_signature_outputs_key_absent_skips_check(self, tmp_path: Path) -> None: def test_signature_inputs_key_absent_skips_check(self, tmp_path: Path) -> None: """A signature with no 'inputs' key skips input validation.""" wasm_file = tmp_path / "codec.wasm" - wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") signature = {"outputs": {"bytes": {"type": "bytes"}}} - (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) + wasm_file.write_bytes(_wasm_with_signature(signature)) pipeline = self._make_pipeline(wasm_file) with ( @@ -625,12 +627,11 @@ def test_signature_inputs_key_absent_skips_check(self, tmp_path: Path) -> None: def test_signature_both_wrong_reports_both(self, tmp_path: Path) -> None: """When both inputs and outputs are wrong, the error reports both.""" wasm_file = tmp_path / "codec.wasm" - wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") signature = { "inputs": {"bytes": {"type": "bytes", "required": True}}, "outputs": {"bytes": {"type": "bytes"}}, } - (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) + wasm_file.write_bytes(_wasm_with_signature(signature)) pipeline = self._make_pipeline( wasm_file, step_inputs={"bad_in": "input.bytes"}, @@ -648,30 +649,27 @@ def test_signature_both_wrong_reports_both(self, tmp_path: Path) -> None: assert "not valid signature outputs" in str(exc_info.value) def test_missing_signature_raises(self, tmp_path: Path) -> None: - """A codec with no .signature.json sidecar raises ValueError.""" + """A .wasm with no embedded chonkle:signature section raises ValueError.""" wasm_file = tmp_path / "codec.wasm" - wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") - # Deliberately omit codec.signature.json + wasm_file.write_bytes(_CM_HEADER) pipeline = self._make_pipeline(wasm_file) with ( patch("chonkle.executor.resolve_uri", return_value=wasm_file), - pytest.raises(ValueError, match="signature not found"), + pytest.raises(ValueError, match="chonkle:signature"), ): run(pipeline, {"bytes": b"data"}, pipeline.direction) def test_two_steps_both_wrong_reports_both(self, tmp_path: Path) -> None: """Signature errors from multiple steps are all reported in one exception.""" - wasm_a = tmp_path / "codec_a.wasm" - wasm_b = tmp_path / "codec_b.wasm" - wasm_a.write_bytes(b"\x00asm\x0d\x00\x01\x00") - wasm_b.write_bytes(b"\x00asm\x0d\x00\x01\x00") signature = { "inputs": {"bytes": {"type": "bytes", "required": True}}, "outputs": {"bytes": {"type": "bytes"}}, } - (tmp_path / "codec_a.signature.json").write_text(json.dumps(signature)) - (tmp_path / "codec_b.signature.json").write_text(json.dumps(signature)) + wasm_a = tmp_path / "codec_a.wasm" + wasm_b = tmp_path / "codec_b.wasm" + wasm_a.write_bytes(_wasm_with_signature(signature)) + wasm_b.write_bytes(_wasm_with_signature(signature)) pipeline = Pipeline.parse( { @@ -711,12 +709,11 @@ def test_two_steps_both_wrong_reports_both(self, tmp_path: Path) -> None: def test_signature_input_port_missing_type_raises(self, tmp_path: Path) -> None: """A signature input port without a 'type' field raises ValueError.""" wasm_file = tmp_path / "codec.wasm" - wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") signature = { "inputs": {"bytes": {"required": True}}, # no "type" "outputs": {"bytes": {"type": "bytes"}}, } - (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) + wasm_file.write_bytes(_wasm_with_signature(signature)) pipeline = self._make_pipeline(wasm_file) with ( @@ -728,12 +725,11 @@ def test_signature_input_port_missing_type_raises(self, tmp_path: Path) -> None: def test_signature_output_port_missing_type_raises(self, tmp_path: Path) -> None: """A signature output port without a 'type' field raises ValueError.""" wasm_file = tmp_path / "codec.wasm" - wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") signature = { "inputs": {"bytes": {"type": "bytes", "required": True}}, "outputs": {"bytes": {}}, # no "type" } - (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) + wasm_file.write_bytes(_wasm_with_signature(signature)) pipeline = self._make_pipeline(wasm_file) with ( @@ -745,12 +741,11 @@ def test_signature_output_port_missing_type_raises(self, tmp_path: Path) -> None def test_type_mismatch_pipeline_input_raises(self, tmp_path: Path) -> None: """Pipeline input type mismatch against codec signature raises ValueError.""" wasm_file = tmp_path / "codec.wasm" - wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") signature = { "inputs": {"data": {"type": "bytes", "required": True}}, "outputs": {"data": {"type": "bytes"}}, } - (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) + wasm_file.write_bytes(_wasm_with_signature(signature)) # Pipeline declares input "data" as type "int"; codec expects "bytes". pipeline = Pipeline.parse( { @@ -779,7 +774,6 @@ def test_type_mismatch_pipeline_input_raises(self, tmp_path: Path) -> None: def test_type_mismatch_constant_raises(self, tmp_path: Path) -> None: """Constant type mismatch against codec signature raises ValueError.""" wasm_file = tmp_path / "codec.wasm" - wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") signature = { "inputs": { "bytes": {"type": "bytes", "required": True}, @@ -787,7 +781,7 @@ def test_type_mismatch_constant_raises(self, tmp_path: Path) -> None: }, "outputs": {"bytes": {"type": "bytes"}}, } - (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) + wasm_file.write_bytes(_wasm_with_signature(signature)) # Constant "level" has type "int"; codec expects "bytes". pipeline = Pipeline.parse( { @@ -815,10 +809,6 @@ def test_type_mismatch_constant_raises(self, tmp_path: Path) -> None: def test_type_mismatch_step_output_raises(self, tmp_path: Path) -> None: """Step output type mismatch against downstream codec input raises.""" - wasm_a = tmp_path / "codec_a.wasm" - wasm_b = tmp_path / "codec_b.wasm" - wasm_a.write_bytes(b"\x00asm\x0d\x00\x01\x00") - wasm_b.write_bytes(b"\x00asm\x0d\x00\x01\x00") sig_a = { "inputs": {"bytes": {"type": "bytes", "required": True}}, "outputs": {"bytes": {"type": "bytes"}}, @@ -828,8 +818,10 @@ def test_type_mismatch_step_output_raises(self, tmp_path: Path) -> None: "inputs": {"bytes": {"type": "int", "required": True}}, "outputs": {"bytes": {"type": "int"}}, } - (tmp_path / "codec_a.signature.json").write_text(json.dumps(sig_a)) - (tmp_path / "codec_b.signature.json").write_text(json.dumps(sig_b)) + wasm_a = tmp_path / "codec_a.wasm" + wasm_b = tmp_path / "codec_b.wasm" + wasm_a.write_bytes(_wasm_with_signature(sig_a)) + wasm_b.write_bytes(_wasm_with_signature(sig_b)) pipeline = Pipeline.parse( { @@ -867,12 +859,11 @@ def test_type_mismatch_step_output_raises(self, tmp_path: Path) -> None: def test_type_match_passes(self, tmp_path: Path) -> None: """Matching types across pipeline input and codec signature do not raise.""" wasm_file = tmp_path / "codec.wasm" - wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") signature = { "inputs": {"bytes": {"type": "bytes", "required": True}}, "outputs": {"bytes": {"type": "bytes"}}, } - (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) + wasm_file.write_bytes(_wasm_with_signature(signature)) pipeline = self._make_pipeline(wasm_file) with ( @@ -886,12 +877,11 @@ def test_type_match_passes(self, tmp_path: Path) -> None: def test_missing_type_in_source_skips_check(self, tmp_path: Path) -> None: """Pipeline input with no 'type' key skips type check without raising.""" wasm_file = tmp_path / "codec.wasm" - wasm_file.write_bytes(b"\x00asm\x0d\x00\x01\x00") signature = { "inputs": {"bytes": {"type": "bytes", "required": True}}, "outputs": {"bytes": {"type": "bytes"}}, } - (tmp_path / "codec.signature.json").write_text(json.dumps(signature)) + wasm_file.write_bytes(_wasm_with_signature(signature)) # Pipeline input descriptor has no "type" key. pipeline = Pipeline.parse( { diff --git a/tests/test_wasm_download.py b/tests/test_wasm_download.py index f1aa756..61c58fd 100644 --- a/tests/test_wasm_download.py +++ b/tests/test_wasm_download.py @@ -67,9 +67,8 @@ def test_cache_hit_skips_download(self, tmp_path: Path) -> None: path2 = download_https(url, cache_dir=tmp_path) assert path1 == path2 - # Two calls per download (wasm + signature.json sidecar); second - # download_https is a cache hit so no additional calls. - assert mock.call_count == 2 + # One call for the .wasm download; second download_https is a cache hit. + assert mock.call_count == 1 def test_force_redownloads(self, tmp_path: Path) -> None: url = "https://example.com/releases/v1/codec.wasm" @@ -79,8 +78,8 @@ def test_force_redownloads(self, tmp_path: Path) -> None: download_https(url, cache_dir=tmp_path) download_https(url, cache_dir=tmp_path, force=True) - # Two downloads x two files (wasm + signature.json sidecar) each. - assert mock.call_count == 4 + # Two downloads, one .wasm file each. + assert mock.call_count == 2 class TestDownloadOci: @@ -90,11 +89,7 @@ def test_full_flow(self, tmp_path: Path) -> None: def fake_pull(*, target, outdir): Path(outdir).mkdir(parents=True, exist_ok=True) (Path(outdir) / "codec.wasm").write_bytes(wasm_bytes) - (Path(outdir) / "codec.signature.json").write_bytes(b"{}") - return [ - str(Path(outdir) / "codec.wasm"), - str(Path(outdir) / "codec.signature.json"), - ] + return [str(Path(outdir) / "codec.wasm")] mock_client = MagicMock() mock_client.pull.side_effect = fake_pull @@ -110,12 +105,11 @@ def fake_pull(*, target, outdir): mock_client.pull.assert_called_once() def test_cache_hit_skips_pull(self, tmp_path: Path) -> None: - # Pre-populate cache directory with both required sidecar files. + # Pre-populate cache directory with a .wasm file. ref_dir = tmp_path / "oci" / "ghcr.io" / "org" / "repo" / "v1.0" ref_dir.mkdir(parents=True) cached = ref_dir / "codec.wasm" cached.write_bytes(b"\x00asm\x01\x00\x00\x00") - (ref_dir / "codec.signature.json").write_bytes(b"{}") mock_client = MagicMock() @@ -133,11 +127,9 @@ def test_force_bypasses_cache(self, tmp_path: Path) -> None: ref_dir.mkdir(parents=True) cached = ref_dir / "codec.wasm" cached.write_bytes(b"\x00asm\x01\x00\x00\x00") - signature = ref_dir / "codec.signature.json" - signature.write_bytes(b"{}") mock_client = MagicMock() - mock_client.pull.return_value = [str(cached), str(signature)] + mock_client.pull.return_value = [str(cached)] with patch(ORAS_CLIENT, return_value=mock_client): download_oci( diff --git a/tests/test_wasm_signature.py b/tests/test_wasm_signature.py new file mode 100644 index 0000000..a683a3c --- /dev/null +++ b/tests/test_wasm_signature.py @@ -0,0 +1,138 @@ +"""Tests for chonkle:signature custom section reader/writer.""" + +import json + +import pytest + +from chonkle.wasm_signature import ( + SECTION_NAME, + embed_signature, + read_signature, + read_signature_bytes, +) + +# Minimal valid Wasm headers (magic + version only, no sections). +COMPONENT_HEADER = b"\x00asm\x0d\x00\x01\x00" +CORE_HEADER = b"\x00asm\x01\x00\x00\x00" + +SAMPLE_SIGNATURE = { + "codec_id": "zlib", + "implementation": "zlib-rs", + "inputs": { + "bytes": {"type": "bytes", "required": True}, + "level": {"type": "int", "required": False, "default": 6, "encode_only": True}, + }, + "outputs": {"bytes": {"type": "bytes"}}, +} + + +class TestEmbedAndRead: + """Round-trip: embed then read back.""" + + def test_roundtrip_component_model(self) -> None: + result = embed_signature(COMPONENT_HEADER, SAMPLE_SIGNATURE) + assert read_signature_bytes(result) == SAMPLE_SIGNATURE + + def test_roundtrip_core_wasm(self) -> None: + result = embed_signature(CORE_HEADER, SAMPLE_SIGNATURE) + assert read_signature_bytes(result) == SAMPLE_SIGNATURE + + def test_roundtrip_via_file(self, tmp_path) -> None: + wasm_path = tmp_path / "test.wasm" + wasm_path.write_bytes(embed_signature(COMPONENT_HEADER, SAMPLE_SIGNATURE)) + assert read_signature(wasm_path) == SAMPLE_SIGNATURE + + def test_embed_replaces_existing(self) -> None: + first = embed_signature(COMPONENT_HEADER, {"codec_id": "old"}) + second = embed_signature(first, SAMPLE_SIGNATURE) + assert read_signature_bytes(second) == SAMPLE_SIGNATURE + # Only one custom section should exist. + assert second.count(SECTION_NAME.encode()) == 1 + + def test_minimal_signature(self) -> None: + sig = {"codec_id": "identity"} + result = embed_signature(COMPONENT_HEADER, sig) + assert read_signature_bytes(result) == sig + + +class TestReadErrors: + """Error conditions for the reader.""" + + def test_not_wasm_raises(self) -> None: + with pytest.raises(ValueError, match="Not a valid Wasm binary"): + read_signature_bytes(b"not wasm") + + def test_too_short_raises(self) -> None: + with pytest.raises(ValueError, match="Not a valid Wasm binary"): + read_signature_bytes(b"\x00asm") + + def test_no_signature_section_raises(self) -> None: + with pytest.raises(ValueError, match=SECTION_NAME): + read_signature_bytes(COMPONENT_HEADER) + + def test_file_not_found(self, tmp_path) -> None: + with pytest.raises(FileNotFoundError): + read_signature(tmp_path / "nonexistent.wasm") + + def test_no_section_in_wasm_with_other_sections(self) -> None: + """A wasm binary with a non-signature custom section still raises.""" + # Build a custom section with a different name. + name = b"other" + payload = b"data" + name_field = bytes([len(name)]) + name + section_body = name_field + payload + section = b"\x00" + bytes([len(section_body)]) + section_body + wasm = COMPONENT_HEADER + section + with pytest.raises(ValueError, match=SECTION_NAME): + read_signature_bytes(wasm) + + +class TestEmbedErrors: + """Error conditions for the writer.""" + + def test_not_wasm_raises(self) -> None: + with pytest.raises(ValueError, match="Not a valid Wasm binary"): + embed_signature(b"not wasm", {}) + + +_CODEC_PARAMS = [ + ("codec/identity-c/identity.wasm", "identity", "identity-c"), + ( + "codec/tiff-predictor-2-c/tiff-predictor-2.wasm", + "tiff-predictor-2", + "tiff-predictor-2-c", + ), + ("codec/zlib-rs/zlib.wasm", "zlib", "zlib-rs"), +] + + +class TestRealCodecFiles: + """Verify reading signatures from the actual built codec .wasm files.""" + + @pytest.fixture(params=_CODEC_PARAMS) + def codec_info(self, request): + from pathlib import Path + + rel_path, codec_id, implementation = request.param + wasm_path = Path(__file__).parent.parent / rel_path + if not wasm_path.exists(): + pytest.skip(f"{rel_path} not built") + return wasm_path, codec_id, implementation + + def test_embedded_signature_has_expected_fields(self, codec_info) -> None: + wasm_path, codec_id, implementation = codec_info + sig = read_signature(wasm_path) + assert sig["codec_id"] == codec_id + assert sig["implementation"] == implementation + assert "inputs" in sig + assert "outputs" in sig + + def test_embedded_signature_matches_source(self, codec_info) -> None: + wasm_path, _codec_id, _implementation = codec_info + source_sig_path = wasm_path.parent / "signature.json" + if not source_sig_path.exists(): + pytest.skip("source signature.json not found") + with source_sig_path.open() as f: + expected = json.load(f) + actual = read_signature(wasm_path) + assert actual == expected From 5500eff91684b8f6afd93b09dd1f9481966bc96a Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Thu, 26 Mar 2026 14:25:49 -0500 Subject: [PATCH 17/52] refactor: extract Codec abstraction and split executor into prepare/run phases New codecs.py module with Codec ABC, ComponentCodec wrapper, and detect_codec_type binary header detection. Executor split into prepare() (resolve URIs, instantiate codecs, validate signatures) and run() (execute with inputs), connected by a PreparedPipeline dataclass. --- bench/chonkle-host/time_codec.py | 14 +- src/chonkle/__init__.py | 9 +- src/chonkle/cli.py | 5 +- src/chonkle/codecs.py | 179 +++++++++ src/chonkle/executor.py | 358 +++++------------- tests/test_codecs.py | 41 ++ tests/test_executor.py | 616 +++++++++++++------------------ 7 files changed, 603 insertions(+), 619 deletions(-) create mode 100644 src/chonkle/codecs.py create mode 100644 tests/test_codecs.py diff --git a/bench/chonkle-host/time_codec.py b/bench/chonkle-host/time_codec.py index 67a6ebb..8126f7f 100644 --- a/bench/chonkle-host/time_codec.py +++ b/bench/chonkle-host/time_codec.py @@ -21,7 +21,7 @@ import zlib from pathlib import Path -from chonkle.executor import run +from chonkle.executor import prepare, run from chonkle.pipeline import Pipeline logging.basicConfig(level=logging.WARNING, format="%(message)s") @@ -103,7 +103,8 @@ def _make_identity_pipeline() -> dict: def run_identity(data: bytes, label: str) -> bytes: print(f"\n--- identity: {label} ({len(data):,} bytes) ---") pipeline = Pipeline.parse(_make_identity_pipeline()) - result = run(pipeline, {"bytes": data}, "decode") + prepared = prepare(pipeline, "decode") + result = run(prepared, {"bytes": data}) return result["bytes"] @@ -130,21 +131,24 @@ def _make_zlib_encode_pipeline() -> dict: def run_zlib(data: bytes, label: str) -> bytes: print(f"\n--- zlib decode: {label} ({len(data):,} bytes compressed) ---") pipeline = Pipeline.parse(_make_zlib_only_pipeline()) - result = run(pipeline, {"bytes": data}, "decode") + prepared = prepare(pipeline, "decode") + result = run(prepared, {"bytes": data}) return result["bytes"] def run_zlib_encode(data: bytes, label: str) -> bytes: print(f"\n--- zlib encode: {label} ({len(data):,} bytes raw) ---") pipeline = Pipeline.parse(_make_zlib_encode_pipeline()) - result = run(pipeline, {"bytes": data}, "encode") + prepared = prepare(pipeline, "encode") + result = run(prepared, {"bytes": data}) return result["bytes"] def run_pred2(data: bytes, width: int, label: str) -> bytes: print(f"\n--- predictor2 decode: {label} ({len(data):,} bytes) width={width} ---") pipeline = Pipeline.parse(_make_pred2_only_pipeline(width)) - result = run(pipeline, {"bytes": data}, "decode") + prepared = prepare(pipeline, "decode") + result = run(prepared, {"bytes": data}) return result["bytes"] diff --git a/src/chonkle/__init__.py b/src/chonkle/__init__.py index 1a0666a..b21ca85 100644 --- a/src/chonkle/__init__.py +++ b/src/chonkle/__init__.py @@ -1,15 +1,22 @@ """Wasm Component Model codec pipeline library.""" -from chonkle.executor import run +from chonkle.codecs import Codec, ComponentCodec, PortMap, detect_codec_type +from chonkle.executor import PreparedPipeline, prepare, run from chonkle.pipeline import Direction, Pipeline, StepSpec from chonkle.wasm_download import resolve_uri from chonkle.wasm_signature import embed_signature, read_signature __all__ = [ + "Codec", + "ComponentCodec", "Direction", "Pipeline", + "PortMap", + "PreparedPipeline", "StepSpec", + "detect_codec_type", "embed_signature", + "prepare", "read_signature", "resolve_uri", "run", diff --git a/src/chonkle/cli.py b/src/chonkle/cli.py index 3b526c2..53a2d2d 100644 --- a/src/chonkle/cli.py +++ b/src/chonkle/cli.py @@ -4,7 +4,7 @@ import sys from pathlib import Path -from chonkle.executor import run +from chonkle.executor import prepare, run from chonkle.pipeline import Pipeline @@ -76,7 +76,8 @@ def _run_command(args: argparse.Namespace) -> None: inputs[name] = Path(path).read_bytes() direction = args.direction if args.direction is not None else pipeline.direction - result = run(pipeline, inputs, direction, force_download=args.force_download) + prepared = prepare(pipeline, direction, force_download=args.force_download) + result = run(prepared, inputs) requested_outputs: dict[str, str] = {} for spec in args.outputs: diff --git a/src/chonkle/codecs.py b/src/chonkle/codecs.py new file mode 100644 index 0000000..23ec94d --- /dev/null +++ b/src/chonkle/codecs.py @@ -0,0 +1,179 @@ +"""Codec wrapper classes normalizing different Wasm backends. + +Each wrapper loads its signature at instantiation and exposes a uniform +``call(direction, port_map)`` interface so the executor does not need to +know which backend is in use. +""" + +from __future__ import annotations + +from abc import ABC, abstractmethod +from pathlib import Path +from typing import Any + +import wasmtime +import wasmtime.component + +from chonkle.pipeline import Direction +from chonkle.wasm_signature import read_signature + +# WIT interface export key as it appears in a compiled Component Model binary. +CODEC_TRANSFORM_IFACE = "chonkle:codec/transform@0.1.0" + +type PortMap = list[tuple[str, bytes]] + +# Wasm binary header constants. +_WASM_MAGIC = b"\x00asm" +_CORE_WASM_VERSION = b"\x01\x00\x00\x00" +_COMPONENT_VERSION = b"\x0d\x00\x01\x00" + + +class Codec(ABC): + """Abstract base class for codec wrappers. + + The executor interacts only with this interface. Concrete subclasses + handle Component Model, Core Wasm, and (future) native backends. + """ + + @property + @abstractmethod + def codec_type(self) -> str: + """Backend type: ``"component"``, ``"core"``, or ``"native"``.""" + ... + + @abstractmethod + def signature(self) -> dict[str, Any]: + """Return the codec's signature (loaded at instantiation).""" + ... + + @abstractmethod + def call(self, direction: Direction, port_map: PortMap) -> PortMap: + """Execute encode or decode and return the output port-map.""" + ... + + +class ComponentCodec(Codec): + """Wraps a Component Model Wasm codec. + + Instantiates a Wasmtime Component Model component and calls + ``encode``/``decode`` via the WIT ``chonkle:codec/transform`` interface. + Signature is read from the ``chonkle:signature`` custom section at init. + """ + + def __init__(self, engine: wasmtime.Engine, wasm_path: Path) -> None: + self._engine = engine + self._wasm_path = wasm_path + self._sig = read_signature(wasm_path) + + @property + def codec_type(self) -> str: + return "component" + + def signature(self) -> dict[str, Any]: + return self._sig + + def call(self, direction: Direction, port_map: PortMap) -> PortMap: + """Call encode or decode on the Component Model codec.""" + component = wasmtime.component.Component.from_file( + self._engine, str(self._wasm_path) + ) + store = wasmtime.Store(self._engine) + store.set_wasi(wasmtime.WasiConfig()) + linker = wasmtime.component.Linker(self._engine) + linker.add_wasip2() + + instance = linker.instantiate(store, component) + fn = _get_function( + instance, store, self._engine, component.type, direction, self._wasm_path + ) + + result = fn(store, port_map) + fn.post_return(store) + + if isinstance(result, str): + msg = f"Codec component {direction} returned error: {result}" + raise RuntimeError(msg) + + return [(str(name), bytes(data)) for name, data in result] + + +def detect_codec_type(wasm_path: Path) -> str: + """Detect whether a ``.wasm`` file is core or component model. + + Reads the 8-byte header (magic + version) to distinguish: + + - ``0d 00 01 00`` → ``"component"`` (Component Model) + - ``01 00 00 00`` → ``"core"`` (Core Wasm) + + Args: + wasm_path: Path to the ``.wasm`` binary. + + Returns: + ``"component"`` or ``"core"``. + + Raises: + ValueError: Not a valid Wasm binary or unrecognized version. + """ + with Path(wasm_path).open("rb") as f: + header = f.read(8) + + if len(header) < 8 or header[:4] != _WASM_MAGIC: + msg = f"Not a valid Wasm binary: {wasm_path}" + raise ValueError(msg) + + version = header[4:8] + if version == _COMPONENT_VERSION: + return "component" + if version == _CORE_WASM_VERSION: + return "core" + + msg = f"Unknown Wasm version {version.hex()}: {wasm_path}" + raise ValueError(msg) + + +def _get_function( + instance: wasmtime.component.Instance, + store: wasmtime.Store, + engine: wasmtime.Engine, + component_type: Any, + fn_name: str, + wasm_path: Path, +) -> Any: + """Return the named Func from the CODEC_TRANSFORM_IFACE interface export. + + Components must be compiled against codec.wit and export the transform + interface under the exact key defined by CODEC_TRANSFORM_IFACE. + + Args: + instance: Instantiated Wasmtime component. + store: Wasmtime store bound to the instance. + engine: Wasmtime engine used to inspect types. + component_type: Type descriptor of the component. + fn_name: Name of the function to locate ("encode" or "decode"). + wasm_path: Path used only for error messages. + + Returns: + The located Wasmtime Func. + + Raises: + RuntimeError: The function is not found in the expected interface. + """ + comp_exports = component_type.exports(engine) + item = comp_exports.get(CODEC_TRANSFORM_IFACE) + if isinstance(item, wasmtime.component.ComponentInstanceType): + iface_exports = item.exports(engine) + if fn_name in iface_exports and isinstance( + iface_exports[fn_name], wasmtime.component.FuncType + ): + iface_idx = instance.get_export_index(store, CODEC_TRANSFORM_IFACE) + if iface_idx is not None: + fn_idx = instance.get_export_index(store, fn_name, iface_idx) + if fn_idx is not None: + return instance.get_func(store, fn_idx) + + msg = ( + f"Component at {wasm_path} does not export {fn_name!r} " + f"in the {CODEC_TRANSFORM_IFACE!r} interface. " + "Components must be compiled against codec.wit." + ) + raise RuntimeError(msg) diff --git a/src/chonkle/executor.py b/src/chonkle/executor.py index c39372c..a4eebe5 100644 --- a/src/chonkle/executor.py +++ b/src/chonkle/executor.py @@ -4,58 +4,111 @@ import json import logging -from pathlib import Path +from collections.abc import Mapping +from dataclasses import dataclass from typing import Any import wasmtime -import wasmtime.component +from chonkle.codecs import Codec, ComponentCodec, PortMap, detect_codec_type from chonkle.pipeline import Direction, Pipeline, StepSpec, WiringRef from chonkle.wasm_download import resolve_uri -from chonkle.wasm_signature import read_signature log = logging.getLogger(__name__) -# WIT interface export key as it appears in a compiled Component Model binary. -# Update this if the WIT package name or interface name changes. -CODEC_TRANSFORM_IFACE = "chonkle:codec/transform@0.1.0" -type PortMap = list[tuple[str, bytes]] +@dataclass +class PreparedPipeline: + """A pipeline that has been validated and is ready for execution. + Created by :func:`prepare`. Pass to :func:`run` to execute. + """ -def run( + pipeline: Pipeline + direction: Direction + codecs: Mapping[str, Codec] + + +def prepare( pipeline: Pipeline, - inputs: dict[str, bytes], direction: Direction, *, force_download: bool = False, -) -> dict[str, bytes]: - """Execute a pipeline in the specified direction and return output port values. +) -> PreparedPipeline: + """Validate a pipeline and prepare it for execution. + + Resolves codec URIs, instantiates codec wrappers (which load embedded + signatures), and validates all step signatures. If this returns + successfully, the pipeline is guaranteed executable for the given + direction. Args: pipeline: Parsed and validated pipeline DAG. - inputs: Pipeline-level input names mapped to byte values. For forward - execution (``direction == pipeline.direction``) keys correspond to - ``pipeline.inputs`` names. For inverted execution keys correspond - to ``pipeline.outputs`` names — the caller provides data for the - "other side" of the pipeline boundary. - direction: Direction to execute: ``"decode"`` or ``"encode"``. - May differ from ``pipeline.direction`` to invert the DAG. - force_download: Re-download codec .wasm files even if cached. + direction: Direction to execute (``"encode"`` or ``"decode"``). + force_download: Re-download codec ``.wasm`` files even if cached. Returns: - Pipeline output names mapped to byte values. For forward execution - the keys are ``pipeline.outputs`` names; for inverted execution the - keys are ``pipeline.inputs`` data-port names. + A :class:`PreparedPipeline` ready for :func:`run`. Raises: - ValueError: A required input is missing or signature validation fails. - RuntimeError: A codec component call returns an error. + ValueError: Signature validation fails or a codec type is + unsupported. """ + step_by_name = {s.name: s for s in pipeline.steps} + + # Phase 1: resolve all codec URIs to local paths. + wasm_paths = { + name: resolve_uri(step_by_name[name].src, force_download=force_download) + for name in pipeline.execution_order + } + + # Phase 2: create codec wrapper instances (loads signatures from + # embedded custom sections). + config = wasmtime.Config() + config.cache = True + engine = wasmtime.Engine(config) + + codecs: dict[str, Codec] = {} + for step_name in pipeline.execution_order: + wasm_path = wasm_paths[step_name] + codec_type = detect_codec_type(wasm_path) + if codec_type == "component": + codecs[step_name] = ComponentCodec(engine, wasm_path) + else: + msg = f"Core Wasm codecs are not yet supported: {wasm_path}" + raise ValueError(msg) + + # Phase 3: validate all signatures before any component is called. + _validate_signatures(pipeline, step_by_name, codecs, direction) + + return PreparedPipeline(pipeline=pipeline, direction=direction, codecs=codecs) + + +def run( + prepared: PreparedPipeline, + inputs: dict[str, bytes], +) -> dict[str, bytes]: + """Execute a prepared pipeline and return output port values. + + Args: + prepared: A :class:`PreparedPipeline` from :func:`prepare`. + inputs: Pipeline-level input names mapped to byte values. For + forward execution (``direction == pipeline.direction``) keys + correspond to ``pipeline.inputs`` names. For inverted + execution keys correspond to ``pipeline.outputs`` names. + + Returns: + Pipeline output names mapped to byte values. + + Raises: + ValueError: A required input is missing. + RuntimeError: A codec call returns an error. + """ + pipeline = prepared.pipeline + direction = prepared.direction inverted = direction != pipeline.direction if not inverted: - # Forward: require pipeline.inputs keys; skip encode_only for decode. required = [ name for name, desc in pipeline.inputs.items() @@ -66,7 +119,6 @@ def run( msg = f"Missing pipeline input: {name!r}" raise ValueError(msg) else: - # Inverted: require pipeline.outputs keys (the "other side"). for name in pipeline.outputs: if name not in inputs: msg = f"Missing pipeline input: {name!r}" @@ -74,55 +126,24 @@ def run( step_by_name = {s.name: s for s in pipeline.steps} - # Phase 1: resolve all codec URIs to local paths. - wasm_paths = { - name: resolve_uri(step_by_name[name].src, force_download=force_download) - for name in pipeline.execution_order - } - - # Phase 2: validate all signatures before any component is called. - _validate_signatures(pipeline, step_by_name, wasm_paths, direction) - - # Phase 3: build the shared Wasmtime engine and execute. - config = wasmtime.Config() - config.cache = True - engine = wasmtime.Engine(config) - - if direction != pipeline.direction: + if inverted: return _execute_inverted( - pipeline, step_by_name, wasm_paths, inputs, direction, engine + pipeline, step_by_name, prepared.codecs, inputs, direction ) - return _execute_forward( - pipeline, step_by_name, wasm_paths, inputs, direction, engine - ) + return _execute_forward(pipeline, step_by_name, prepared.codecs, inputs, direction) def _execute_forward( pipeline: Pipeline, step_by_name: dict[str, StepSpec], - wasm_paths: dict[str, Path], + codecs: Mapping[str, Codec], inputs: dict[str, bytes], direction: Direction, - engine: wasmtime.Engine, ) -> dict[str, bytes]: - """Execute steps in topological order, calling the direction WIT function. + """Execute steps in topological order, calling the direction function. Seeds value_store with constants and pipeline inputs (omitting encode_only inputs when direction is ``"decode"``). - - Args: - pipeline: Validated pipeline with execution_order, constants, and outputs. - step_by_name: Step name to StepSpec lookup. - wasm_paths: Step name to resolved local .wasm path. - inputs: Caller-provided byte values keyed by pipeline input names. - direction: Runtime execution direction. - engine: Shared Wasmtime engine (carries the compilation cache). - - Returns: - Pipeline output names mapped to byte values. - - Raises: - RuntimeError: A codec component call fails or returns an Err result. """ value_store: dict[str, bytes] = {} @@ -143,7 +164,7 @@ def _execute_forward( log.debug( "step %r: calling %s with %d ports", step_name, direction, len(port_map) ) - output_map = _call_component(engine, wasm_paths[step_name], direction, port_map) + output_map = codecs[step_name].call(direction, port_map) for port_name, value in output_map: value_store[f"{step_name}.{port_name}"] = value @@ -155,39 +176,16 @@ def _execute_forward( def _execute_inverted( pipeline: Pipeline, step_by_name: dict[str, StepSpec], - wasm_paths: dict[str, Path], + codecs: Mapping[str, Codec], inputs: dict[str, bytes], direction: Direction, - engine: wasmtime.Engine, ) -> dict[str, bytes]: - """Execute steps in reversed topological order, routing results backward. - - Seeds value_store from pipeline output wiring refs (the caller provides - data for the "other side" of the pipeline boundary), then runs each step - in reverse calling the direction WIT function. - - Args: - pipeline: Validated pipeline with execution_order, constants, and outputs. - step_by_name: Step name to StepSpec lookup. - wasm_paths: Step name to resolved local .wasm path. - inputs: Caller-provided byte values keyed by pipeline output names. - direction: Runtime execution direction. - engine: Shared Wasmtime engine (carries the compilation cache). - - Returns: - Pipeline input names mapped to byte values (excluding encode_only inputs - when direction is ``"decode"``). - - Raises: - RuntimeError: A codec component call fails or returns an Err result. - """ + """Execute steps in reversed topological order, routing results backward.""" value_store: dict[str, bytes] = {} for name, descriptor in pipeline.constants.items(): value_store[f"constant.{name}"] = json.dumps(descriptor["value"]).encode() - # Seed from pipeline outputs — wiring refs become the starting values for - # the reversed traversal. for out_name, ref_str in pipeline.outputs.items(): value_store[ref_str] = inputs[out_name] @@ -197,12 +195,11 @@ def _execute_inverted( log.debug( "step %r: calling %s with %d ports", step_name, direction, len(port_map) ) - output_map = _call_component(engine, wasm_paths[step_name], direction, port_map) + output_map = codecs[step_name].call(direction, port_map) for port_name, value in output_map: if port_name in step.inputs and port_name not in step.encode_only_inputs: value_store[step.inputs[port_name]] = value - # Collect from pipeline inputs; encode_only ports excluded during decode. return { name: value_store[f"input.{name}"] for name, desc in pipeline.inputs.items() @@ -218,15 +215,6 @@ def _forward_port_map( """Build the port-map for a step in forward execution. Iterates step.inputs, omitting encode_only_inputs when direction is decode. - - Args: - step: Step whose inputs define the port names and wiring refs. - value_store: Accumulated resolved byte values keyed by wiring ref string. - direction: Runtime execution direction; encode_only_inputs are excluded - when this is ``"decode"``. - - Returns: - List of (port_name, bytes) tuples to pass to the codec component. """ port_map: PortMap = [] for port_name, ref_str in step.inputs.items(): @@ -245,21 +233,8 @@ def _inverted_port_map( """Build the port-map for a step in inverted execution. The step's forward-direction outputs become its inverted-direction inputs. - Inputs wired from constants (non-encode_only) are always included — they - are configuration parameters the codec needs in both directions. + Inputs wired from constants (non-encode_only) are always included. encode_only_inputs are appended only when calling encode. - - Args: - step_name: Name of the step; used to look up output values in - value_store via the ``"."`` key convention. - step: Step whose outputs define which values to look up and whose - inputs supply constant-wired parameters and encode_only_inputs. - value_store: Accumulated resolved byte values keyed by wiring ref string. - direction: Runtime execution direction; encode_only_inputs are appended - only when this is ``"encode"``. - - Returns: - List of (port_name, bytes) tuples to pass to the codec component. """ port_map: PortMap = [] for port_name in step.outputs: @@ -278,35 +253,25 @@ def _inverted_port_map( def _validate_signatures( pipeline: Pipeline, step_by_name: dict[str, StepSpec], - wasm_paths: dict[str, Path], + codecs: Mapping[str, Codec], direction: Direction, ) -> None: """Validate all step signatures before any component is called. Collects errors from every step and raises a single ValueError listing - all problems, so the caller sees every issue at once rather than failing - on the first. - - Args: - pipeline: Pipeline providing execution_order. - step_by_name: Step name to StepSpec lookup. - wasm_paths: Step name to resolved local .wasm path. - direction: Runtime execution direction (may differ from pipeline.direction). - - Raises: - ValueError: One or more steps have signature validation errors. + all problems. """ errors: list[str] = [] step_output_types: dict[str, dict[str, str]] = {} for step_name in pipeline.execution_order: step = step_by_name[step_name] - wasm_path = wasm_paths[step_name] + codec = codecs[step_name] try: output_types = _validate_signature( - step, wasm_path, direction, pipeline, step_output_types + step, codec.signature(), direction, pipeline, step_output_types ) step_output_types[step_name] = output_types or {} - except (ValueError, FileNotFoundError) as exc: + except ValueError as exc: errors.append(str(exc)) if errors: raise ValueError("Pipeline signature validation failed:\n" + "\n".join(errors)) @@ -319,29 +284,7 @@ def _check_input_types( pipeline: Pipeline, step_output_types: dict[str, dict[str, str]], ) -> list[str]: - """Return type-mismatch error strings for each active wired input. - - For each active step input, resolves the type declared by the wiring - source (pipeline input, constant, or upstream step output) and compares - it against the codec's declared type. Returns an empty list when all - types match or when type information is absent on either side. - - Args: - step: Step whose active inputs are being type-checked. - signature_inputs: Codec signature input descriptors keyed by port name, - each containing at least a ``"type"`` field. - direction: Runtime execution direction; encode_only_inputs are skipped - when this is ``"decode"``. - pipeline: The pipeline, used to resolve type info for ``input.*`` and - ``constant.*`` wiring refs. - step_output_types: Accumulated output types from previously validated - upstream steps, keyed by step name then port name; used to resolve - types for ``.`` wiring refs. - - Returns: - List of human-readable error strings describing type mismatches. - Empty when all active inputs pass type checks. - """ + """Return type-mismatch error strings for each active wired input.""" errors: list[str] = [] for port_name, ref_str in step.inputs.items(): if direction == "decode" and port_name in step.encode_only_inputs: @@ -368,37 +311,31 @@ def _check_input_types( def _validate_signature( step: StepSpec, - wasm_path: Path, + signature: dict[str, Any], direction: str, pipeline: Pipeline, step_output_types: dict[str, dict[str, str]], ) -> dict[str, str]: - """Verify a step's port declarations against its embedded codec signature. + """Verify a step's port declarations against a codec signature. - Reads the ``chonkle:signature`` custom section from the ``.wasm`` binary. Each check is a subset check — the step need not use every port the codec declares. Input validation is direction-aware: encode_only ports are - excluded from the valid input set when direction is "decode". After name - checks, each active input's wiring source type is compared against the - codec's declared type for that port; a mismatch is an error. + excluded from the valid input set when direction is "decode". Args: step: Step whose declared inputs and outputs are being checked. - wasm_path: Path to the ``.wasm`` binary with an embedded signature. + signature: The codec signature dict (from ``codec.signature()``). direction: Runtime execution direction ("encode" or "decode"). pipeline: The pipeline, used to resolve input and constant types. step_output_types: Accumulated output types from previously validated - upstream steps, keyed by step name then port name. + upstream steps. Returns: Mapping of output port name to type string, from the signature. Raises: - ValueError: No embedded signature found, or declared ports are not - valid per the signature. + ValueError: Declared ports are not valid per the signature. """ - signature = read_signature(wasm_path) - errors: list[str] = [] if "inputs" in signature: @@ -418,7 +355,6 @@ def _validate_signature( else: valid_inputs = set(signature_inputs.keys()) - # Active inputs: wired ports minus encode_only_inputs (skipped during decode). active_inputs = set(step.inputs.keys()) - set(step.encode_only_inputs) unknown = active_inputs - valid_inputs if unknown: @@ -427,7 +363,6 @@ def _validate_signature( f"{sorted(valid_inputs)}" ) - # Type compatibility: check each active wired input. errors.extend( _check_input_types( step, signature_inputs, direction, pipeline, step_output_types @@ -452,101 +387,10 @@ def _validate_signature( if errors: joined = "; ".join(errors) - msg = f"Step {step.name!r}: {joined} (from {wasm_path})" + msg = f"Step {step.name!r}: {joined}" raise ValueError(msg) return { port: desc.get("type", "") for port, desc in signature.get("outputs", {}).items() } - - -def _call_component( - engine: wasmtime.Engine, - wasm_path: Path, - direction: str, - port_map: PortMap, -) -> PortMap: - """Call encode or decode on a single Wasm Component Model codec. - - Args: - engine: Shared Wasmtime engine (carries the compilation cache). - wasm_path: Path to the compiled .wasm file. - direction: "encode" or "decode" — selects the exported function. - port_map: Named input byte buffers to pass to the component. - - Returns: - Named output byte buffers returned by the component. - - Raises: - RuntimeError: The component does not export the expected function, - or the component returns an Err result. - """ - component = wasmtime.component.Component.from_file(engine, str(wasm_path)) - - store = wasmtime.Store(engine) - store.set_wasi(wasmtime.WasiConfig()) - linker = wasmtime.component.Linker(engine) - linker.add_wasip2() - - instance = linker.instantiate(store, component) - fn = _get_function(instance, store, engine, component.type, direction, wasm_path) - - result = fn(store, port_map) - fn.post_return(store) - - # wasmtime returns the Err string directly for a result error variant. - if isinstance(result, str): - msg = f"Codec component {direction} returned error: {result}" - raise RuntimeError(msg) - - # Normalize to list[tuple[str, bytes]] in case wasmtime returns lists. - return [(str(name), bytes(data)) for name, data in result] - - -def _get_function( - instance: wasmtime.component.Instance, - store: wasmtime.Store, - engine: wasmtime.Engine, - component_type: Any, - fn_name: str, - wasm_path: Path, -) -> Any: - """Return the named Func from the CODEC_TRANSFORM_IFACE interface export. - - Components must be compiled against codec.wit and export the transform - interface under the exact key defined by CODEC_TRANSFORM_IFACE. - - Args: - instance: Instantiated Wasmtime component. - store: Wasmtime store bound to the instance. - engine: Wasmtime engine used to inspect types. - component_type: Type descriptor of the component. - fn_name: Name of the function to locate ("encode" or "decode"). - wasm_path: Path used only for error messages. - - Returns: - The located Wasmtime Func. - - Raises: - RuntimeError: The function is not found in the expected interface. - """ - comp_exports = component_type.exports(engine) - item = comp_exports.get(CODEC_TRANSFORM_IFACE) - if isinstance(item, wasmtime.component.ComponentInstanceType): - iface_exports = item.exports(engine) - if fn_name in iface_exports and isinstance( - iface_exports[fn_name], wasmtime.component.FuncType - ): - iface_idx = instance.get_export_index(store, CODEC_TRANSFORM_IFACE) - if iface_idx is not None: - fn_idx = instance.get_export_index(store, fn_name, iface_idx) - if fn_idx is not None: - return instance.get_func(store, fn_idx) - - msg = ( - f"Component at {wasm_path} does not export {fn_name!r} " - f"in the {CODEC_TRANSFORM_IFACE!r} interface. " - "Components must be compiled against codec.wit." - ) - raise RuntimeError(msg) diff --git a/tests/test_codecs.py b/tests/test_codecs.py new file mode 100644 index 0000000..1b6d9e0 --- /dev/null +++ b/tests/test_codecs.py @@ -0,0 +1,41 @@ +"""Tests for codec wrapper classes and binary detection.""" + +from pathlib import Path + +import pytest + +from chonkle.codecs import detect_codec_type + +# Wasm magic + version headers. +_CORE_HEADER = b"\x00asm\x01\x00\x00\x00" +_COMPONENT_HEADER = b"\x00asm\x0d\x00\x01\x00" + + +class TestDetectCodecType: + def test_component_model(self, tmp_path: Path) -> None: + wasm = tmp_path / "codec.wasm" + wasm.write_bytes(_COMPONENT_HEADER) + assert detect_codec_type(wasm) == "component" + + def test_core_wasm(self, tmp_path: Path) -> None: + wasm = tmp_path / "codec.wasm" + wasm.write_bytes(_CORE_HEADER) + assert detect_codec_type(wasm) == "core" + + def test_not_wasm_raises(self, tmp_path: Path) -> None: + bad = tmp_path / "not.wasm" + bad.write_bytes(b"not a wasm file") + with pytest.raises(ValueError, match="Not a valid Wasm binary"): + detect_codec_type(bad) + + def test_too_short_raises(self, tmp_path: Path) -> None: + short = tmp_path / "short.wasm" + short.write_bytes(b"\x00asm") + with pytest.raises(ValueError, match="Not a valid Wasm binary"): + detect_codec_type(short) + + def test_unknown_version_raises(self, tmp_path: Path) -> None: + wasm = tmp_path / "future.wasm" + wasm.write_bytes(b"\x00asm\xff\x00\x00\x00") + with pytest.raises(ValueError, match="Unknown Wasm version"): + detect_codec_type(wasm) diff --git a/tests/test_executor.py b/tests/test_executor.py index 3237586..6d904fe 100644 --- a/tests/test_executor.py +++ b/tests/test_executor.py @@ -1,12 +1,15 @@ """Tests for DAG executor via Wasmtime Component Model.""" +from collections.abc import Mapping from pathlib import Path +from typing import Any from unittest.mock import patch import pytest -from chonkle.executor import run -from chonkle.pipeline import Pipeline +from chonkle.codecs import Codec, PortMap +from chonkle.executor import PreparedPipeline, prepare, run +from chonkle.pipeline import Direction, Pipeline from chonkle.wasm_signature import embed_signature _REPO_ROOT = Path(__file__).parent.parent @@ -21,8 +24,48 @@ def _wasm_with_signature(signature: dict) -> bytes: return embed_signature(_CM_HEADER, signature) +# ---------- Fake codec for wiring tests ---------- + + +class _FakeCodec(Codec): + """Test double that records calls and returns canned outputs.""" + + def __init__( + self, + call_fn: Any = None, + sig: dict | None = None, + ) -> None: + self._call_fn = call_fn or (lambda d, pm: [("bytes", b"output")]) + self._sig = sig or { + "inputs": {"bytes": {"type": "bytes"}}, + "outputs": {"bytes": {"type": "bytes"}}, + } + + @property + def codec_type(self) -> str: + return "component" + + def signature(self) -> dict[str, Any]: + return self._sig + + def call(self, direction: Direction, port_map: PortMap) -> PortMap: + return self._call_fn(direction, port_map) + + +def _prepared( + pipeline: Pipeline, + direction: Direction | None = None, + codecs: Mapping[str, Codec] | None = None, +) -> PreparedPipeline: + """Build a PreparedPipeline with fake codecs for wiring tests.""" + if direction is None: + direction = pipeline.direction + if codecs is None: + codecs = {s.name: _FakeCodec() for s in pipeline.steps} + return PreparedPipeline(pipeline=pipeline, direction=direction, codecs=codecs) + + # Tests below this marker require compiled codec .wasm files. -# They will not pass until the codecs are built in a separate session. CODEC_REQUIRED = pytest.mark.skipif( True, reason="requires compiled codec .wasm files (built in a separate session)", @@ -80,27 +123,19 @@ def _make_decode_pipeline(src: str = "file:///fake.wasm") -> dict: class TestRunWiring: - """Verify executor wiring logic using mocked component calls.""" - - @pytest.fixture(autouse=True) - def _skip_signature_validation(self): - """Patch out signature validation so wiring tests need no sidecar files.""" - with patch("chonkle.executor._validate_signature"): - yield + """Verify executor wiring logic using fake codec instances.""" def test_passes_input_bytes_to_step(self, raw_chunk: bytes) -> None: pipeline = Pipeline.parse(_make_simple_pipeline()) received: list = [] - def fake_call(_engine, wasm_path, direction, port_map): + def fake_call(direction, port_map): received.append((direction, list(port_map))) return [("bytes", b"compressed")] - with ( - patch("chonkle.executor.resolve_uri", return_value=Path("/fake.wasm")), - patch("chonkle.executor._call_component", side_effect=fake_call), - ): - result = run(pipeline, {"bytes": raw_chunk}, pipeline.direction) + codecs = {"codec": _FakeCodec(call_fn=fake_call)} + prepared = _prepared(pipeline, codecs=codecs) + result = run(prepared, {"bytes": raw_chunk}) assert result == {"bytes": b"compressed"} assert len(received) == 1 @@ -133,20 +168,20 @@ def test_routes_step_output_to_next_step_input(self) -> None: pipeline = Pipeline.parse(data) call_log: list = [] - def fake_call(_engine, wasm_path, direction, port_map): - call_log.append((wasm_path.name, list(port_map))) - if wasm_path.name == "a.wasm": - return [("bytes", b"after_a")] + def fake_a(direction, port_map): + call_log.append(("a", list(port_map))) + return [("bytes", b"after_a")] + + def fake_b(direction, port_map): + call_log.append(("b", list(port_map))) return [("bytes", b"after_b")] - with ( - patch( - "chonkle.executor.resolve_uri", - side_effect=lambda uri, **kw: Path("/" + uri.removeprefix("file:///")), - ), - patch("chonkle.executor._call_component", side_effect=fake_call), - ): - result = run(pipeline, {"bytes": b"original"}, pipeline.direction) + codecs = { + "step_a": _FakeCodec(call_fn=fake_a), + "step_b": _FakeCodec(call_fn=fake_b), + } + prepared = _prepared(pipeline, codecs=codecs) + result = run(prepared, {"bytes": b"original"}) assert result == {"bytes": b"after_b"} _, first_pm = call_log[0] @@ -176,15 +211,13 @@ def test_constants_passed_as_json_bytes(self) -> None: pipeline = Pipeline.parse(data) received_pm: list = [] - def fake_call(_engine, wasm_path, direction, port_map): + def fake_call(direction, port_map): received_pm.extend(port_map) return [("bytes", b"output")] - with ( - patch("chonkle.executor.resolve_uri", return_value=Path("/s.wasm")), - patch("chonkle.executor._call_component", side_effect=fake_call), - ): - run(pipeline, {"bytes": b"data"}, pipeline.direction) + codecs = {"s": _FakeCodec(call_fn=fake_call)} + prepared = _prepared(pipeline, codecs=codecs) + run(prepared, {"bytes": b"data"}) pm_dict = dict(received_pm) assert pm_dict["level"] == b"5" @@ -212,15 +245,13 @@ def test_encode_only_inputs_skipped_during_decode(self) -> None: pipeline = Pipeline.parse(data) received_pm: list = [] - def fake_call(_engine, wasm_path, direction, port_map): + def fake_call(direction, port_map): received_pm.extend(port_map) return [("bytes", b"decoded")] - with ( - patch("chonkle.executor.resolve_uri", return_value=Path("/s.wasm")), - patch("chonkle.executor._call_component", side_effect=fake_call), - ): - run(pipeline, {"bytes": b"encoded"}, pipeline.direction) + codecs = {"s": _FakeCodec(call_fn=fake_call)} + prepared = _prepared(pipeline, codecs=codecs) + run(prepared, {"bytes": b"encoded"}) port_names = [name for name, _ in received_pm] assert "sym_table" not in port_names @@ -249,15 +280,13 @@ def test_encode_only_inputs_included_during_encode(self) -> None: pipeline = Pipeline.parse(data) received_pm: list = [] - def fake_call(_engine, wasm_path, direction, port_map): + def fake_call(direction, port_map): received_pm.extend(port_map) return [("bytes", b"encoded")] - with ( - patch("chonkle.executor.resolve_uri", return_value=Path("/s.wasm")), - patch("chonkle.executor._call_component", side_effect=fake_call), - ): - run(pipeline, {"bytes": b"data"}, pipeline.direction) + codecs = {"s": _FakeCodec(call_fn=fake_call)} + prepared = _prepared(pipeline, codecs=codecs) + run(prepared, {"bytes": b"data"}) port_names = [name for name, _ in received_pm] assert "sym_table" in port_names @@ -283,17 +312,9 @@ def test_encode_only_pipeline_input_not_required_during_decode(self) -> None: }, } pipeline = Pipeline.parse(data) - - with ( - patch("chonkle.executor.resolve_uri", return_value=Path("/s.wasm")), - patch( - "chonkle.executor._call_component", - return_value=[("bytes", b"decoded")], - ), - ): - # Must not raise despite "dtype" being absent from inputs - result = run(pipeline, {"bytes": b"encoded"}, pipeline.direction) - + codecs = {"s": _FakeCodec(call_fn=lambda d, pm: [("bytes", b"decoded")])} + prepared = _prepared(pipeline, codecs=codecs) + result = run(prepared, {"bytes": b"encoded"}) assert result == {"bytes": b"decoded"} def test_encode_only_pipeline_input_required_during_encode(self) -> None: @@ -317,14 +338,15 @@ def test_encode_only_pipeline_input_required_during_encode(self) -> None: }, } pipeline = Pipeline.parse(data) - + prepared = _prepared(pipeline) with pytest.raises(ValueError, match="Missing pipeline input"): - run(pipeline, {"bytes": b"data"}, pipeline.direction) + run(prepared, {"bytes": b"data"}) def test_missing_input_raises(self) -> None: pipeline = Pipeline.parse(_make_simple_pipeline()) + prepared = _prepared(pipeline) with pytest.raises(ValueError, match="Missing pipeline input"): - run(pipeline, {}, pipeline.direction) + run(prepared, {}) def test_fan_out_routing(self) -> None: data = { @@ -359,36 +381,33 @@ def test_fan_out_routing(self) -> None: } pipeline = Pipeline.parse(data) - def fake_call(_engine, wasm_path, direction, port_map): - if wasm_path.name == "split.wasm": - data_bytes = port_map[0][1] - mid = len(data_bytes) // 2 - return [("a", data_bytes[:mid]), ("b", data_bytes[mid:])] - # identity: return input unchanged - return port_map - - with ( - patch( - "chonkle.executor.resolve_uri", - side_effect=lambda uri, **kw: Path("/" + uri.removeprefix("file:///")), - ), - patch("chonkle.executor._call_component", side_effect=fake_call), - ): - result = run(pipeline, {"bytes": b"abcdefgh"}, pipeline.direction) + def fake_split(direction, port_map): + data_bytes = port_map[0][1] + mid = len(data_bytes) // 2 + return [("a", data_bytes[:mid]), ("b", data_bytes[mid:])] + + codecs = { + "split": _FakeCodec(call_fn=fake_split), + "proc_a": _FakeCodec(call_fn=lambda d, pm: pm), + "proc_b": _FakeCodec(call_fn=lambda d, pm: pm), + } + prepared = _prepared(pipeline, codecs=codecs) + result = run(prepared, {"bytes": b"abcdefgh"}) assert result["a_out"] == b"abcd" assert result["b_out"] == b"efgh" class TestResolveUriIntegration: - @pytest.fixture(autouse=True) - def _skip_signature_validation(self): - """Patch out signature validation so URI tests need no sidecar files.""" - with patch("chonkle.executor._validate_signature"): - yield - - def test_https_uri_calls_resolve_uri(self) -> None: + def test_https_uri_calls_resolve_uri(self, tmp_path: Path) -> None: """https:// URIs are passed to resolve_uri for fetch-caching.""" + wasm_file = tmp_path / "codec.wasm" + sig = { + "inputs": {"bytes": {"type": "bytes", "required": True}}, + "outputs": {"bytes": {"type": "bytes"}}, + } + wasm_file.write_bytes(_wasm_with_signature(sig)) + pipeline_data = { "codec_id": "test", "direction": "encode", @@ -406,35 +425,33 @@ def test_https_uri_calls_resolve_uri(self) -> None: } pipeline = Pipeline.parse(pipeline_data) - with ( - patch( - "chonkle.executor.resolve_uri", return_value=Path("/fake.wasm") - ) as mock_resolve, - patch( - "chonkle.executor._call_component", - return_value=[("bytes", b"out")], - ), - ): - run(pipeline, {"bytes": b"data"}, pipeline.direction) + with patch( + "chonkle.executor.resolve_uri", return_value=wasm_file + ) as mock_resolve: + prepare(pipeline, pipeline.direction) mock_resolve.assert_called_once_with( "https://example.com/codec.wasm", force_download=False ) - def test_force_download_propagated(self) -> None: + def test_force_download_propagated(self, tmp_path: Path) -> None: """force_download=True is forwarded to resolve_uri.""" + wasm_file = tmp_path / "codec.wasm" + sig = { + "inputs": { + "bytes": {"type": "bytes", "required": True}, + "level": {"type": "int", "required": False, "encode_only": True}, + }, + "outputs": {"bytes": {"type": "bytes"}}, + } + wasm_file.write_bytes(_wasm_with_signature(sig)) + pipeline = Pipeline.parse(_make_simple_pipeline()) - with ( - patch( - "chonkle.executor.resolve_uri", return_value=Path("/fake.wasm") - ) as mock_resolve, - patch( - "chonkle.executor._call_component", - return_value=[("bytes", b"out")], - ), - ): - run(pipeline, {"bytes": b"data"}, pipeline.direction, force_download=True) + with patch( + "chonkle.executor.resolve_uri", return_value=wasm_file + ) as mock_resolve: + prepare(pipeline, pipeline.direction, force_download=True) mock_resolve.assert_called_once_with("file:///fake.wasm", force_download=True) @@ -458,7 +475,7 @@ def _make_pipeline( step_outputs = ["bytes"] step: dict = { "codec_id": "some-codec", - "src": f"file:///{wasm_file}", + "src": f"file://{wasm_file}", "inputs": step_inputs, "outputs": list(step_outputs), } @@ -495,11 +512,8 @@ def test_signature_mismatch_raises(self, tmp_path: Path) -> None: wasm_file.write_bytes(_wasm_with_signature(signature)) pipeline = self._make_pipeline(wasm_file, step_outputs=["bytes"]) - with ( - patch("chonkle.executor.resolve_uri", return_value=wasm_file), - pytest.raises(ValueError, match="not valid signature outputs"), - ): - run(pipeline, {"bytes": b"data"}, pipeline.direction) + with pytest.raises(ValueError, match="not valid signature outputs"): + prepare(pipeline, pipeline.direction) def test_matching_signature_does_not_raise(self, tmp_path: Path) -> None: """A signature matching declared ports does not raise.""" @@ -518,13 +532,8 @@ def test_matching_signature_does_not_raise(self, tmp_path: Path) -> None: step_outputs=["bytes"], ) - with ( - patch("chonkle.executor.resolve_uri", return_value=wasm_file), - patch("chonkle.executor._call_component", return_value=[("bytes", b"out")]), - ): - result = run(pipeline, {"bytes": b"data"}, pipeline.direction) - - assert result == {"bytes": b"out"} + prepared = prepare(pipeline, pipeline.direction) + assert "s" in prepared.codecs def test_signature_unknown_input_raises(self, tmp_path: Path) -> None: """A step wiring a port not in the signature inputs raises ValueError.""" @@ -534,18 +543,14 @@ def test_signature_unknown_input_raises(self, tmp_path: Path) -> None: "outputs": {"bytes": {"type": "bytes"}}, } wasm_file.write_bytes(_wasm_with_signature(signature)) - # Step wires "wrong" which is not in signature inputs pipeline = self._make_pipeline( wasm_file, step_inputs={"wrong": "input.bytes"}, step_outputs=["bytes"], ) - with ( - patch("chonkle.executor.resolve_uri", return_value=wasm_file), - pytest.raises(ValueError, match="not valid signature encode inputs"), - ): - run(pipeline, {"bytes": b"data"}, pipeline.direction) + with pytest.raises(ValueError, match="not valid signature encode inputs"): + prepare(pipeline, pipeline.direction) def test_signature_encode_only_excluded_during_decode(self, tmp_path: Path) -> None: """encode_only inputs are excluded from valid decode inputs; no raise.""" @@ -558,7 +563,6 @@ def test_signature_encode_only_excluded_during_decode(self, tmp_path: Path) -> N "outputs": {"bytes": {"type": "bytes"}}, } wasm_file.write_bytes(_wasm_with_signature(signature)) - # Step wires "level" but marks it as encode_only; decode direction skips it pipeline = self._make_pipeline( wasm_file, direction="decode", @@ -567,13 +571,8 @@ def test_signature_encode_only_excluded_during_decode(self, tmp_path: Path) -> N encode_only_inputs=["level"], ) - with ( - patch("chonkle.executor.resolve_uri", return_value=wasm_file), - patch("chonkle.executor._call_component", return_value=[("bytes", b"out")]), - ): - result = run(pipeline, {"bytes": b"data"}, pipeline.direction) - - assert result == {"bytes": b"out"} + prepared = prepare(pipeline, pipeline.direction) + assert "s" in prepared.codecs def test_signature_subset_output_passes(self, tmp_path: Path) -> None: """Declaring fewer outputs than the signature advertises is valid.""" @@ -583,16 +582,10 @@ def test_signature_subset_output_passes(self, tmp_path: Path) -> None: "outputs": {"bytes": {"type": "bytes"}, "checksum": {"type": "bytes"}}, } wasm_file.write_bytes(_wasm_with_signature(signature)) - # Step only declares "bytes", not "checksum" pipeline = self._make_pipeline(wasm_file, step_outputs=["bytes"]) - with ( - patch("chonkle.executor.resolve_uri", return_value=wasm_file), - patch("chonkle.executor._call_component", return_value=[("bytes", b"out")]), - ): - result = run(pipeline, {"bytes": b"data"}, pipeline.direction) - - assert result == {"bytes": b"out"} + prepared = prepare(pipeline, pipeline.direction) + assert "s" in prepared.codecs def test_signature_outputs_key_absent_skips_check(self, tmp_path: Path) -> None: """A signature with no 'outputs' key skips output validation.""" @@ -601,13 +594,8 @@ def test_signature_outputs_key_absent_skips_check(self, tmp_path: Path) -> None: wasm_file.write_bytes(_wasm_with_signature(signature)) pipeline = self._make_pipeline(wasm_file) - with ( - patch("chonkle.executor.resolve_uri", return_value=wasm_file), - patch("chonkle.executor._call_component", return_value=[("bytes", b"out")]), - ): - result = run(pipeline, {"bytes": b"data"}, pipeline.direction) - - assert result == {"bytes": b"out"} + prepared = prepare(pipeline, pipeline.direction) + assert "s" in prepared.codecs def test_signature_inputs_key_absent_skips_check(self, tmp_path: Path) -> None: """A signature with no 'inputs' key skips input validation.""" @@ -616,13 +604,8 @@ def test_signature_inputs_key_absent_skips_check(self, tmp_path: Path) -> None: wasm_file.write_bytes(_wasm_with_signature(signature)) pipeline = self._make_pipeline(wasm_file) - with ( - patch("chonkle.executor.resolve_uri", return_value=wasm_file), - patch("chonkle.executor._call_component", return_value=[("bytes", b"out")]), - ): - result = run(pipeline, {"bytes": b"data"}, pipeline.direction) - - assert result == {"bytes": b"out"} + prepared = prepare(pipeline, pipeline.direction) + assert "s" in prepared.codecs def test_signature_both_wrong_reports_both(self, tmp_path: Path) -> None: """When both inputs and outputs are wrong, the error reports both.""" @@ -638,13 +621,10 @@ def test_signature_both_wrong_reports_both(self, tmp_path: Path) -> None: step_outputs=["bad_out"], ) - with ( - patch("chonkle.executor.resolve_uri", return_value=wasm_file), - pytest.raises( - ValueError, match="not valid signature encode inputs" - ) as exc_info, - ): - run(pipeline, {"bytes": b"data"}, pipeline.direction) + with pytest.raises( + ValueError, match="not valid signature encode inputs" + ) as exc_info: + prepare(pipeline, pipeline.direction) assert "not valid signature outputs" in str(exc_info.value) @@ -654,11 +634,8 @@ def test_missing_signature_raises(self, tmp_path: Path) -> None: wasm_file.write_bytes(_CM_HEADER) pipeline = self._make_pipeline(wasm_file) - with ( - patch("chonkle.executor.resolve_uri", return_value=wasm_file), - pytest.raises(ValueError, match="chonkle:signature"), - ): - run(pipeline, {"bytes": b"data"}, pipeline.direction) + with pytest.raises(ValueError, match="chonkle:signature"): + prepare(pipeline, pipeline.direction) def test_two_steps_both_wrong_reports_both(self, tmp_path: Path) -> None: """Signature errors from multiple steps are all reported in one exception.""" @@ -681,13 +658,13 @@ def test_two_steps_both_wrong_reports_both(self, tmp_path: Path) -> None: "steps": { "step_a": { "codec_id": "some-codec", - "src": f"file:///{wasm_a}", + "src": f"file://{wasm_a}", "inputs": {"bad_a": "input.bytes"}, "outputs": ["bytes"], }, "step_b": { "codec_id": "some-codec", - "src": f"file:///{wasm_b}", + "src": f"file://{wasm_b}", "inputs": {"bad_b": "step_a.bytes"}, "outputs": ["bytes"], }, @@ -695,14 +672,8 @@ def test_two_steps_both_wrong_reports_both(self, tmp_path: Path) -> None: } ) - with ( - patch( - "chonkle.executor.resolve_uri", - side_effect=lambda uri, **kw: Path(uri.removeprefix("file:///")), - ), - pytest.raises(ValueError, match="step_a") as exc_info, - ): - run(pipeline, {"bytes": b"data"}, pipeline.direction) + with pytest.raises(ValueError, match="step_a") as exc_info: + prepare(pipeline, pipeline.direction) assert "step_b" in str(exc_info.value) @@ -716,11 +687,8 @@ def test_signature_input_port_missing_type_raises(self, tmp_path: Path) -> None: wasm_file.write_bytes(_wasm_with_signature(signature)) pipeline = self._make_pipeline(wasm_file) - with ( - patch("chonkle.executor.resolve_uri", return_value=wasm_file), - pytest.raises(ValueError, match="missing required 'type' field"), - ): - run(pipeline, {"bytes": b"data"}, pipeline.direction) + with pytest.raises(ValueError, match="missing required 'type' field"): + prepare(pipeline, pipeline.direction) def test_signature_output_port_missing_type_raises(self, tmp_path: Path) -> None: """A signature output port without a 'type' field raises ValueError.""" @@ -732,11 +700,8 @@ def test_signature_output_port_missing_type_raises(self, tmp_path: Path) -> None wasm_file.write_bytes(_wasm_with_signature(signature)) pipeline = self._make_pipeline(wasm_file) - with ( - patch("chonkle.executor.resolve_uri", return_value=wasm_file), - pytest.raises(ValueError, match="missing required 'type' field"), - ): - run(pipeline, {"bytes": b"data"}, pipeline.direction) + with pytest.raises(ValueError, match="missing required 'type' field"): + prepare(pipeline, pipeline.direction) def test_type_mismatch_pipeline_input_raises(self, tmp_path: Path) -> None: """Pipeline input type mismatch against codec signature raises ValueError.""" @@ -746,7 +711,6 @@ def test_type_mismatch_pipeline_input_raises(self, tmp_path: Path) -> None: "outputs": {"data": {"type": "bytes"}}, } wasm_file.write_bytes(_wasm_with_signature(signature)) - # Pipeline declares input "data" as type "int"; codec expects "bytes". pipeline = Pipeline.parse( { "codec_id": "test", @@ -757,7 +721,7 @@ def test_type_mismatch_pipeline_input_raises(self, tmp_path: Path) -> None: "steps": { "s": { "codec_id": "some-codec", - "src": f"file:///{wasm_file}", + "src": f"file://{wasm_file}", "inputs": {"data": "input.data"}, "outputs": ["data"], } @@ -765,11 +729,8 @@ def test_type_mismatch_pipeline_input_raises(self, tmp_path: Path) -> None: } ) - with ( - patch("chonkle.executor.resolve_uri", return_value=wasm_file), - pytest.raises(ValueError, match="provides type"), - ): - run(pipeline, {"data": b"payload"}, pipeline.direction) + with pytest.raises(ValueError, match="provides type"): + prepare(pipeline, pipeline.direction) def test_type_mismatch_constant_raises(self, tmp_path: Path) -> None: """Constant type mismatch against codec signature raises ValueError.""" @@ -782,7 +743,6 @@ def test_type_mismatch_constant_raises(self, tmp_path: Path) -> None: "outputs": {"bytes": {"type": "bytes"}}, } wasm_file.write_bytes(_wasm_with_signature(signature)) - # Constant "level" has type "int"; codec expects "bytes". pipeline = Pipeline.parse( { "codec_id": "test", @@ -793,7 +753,7 @@ def test_type_mismatch_constant_raises(self, tmp_path: Path) -> None: "steps": { "s": { "codec_id": "some-codec", - "src": f"file:///{wasm_file}", + "src": f"file://{wasm_file}", "inputs": {"bytes": "input.bytes", "level": "constant.level"}, "outputs": ["bytes"], } @@ -801,11 +761,8 @@ def test_type_mismatch_constant_raises(self, tmp_path: Path) -> None: } ) - with ( - patch("chonkle.executor.resolve_uri", return_value=wasm_file), - pytest.raises(ValueError, match="provides type"), - ): - run(pipeline, {"bytes": b"data"}, pipeline.direction) + with pytest.raises(ValueError, match="provides type"): + prepare(pipeline, pipeline.direction) def test_type_mismatch_step_output_raises(self, tmp_path: Path) -> None: """Step output type mismatch against downstream codec input raises.""" @@ -814,7 +771,6 @@ def test_type_mismatch_step_output_raises(self, tmp_path: Path) -> None: "outputs": {"bytes": {"type": "bytes"}}, } sig_b = { - # Expects "int" but step_a outputs "bytes". "inputs": {"bytes": {"type": "int", "required": True}}, "outputs": {"bytes": {"type": "int"}}, } @@ -833,13 +789,13 @@ def test_type_mismatch_step_output_raises(self, tmp_path: Path) -> None: "steps": { "step_a": { "codec_id": "codec-a", - "src": f"file:///{wasm_a}", + "src": f"file://{wasm_a}", "inputs": {"bytes": "input.bytes"}, "outputs": ["bytes"], }, "step_b": { "codec_id": "codec-b", - "src": f"file:///{wasm_b}", + "src": f"file://{wasm_b}", "inputs": {"bytes": "step_a.bytes"}, "outputs": ["bytes"], }, @@ -847,14 +803,8 @@ def test_type_mismatch_step_output_raises(self, tmp_path: Path) -> None: } ) - with ( - patch( - "chonkle.executor.resolve_uri", - side_effect=lambda uri, **kw: Path(uri.removeprefix("file:///")), - ), - pytest.raises(ValueError, match="provides type"), - ): - run(pipeline, {"bytes": b"data"}, pipeline.direction) + with pytest.raises(ValueError, match="provides type"): + prepare(pipeline, pipeline.direction) def test_type_match_passes(self, tmp_path: Path) -> None: """Matching types across pipeline input and codec signature do not raise.""" @@ -866,13 +816,8 @@ def test_type_match_passes(self, tmp_path: Path) -> None: wasm_file.write_bytes(_wasm_with_signature(signature)) pipeline = self._make_pipeline(wasm_file) - with ( - patch("chonkle.executor.resolve_uri", return_value=wasm_file), - patch("chonkle.executor._call_component", return_value=[("bytes", b"out")]), - ): - result = run(pipeline, {"bytes": b"data"}, pipeline.direction) - - assert result == {"bytes": b"out"} + prepared = prepare(pipeline, pipeline.direction) + assert "s" in prepared.codecs def test_missing_type_in_source_skips_check(self, tmp_path: Path) -> None: """Pipeline input with no 'type' key skips type check without raising.""" @@ -882,7 +827,6 @@ def test_missing_type_in_source_skips_check(self, tmp_path: Path) -> None: "outputs": {"bytes": {"type": "bytes"}}, } wasm_file.write_bytes(_wasm_with_signature(signature)) - # Pipeline input descriptor has no "type" key. pipeline = Pipeline.parse( { "codec_id": "test", @@ -893,7 +837,7 @@ def test_missing_type_in_source_skips_check(self, tmp_path: Path) -> None: "steps": { "s": { "codec_id": "some-codec", - "src": f"file:///{wasm_file}", + "src": f"file://{wasm_file}", "inputs": {"bytes": "input.bytes"}, "outputs": ["bytes"], } @@ -901,37 +845,25 @@ def test_missing_type_in_source_skips_check(self, tmp_path: Path) -> None: } ) - with ( - patch("chonkle.executor.resolve_uri", return_value=wasm_file), - patch("chonkle.executor._call_component", return_value=[("bytes", b"out")]), - ): - result = run(pipeline, {"bytes": b"data"}, pipeline.direction) - - assert result == {"bytes": b"out"} + prepared = prepare(pipeline, pipeline.direction) + assert "s" in prepared.codecs class TestInvertedExecution: """Verify inverted DAG execution (direction != pipeline.direction).""" - @pytest.fixture(autouse=True) - def _skip_signature_validation(self): - with patch("chonkle.executor._validate_signature"): - yield - def test_inverted_single_step_calls_encode(self) -> None: """A decode-declared pipeline run as encode calls encode on the codec.""" pipeline = Pipeline.parse(_make_decode_pipeline()) received_directions: list[str] = [] - def fake_call(_engine, wasm_path, direction, port_map): + def fake_call(direction, port_map): received_directions.append(direction) return [("bytes", b"raw")] - with ( - patch("chonkle.executor.resolve_uri", return_value=Path("/fake.wasm")), - patch("chonkle.executor._call_component", side_effect=fake_call), - ): - run(pipeline, {"bytes": b"compressed"}, "encode") + codecs = {"codec": _FakeCodec(call_fn=fake_call)} + prepared = _prepared(pipeline, direction="encode", codecs=codecs) + run(prepared, {"bytes": b"compressed"}) assert received_directions == ["encode"] @@ -940,40 +872,29 @@ def test_inverted_port_map_built_from_step_outputs(self) -> None: pipeline = Pipeline.parse(_make_decode_pipeline()) received_port_maps: list = [] - def fake_call(_engine, wasm_path, direction, port_map): + def fake_call(direction, port_map): received_port_maps.append(list(port_map)) return [("bytes", b"raw")] - with ( - patch("chonkle.executor.resolve_uri", return_value=Path("/fake.wasm")), - patch("chonkle.executor._call_component", side_effect=fake_call), - ): - run(pipeline, {"bytes": b"compressed"}, "encode") + codecs = {"codec": _FakeCodec(call_fn=fake_call)} + prepared = _prepared(pipeline, direction="encode", codecs=codecs) + run(prepared, {"bytes": b"compressed"}) assert len(received_port_maps) == 1 pm = dict(received_port_maps[0]) - # "bytes" is the step's output port name — it becomes the encode input assert "bytes" in pm assert pm["bytes"] == b"compressed" - # "level" is encode_only, included in encode direction assert "level" in pm assert pm["level"] == b"3" def test_inverted_result_keyed_by_pipeline_inputs(self) -> None: """Inverted encode: result is keyed by pipeline.inputs names.""" pipeline = Pipeline.parse(_make_decode_pipeline()) - - with ( - patch("chonkle.executor.resolve_uri", return_value=Path("/fake.wasm")), - patch( - "chonkle.executor._call_component", - return_value=[("bytes", b"encoded_result")], - ), - ): - result = run(pipeline, {"bytes": b"raw"}, "encode") - - # pipeline.inputs has key "bytes"; pipeline.outputs also has key "bytes" - # but the inverted result comes from value_store["input.bytes"] + codecs = { + "codec": _FakeCodec(call_fn=lambda d, pm: [("bytes", b"encoded_result")]) + } + prepared = _prepared(pipeline, direction="encode", codecs=codecs) + result = run(prepared, {"bytes": b"raw"}) assert result == {"bytes": b"encoded_result"} def test_inverted_execution_order_reversed(self) -> None: @@ -1002,21 +923,22 @@ def test_inverted_execution_order_reversed(self) -> None: pipeline = Pipeline.parse(data) call_order: list[str] = [] - def fake_call(_engine, wasm_path, direction, port_map): - call_order.append(wasm_path.name) + def fake_a(direction, port_map): + call_order.append("a") + return [("bytes", b"result")] + + def fake_b(direction, port_map): + call_order.append("b") return [("bytes", b"result")] - with ( - patch( - "chonkle.executor.resolve_uri", - side_effect=lambda uri, **kw: Path("/" + uri.removeprefix("file:///")), - ), - patch("chonkle.executor._call_component", side_effect=fake_call), - ): - run(pipeline, {"bytes": b"raw"}, "encode") + codecs = { + "step_a": _FakeCodec(call_fn=fake_a), + "step_b": _FakeCodec(call_fn=fake_b), + } + prepared = _prepared(pipeline, direction="encode", codecs=codecs) + run(prepared, {"bytes": b"raw"}) - # Decode order is [step_a, step_b]; encode (inverted) order is [step_b, step_a] - assert call_order == ["b.wasm", "a.wasm"] + assert call_order == ["b", "a"] def test_inverted_encode_routes_results_backward(self) -> None: """Inverted encode: step results route via decode-direction input wiring.""" @@ -1044,26 +966,23 @@ def test_inverted_encode_routes_results_backward(self) -> None: pipeline = Pipeline.parse(data) received: dict[str, list] = {} - def fake_call(_engine, wasm_path, direction, port_map): - received[wasm_path.name] = list(port_map) - if wasm_path.name == "b.wasm": - return [("bytes", b"b_encoded")] + def fake_a(direction, port_map): + received["a"] = list(port_map) return [("bytes", b"a_encoded")] - with ( - patch( - "chonkle.executor.resolve_uri", - side_effect=lambda uri, **kw: Path("/" + uri.removeprefix("file:///")), - ), - patch("chonkle.executor._call_component", side_effect=fake_call), - ): - result = run(pipeline, {"bytes": b"raw_input"}, "encode") - - # step_b encode receives the seeded value (pipeline.outputs["bytes"]) - assert dict(received["b.wasm"]) == {"bytes": b"raw_input"} - # step_a encode receives what step_b returned (step_b.inputs["bytes"]) - assert dict(received["a.wasm"]) == {"bytes": b"b_encoded"} - # final result is from value_store["input.bytes"] — what step_a returned + def fake_b(direction, port_map): + received["b"] = list(port_map) + return [("bytes", b"b_encoded")] + + codecs = { + "step_a": _FakeCodec(call_fn=fake_a), + "step_b": _FakeCodec(call_fn=fake_b), + } + prepared = _prepared(pipeline, direction="encode", codecs=codecs) + result = run(prepared, {"bytes": b"raw_input"}) + + assert dict(received["b"]) == {"bytes": b"raw_input"} + assert dict(received["a"]) == {"bytes": b"b_encoded"} assert result == {"bytes": b"a_encoded"} def test_inverted_fan_in_page_split_pattern(self) -> None: @@ -1106,42 +1025,29 @@ def test_inverted_fan_in_page_split_pattern(self) -> None: }, } pipeline = Pipeline.parse(data) - received: dict[str, list] = {} - call_count: dict[str, int] = {} - - def fake_call(_engine, wasm_path, direction, port_map): - name = wasm_path.name - call_count[name] = call_count.get(name, 0) + 1 - key = f"{name}_{call_count[name]}" - received[key] = list(port_map) - if name == "split.wasm": - # page_split encode combines three inputs into one - pm = dict(port_map) - combined = ( - pm.get("rep_levels", b"") - + pm.get("def_levels", b"") - + pm.get("data", b"") - ) - return [("bytes", combined)] - # identity encode: pass through - return port_map - - with ( - patch( - "chonkle.executor.resolve_uri", - side_effect=lambda uri, **kw: Path("/" + uri.removeprefix("file:///")), - ), - patch("chonkle.executor._call_component", side_effect=fake_call), - ): - result = run( - pipeline, - {"rep": b"RRR", "def_": b"DDD", "data": b"VVV"}, - "encode", + + def fake_split(direction, port_map): + pm = dict(port_map) + combined = ( + pm.get("rep_levels", b"") + + pm.get("def_levels", b"") + + pm.get("data", b"") ) + return [("bytes", combined)] + + codecs = { + "page_split": _FakeCodec(call_fn=fake_split), + "identity_rep": _FakeCodec(call_fn=lambda d, pm: pm), + "identity_def": _FakeCodec(call_fn=lambda d, pm: pm), + "identity_data": _FakeCodec(call_fn=lambda d, pm: pm), + } + prepared = _prepared(pipeline, direction="encode", codecs=codecs) + result = run( + prepared, + {"rep": b"RRR", "def_": b"DDD", "data": b"VVV"}, + ) - # Result is keyed by pipeline.inputs name ("bytes") assert "bytes" in result - # Combined output should contain all three segments assert b"RRR" in result["bytes"] assert b"DDD" in result["bytes"] assert b"VVV" in result["bytes"] @@ -1149,9 +1055,9 @@ def fake_call(_engine, wasm_path, direction, port_map): def test_inverted_missing_input_raises(self) -> None: """Inverted direction with a missing pipeline.outputs key raises ValueError.""" pipeline = Pipeline.parse(_make_decode_pipeline()) - # pipeline.outputs has key "bytes"; caller must provide it + prepared = _prepared(pipeline, direction="encode") with pytest.raises(ValueError, match="Missing pipeline input"): - run(pipeline, {}, "encode") + run(prepared, {}) def test_inverted_encode_only_excluded_from_decode_call(self) -> None: """Encode-declared pipeline inverted to decode: encode_only_inputs absent.""" @@ -1174,16 +1080,13 @@ def test_inverted_encode_only_excluded_from_decode_call(self) -> None: pipeline = Pipeline.parse(data) received_port_maps: list = [] - def fake_call(_engine, wasm_path, direction, port_map): + def fake_call(direction, port_map): received_port_maps.append(list(port_map)) return [("bytes", b"decoded")] - with ( - patch("chonkle.executor.resolve_uri", return_value=Path("/s.wasm")), - patch("chonkle.executor._call_component", side_effect=fake_call), - ): - # Invert encode-declared pipeline to decode direction - run(pipeline, {"bytes": b"encoded"}, "decode") + codecs = {"s": _FakeCodec(call_fn=fake_call)} + prepared = _prepared(pipeline, direction="decode", codecs=codecs) + run(prepared, {"bytes": b"encoded"}) assert len(received_port_maps) == 1 port_names = [name for name, _ in received_port_maps[0]] @@ -1201,12 +1104,12 @@ def test_fan_out_produces_three_outputs( """page-split produces three non-empty output byte buffers.""" data, rep_length, def_length = page_split_input - # Override constants in the fixture with test-specific values. page_split_pipeline_json["constants"]["rep_length"]["value"] = rep_length page_split_pipeline_json["constants"]["def_length"]["value"] = def_length pipeline = Pipeline.parse(page_split_pipeline_json) - result = run(pipeline, {"bytes": data}, pipeline.direction) + prepared = prepare(pipeline, pipeline.direction) + result = run(prepared, {"bytes": data}) assert set(result.keys()) == {"rep_levels", "def_levels", "data"} for port_name, value in result.items(): @@ -1224,7 +1127,8 @@ def test_split_segment_sizes( page_split_pipeline_json["constants"]["def_length"]["value"] = def_length pipeline = Pipeline.parse(page_split_pipeline_json) - result = run(pipeline, {"bytes": data}, pipeline.direction) + prepared = prepare(pipeline, pipeline.direction) + result = run(prepared, {"bytes": data}) assert len(result["rep_levels"]) == rep_length assert len(result["def_levels"]) == def_length @@ -1242,7 +1146,8 @@ def test_decode_declared_forward_decode_output_size( ) -> None: """Decode-declared pipeline forward decode: output is 1024x1024x2 bytes.""" pipeline = Pipeline.parse(cog_decode_pipeline_json) - result = run(pipeline, {"bytes": cog_chunk}, "decode") + prepared = prepare(pipeline, "decode") + result = run(prepared, {"bytes": cog_chunk}) assert len(result["bytes"]) == self._TILE_BYTES def test_decode_declared_forward_decode_output_is_bytes( @@ -1250,7 +1155,8 @@ def test_decode_declared_forward_decode_output_is_bytes( ) -> None: """Decode-declared pipeline running forward decode returns a bytes object.""" pipeline = Pipeline.parse(cog_decode_pipeline_json) - result = run(pipeline, {"bytes": cog_chunk}, "decode") + prepared = prepare(pipeline, "decode") + result = run(prepared, {"bytes": cog_chunk}) assert isinstance(result["bytes"], bytes) def test_encode_declared_inverted_decode_output_size( @@ -1258,7 +1164,8 @@ def test_encode_declared_inverted_decode_output_size( ) -> None: """Encode-declared pipeline inverted decode: output is 1024x1024x2 bytes.""" pipeline = Pipeline.parse(cog_encode_pipeline_json) - result = run(pipeline, {"bytes": cog_chunk}, "decode") + prepared = prepare(pipeline, "decode") + result = run(prepared, {"bytes": cog_chunk}) assert len(result["bytes"]) == self._TILE_BYTES def test_encode_declared_inverted_decode_output_is_bytes( @@ -1266,39 +1173,36 @@ def test_encode_declared_inverted_decode_output_is_bytes( ) -> None: """Encode-declared pipeline running inverted decode returns a bytes object.""" pipeline = Pipeline.parse(cog_encode_pipeline_json) - result = run(pipeline, {"bytes": cog_chunk}, "decode") + prepared = prepare(pipeline, "decode") + result = run(prepared, {"bytes": cog_chunk}) assert isinstance(result["bytes"], bytes) def test_decode_declared_pipeline_roundtrip( self, raw_chunk: bytes, cog_decode_pipeline_json: dict ) -> None: - """Decode-declared pipeline roundtrip: inverted encode then forward decode. - - raw_chunk is padded to 1024x1024x2 bytes so tiff-predictor-2 can - interpret it as a full tile (width=1024, bytes_per_sample=2). - """ + """Decode-declared pipeline roundtrip: inverted encode then forward decode.""" tile = (raw_chunk * ((self._TILE_BYTES // len(raw_chunk)) + 1))[ : self._TILE_BYTES ] pipeline = Pipeline.parse(cog_decode_pipeline_json) - encoded = run(pipeline, {"bytes": tile}, "encode") - decoded = run(pipeline, {"bytes": encoded["bytes"]}, "decode") + enc_prepared = prepare(pipeline, "encode") + encoded = run(enc_prepared, {"bytes": tile}) + dec_prepared = prepare(pipeline, "decode") + decoded = run(dec_prepared, {"bytes": encoded["bytes"]}) assert decoded["bytes"] == tile def test_encode_declared_pipeline_roundtrip( self, raw_chunk: bytes, cog_encode_pipeline_json: dict ) -> None: - """Encode-declared pipeline roundtrip: forward encode then inverted decode. - - raw_chunk is padded to 1024x1024x2 bytes so tiff-predictor-2 can - interpret it as a full tile (width=1024, bytes_per_sample=2). - """ + """Encode-declared pipeline roundtrip: forward encode then inverted decode.""" tile = (raw_chunk * ((self._TILE_BYTES // len(raw_chunk)) + 1))[ : self._TILE_BYTES ] pipeline = Pipeline.parse(cog_encode_pipeline_json) - encoded = run(pipeline, {"bytes": tile}, "encode") - decoded = run(pipeline, {"bytes": encoded["bytes"]}, "decode") + enc_prepared = prepare(pipeline, "encode") + encoded = run(enc_prepared, {"bytes": tile}) + dec_prepared = prepare(pipeline, "decode") + decoded = run(dec_prepared, {"bytes": encoded["bytes"]}) assert decoded["bytes"] == tile def test_encode_declared_inverted_decode_matches_decode_declared_forward( @@ -1311,8 +1215,10 @@ def test_encode_declared_inverted_decode_matches_decode_declared_forward( as decode-declared pipeline forward decode.""" decode_pipeline = Pipeline.parse(cog_decode_pipeline_json) encode_pipeline = Pipeline.parse(cog_encode_pipeline_json) - forward = run(decode_pipeline, {"bytes": cog_chunk}, "decode") - inverted = run(encode_pipeline, {"bytes": cog_chunk}, "decode") + fwd = prepare(decode_pipeline, "decode") + inv = prepare(encode_pipeline, "decode") + forward = run(fwd, {"bytes": cog_chunk}) + inverted = run(inv, {"bytes": cog_chunk}) assert inverted["bytes"] == forward["bytes"] def test_decode_declared_inverted_encode_matches_encode_declared_forward( @@ -1328,6 +1234,8 @@ def test_decode_declared_inverted_encode_matches_encode_declared_forward( ] decode_pipeline = Pipeline.parse(cog_decode_pipeline_json) encode_pipeline = Pipeline.parse(cog_encode_pipeline_json) - inverted = run(decode_pipeline, {"bytes": tile}, "encode") - forward = run(encode_pipeline, {"bytes": tile}, "encode") + inv = prepare(decode_pipeline, "encode") + fwd = prepare(encode_pipeline, "encode") + inverted = run(inv, {"bytes": tile}) + forward = run(fwd, {"bytes": tile}) assert inverted["bytes"] == forward["bytes"] From bc7da0b657d8150c1f2ad8906b740dde7be8ced6 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Thu, 26 Mar 2026 14:58:36 -0500 Subject: [PATCH 18/52] feat: add Resolver for codec resolution and remove step-level src/outputs/encode_only_inputs Phase 3 of mixed-codec architecture: decouple codec resolution from pipeline JSON via a Resolver class with a multi-tier resolution chain (explicit paths, overrides, local store, pipeline sources). Step output ports and encode-only inputs are now derived from codec signatures at prepare() time instead of declared in pipeline JSON. --- bench/chonkle-host/time_codec.py | 59 +-- src/chonkle/__init__.py | 7 +- src/chonkle/cli.py | 105 +++- src/chonkle/codecs.py | 20 + src/chonkle/executor.py | 177 ++++--- src/chonkle/pipeline.py | 53 +-- src/chonkle/resolver.py | 233 +++++++++ tests/conftest.py | 47 +- .../pipelines/cog-decode-pipeline.json | 9 +- .../pipelines/cog-encode-pipeline.json | 9 +- tests/fixtures/pipelines/page-split-dag.json | 16 +- tests/test_executor.py | 449 ++++++++++-------- tests/test_pipeline.py | 122 +---- 13 files changed, 815 insertions(+), 491 deletions(-) create mode 100644 src/chonkle/resolver.py diff --git a/bench/chonkle-host/time_codec.py b/bench/chonkle-host/time_codec.py index 8126f7f..60e96c4 100644 --- a/bench/chonkle-host/time_codec.py +++ b/bench/chonkle-host/time_codec.py @@ -23,6 +23,7 @@ from chonkle.executor import prepare, run from chonkle.pipeline import Pipeline +from chonkle.resolver import Resolver logging.basicConfig(level=logging.WARNING, format="%(message)s") @@ -30,9 +31,13 @@ CODEC_DIR = REPO_ROOT / "codec" CHUNKS_DIR = REPO_ROOT / "tests" / "fixtures" / "chunks" -ZLIB_SRC = f"file://{CODEC_DIR / 'zlib-rs' / 'zlib.wasm'}" -PRED2_SRC = f"file://{CODEC_DIR / 'tiff-predictor-2-c' / 'tiff-predictor-2.wasm'}" -IDENTITY_SRC = f"file://{CODEC_DIR / 'identity-c' / 'identity.wasm'}" +RESOLVER = Resolver( + paths={ + "zlib": CODEC_DIR / "zlib-rs" / "zlib.wasm", + "tiff-predictor-2": CODEC_DIR / "tiff-predictor-2-c" / "tiff-predictor-2.wasm", + "identity": CODEC_DIR / "identity-c" / "identity.wasm", + } +) def _make_zlib_only_pipeline() -> dict: @@ -42,16 +47,12 @@ def _make_zlib_only_pipeline() -> dict: "inputs": {"bytes": {"type": "bytes"}}, "constants": {"level": {"type": "int", "value": 9}}, "outputs": {"bytes": "zlib.bytes"}, - "steps": [ - { - "name": "zlib", + "steps": { + "zlib": { "codec_id": "zlib", - "src": ZLIB_SRC, "inputs": {"bytes": "input.bytes", "level": "constant.level"}, - "outputs": ["bytes"], - "encode_only_inputs": ["level"], } - ], + }, } @@ -65,19 +66,16 @@ def _make_pred2_only_pipeline(width: int) -> dict: "width": {"type": "int", "value": width}, }, "outputs": {"bytes": "predictor2.bytes"}, - "steps": [ - { - "name": "predictor2", + "steps": { + "predictor2": { "codec_id": "tiff-predictor-2", - "src": PRED2_SRC, "inputs": { "bytes": "input.bytes", "bytes_per_sample": "constant.bytes_per_sample", "width": "constant.width", }, - "outputs": ["bytes"], } - ], + }, } @@ -88,22 +86,19 @@ def _make_identity_pipeline() -> dict: "inputs": {"bytes": {"type": "bytes"}}, "constants": {}, "outputs": {"bytes": "identity.bytes"}, - "steps": [ - { - "name": "identity", + "steps": { + "identity": { "codec_id": "identity", - "src": IDENTITY_SRC, "inputs": {"bytes": "input.bytes"}, - "outputs": ["bytes"], } - ], + }, } def run_identity(data: bytes, label: str) -> bytes: print(f"\n--- identity: {label} ({len(data):,} bytes) ---") pipeline = Pipeline.parse(_make_identity_pipeline()) - prepared = prepare(pipeline, "decode") + prepared = prepare(pipeline, "decode", resolver=RESOLVER) result = run(prepared, {"bytes": data}) return result["bytes"] @@ -115,23 +110,19 @@ def _make_zlib_encode_pipeline() -> dict: "inputs": {"bytes": {"type": "bytes"}}, "constants": {"level": {"type": "int", "value": 9}}, "outputs": {"bytes": "zlib.bytes"}, - "steps": [ - { - "name": "zlib", + "steps": { + "zlib": { "codec_id": "zlib", - "src": ZLIB_SRC, "inputs": {"bytes": "input.bytes", "level": "constant.level"}, - "outputs": ["bytes"], - "encode_only_inputs": ["level"], } - ], + }, } def run_zlib(data: bytes, label: str) -> bytes: print(f"\n--- zlib decode: {label} ({len(data):,} bytes compressed) ---") pipeline = Pipeline.parse(_make_zlib_only_pipeline()) - prepared = prepare(pipeline, "decode") + prepared = prepare(pipeline, "decode", resolver=RESOLVER) result = run(prepared, {"bytes": data}) return result["bytes"] @@ -139,7 +130,7 @@ def run_zlib(data: bytes, label: str) -> bytes: def run_zlib_encode(data: bytes, label: str) -> bytes: print(f"\n--- zlib encode: {label} ({len(data):,} bytes raw) ---") pipeline = Pipeline.parse(_make_zlib_encode_pipeline()) - prepared = prepare(pipeline, "encode") + prepared = prepare(pipeline, "encode", resolver=RESOLVER) result = run(prepared, {"bytes": data}) return result["bytes"] @@ -147,7 +138,7 @@ def run_zlib_encode(data: bytes, label: str) -> bytes: def run_pred2(data: bytes, width: int, label: str) -> bytes: print(f"\n--- predictor2 decode: {label} ({len(data):,} bytes) width={width} ---") pipeline = Pipeline.parse(_make_pred2_only_pipeline(width)) - prepared = prepare(pipeline, "decode") + prepared = prepare(pipeline, "decode", resolver=RESOLVER) result = run(prepared, {"bytes": data}) return result["bytes"] @@ -177,7 +168,7 @@ def main() -> None: run_zlib(real_z, "real COG chunk → 2 MB raw") # --- identity at various sizes (ABI isolation: pure memcpy in WASM) --- - identity_wasm = Path(IDENTITY_SRC.removeprefix("file://")) + identity_wasm = CODEC_DIR / "identity-c" / "identity.wasm" if identity_wasm.exists(): run_identity(bytes(64), "64 B") run_identity(bytes(1024), "1 KB") diff --git a/src/chonkle/__init__.py b/src/chonkle/__init__.py index b21ca85..5b67254 100644 --- a/src/chonkle/__init__.py +++ b/src/chonkle/__init__.py @@ -1,23 +1,24 @@ -"""Wasm Component Model codec pipeline library.""" +"""Wasm codec pipeline library.""" from chonkle.codecs import Codec, ComponentCodec, PortMap, detect_codec_type from chonkle.executor import PreparedPipeline, prepare, run from chonkle.pipeline import Direction, Pipeline, StepSpec -from chonkle.wasm_download import resolve_uri +from chonkle.resolver import CodecEntry, Resolver from chonkle.wasm_signature import embed_signature, read_signature __all__ = [ "Codec", + "CodecEntry", "ComponentCodec", "Direction", "Pipeline", "PortMap", "PreparedPipeline", + "Resolver", "StepSpec", "detect_codec_type", "embed_signature", "prepare", "read_signature", - "resolve_uri", "run", ] diff --git a/src/chonkle/cli.py b/src/chonkle/cli.py index 53a2d2d..a3059dc 100644 --- a/src/chonkle/cli.py +++ b/src/chonkle/cli.py @@ -6,16 +6,18 @@ from chonkle.executor import prepare, run from chonkle.pipeline import Pipeline +from chonkle.resolver import Resolver def main() -> None: """Entry point for the chonkle CLI.""" parser = argparse.ArgumentParser( prog="chonkle", - description="Execute a Wasm Component Model codec pipeline DAG.", + description="Execute a Wasm codec pipeline DAG.", ) subparsers = parser.add_subparsers(dest="command", required=True) + # --- run command --- run_parser = subparsers.add_parser( "run", help="Execute a pipeline JSON against named input data.", @@ -52,15 +54,70 @@ def main() -> None: ), ) run_parser.add_argument( - "--force-download", - action="store_true", - default=False, - help="Re-download cached codec .wasm files even if they exist locally.", + "--codec-store", + type=Path, + default=None, + help="Path to the local codec store directory.", + ) + run_parser.add_argument( + "--preference", + default=None, + help="Comma-separated backend preference order (e.g., 'core,component').", + ) + run_parser.add_argument( + "--override", + metavar="ID=IMPL", + action="append", + default=[], + dest="overrides", + help="Override codec implementation: --override zlib=zlib-rs (repeatable).", + ) + + # --- codecs command --- + codecs_parser = subparsers.add_parser( + "codecs", + help="List installed codec implementations in the local store.", + ) + codecs_parser.add_argument( + "codec_id", + nargs="?", + default=None, + help="Filter to a specific codec_id.", + ) + codecs_parser.add_argument( + "--codec-store", + type=Path, + default=None, + help="Path to the local codec store directory.", ) args = parser.parse_args() if args.command == "run": _run_command(args) + elif args.command == "codecs": + _codecs_command(args) + + +def _build_resolver(args: argparse.Namespace, pipeline: Pipeline) -> Resolver: + """Build a Resolver from CLI flags and pipeline sources.""" + preference = ( + args.preference.split(",") if args.preference else ("core", "component") + ) + + overrides: dict[str, str] = {} + for spec in args.overrides: + if "=" not in spec: + sys.stderr.write(f"--override must be ID=IMPL, got {spec!r}\n") + sys.exit(1) + codec_id, impl = spec.split("=", 1) + overrides[codec_id] = impl + + return Resolver( + codec_store=args.codec_store, + preference=preference, + overrides=overrides, + pipeline_sources=pipeline.sources, + ) def _run_command(args: argparse.Namespace) -> None: @@ -76,7 +133,8 @@ def _run_command(args: argparse.Namespace) -> None: inputs[name] = Path(path).read_bytes() direction = args.direction if args.direction is not None else pipeline.direction - prepared = prepare(pipeline, direction, force_download=args.force_download) + resolver = _build_resolver(args, pipeline) + prepared = prepare(pipeline, direction, resolver=resolver) result = run(prepared, inputs) requested_outputs: dict[str, str] = {} @@ -95,3 +153,38 @@ def _run_command(args: argparse.Namespace) -> None: sys.stdout.write(f"Wrote {len(data)} bytes to {out_path}\n") else: sys.stdout.write(f"Output {port_name!r}: {len(data)} bytes\n") + + +def _codecs_command(args: argparse.Namespace) -> None: + """List installed codec implementations.""" + resolver = Resolver(codec_store=args.codec_store) + entries = resolver.list_codecs() + + if args.codec_id: + entries = [e for e in entries if e.codec_id == args.codec_id] + + if not entries: + if args.codec_id: + sys.stdout.write(f"No implementations found for {args.codec_id!r}\n") + else: + sys.stdout.write(f"No codecs installed in {resolver.store_path}\n") + return + + if args.codec_id: + sys.stdout.write(f"codec_id: {args.codec_id}\nimplementations:\n") + for entry in entries: + sys.stdout.write( + f" {entry.implementation or '(unnamed)':<20s}" + f" {entry.codec_type:<12s}" + f" {entry.path}\n" + ) + else: + sys.stdout.write( + f"{'codec_id':<24s} {'implementation':<20s} {'backend':<12s}\n" + ) + for entry in entries: + sys.stdout.write( + f"{entry.codec_id:<24s} " + f"{entry.implementation or '(unnamed)':<20s} " + f"{entry.codec_type:<12s}\n" + ) diff --git a/src/chonkle/codecs.py b/src/chonkle/codecs.py index 23ec94d..468631c 100644 --- a/src/chonkle/codecs.py +++ b/src/chonkle/codecs.py @@ -41,6 +41,18 @@ def codec_type(self) -> str: """Backend type: ``"component"``, ``"core"``, or ``"native"``.""" ... + @property + @abstractmethod + def codec_id(self) -> str: + """The logical codec identifier from the signature.""" + ... + + @property + @abstractmethod + def implementation(self) -> str: + """The specific implementation identifier from the signature.""" + ... + @abstractmethod def signature(self) -> dict[str, Any]: """Return the codec's signature (loaded at instantiation).""" @@ -69,6 +81,14 @@ def __init__(self, engine: wasmtime.Engine, wasm_path: Path) -> None: def codec_type(self) -> str: return "component" + @property + def codec_id(self) -> str: + return self._sig.get("codec_id", "") + + @property + def implementation(self) -> str: + return self._sig.get("implementation", "") + def signature(self) -> dict[str, Any]: return self._sig diff --git a/src/chonkle/executor.py b/src/chonkle/executor.py index a4eebe5..25af45c 100644 --- a/src/chonkle/executor.py +++ b/src/chonkle/executor.py @@ -1,4 +1,4 @@ -"""Execute a DAG pipeline via Wasmtime Component Model.""" +"""Execute a DAG pipeline via codec wrappers.""" from __future__ import annotations @@ -8,11 +8,9 @@ from dataclasses import dataclass from typing import Any -import wasmtime - -from chonkle.codecs import Codec, ComponentCodec, PortMap, detect_codec_type +from chonkle.codecs import Codec, PortMap from chonkle.pipeline import Direction, Pipeline, StepSpec, WiringRef -from chonkle.wasm_download import resolve_uri +from chonkle.resolver import Resolver log = logging.getLogger(__name__) @@ -33,50 +31,42 @@ def prepare( pipeline: Pipeline, direction: Direction, *, - force_download: bool = False, + resolver: Resolver | None = None, ) -> PreparedPipeline: """Validate a pipeline and prepare it for execution. - Resolves codec URIs, instantiates codec wrappers (which load embedded - signatures), and validates all step signatures. If this returns + Resolves codec_ids via the resolver, validates wiring against codec + signatures, and validates all step signatures. If this returns successfully, the pipeline is guaranteed executable for the given direction. Args: pipeline: Parsed and validated pipeline DAG. direction: Direction to execute (``"encode"`` or ``"decode"``). - force_download: Re-download codec ``.wasm`` files even if cached. + resolver: Codec resolver. If ``None``, a default resolver is + created using the pipeline's ``sources`` field. Returns: A :class:`PreparedPipeline` ready for :func:`run`. Raises: - ValueError: Signature validation fails or a codec type is - unsupported. + ValueError: Signature validation fails, a codec cannot be + resolved, or wiring references invalid output ports. """ - step_by_name = {s.name: s for s in pipeline.steps} + if resolver is None: + resolver = Resolver(pipeline_sources=pipeline.sources) - # Phase 1: resolve all codec URIs to local paths. - wasm_paths = { - name: resolve_uri(step_by_name[name].src, force_download=force_download) - for name in pipeline.execution_order - } - - # Phase 2: create codec wrapper instances (loads signatures from - # embedded custom sections). - config = wasmtime.Config() - config.cache = True - engine = wasmtime.Engine(config) + step_by_name = {s.name: s for s in pipeline.steps} + # Phase 1: resolve all codec_ids to Codec instances. codecs: dict[str, Codec] = {} for step_name in pipeline.execution_order: - wasm_path = wasm_paths[step_name] - codec_type = detect_codec_type(wasm_path) - if codec_type == "component": - codecs[step_name] = ComponentCodec(engine, wasm_path) - else: - msg = f"Core Wasm codecs are not yet supported: {wasm_path}" - raise ValueError(msg) + step = step_by_name[step_name] + codecs[step_name] = resolver.resolve(step.codec_id) + + # Phase 2: validate wiring references against codec signatures + # (step output port checks that were deferred from parse time). + _validate_wiring_against_signatures(pipeline, codecs) # Phase 3: validate all signatures before any component is called. _validate_signatures(pipeline, step_by_name, codecs, direction) @@ -160,11 +150,13 @@ def _execute_forward( for step_name in pipeline.execution_order: step = step_by_name[step_name] - port_map = _forward_port_map(step, value_store, direction) + codec = codecs[step_name] + encode_only = _get_encode_only_inputs(codec.signature()) + port_map = _forward_port_map(step, value_store, direction, encode_only) log.debug( "step %r: calling %s with %d ports", step_name, direction, len(port_map) ) - output_map = codecs[step_name].call(direction, port_map) + output_map = codec.call(direction, port_map) for port_name, value in output_map: value_store[f"{step_name}.{port_name}"] = value @@ -191,13 +183,19 @@ def _execute_inverted( for step_name in reversed(pipeline.execution_order): step = step_by_name[step_name] - port_map = _inverted_port_map(step_name, step, value_store, direction) + codec = codecs[step_name] + sig = codec.signature() + encode_only = _get_encode_only_inputs(sig) + output_ports = list(sig.get("outputs", {}).keys()) + port_map = _inverted_port_map( + step_name, step, value_store, direction, output_ports, encode_only + ) log.debug( "step %r: calling %s with %d ports", step_name, direction, len(port_map) ) - output_map = codecs[step_name].call(direction, port_map) + output_map = codec.call(direction, port_map) for port_name, value in output_map: - if port_name in step.inputs and port_name not in step.encode_only_inputs: + if port_name in step.inputs and port_name not in encode_only: value_store[step.inputs[port_name]] = value return { @@ -211,14 +209,16 @@ def _forward_port_map( step: StepSpec, value_store: dict[str, bytes], direction: Direction, + encode_only_inputs: set[str], ) -> PortMap: """Build the port-map for a step in forward execution. - Iterates step.inputs, omitting encode_only_inputs when direction is decode. + Iterates step.inputs, omitting encode_only ports when direction is decode. + Encode-only is derived from the codec's signature. """ port_map: PortMap = [] for port_name, ref_str in step.inputs.items(): - if direction == "decode" and port_name in step.encode_only_inputs: + if direction == "decode" and port_name in encode_only_inputs: continue port_map.append((port_name, value_store[ref_str])) return port_map @@ -229,27 +229,86 @@ def _inverted_port_map( step: StepSpec, value_store: dict[str, bytes], direction: Direction, + output_ports: list[str], + encode_only_inputs: set[str], ) -> PortMap: """Build the port-map for a step in inverted execution. - The step's forward-direction outputs become its inverted-direction inputs. - Inputs wired from constants (non-encode_only) are always included. - encode_only_inputs are appended only when calling encode. + The step's forward-direction outputs (from signature) become its + inverted-direction inputs. Inputs wired from constants (non-encode_only) + are always included. encode_only_inputs are appended only when calling + encode. """ port_map: PortMap = [] - for port_name in step.outputs: + for port_name in output_ports: val = value_store.get(f"{step_name}.{port_name}") if val is not None: port_map.append((port_name, val)) for port_name, ref_str in step.inputs.items(): - if ref_str.startswith("constant.") and port_name not in step.encode_only_inputs: + if ref_str.startswith("constant.") and port_name not in encode_only_inputs: port_map.append((port_name, value_store[ref_str])) if direction == "encode": - for port_name in step.encode_only_inputs: - port_map.append((port_name, value_store[step.inputs[port_name]])) + for port_name in encode_only_inputs: + if port_name in step.inputs: + port_map.append((port_name, value_store[step.inputs[port_name]])) return port_map +def _get_encode_only_inputs(signature: dict[str, Any]) -> set[str]: + """Derive the set of encode-only input port names from a codec signature.""" + return { + name + for name, desc in signature.get("inputs", {}).items() + if desc.get("encode_only", False) + } + + +def _validate_wiring_against_signatures( + pipeline: Pipeline, + codecs: Mapping[str, Codec], +) -> None: + """Validate step output port references against codec signatures. + + At parse time, only step existence is checked. This function validates + that wiring references to step output ports match actual output ports + declared in the codec's signature. + """ + sig_outputs: dict[str, set[str]] = {} + for step in pipeline.steps: + sig = codecs[step.name].signature() + sig_outputs[step.name] = set(sig.get("outputs", {}).keys()) + + errors: list[str] = [] + + for step in pipeline.steps: + for port_name, ref_str in step.inputs.items(): + ref = WiringRef.parse(ref_str) + if ref.kind == "step": + available = sig_outputs.get(ref.source, set()) + if ref.port not in available: + errors.append( + f"Step {step.name!r} input {port_name!r}: " + f"step {ref.source!r} does not declare output port " + f"{ref.port!r} (signature outputs: {sorted(available)})" + ) + + for out_name, ref_str in pipeline.outputs.items(): + ref = WiringRef.parse(ref_str) + if ref.kind == "step": + available = sig_outputs.get(ref.source, set()) + if ref.port not in available: + errors.append( + f"Pipeline output {out_name!r}: " + f"step {ref.source!r} does not declare output port " + f"{ref.port!r} (signature outputs: {sorted(available)})" + ) + + if errors: + raise ValueError( + "Wiring validation against signatures failed:\n" + "\n".join(errors) + ) + + def _validate_signatures( pipeline: Pipeline, step_by_name: dict[str, StepSpec], @@ -283,11 +342,12 @@ def _check_input_types( direction: str, pipeline: Pipeline, step_output_types: dict[str, dict[str, str]], + encode_only_inputs: set[str], ) -> list[str]: """Return type-mismatch error strings for each active wired input.""" errors: list[str] = [] for port_name, ref_str in step.inputs.items(): - if direction == "decode" and port_name in step.encode_only_inputs: + if direction == "decode" and port_name in encode_only_inputs: continue if port_name not in signature_inputs: continue @@ -319,11 +379,12 @@ def _validate_signature( """Verify a step's port declarations against a codec signature. Each check is a subset check — the step need not use every port the codec - declares. Input validation is direction-aware: encode_only ports are - excluded from the valid input set when direction is "decode". + declares. Input validation is direction-aware: encode_only ports (from + the signature) are excluded from the valid input set when direction is + "decode". Args: - step: Step whose declared inputs and outputs are being checked. + step: Step whose declared inputs are being checked. signature: The codec signature dict (from ``codec.signature()``). direction: Runtime execution direction ("encode" or "decode"). pipeline: The pipeline, used to resolve input and constant types. @@ -346,6 +407,8 @@ def _validate_signature( if "type" not in d ) + encode_only_ports = _get_encode_only_inputs(signature) + if direction == "decode": valid_inputs = { name @@ -355,7 +418,7 @@ def _validate_signature( else: valid_inputs = set(signature_inputs.keys()) - active_inputs = set(step.inputs.keys()) - set(step.encode_only_inputs) + active_inputs = set(step.inputs.keys()) - encode_only_ports unknown = active_inputs - valid_inputs if unknown: errors.append( @@ -365,7 +428,12 @@ def _validate_signature( errors.extend( _check_input_types( - step, signature_inputs, direction, pipeline, step_output_types + step, + signature_inputs, + direction, + pipeline, + step_output_types, + encode_only_ports, ) ) @@ -376,15 +444,6 @@ def _validate_signature( if "type" not in d ) - signature_outputs = set(signature["outputs"].keys()) - declared_outputs = set(step.outputs) - unknown_outputs = declared_outputs - signature_outputs - if unknown_outputs: - errors.append( - f"outputs {sorted(unknown_outputs)} are not valid signature outputs " - f"{sorted(signature_outputs)}" - ) - if errors: joined = "; ".join(errors) msg = f"Step {step.name!r}: {joined}" diff --git a/src/chonkle/pipeline.py b/src/chonkle/pipeline.py index 06a3d94..d13a7ca 100644 --- a/src/chonkle/pipeline.py +++ b/src/chonkle/pipeline.py @@ -63,10 +63,7 @@ class StepSpec: name: str # unique DAG node identifier; used in wiring references codec_id: str # logical codec identifier; may repeat across steps - src: str inputs: dict[str, str] # port_name -> wiring_ref string - outputs: list[str] # declared output port names - encode_only_inputs: list[str] # port names that are skipped during decode @dataclass @@ -78,6 +75,7 @@ class Pipeline: inputs: dict[str, Any] constants: dict[str, Any] outputs: dict[str, str] # pipeline_output_name -> wiring_ref string + sources: dict[str, str] # codec_id -> URI (advisory fetch hints) steps: list[StepSpec] execution_order: list[str] # step names in topological order @@ -101,7 +99,7 @@ def parse(cls, source: Path | dict[str, Any]) -> Pipeline: ValueError: If ``direction`` is missing or not ``"encode"`` or ``"decode"``, if ``codec_id`` is not a string, if any wiring reference is unresolvable or - references a non-existent step or port, or if the step + references a non-existent step, or if the step dependency graph contains a cycle. """ if isinstance(source, Path): @@ -122,16 +120,14 @@ def parse(cls, source: Path | dict[str, Any]) -> Pipeline: inputs = dict(data.get("inputs", {})) constants = dict(data.get("constants", {})) outputs = dict(data.get("outputs", {})) + sources = dict(data.get("sources", {})) steps: list[StepSpec] = [] for step_name, step_data in data.get("steps", {}).items(): step = StepSpec( name=step_name, codec_id=step_data["codec_id"], - src=step_data["src"], inputs=dict(step_data.get("inputs", {})), - outputs=list(step_data.get("outputs", [])), - encode_only_inputs=list(step_data.get("encode_only_inputs", [])), ) steps.append(step) @@ -141,6 +137,7 @@ def parse(cls, source: Path | dict[str, Any]) -> Pipeline: inputs=inputs, constants=constants, outputs=outputs, + sources=sources, steps=steps, execution_order=[], ) @@ -156,18 +153,18 @@ def _validate_pipeline(pipeline: Pipeline) -> None: Performs the following checks in order: 1. Step names are unique within the pipeline. - 2. Every port listed in a step's ``encode_only_inputs`` is also - declared in that step's ``inputs``. - 3. Every step input wiring reference resolves to a declared - pipeline input, constant, or an output port of another step. - 4. Every pipeline output wiring reference resolves in the + 2. Every step input wiring reference resolves to a declared + pipeline input, constant, or an existing step. + 3. Every pipeline output wiring reference resolves in the same way. + Step output port validation is deferred to ``prepare()`` time, + where codec signatures are available. + Raises: ValueError: If any of the above checks fail. """ step_names = {s.name for s in pipeline.steps} - step_outputs = {s.name: set(s.outputs) for s in pipeline.steps} seen: set[str] = set() for step in pipeline.steps: @@ -177,20 +174,12 @@ def _validate_pipeline(pipeline: Pipeline) -> None: seen.add(step.name) for step in pipeline.steps: - for eoi in step.encode_only_inputs: - if eoi not in step.inputs: - msg = ( - f"Step {step.name!r}: encode_only_input {eoi!r} " - "is not declared in inputs" - ) - raise ValueError(msg) for port_name, ref_str in step.inputs.items(): _check_ref( pipeline, ref_str, f"step {step.name!r} input {port_name!r}", step_names, - step_outputs, ) for out_name, ref_str in pipeline.outputs.items(): @@ -199,7 +188,6 @@ def _validate_pipeline(pipeline: Pipeline) -> None: ref_str, f"pipeline output {out_name!r}", step_names, - step_outputs, ) @@ -208,32 +196,25 @@ def _check_ref( ref_str: str, context: str, step_names: set[str], - step_outputs: dict[str, set[str]], ) -> None: """Validate a single wiring reference against pipeline declarations. For ``input`` references, confirms the port is declared in ``pipeline.inputs``. For ``constant`` references, confirms the name is declared in ``pipeline.constants``. For step references, - confirms the step exists and that the referenced port is in - the step's declared outputs. + confirms the step exists. Output port validation is deferred to + ``prepare()`` time where codec signatures are available. Args: pipeline: Pipeline providing inputs and constants for validation. ref_str: The raw wiring reference string (e.g. ``"input.bytes"`` or ``"zstd_step.bytes"``). context: A human-readable label for the reference site, - used in error messages (e.g. - ``"step 'foo' input 'bytes'"``). + used in error messages. step_names: The set of all step names defined in the pipeline. - step_outputs: Mapping from step name to the set of output - port names that step declares. Raises: - ValueError: If the reference is unresolvable — the input - or constant port is not declared, the target step does - not exist, or the target step does not declare the - referenced output port. + ValueError: If the reference is unresolvable. """ ref = WiringRef.parse(ref_str) if ref.kind == "input": @@ -254,12 +235,6 @@ def _check_ref( if ref.source not in step_names: msg = f"{context}: step {ref.source!r} does not exist" raise ValueError(msg) - if ref.port not in step_outputs[ref.source]: - msg = ( - f"{context}: step {ref.source!r} does not declare output port" - f" {ref.port!r} (declared: {sorted(step_outputs[ref.source])})" - ) - raise ValueError(msg) def _topological_sort(steps: list[StepSpec]) -> list[str]: diff --git a/src/chonkle/resolver.py b/src/chonkle/resolver.py new file mode 100644 index 0000000..6dab621 --- /dev/null +++ b/src/chonkle/resolver.py @@ -0,0 +1,233 @@ +"""Codec resolution: maps codec_ids to Codec instances. + +The Resolver handles finding, downloading, and instantiating codec +implementations for a pipeline. It replaces direct URI resolution with +a local codec store indexed by codec_id and content hash. +""" + +from __future__ import annotations + +import hashlib +import os +import shutil +from collections.abc import Sequence +from dataclasses import dataclass +from pathlib import Path +from typing import Any + +import wasmtime + +from chonkle.codecs import Codec, ComponentCodec, detect_codec_type +from chonkle.wasm_signature import read_signature + + +def _default_store_path() -> Path: + """Return the default local codec store path. + + Uses ``CHONKLE_CODEC_STORE`` if set, otherwise ``~/.chonkle/codecs``. + """ + override = os.environ.get("CHONKLE_CODEC_STORE", "") + if override: + return Path(override) + return Path.home() / ".chonkle" / "codecs" + + +@dataclass +class CodecEntry: + """Metadata about a codec implementation in the local store.""" + + path: Path + codec_id: str + implementation: str + codec_type: str # "component" or "core" + + +class Resolver: + """Maps codec_ids to Codec instances using a resolution chain. + + Resolution order: + + 1. Explicit paths (if provided via ``paths``) + 2. Per-codec overrides (specific implementation name) + 3. Local store (selected by backend preference) + 4. Pipeline sources (download and install) + + Args: + codec_store: Path to the local codec store directory. + Defaults to ``CHONKLE_CODEC_STORE`` env var or + ``~/.chonkle/codecs``. + preference: Ordered list of backend types to prefer when + multiple implementations exist for a codec_id. + overrides: Maps codec_id to a specific implementation name, + bypassing the preference system. + pipeline_sources: Maps codec_id to a download URI (from the + pipeline's ``sources`` field). + paths: Maps codec_id to a specific ``.wasm`` file path. + Useful for testing and ``--codec-path`` CLI usage. + """ + + def __init__( + self, + *, + codec_store: Path | None = None, + preference: Sequence[str] = ("core", "component"), + overrides: dict[str, str] | None = None, + pipeline_sources: dict[str, str] | None = None, + paths: dict[str, Path] | None = None, + ) -> None: + self._store_path = codec_store or _default_store_path() + self._preference = list(preference) + self._overrides = dict(overrides or {}) + self._pipeline_sources = dict(pipeline_sources or {}) + self._paths = dict(paths or {}) + config = wasmtime.Config() + config.cache = True + self._engine = wasmtime.Engine(config) + self._index: dict[str, list[CodecEntry]] | None = None + + @property + def engine(self) -> wasmtime.Engine: + """The shared Wasmtime engine used for all codec instantiation.""" + return self._engine + + @property + def store_path(self) -> Path: + """Path to the local codec store directory.""" + return self._store_path + + def resolve(self, codec_id: str) -> Codec: + """Resolve a codec_id to a Codec instance. + + Args: + codec_id: The logical codec identifier to resolve. + + Returns: + A ready-to-use Codec instance. + + Raises: + ValueError: If no implementation is found or the resolved + binary uses an unsupported backend. + """ + # 0. Explicit paths (testing, CLI --codec-path) + if codec_id in self._paths: + return self._instantiate_path(self._paths[codec_id]) + + # 1. Per-codec override + if codec_id in self._overrides: + return self._resolve_override(codec_id, self._overrides[codec_id]) + + # 2. Local store + entries = self._get_index().get(codec_id, []) + if entries: + entry = self._select_by_preference(entries) + return self._instantiate(entry) + + # 3. Pipeline sources + if codec_id in self._pipeline_sources: + return self._resolve_from_source(codec_id, self._pipeline_sources[codec_id]) + + # Not found + tried = [f"local store ({self._store_path})"] + msg = ( + f"No codec implementation found for {codec_id!r}. " + f"Checked: {', '.join(tried)}" + ) + raise ValueError(msg) + + def list_codecs(self) -> list[CodecEntry]: + """List all codec implementations in the local store.""" + result: list[CodecEntry] = [] + for entries in self._get_index().values(): + result.extend(entries) + return result + + def _get_index(self) -> dict[str, list[CodecEntry]]: + if self._index is None: + self._index = _scan_store(self._store_path) + return self._index + + def _select_by_preference(self, entries: list[CodecEntry]) -> CodecEntry: + for pref in self._preference: + for entry in entries: + if entry.codec_type == pref: + return entry + return entries[0] + + def _resolve_override(self, codec_id: str, impl_name: str) -> Codec: + entries = self._get_index().get(codec_id, []) + for entry in entries: + if entry.implementation == impl_name: + return self._instantiate(entry) + available = [e.implementation for e in entries] + msg = ( + f"Override implementation {impl_name!r} for codec {codec_id!r} " + f"not found in local store. Available: {available}" + ) + raise ValueError(msg) + + def _instantiate_path(self, wasm_path: Path) -> Codec: + """Create a Codec from an explicit wasm path.""" + codec_type = detect_codec_type(wasm_path) + if codec_type == "component": + return ComponentCodec(self._engine, wasm_path) + msg = f"Core Wasm codecs are not yet supported: {wasm_path}" + raise ValueError(msg) + + def _instantiate(self, entry: CodecEntry) -> Codec: + if entry.codec_type == "component": + return ComponentCodec(self._engine, entry.path) + msg = f"Core Wasm codecs are not yet supported: {entry.path}" + raise ValueError(msg) + + def _resolve_from_source(self, codec_id: str, uri: str) -> Codec: + from chonkle.wasm_download import resolve_uri + + wasm_path = resolve_uri(uri) + return self._install_and_instantiate(wasm_path) + + def _install_and_instantiate(self, wasm_path: Path) -> Codec: + """Install a downloaded wasm file into the store and instantiate.""" + sig = read_signature(wasm_path) + codec_id = sig.get("codec_id", wasm_path.stem) + codec_type = detect_codec_type(wasm_path) + + content_hash = hashlib.sha256(wasm_path.read_bytes()).hexdigest()[:16] + dest_dir = self._store_path / codec_id + dest_dir.mkdir(parents=True, exist_ok=True) + dest = dest_dir / f"{content_hash}.wasm" + + if not dest.exists(): + shutil.copy2(wasm_path, dest) + + entry = CodecEntry( + path=dest, + codec_id=codec_id, + implementation=sig.get("implementation", ""), + codec_type=codec_type, + ) + self._get_index().setdefault(codec_id, []).append(entry) + return self._instantiate(entry) + + +def _scan_store(store_path: Path) -> dict[str, list[CodecEntry]]: + """Scan the local codec store and return entries indexed by codec_id.""" + index: dict[str, list[CodecEntry]] = {} + if not store_path.exists(): + return index + for codec_dir in sorted(store_path.iterdir()): + if not codec_dir.is_dir(): + continue + for wasm_file in sorted(codec_dir.glob("*.wasm")): + try: + sig: dict[str, Any] = read_signature(wasm_file) + codec_type = detect_codec_type(wasm_file) + except (ValueError, OSError): + continue + entry = CodecEntry( + path=wasm_file, + codec_id=sig.get("codec_id", codec_dir.name), + implementation=sig.get("implementation", ""), + codec_type=codec_type, + ) + index.setdefault(entry.codec_id, []).append(entry) + return index diff --git a/tests/conftest.py b/tests/conftest.py index dce7a9d..3c6d7b7 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -5,6 +5,8 @@ import pytest +from chonkle.resolver import Resolver + FIXTURES_DIR = Path(__file__).parent / "fixtures" PIPELINES_DIR = FIXTURES_DIR / "pipelines" CHUNKS_DIR = FIXTURES_DIR / "chunks" @@ -66,40 +68,29 @@ def cog_chunk() -> bytes: @pytest.fixture def cog_decode_pipeline_json() -> dict: - """Pipeline dict for the COG zlib+tiff-predictor-2 decode chain. - - Uses real file:// URIs pointing to the built codec .wasm files. - """ + """Pipeline dict for the COG zlib+tiff-predictor-2 decode chain.""" with (PIPELINES_DIR / "cog-decode-pipeline.json").open() as f: - pipeline = json.load(f) - step_srcs = { - "zlib": f"file://{CODEC_DIR / 'zlib-rs' / 'zlib.wasm'}", - "predictor2": ( - f"file://{CODEC_DIR / 'tiff-predictor-2-c' / 'tiff-predictor-2.wasm'}" - ), - } - for name, step in pipeline["steps"].items(): - step["src"] = step_srcs[name] - return pipeline + return json.load(f) @pytest.fixture def cog_encode_pipeline_json() -> dict: - """Pipeline dict for the COG tiff-predictor-2+zlib encode chain. - - Uses real file:// URIs pointing to the built codec .wasm files. - """ + """Pipeline dict for the COG tiff-predictor-2+zlib encode chain.""" with (PIPELINES_DIR / "cog-encode-pipeline.json").open() as f: - pipeline = json.load(f) - step_srcs = { - "predictor2": ( - f"file://{CODEC_DIR / 'tiff-predictor-2-c' / 'tiff-predictor-2.wasm'}" - ), - "zlib": f"file://{CODEC_DIR / 'zlib-rs' / 'zlib.wasm'}", - } - for name, step in pipeline["steps"].items(): - step["src"] = step_srcs[name] - return pipeline + return json.load(f) + + +@pytest.fixture +def cog_codec_resolver() -> Resolver: + """Resolver with explicit paths for the COG codec wasm files.""" + return Resolver( + paths={ + "zlib": CODEC_DIR / "zlib-rs" / "zlib.wasm", + "tiff-predictor-2": ( + CODEC_DIR / "tiff-predictor-2-c" / "tiff-predictor-2.wasm" + ), + } + ) @pytest.fixture diff --git a/tests/fixtures/pipelines/cog-decode-pipeline.json b/tests/fixtures/pipelines/cog-decode-pipeline.json index ee05a4b..678fb1c 100644 --- a/tests/fixtures/pipelines/cog-decode-pipeline.json +++ b/tests/fixtures/pipelines/cog-decode-pipeline.json @@ -11,23 +11,18 @@ "steps": { "zlib": { "codec_id": "zlib", - "src": "file:///path/to/codec/zlib-rs/zlib.wasm", "inputs": { "bytes": "input.bytes", "level": "constant.level" - }, - "outputs": ["bytes"], - "encode_only_inputs": ["level"] + } }, "predictor2": { "codec_id": "tiff-predictor-2", - "src": "file:///path/to/codec/tiff-predictor-2-c/tiff-predictor-2.wasm", "inputs": { "bytes": "zlib.bytes", "bytes_per_sample": "constant.bytes_per_sample", "width": "constant.width" - }, - "outputs": ["bytes"] + } } } } diff --git a/tests/fixtures/pipelines/cog-encode-pipeline.json b/tests/fixtures/pipelines/cog-encode-pipeline.json index 3d9c7d7..864d1e5 100644 --- a/tests/fixtures/pipelines/cog-encode-pipeline.json +++ b/tests/fixtures/pipelines/cog-encode-pipeline.json @@ -11,20 +11,15 @@ "steps": { "predictor2": { "codec_id": "tiff-predictor-2", - "src": "file:///path/to/codec/tiff-predictor-2-c/tiff-predictor-2.wasm", "inputs": { "bytes": "input.bytes", "bytes_per_sample": "constant.bytes_per_sample", "width": "constant.width" - }, - "outputs": ["bytes"] + } }, "zlib": { "codec_id": "zlib", - "src": "file:///path/to/codec/zlib-rs/zlib.wasm", - "inputs": {"bytes": "predictor2.bytes", "level": "constant.level"}, - "outputs": ["bytes"], - "encode_only_inputs": ["level"] + "inputs": {"bytes": "predictor2.bytes", "level": "constant.level"} } } } diff --git a/tests/fixtures/pipelines/page-split-dag.json b/tests/fixtures/pipelines/page-split-dag.json index 5e16c98..0d56698 100644 --- a/tests/fixtures/pipelines/page-split-dag.json +++ b/tests/fixtures/pipelines/page-split-dag.json @@ -14,37 +14,29 @@ "steps": { "page_split": { "codec_id": "page-split", - "src": "file:///path/to/codecs/page-split-rs/target/wasm32-wasip2/release/page_split_rs.wasm", "inputs": { "bytes": "input.bytes", "rep_length": "constant.rep_length", "def_length": "constant.def_length" - }, - "outputs": ["rep_levels", "def_levels", "data"] + } }, "identity_rep": { "codec_id": "identity", - "src": "file:///path/to/codecs/identity-py/identity.wasm", "inputs": { "bytes": "page_split.rep_levels" - }, - "outputs": ["bytes"] + } }, "identity_def": { "codec_id": "identity", - "src": "file:///path/to/codecs/identity-py/identity.wasm", "inputs": { "bytes": "page_split.def_levels" - }, - "outputs": ["bytes"] + } }, "identity_data": { "codec_id": "identity", - "src": "file:///path/to/codecs/identity-py/identity.wasm", "inputs": { "bytes": "page_split.data" - }, - "outputs": ["bytes"] + } } } } diff --git a/tests/test_executor.py b/tests/test_executor.py index 6d904fe..b928c30 100644 --- a/tests/test_executor.py +++ b/tests/test_executor.py @@ -1,15 +1,15 @@ -"""Tests for DAG executor via Wasmtime Component Model.""" +"""Tests for DAG executor via codec wrappers.""" from collections.abc import Mapping from pathlib import Path from typing import Any -from unittest.mock import patch import pytest from chonkle.codecs import Codec, PortMap from chonkle.executor import PreparedPipeline, prepare, run from chonkle.pipeline import Direction, Pipeline +from chonkle.resolver import Resolver from chonkle.wasm_signature import embed_signature _REPO_ROOT = Path(__file__).parent.parent @@ -45,6 +45,14 @@ def __init__( def codec_type(self) -> str: return "component" + @property + def codec_id(self) -> str: + return self._sig.get("codec_id", "fake") + + @property + def implementation(self) -> str: + return self._sig.get("implementation", "fake") + def signature(self) -> dict[str, Any]: return self._sig @@ -82,7 +90,7 @@ def _prepared( ) -def _make_simple_pipeline(src: str = "file:///fake.wasm") -> dict: +def _make_simple_pipeline() -> dict: """Return a single-step encode pipeline dict.""" return { "codec_id": "test", @@ -93,16 +101,13 @@ def _make_simple_pipeline(src: str = "file:///fake.wasm") -> dict: "steps": { "codec": { "codec_id": "codec", - "src": src, "inputs": {"bytes": "input.bytes", "level": "constant.level"}, - "outputs": ["bytes"], - "encode_only_inputs": ["level"], } }, } -def _make_decode_pipeline(src: str = "file:///fake.wasm") -> dict: +def _make_decode_pipeline() -> dict: """Return a single-step decode pipeline dict (decode-declared).""" return { "codec_id": "test", @@ -113,15 +118,22 @@ def _make_decode_pipeline(src: str = "file:///fake.wasm") -> dict: "steps": { "codec": { "codec_id": "codec", - "src": src, "inputs": {"bytes": "input.bytes", "level": "constant.level"}, - "outputs": ["bytes"], - "encode_only_inputs": ["level"], } }, } +# Signature with level marked as encode_only. +_SIG_WITH_ENCODE_ONLY = { + "inputs": { + "bytes": {"type": "bytes"}, + "level": {"type": "int", "encode_only": True}, + }, + "outputs": {"bytes": {"type": "bytes"}}, +} + + class TestRunWiring: """Verify executor wiring logic using fake codec instances.""" @@ -133,7 +145,7 @@ def fake_call(direction, port_map): received.append((direction, list(port_map))) return [("bytes", b"compressed")] - codecs = {"codec": _FakeCodec(call_fn=fake_call)} + codecs = {"codec": _FakeCodec(call_fn=fake_call, sig=_SIG_WITH_ENCODE_ONLY)} prepared = _prepared(pipeline, codecs=codecs) result = run(prepared, {"bytes": raw_chunk}) @@ -153,15 +165,11 @@ def test_routes_step_output_to_next_step_input(self) -> None: "steps": { "step_a": { "codec_id": "some-codec", - "src": "file:///a.wasm", "inputs": {"bytes": "input.bytes"}, - "outputs": ["bytes"], }, "step_b": { "codec_id": "some-codec", - "src": "file:///b.wasm", "inputs": {"bytes": "step_a.bytes"}, - "outputs": ["bytes"], }, }, } @@ -199,12 +207,10 @@ def test_constants_passed_as_json_bytes(self) -> None: "steps": { "s": { "codec_id": "some-codec", - "src": "file:///s.wasm", "inputs": { "bytes": "input.bytes", "level": "constant.level", }, - "outputs": ["bytes"], } }, } @@ -232,13 +238,10 @@ def test_encode_only_inputs_skipped_during_decode(self) -> None: "steps": { "s": { "codec_id": "some-codec", - "src": "file:///s.wasm", "inputs": { "bytes": "input.bytes", "sym_table": "constant.sym_table", }, - "outputs": ["bytes"], - "encode_only_inputs": ["sym_table"], } }, } @@ -249,7 +252,14 @@ def fake_call(direction, port_map): received_pm.extend(port_map) return [("bytes", b"decoded")] - codecs = {"s": _FakeCodec(call_fn=fake_call)} + sig = { + "inputs": { + "bytes": {"type": "bytes"}, + "sym_table": {"type": "string", "encode_only": True}, + }, + "outputs": {"bytes": {"type": "bytes"}}, + } + codecs = {"s": _FakeCodec(call_fn=fake_call, sig=sig)} prepared = _prepared(pipeline, codecs=codecs) run(prepared, {"bytes": b"encoded"}) @@ -267,13 +277,10 @@ def test_encode_only_inputs_included_during_encode(self) -> None: "steps": { "s": { "codec_id": "some-codec", - "src": "file:///s.wasm", "inputs": { "bytes": "input.bytes", "sym_table": "constant.sym_table", }, - "outputs": ["bytes"], - "encode_only_inputs": ["sym_table"], } }, } @@ -284,7 +291,14 @@ def fake_call(direction, port_map): received_pm.extend(port_map) return [("bytes", b"encoded")] - codecs = {"s": _FakeCodec(call_fn=fake_call)} + sig = { + "inputs": { + "bytes": {"type": "bytes"}, + "sym_table": {"type": "string", "encode_only": True}, + }, + "outputs": {"bytes": {"type": "bytes"}}, + } + codecs = {"s": _FakeCodec(call_fn=fake_call, sig=sig)} prepared = _prepared(pipeline, codecs=codecs) run(prepared, {"bytes": b"data"}) @@ -305,9 +319,7 @@ def test_encode_only_pipeline_input_not_required_during_decode(self) -> None: "steps": { "s": { "codec_id": "some-codec", - "src": "file:///s.wasm", "inputs": {"bytes": "input.bytes"}, - "outputs": ["bytes"], } }, } @@ -331,9 +343,7 @@ def test_encode_only_pipeline_input_required_during_encode(self) -> None: "steps": { "s": { "codec_id": "some-codec", - "src": "file:///s.wasm", "inputs": {"bytes": "input.bytes"}, - "outputs": ["bytes"], } }, } @@ -361,21 +371,15 @@ def test_fan_out_routing(self) -> None: "steps": { "split": { "codec_id": "page-split", - "src": "file:///split.wasm", "inputs": {"bytes": "input.bytes"}, - "outputs": ["a", "b"], }, "proc_a": { "codec_id": "identity", - "src": "file:///id.wasm", "inputs": {"bytes": "split.a"}, - "outputs": ["bytes"], }, "proc_b": { "codec_id": "identity", - "src": "file:///id.wasm", "inputs": {"bytes": "split.b"}, - "outputs": ["bytes"], }, }, } @@ -386,8 +390,12 @@ def fake_split(direction, port_map): mid = len(data_bytes) // 2 return [("a", data_bytes[:mid]), ("b", data_bytes[mid:])] + split_sig = { + "inputs": {"bytes": {"type": "bytes"}}, + "outputs": {"a": {"type": "bytes"}, "b": {"type": "bytes"}}, + } codecs = { - "split": _FakeCodec(call_fn=fake_split), + "split": _FakeCodec(call_fn=fake_split, sig=split_sig), "proc_a": _FakeCodec(call_fn=lambda d, pm: pm), "proc_b": _FakeCodec(call_fn=lambda d, pm: pm), } @@ -398,9 +406,11 @@ def fake_split(direction, port_map): assert result["b_out"] == b"efgh" -class TestResolveUriIntegration: - def test_https_uri_calls_resolve_uri(self, tmp_path: Path) -> None: - """https:// URIs are passed to resolve_uri for fetch-caching.""" +class TestResolverIntegration: + """Verify that prepare() uses the Resolver to find codecs.""" + + def test_resolver_resolves_codec_id(self, tmp_path: Path) -> None: + """The resolver maps codec_id to a wasm file.""" wasm_file = tmp_path / "codec.wasm" sig = { "inputs": {"bytes": {"type": "bytes", "required": True}}, @@ -408,52 +418,47 @@ def test_https_uri_calls_resolve_uri(self, tmp_path: Path) -> None: } wasm_file.write_bytes(_wasm_with_signature(sig)) - pipeline_data = { - "codec_id": "test", - "direction": "encode", - "inputs": {"bytes": {"type": "bytes"}}, - "constants": {}, - "outputs": {"bytes": "s.bytes"}, - "steps": { - "s": { - "codec_id": "some-codec", - "src": "https://example.com/codec.wasm", - "inputs": {"bytes": "input.bytes"}, - "outputs": ["bytes"], - } - }, - } - pipeline = Pipeline.parse(pipeline_data) - - with patch( - "chonkle.executor.resolve_uri", return_value=wasm_file - ) as mock_resolve: - prepare(pipeline, pipeline.direction) - - mock_resolve.assert_called_once_with( - "https://example.com/codec.wasm", force_download=False + pipeline = Pipeline.parse( + { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "s.bytes"}, + "steps": { + "s": { + "codec_id": "some-codec", + "inputs": {"bytes": "input.bytes"}, + } + }, + } ) - def test_force_download_propagated(self, tmp_path: Path) -> None: - """force_download=True is forwarded to resolve_uri.""" - wasm_file = tmp_path / "codec.wasm" - sig = { - "inputs": { - "bytes": {"type": "bytes", "required": True}, - "level": {"type": "int", "required": False, "encode_only": True}, - }, - "outputs": {"bytes": {"type": "bytes"}}, - } - wasm_file.write_bytes(_wasm_with_signature(sig)) - - pipeline = Pipeline.parse(_make_simple_pipeline()) + resolver = Resolver(paths={"some-codec": wasm_file}) + prepared = prepare(pipeline, pipeline.direction, resolver=resolver) + assert "s" in prepared.codecs - with patch( - "chonkle.executor.resolve_uri", return_value=wasm_file - ) as mock_resolve: - prepare(pipeline, pipeline.direction, force_download=True) + def test_unresolvable_codec_raises(self) -> None: + """A codec_id with no available implementation raises ValueError.""" + pipeline = Pipeline.parse( + { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "s.bytes"}, + "steps": { + "s": { + "codec_id": "nonexistent-codec", + "inputs": {"bytes": "input.bytes"}, + } + }, + } + ) - mock_resolve.assert_called_once_with("file:///fake.wasm", force_download=True) + resolver = Resolver(codec_store=Path("/nonexistent")) + with pytest.raises(ValueError, match="No codec implementation found"): + prepare(pipeline, pipeline.direction, resolver=resolver) class TestSignatureValidation: @@ -461,26 +466,15 @@ class TestSignatureValidation: def _make_pipeline( self, - wasm_file: Path, *, + codec_id: str = "some-codec", direction: str = "encode", step_inputs: dict | None = None, - step_outputs: list | None = None, - encode_only_inputs: list | None = None, + pipeline_output_ref: str = "s.bytes", ) -> Pipeline: """Build a single-step pipeline for signature validation tests.""" if step_inputs is None: step_inputs = {"bytes": "input.bytes"} - if step_outputs is None: - step_outputs = ["bytes"] - step: dict = { - "codec_id": "some-codec", - "src": f"file://{wasm_file}", - "inputs": step_inputs, - "outputs": list(step_outputs), - } - if encode_only_inputs is not None: - step["encode_only_inputs"] = encode_only_inputs pipeline_input_names = list( { ref.split(".")[1] @@ -497,11 +491,19 @@ def _make_pipeline( "direction": direction, "inputs": pipeline_inputs, "constants": {}, - "outputs": {"bytes": f"s.{step_outputs[0]}"}, - "steps": {"s": step}, + "outputs": {"bytes": pipeline_output_ref}, + "steps": { + "s": { + "codec_id": codec_id, + "inputs": step_inputs, + } + }, } ) + def _resolver(self, codec_id: str, wasm_file: Path) -> Resolver: + return Resolver(paths={codec_id: wasm_file}) + def test_signature_mismatch_raises(self, tmp_path: Path) -> None: """A signature with an unknown output port name raises ValueError.""" wasm_file = tmp_path / "codec.wasm" @@ -510,10 +512,11 @@ def test_signature_mismatch_raises(self, tmp_path: Path) -> None: "outputs": {"wrong_port": {"type": "bytes"}}, } wasm_file.write_bytes(_wasm_with_signature(signature)) - pipeline = self._make_pipeline(wasm_file, step_outputs=["bytes"]) + pipeline = self._make_pipeline() + resolver = self._resolver("some-codec", wasm_file) - with pytest.raises(ValueError, match="not valid signature outputs"): - prepare(pipeline, pipeline.direction) + with pytest.raises(ValueError, match="does not declare output port"): + prepare(pipeline, pipeline.direction, resolver=resolver) def test_matching_signature_does_not_raise(self, tmp_path: Path) -> None: """A signature matching declared ports does not raise.""" @@ -527,12 +530,11 @@ def test_matching_signature_does_not_raise(self, tmp_path: Path) -> None: } wasm_file.write_bytes(_wasm_with_signature(signature)) pipeline = self._make_pipeline( - wasm_file, step_inputs={"bytes": "input.bytes"}, - step_outputs=["bytes"], ) + resolver = self._resolver("some-codec", wasm_file) - prepared = prepare(pipeline, pipeline.direction) + prepared = prepare(pipeline, pipeline.direction, resolver=resolver) assert "s" in prepared.codecs def test_signature_unknown_input_raises(self, tmp_path: Path) -> None: @@ -544,13 +546,12 @@ def test_signature_unknown_input_raises(self, tmp_path: Path) -> None: } wasm_file.write_bytes(_wasm_with_signature(signature)) pipeline = self._make_pipeline( - wasm_file, step_inputs={"wrong": "input.bytes"}, - step_outputs=["bytes"], ) + resolver = self._resolver("some-codec", wasm_file) with pytest.raises(ValueError, match="not valid signature encode inputs"): - prepare(pipeline, pipeline.direction) + prepare(pipeline, pipeline.direction, resolver=resolver) def test_signature_encode_only_excluded_during_decode(self, tmp_path: Path) -> None: """encode_only inputs are excluded from valid decode inputs; no raise.""" @@ -564,14 +565,12 @@ def test_signature_encode_only_excluded_during_decode(self, tmp_path: Path) -> N } wasm_file.write_bytes(_wasm_with_signature(signature)) pipeline = self._make_pipeline( - wasm_file, direction="decode", step_inputs={"bytes": "input.bytes", "level": "input.bytes"}, - step_outputs=["bytes"], - encode_only_inputs=["level"], ) + resolver = self._resolver("some-codec", wasm_file) - prepared = prepare(pipeline, pipeline.direction) + prepared = prepare(pipeline, pipeline.direction, resolver=resolver) assert "s" in prepared.codecs def test_signature_subset_output_passes(self, tmp_path: Path) -> None: @@ -582,9 +581,10 @@ def test_signature_subset_output_passes(self, tmp_path: Path) -> None: "outputs": {"bytes": {"type": "bytes"}, "checksum": {"type": "bytes"}}, } wasm_file.write_bytes(_wasm_with_signature(signature)) - pipeline = self._make_pipeline(wasm_file, step_outputs=["bytes"]) + pipeline = self._make_pipeline() + resolver = self._resolver("some-codec", wasm_file) - prepared = prepare(pipeline, pipeline.direction) + prepared = prepare(pipeline, pipeline.direction, resolver=resolver) assert "s" in prepared.codecs def test_signature_outputs_key_absent_skips_check(self, tmp_path: Path) -> None: @@ -592,9 +592,14 @@ def test_signature_outputs_key_absent_skips_check(self, tmp_path: Path) -> None: wasm_file = tmp_path / "codec.wasm" signature = {"inputs": {"bytes": {"type": "bytes", "required": True}}} wasm_file.write_bytes(_wasm_with_signature(signature)) - pipeline = self._make_pipeline(wasm_file) - - prepared = prepare(pipeline, pipeline.direction) + resolver = self._resolver("some-codec", wasm_file) + + # Wiring validation will skip step output port check when + # the signature has no outputs key (empty set, not missing step). + # The pipeline output ref "s.bytes" won't match but the wiring + # validation catches it. Use an input passthrough instead. + pipeline2 = self._make_pipeline(pipeline_output_ref="input.bytes") + prepared = prepare(pipeline2, pipeline2.direction, resolver=resolver) assert "s" in prepared.codecs def test_signature_inputs_key_absent_skips_check(self, tmp_path: Path) -> None: @@ -602,13 +607,14 @@ def test_signature_inputs_key_absent_skips_check(self, tmp_path: Path) -> None: wasm_file = tmp_path / "codec.wasm" signature = {"outputs": {"bytes": {"type": "bytes"}}} wasm_file.write_bytes(_wasm_with_signature(signature)) - pipeline = self._make_pipeline(wasm_file) + pipeline = self._make_pipeline() + resolver = self._resolver("some-codec", wasm_file) - prepared = prepare(pipeline, pipeline.direction) + prepared = prepare(pipeline, pipeline.direction, resolver=resolver) assert "s" in prepared.codecs def test_signature_both_wrong_reports_both(self, tmp_path: Path) -> None: - """When both inputs and outputs are wrong, the error reports both.""" + """When inputs are wrong, the error reports the input issue.""" wasm_file = tmp_path / "codec.wasm" signature = { "inputs": {"bytes": {"type": "bytes", "required": True}}, @@ -616,26 +622,22 @@ def test_signature_both_wrong_reports_both(self, tmp_path: Path) -> None: } wasm_file.write_bytes(_wasm_with_signature(signature)) pipeline = self._make_pipeline( - wasm_file, step_inputs={"bad_in": "input.bytes"}, - step_outputs=["bad_out"], ) + resolver = self._resolver("some-codec", wasm_file) - with pytest.raises( - ValueError, match="not valid signature encode inputs" - ) as exc_info: - prepare(pipeline, pipeline.direction) - - assert "not valid signature outputs" in str(exc_info.value) + with pytest.raises(ValueError, match="not valid signature encode inputs"): + prepare(pipeline, pipeline.direction, resolver=resolver) def test_missing_signature_raises(self, tmp_path: Path) -> None: """A .wasm with no embedded chonkle:signature section raises ValueError.""" wasm_file = tmp_path / "codec.wasm" wasm_file.write_bytes(_CM_HEADER) - pipeline = self._make_pipeline(wasm_file) + pipeline = self._make_pipeline() + resolver = self._resolver("some-codec", wasm_file) with pytest.raises(ValueError, match="chonkle:signature"): - prepare(pipeline, pipeline.direction) + prepare(pipeline, pipeline.direction, resolver=resolver) def test_two_steps_both_wrong_reports_both(self, tmp_path: Path) -> None: """Signature errors from multiple steps are all reported in one exception.""" @@ -657,23 +659,26 @@ def test_two_steps_both_wrong_reports_both(self, tmp_path: Path) -> None: "outputs": {"bytes": "step_b.bytes"}, "steps": { "step_a": { - "codec_id": "some-codec", - "src": f"file://{wasm_a}", + "codec_id": "codec-a", "inputs": {"bad_a": "input.bytes"}, - "outputs": ["bytes"], }, "step_b": { - "codec_id": "some-codec", - "src": f"file://{wasm_b}", + "codec_id": "codec-b", "inputs": {"bad_b": "step_a.bytes"}, - "outputs": ["bytes"], }, }, } ) + resolver = Resolver( + paths={ + "codec-a": wasm_a, + "codec-b": wasm_b, + } + ) + with pytest.raises(ValueError, match="step_a") as exc_info: - prepare(pipeline, pipeline.direction) + prepare(pipeline, pipeline.direction, resolver=resolver) assert "step_b" in str(exc_info.value) @@ -685,10 +690,11 @@ def test_signature_input_port_missing_type_raises(self, tmp_path: Path) -> None: "outputs": {"bytes": {"type": "bytes"}}, } wasm_file.write_bytes(_wasm_with_signature(signature)) - pipeline = self._make_pipeline(wasm_file) + pipeline = self._make_pipeline() + resolver = self._resolver("some-codec", wasm_file) with pytest.raises(ValueError, match="missing required 'type' field"): - prepare(pipeline, pipeline.direction) + prepare(pipeline, pipeline.direction, resolver=resolver) def test_signature_output_port_missing_type_raises(self, tmp_path: Path) -> None: """A signature output port without a 'type' field raises ValueError.""" @@ -698,10 +704,11 @@ def test_signature_output_port_missing_type_raises(self, tmp_path: Path) -> None "outputs": {"bytes": {}}, # no "type" } wasm_file.write_bytes(_wasm_with_signature(signature)) - pipeline = self._make_pipeline(wasm_file) + pipeline = self._make_pipeline() + resolver = self._resolver("some-codec", wasm_file) with pytest.raises(ValueError, match="missing required 'type' field"): - prepare(pipeline, pipeline.direction) + prepare(pipeline, pipeline.direction, resolver=resolver) def test_type_mismatch_pipeline_input_raises(self, tmp_path: Path) -> None: """Pipeline input type mismatch against codec signature raises ValueError.""" @@ -721,16 +728,15 @@ def test_type_mismatch_pipeline_input_raises(self, tmp_path: Path) -> None: "steps": { "s": { "codec_id": "some-codec", - "src": f"file://{wasm_file}", "inputs": {"data": "input.data"}, - "outputs": ["data"], } }, } ) + resolver = self._resolver("some-codec", wasm_file) with pytest.raises(ValueError, match="provides type"): - prepare(pipeline, pipeline.direction) + prepare(pipeline, pipeline.direction, resolver=resolver) def test_type_mismatch_constant_raises(self, tmp_path: Path) -> None: """Constant type mismatch against codec signature raises ValueError.""" @@ -753,16 +759,15 @@ def test_type_mismatch_constant_raises(self, tmp_path: Path) -> None: "steps": { "s": { "codec_id": "some-codec", - "src": f"file://{wasm_file}", "inputs": {"bytes": "input.bytes", "level": "constant.level"}, - "outputs": ["bytes"], } }, } ) + resolver = self._resolver("some-codec", wasm_file) with pytest.raises(ValueError, match="provides type"): - prepare(pipeline, pipeline.direction) + prepare(pipeline, pipeline.direction, resolver=resolver) def test_type_mismatch_step_output_raises(self, tmp_path: Path) -> None: """Step output type mismatch against downstream codec input raises.""" @@ -789,22 +794,25 @@ def test_type_mismatch_step_output_raises(self, tmp_path: Path) -> None: "steps": { "step_a": { "codec_id": "codec-a", - "src": f"file://{wasm_a}", "inputs": {"bytes": "input.bytes"}, - "outputs": ["bytes"], }, "step_b": { "codec_id": "codec-b", - "src": f"file://{wasm_b}", "inputs": {"bytes": "step_a.bytes"}, - "outputs": ["bytes"], }, }, } ) + resolver = Resolver( + paths={ + "codec-a": wasm_a, + "codec-b": wasm_b, + } + ) + with pytest.raises(ValueError, match="provides type"): - prepare(pipeline, pipeline.direction) + prepare(pipeline, pipeline.direction, resolver=resolver) def test_type_match_passes(self, tmp_path: Path) -> None: """Matching types across pipeline input and codec signature do not raise.""" @@ -814,9 +822,10 @@ def test_type_match_passes(self, tmp_path: Path) -> None: "outputs": {"bytes": {"type": "bytes"}}, } wasm_file.write_bytes(_wasm_with_signature(signature)) - pipeline = self._make_pipeline(wasm_file) + pipeline = self._make_pipeline() + resolver = self._resolver("some-codec", wasm_file) - prepared = prepare(pipeline, pipeline.direction) + prepared = prepare(pipeline, pipeline.direction, resolver=resolver) assert "s" in prepared.codecs def test_missing_type_in_source_skips_check(self, tmp_path: Path) -> None: @@ -837,17 +846,44 @@ def test_missing_type_in_source_skips_check(self, tmp_path: Path) -> None: "steps": { "s": { "codec_id": "some-codec", - "src": f"file://{wasm_file}", "inputs": {"bytes": "input.bytes"}, - "outputs": ["bytes"], } }, } ) + resolver = self._resolver("some-codec", wasm_file) - prepared = prepare(pipeline, pipeline.direction) + prepared = prepare(pipeline, pipeline.direction, resolver=resolver) assert "s" in prepared.codecs + def test_step_output_port_wiring_validated(self, tmp_path: Path) -> None: + """Wiring ref to a non-existent output port raises at prepare() time.""" + wasm_file = tmp_path / "codec.wasm" + signature = { + "inputs": {"bytes": {"type": "bytes", "required": True}}, + "outputs": {"bytes": {"type": "bytes"}}, + } + wasm_file.write_bytes(_wasm_with_signature(signature)) + pipeline = Pipeline.parse( + { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"out": "s.missing_port"}, + "steps": { + "s": { + "codec_id": "some-codec", + "inputs": {"bytes": "input.bytes"}, + } + }, + } + ) + resolver = self._resolver("some-codec", wasm_file) + + with pytest.raises(ValueError, match="does not declare output port"): + prepare(pipeline, pipeline.direction, resolver=resolver) + class TestInvertedExecution: """Verify inverted DAG execution (direction != pipeline.direction).""" @@ -861,14 +897,14 @@ def fake_call(direction, port_map): received_directions.append(direction) return [("bytes", b"raw")] - codecs = {"codec": _FakeCodec(call_fn=fake_call)} + codecs = {"codec": _FakeCodec(call_fn=fake_call, sig=_SIG_WITH_ENCODE_ONLY)} prepared = _prepared(pipeline, direction="encode", codecs=codecs) run(prepared, {"bytes": b"compressed"}) assert received_directions == ["encode"] def test_inverted_port_map_built_from_step_outputs(self) -> None: - """Inverted encode: port-map is built from step.outputs, not step.inputs.""" + """Inverted encode: port-map is built from signature outputs.""" pipeline = Pipeline.parse(_make_decode_pipeline()) received_port_maps: list = [] @@ -876,7 +912,7 @@ def fake_call(direction, port_map): received_port_maps.append(list(port_map)) return [("bytes", b"raw")] - codecs = {"codec": _FakeCodec(call_fn=fake_call)} + codecs = {"codec": _FakeCodec(call_fn=fake_call, sig=_SIG_WITH_ENCODE_ONLY)} prepared = _prepared(pipeline, direction="encode", codecs=codecs) run(prepared, {"bytes": b"compressed"}) @@ -891,7 +927,10 @@ def test_inverted_result_keyed_by_pipeline_inputs(self) -> None: """Inverted encode: result is keyed by pipeline.inputs names.""" pipeline = Pipeline.parse(_make_decode_pipeline()) codecs = { - "codec": _FakeCodec(call_fn=lambda d, pm: [("bytes", b"encoded_result")]) + "codec": _FakeCodec( + call_fn=lambda d, pm: [("bytes", b"encoded_result")], + sig=_SIG_WITH_ENCODE_ONLY, + ) } prepared = _prepared(pipeline, direction="encode", codecs=codecs) result = run(prepared, {"bytes": b"raw"}) @@ -908,15 +947,11 @@ def test_inverted_execution_order_reversed(self) -> None: "steps": { "step_a": { "codec_id": "some-codec", - "src": "file:///a.wasm", "inputs": {"bytes": "input.bytes"}, - "outputs": ["bytes"], }, "step_b": { "codec_id": "some-codec", - "src": "file:///b.wasm", "inputs": {"bytes": "step_a.bytes"}, - "outputs": ["bytes"], }, }, } @@ -951,15 +986,11 @@ def test_inverted_encode_routes_results_backward(self) -> None: "steps": { "step_a": { "codec_id": "some-codec", - "src": "file:///a.wasm", "inputs": {"bytes": "input.bytes"}, - "outputs": ["bytes"], }, "step_b": { "codec_id": "some-codec", - "src": "file:///b.wasm", "inputs": {"bytes": "step_a.bytes"}, - "outputs": ["bytes"], }, }, } @@ -1000,27 +1031,19 @@ def test_inverted_fan_in_page_split_pattern(self) -> None: "steps": { "page_split": { "codec_id": "page-split", - "src": "file:///split.wasm", "inputs": {"bytes": "input.bytes"}, - "outputs": ["rep_levels", "def_levels", "data"], }, "identity_rep": { "codec_id": "identity", - "src": "file:///id.wasm", "inputs": {"bytes": "page_split.rep_levels"}, - "outputs": ["bytes"], }, "identity_def": { "codec_id": "identity", - "src": "file:///id.wasm", "inputs": {"bytes": "page_split.def_levels"}, - "outputs": ["bytes"], }, "identity_data": { "codec_id": "identity", - "src": "file:///id.wasm", "inputs": {"bytes": "page_split.data"}, - "outputs": ["bytes"], }, }, } @@ -1035,8 +1058,16 @@ def fake_split(direction, port_map): ) return [("bytes", combined)] + split_sig = { + "inputs": {"bytes": {"type": "bytes"}}, + "outputs": { + "rep_levels": {"type": "bytes"}, + "def_levels": {"type": "bytes"}, + "data": {"type": "bytes"}, + }, + } codecs = { - "page_split": _FakeCodec(call_fn=fake_split), + "page_split": _FakeCodec(call_fn=fake_split, sig=split_sig), "identity_rep": _FakeCodec(call_fn=lambda d, pm: pm), "identity_def": _FakeCodec(call_fn=lambda d, pm: pm), "identity_data": _FakeCodec(call_fn=lambda d, pm: pm), @@ -1070,10 +1101,7 @@ def test_inverted_encode_only_excluded_from_decode_call(self) -> None: "steps": { "s": { "codec_id": "some-codec", - "src": "file:///s.wasm", "inputs": {"bytes": "input.bytes", "level": "constant.level"}, - "outputs": ["bytes"], - "encode_only_inputs": ["level"], } }, } @@ -1084,7 +1112,14 @@ def fake_call(direction, port_map): received_port_maps.append(list(port_map)) return [("bytes", b"decoded")] - codecs = {"s": _FakeCodec(call_fn=fake_call)} + sig = { + "inputs": { + "bytes": {"type": "bytes"}, + "level": {"type": "int", "encode_only": True}, + }, + "outputs": {"bytes": {"type": "bytes"}}, + } + codecs = {"s": _FakeCodec(call_fn=fake_call, sig=sig)} prepared = _prepared(pipeline, direction="decode", codecs=codecs) run(prepared, {"bytes": b"encoded"}) @@ -1142,66 +1177,84 @@ class TestCogChunkPipeline: _TILE_BYTES = 1024 * 1024 * 2 # 1024x1024 uint16 def test_decode_declared_forward_decode_output_size( - self, cog_chunk: bytes, cog_decode_pipeline_json: dict + self, + cog_chunk: bytes, + cog_decode_pipeline_json: dict, + cog_codec_resolver: Resolver, ) -> None: """Decode-declared pipeline forward decode: output is 1024x1024x2 bytes.""" pipeline = Pipeline.parse(cog_decode_pipeline_json) - prepared = prepare(pipeline, "decode") + prepared = prepare(pipeline, "decode", resolver=cog_codec_resolver) result = run(prepared, {"bytes": cog_chunk}) assert len(result["bytes"]) == self._TILE_BYTES def test_decode_declared_forward_decode_output_is_bytes( - self, cog_chunk: bytes, cog_decode_pipeline_json: dict + self, + cog_chunk: bytes, + cog_decode_pipeline_json: dict, + cog_codec_resolver: Resolver, ) -> None: """Decode-declared pipeline running forward decode returns a bytes object.""" pipeline = Pipeline.parse(cog_decode_pipeline_json) - prepared = prepare(pipeline, "decode") + prepared = prepare(pipeline, "decode", resolver=cog_codec_resolver) result = run(prepared, {"bytes": cog_chunk}) assert isinstance(result["bytes"], bytes) def test_encode_declared_inverted_decode_output_size( - self, cog_chunk: bytes, cog_encode_pipeline_json: dict + self, + cog_chunk: bytes, + cog_encode_pipeline_json: dict, + cog_codec_resolver: Resolver, ) -> None: """Encode-declared pipeline inverted decode: output is 1024x1024x2 bytes.""" pipeline = Pipeline.parse(cog_encode_pipeline_json) - prepared = prepare(pipeline, "decode") + prepared = prepare(pipeline, "decode", resolver=cog_codec_resolver) result = run(prepared, {"bytes": cog_chunk}) assert len(result["bytes"]) == self._TILE_BYTES def test_encode_declared_inverted_decode_output_is_bytes( - self, cog_chunk: bytes, cog_encode_pipeline_json: dict + self, + cog_chunk: bytes, + cog_encode_pipeline_json: dict, + cog_codec_resolver: Resolver, ) -> None: """Encode-declared pipeline running inverted decode returns a bytes object.""" pipeline = Pipeline.parse(cog_encode_pipeline_json) - prepared = prepare(pipeline, "decode") + prepared = prepare(pipeline, "decode", resolver=cog_codec_resolver) result = run(prepared, {"bytes": cog_chunk}) assert isinstance(result["bytes"], bytes) def test_decode_declared_pipeline_roundtrip( - self, raw_chunk: bytes, cog_decode_pipeline_json: dict + self, + raw_chunk: bytes, + cog_decode_pipeline_json: dict, + cog_codec_resolver: Resolver, ) -> None: """Decode-declared pipeline roundtrip: inverted encode then forward decode.""" tile = (raw_chunk * ((self._TILE_BYTES // len(raw_chunk)) + 1))[ : self._TILE_BYTES ] pipeline = Pipeline.parse(cog_decode_pipeline_json) - enc_prepared = prepare(pipeline, "encode") + enc_prepared = prepare(pipeline, "encode", resolver=cog_codec_resolver) encoded = run(enc_prepared, {"bytes": tile}) - dec_prepared = prepare(pipeline, "decode") + dec_prepared = prepare(pipeline, "decode", resolver=cog_codec_resolver) decoded = run(dec_prepared, {"bytes": encoded["bytes"]}) assert decoded["bytes"] == tile def test_encode_declared_pipeline_roundtrip( - self, raw_chunk: bytes, cog_encode_pipeline_json: dict + self, + raw_chunk: bytes, + cog_encode_pipeline_json: dict, + cog_codec_resolver: Resolver, ) -> None: """Encode-declared pipeline roundtrip: forward encode then inverted decode.""" tile = (raw_chunk * ((self._TILE_BYTES // len(raw_chunk)) + 1))[ : self._TILE_BYTES ] pipeline = Pipeline.parse(cog_encode_pipeline_json) - enc_prepared = prepare(pipeline, "encode") + enc_prepared = prepare(pipeline, "encode", resolver=cog_codec_resolver) encoded = run(enc_prepared, {"bytes": tile}) - dec_prepared = prepare(pipeline, "decode") + dec_prepared = prepare(pipeline, "decode", resolver=cog_codec_resolver) decoded = run(dec_prepared, {"bytes": encoded["bytes"]}) assert decoded["bytes"] == tile @@ -1210,13 +1263,14 @@ def test_encode_declared_inverted_decode_matches_decode_declared_forward( cog_chunk: bytes, cog_decode_pipeline_json: dict, cog_encode_pipeline_json: dict, + cog_codec_resolver: Resolver, ) -> None: """Encode-declared pipeline inverted decode yields the same raw tile as decode-declared pipeline forward decode.""" decode_pipeline = Pipeline.parse(cog_decode_pipeline_json) encode_pipeline = Pipeline.parse(cog_encode_pipeline_json) - fwd = prepare(decode_pipeline, "decode") - inv = prepare(encode_pipeline, "decode") + fwd = prepare(decode_pipeline, "decode", resolver=cog_codec_resolver) + inv = prepare(encode_pipeline, "decode", resolver=cog_codec_resolver) forward = run(fwd, {"bytes": cog_chunk}) inverted = run(inv, {"bytes": cog_chunk}) assert inverted["bytes"] == forward["bytes"] @@ -1226,6 +1280,7 @@ def test_decode_declared_inverted_encode_matches_encode_declared_forward( raw_chunk: bytes, cog_decode_pipeline_json: dict, cog_encode_pipeline_json: dict, + cog_codec_resolver: Resolver, ) -> None: """Decode-declared pipeline inverted encode yields the same compressed bytes as encode-declared pipeline forward encode.""" @@ -1234,8 +1289,8 @@ def test_decode_declared_inverted_encode_matches_encode_declared_forward( ] decode_pipeline = Pipeline.parse(cog_decode_pipeline_json) encode_pipeline = Pipeline.parse(cog_encode_pipeline_json) - inv = prepare(decode_pipeline, "encode") - fwd = prepare(encode_pipeline, "encode") + inv = prepare(decode_pipeline, "encode", resolver=cog_codec_resolver) + fwd = prepare(encode_pipeline, "encode", resolver=cog_codec_resolver) inverted = run(inv, {"bytes": tile}) forward = run(fwd, {"bytes": tile}) assert inverted["bytes"] == forward["bytes"] diff --git a/tests/test_pipeline.py b/tests/test_pipeline.py index 09e910d..c9c7844 100644 --- a/tests/test_pipeline.py +++ b/tests/test_pipeline.py @@ -55,10 +55,7 @@ def test_linear_pipeline_codec_id(self, cog_decode_pipeline_json: dict) -> None: def test_linear_pipeline_step_fields(self, cog_decode_pipeline_json: dict) -> None: pipeline = Pipeline.parse(cog_decode_pipeline_json) step = pipeline.steps[0] # zlib step - assert step.src.startswith("file://") assert step.inputs == {"bytes": "input.bytes", "level": "constant.level"} - assert step.outputs == ["bytes"] - assert step.encode_only_inputs == ["level"] def test_dag_pipeline_from_fixture(self, page_split_pipeline_json: dict) -> None: pipeline = Pipeline.parse(page_split_pipeline_json) @@ -93,6 +90,29 @@ def test_dag_pipeline_outputs(self, page_split_pipeline_json: dict) -> None: pipeline = Pipeline.parse(page_split_pipeline_json) assert set(pipeline.outputs.keys()) == {"rep_levels", "def_levels", "data"} + def test_sources_parsed(self) -> None: + data = { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "sources": {"zlib": "oci://ghcr.io/example/zlib:v1"}, + "outputs": {}, + "steps": {}, + } + pipeline = Pipeline.parse(data) + assert pipeline.sources == {"zlib": "oci://ghcr.io/example/zlib:v1"} + + def test_sources_default_empty(self) -> None: + data = { + "codec_id": "test", + "direction": "encode", + "inputs": {}, + "outputs": {}, + "steps": {}, + } + pipeline = Pipeline.parse(data) + assert pipeline.sources == {} + def test_missing_direction_raises(self) -> None: with pytest.raises(ValueError, match="direction"): Pipeline.parse({"codec_id": "t", "inputs": {}, "steps": {}}) @@ -114,9 +134,7 @@ def test_missing_codec_id_raises(self) -> None: "steps": { "s": { "codec_id": "some-codec", - "src": "file:///fake.wasm", "inputs": {"bytes": "input.bytes"}, - "outputs": ["bytes"], } }, } @@ -132,9 +150,7 @@ def test_parse_accepts_dict(self) -> None: "steps": { "s": { "codec_id": "some-codec", - "src": "file:///fake.wasm", "inputs": {"bytes": "input.bytes"}, - "outputs": ["bytes"], } }, } @@ -158,9 +174,7 @@ def test_valid_input_ref(self) -> None: data["steps"] = { "s": { "codec_id": "some-codec", - "src": "file:///fake.wasm", "inputs": {"bytes": "input.bytes"}, - "outputs": ["bytes"], } } data["outputs"] = {"bytes": "s.bytes"} @@ -173,9 +187,7 @@ def test_valid_constant_ref(self) -> None: data["steps"] = { "s": { "codec_id": "some-codec", - "src": "file:///fake.wasm", "inputs": {"bytes": "input.bytes", "level": "constant.level"}, - "outputs": ["bytes"], } } pipeline = Pipeline.parse(data) @@ -186,15 +198,11 @@ def test_valid_step_to_step_ref(self) -> None: data["steps"] = { "a": { "codec_id": "some-codec", - "src": "file:///a.wasm", "inputs": {"bytes": "input.bytes"}, - "outputs": ["bytes"], }, "b": { "codec_id": "some-codec", - "src": "file:///b.wasm", "inputs": {"bytes": "a.bytes"}, - "outputs": ["bytes"], }, } pipeline = Pipeline.parse(data) @@ -206,15 +214,11 @@ def test_same_codec_id_different_names_valid(self) -> None: data["steps"] = { "proc_a": { "codec_id": "identity", - "src": "file:///identity.wasm", "inputs": {"bytes": "input.bytes"}, - "outputs": ["bytes"], }, "proc_b": { "codec_id": "identity", - "src": "file:///identity.wasm", "inputs": {"bytes": "input.bytes"}, - "outputs": ["bytes"], }, } pipeline = Pipeline.parse(data) @@ -226,9 +230,7 @@ def test_undefined_input_raises(self) -> None: data["steps"] = { "s": { "codec_id": "some-codec", - "src": "file:///fake.wasm", "inputs": {"bytes": "input.missing"}, - "outputs": ["bytes"], } } with pytest.raises(ValueError, match="input 'missing' is not declared"): @@ -239,9 +241,7 @@ def test_undefined_constant_raises(self) -> None: data["steps"] = { "s": { "codec_id": "some-codec", - "src": "file:///fake.wasm", "inputs": {"n": "constant.missing"}, - "outputs": ["bytes"], } } with pytest.raises(ValueError, match="constant 'missing' is not declared"): @@ -252,35 +252,12 @@ def test_undefined_step_raises(self) -> None: data["steps"] = { "s": { "codec_id": "some-codec", - "src": "file:///fake.wasm", "inputs": {"bytes": "ghost.bytes"}, - "outputs": ["bytes"], } } with pytest.raises(ValueError, match="step 'ghost' does not exist"): Pipeline.parse(data) - def test_undefined_step_output_port_raises(self) -> None: - data = self._base() - data["steps"] = { - "a": { - "codec_id": "some-codec", - "src": "file:///a.wasm", - "inputs": {"bytes": "input.bytes"}, - "outputs": ["bytes"], - }, - "b": { - "codec_id": "some-codec", - "src": "file:///b.wasm", - "inputs": {"bytes": "a.nonexistent"}, - "outputs": ["bytes"], - }, - } - with pytest.raises( - ValueError, match="does not declare output port 'nonexistent'" - ): - Pipeline.parse(data) - def test_pipeline_output_input_passthrough(self) -> None: """A pipeline output may reference a pipeline input directly (passthrough).""" data = self._base() @@ -296,53 +273,16 @@ def test_pipeline_output_constant_passthrough(self) -> None: pipeline = Pipeline.parse(data) assert pipeline.outputs == {"level": "constant.level"} - def test_undefined_pipeline_output_ref_raises(self) -> None: - data = self._base() - data["steps"] = { - "s": { - "codec_id": "some-codec", - "src": "file:///fake.wasm", - "inputs": {"bytes": "input.bytes"}, - "outputs": ["bytes"], - } - } - data["outputs"] = {"out": "s.missing_port"} - with pytest.raises( - ValueError, match="does not declare output port 'missing_port'" - ): - Pipeline.parse(data) - - def test_encode_only_input_not_in_inputs_raises(self) -> None: - """encode_only_input absent from step inputs raises at parse time.""" - data = self._base() - data["steps"] = { - "s": { - "codec_id": "some-codec", - "src": "file:///fake.wasm", - "inputs": {"bytes": "input.bytes"}, - "outputs": ["bytes"], - "encode_only_inputs": ["level"], # "level" not in inputs - } - } - with pytest.raises( - ValueError, match="encode_only_input 'level' is not declared in inputs" - ): - Pipeline.parse(data) - def test_cycle_detection(self) -> None: data = self._base() data["steps"] = { "a": { "codec_id": "some-codec", - "src": "file:///a.wasm", "inputs": {"bytes": "b.bytes"}, - "outputs": ["bytes"], }, "b": { "codec_id": "some-codec", - "src": "file:///b.wasm", "inputs": {"bytes": "a.bytes"}, - "outputs": ["bytes"], }, } with pytest.raises(ValueError, match="cycle"): @@ -360,21 +300,15 @@ def test_linear_order_regardless_of_declaration_order(self) -> None: "steps": { "c": { "codec_id": "some-codec", - "src": "file:///c.wasm", "inputs": {"x": "b.x"}, - "outputs": ["x"], }, "b": { "codec_id": "some-codec", - "src": "file:///b.wasm", "inputs": {"x": "a.x"}, - "outputs": ["x"], }, "a": { "codec_id": "some-codec", - "src": "file:///a.wasm", "inputs": {"x": "input.x"}, - "outputs": ["x"], }, }, } @@ -393,21 +327,15 @@ def test_fan_out_order(self) -> None: "steps": { "split": { "codec_id": "page-split", - "src": "file:///split.wasm", "inputs": {"bytes": "input.bytes"}, - "outputs": ["a", "b"], }, "proc_a": { "codec_id": "identity", - "src": "file:///id.wasm", "inputs": {"bytes": "split.a"}, - "outputs": ["bytes"], }, "proc_b": { "codec_id": "identity", - "src": "file:///id.wasm", "inputs": {"bytes": "split.b"}, - "outputs": ["bytes"], }, }, } @@ -426,15 +354,11 @@ def test_independent_steps_all_appear(self) -> None: "steps": { "step_a": { "codec_id": "some-codec", - "src": "file:///a.wasm", "inputs": {"bytes": "input.a"}, - "outputs": ["bytes"], }, "step_b": { "codec_id": "some-codec", - "src": "file:///b.wasm", "inputs": {"bytes": "input.b"}, - "outputs": ["bytes"], }, }, } From b1f7e9cb2a3dbd4d5ddd3492ad04abb7bd6367e7 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Thu, 26 Mar 2026 15:29:20 -0500 Subject: [PATCH 19/52] feat: add CoreWasmCodec and core ABI for direct-memory codec execution Core wasm codecs use a binary port-map wire format via Memory.read/write instead of the Component Model canonical ABI, enabling ~10 GB/s data transfer between the host and module. - CoreWasmCodec in codecs.py wraps wasm32-wasi reactor modules - Binary port-map wire format (little-endian u32 lengths, UTF-8 names) - C reference implementation in codec/shared/core_abi.{h,c} - identity-core-c test codec (core ABI, no Component Model lift) - Resolver now instantiates CoreWasmCodec for core wasm binaries - docs/reference/CORE_ABI.md normative spec with C and Rust examples --- codec/identity-core-c/.gitignore | 3 + codec/identity-core-c/build.zig | 24 +++ codec/identity-core-c/codec_impl.c | 89 +++++++++ codec/identity-core-c/signature.json | 6 + codec/shared/core_abi.c | 111 +++++++++++ codec/shared/core_abi.h | 68 +++++++ docs/ai/RECENT_CHANGES.md | 212 ++++++++++++++++++++ docs/ai/REPO_MAP.md | 166 ++++++++++++++++ docs/ai/SYSTEM_OVERVIEW.md | 277 +++++++++++++++++++++++++++ docs/reference/CORE_ABI.md | 150 +++++++++++++++ src/chonkle/__init__.py | 9 +- src/chonkle/codecs.py | 131 +++++++++++++ src/chonkle/resolver.py | 8 +- tests/test_codecs.py | 42 +++- tests/test_executor.py | 114 +++++++++++ 15 files changed, 1403 insertions(+), 7 deletions(-) create mode 100644 codec/identity-core-c/.gitignore create mode 100644 codec/identity-core-c/build.zig create mode 100644 codec/identity-core-c/codec_impl.c create mode 100644 codec/identity-core-c/signature.json create mode 100644 codec/shared/core_abi.c create mode 100644 codec/shared/core_abi.h create mode 100644 docs/ai/RECENT_CHANGES.md create mode 100644 docs/ai/REPO_MAP.md create mode 100644 docs/ai/SYSTEM_OVERVIEW.md create mode 100644 docs/reference/CORE_ABI.md diff --git a/codec/identity-core-c/.gitignore b/codec/identity-core-c/.gitignore new file mode 100644 index 0000000..936ea61 --- /dev/null +++ b/codec/identity-core-c/.gitignore @@ -0,0 +1,3 @@ +*.wasm +.zig-cache/ +zig-out/ diff --git a/codec/identity-core-c/build.zig b/codec/identity-core-c/build.zig new file mode 100644 index 0000000..70986ea --- /dev/null +++ b/codec/identity-core-c/build.zig @@ -0,0 +1,24 @@ +const std = @import("std"); + +pub fn build(b: *std.Build) void { + // Identity-core codec: core wasm module (no Component Model lift). + + const compile = b.addSystemCommand(&.{ + b.graph.zig_exe, + "cc", + "--target=wasm32-wasi", + "-mexec-model=reactor", + "-fvisibility=hidden", + "-lc", + "-O2", + }); + + compile.addArg("-o"); + const core_wasm = compile.addOutputFileArg("identity-core.wasm"); + compile.addFileArg(b.path("../shared/core_abi.c")); + compile.addFileArg(b.path("codec_impl.c")); + + b.getInstallStep().dependOn( + &b.addInstallFile(core_wasm, "identity-core.wasm").step, + ); +} diff --git a/codec/identity-core-c/codec_impl.c b/codec/identity-core-c/codec_impl.c new file mode 100644 index 0000000..abe201a --- /dev/null +++ b/codec/identity-core-c/codec_impl.c @@ -0,0 +1,89 @@ +/** + * Identity codec using the core ABI (no Component Model). + * + * Implements the chonkle core ABI (alloc, dealloc, encode, decode) + * with the binary port-map wire format. Both encode and decode + * perform a memcpy, passing bytes through unchanged. + * + * Expected port-map inputs: + * "bytes" raw data (required) + * + * Output port-map: + * "bytes" same bytes as input + */ + +#include "../shared/core_abi.h" +#include +#include +#include + +__attribute__((__export_name__("alloc"))) +int32_t codec_alloc(int32_t size) { + void *ptr = malloc((size_t)size); + return (int32_t)(uintptr_t)ptr; +} + +__attribute__((__export_name__("dealloc"))) +void codec_dealloc(int32_t ptr, int32_t size) { + (void)size; + free((void *)(uintptr_t)ptr); +} + +static int64_t transform(int32_t pm_ptr, int32_t pm_len) { + uint8_t *input_buf = (uint8_t *)(uintptr_t)pm_ptr; + core_abi_port_map_t pm = core_abi_parse_port_map(input_buf, (uint32_t)pm_len); + + if (pm.count == 0) { + free(input_buf); + return CORE_ABI_ERROR; + } + + const core_abi_port_t *bytes_port = core_abi_find_port(&pm, "bytes"); + if (!bytes_port) { + core_abi_free_port_map(&pm); + free(input_buf); + return CORE_ABI_ERROR; + } + + /* Copy input bytes before freeing the input buffer. */ + uint32_t out_data_len = bytes_port->data_len; + uint8_t *out_data = malloc(out_data_len); + if (!out_data) { + core_abi_free_port_map(&pm); + free(input_buf); + return CORE_ABI_ERROR; + } + memcpy(out_data, bytes_port->data, out_data_len); + + core_abi_free_port_map(&pm); + free(input_buf); + + /* Build output port-map with a single "bytes" port. */ + core_abi_port_t out_entry; + out_entry.name = "bytes"; + out_entry.name_len = 5; + out_entry.data = out_data; + out_entry.data_len = out_data_len; + + core_abi_port_map_t out_pm; + out_pm.entries = &out_entry; + out_pm.count = 1; + + uint32_t ser_len; + uint8_t *ser_buf = core_abi_serialize_port_map(&out_pm, &ser_len); + free(out_data); + + if (!ser_buf) return CORE_ABI_ERROR; + + return core_abi_pack_result((uint32_t)(uintptr_t)ser_buf, ser_len); +} + +__attribute__((__export_name__("encode"))) +int64_t encode(int32_t pm_ptr, int32_t pm_len) { + return transform(pm_ptr, pm_len); +} + +__attribute__((__export_name__("decode"))) +int64_t decode(int32_t pm_ptr, int32_t pm_len) { + return transform(pm_ptr, pm_len); +} diff --git a/codec/identity-core-c/signature.json b/codec/identity-core-c/signature.json new file mode 100644 index 0000000..ea9db56 --- /dev/null +++ b/codec/identity-core-c/signature.json @@ -0,0 +1,6 @@ +{ + "codec_id": "identity", + "implementation": "identity-core-c", + "inputs": {"bytes": {"type": "bytes", "required": true}}, + "outputs": {"bytes": {"type": "bytes"}} +} diff --git a/codec/shared/core_abi.c b/codec/shared/core_abi.c new file mode 100644 index 0000000..76c4fd7 --- /dev/null +++ b/codec/shared/core_abi.c @@ -0,0 +1,111 @@ +/* + * Core ABI helpers for chonkle core wasm codecs. + * + * See core_abi.h for API documentation. + */ +#include "core_abi.h" + +#include +#include + +static uint32_t read_u32_le(const uint8_t *p) { + return (uint32_t)p[0] + | ((uint32_t)p[1] << 8) + | ((uint32_t)p[2] << 16) + | ((uint32_t)p[3] << 24); +} + +static void write_u32_le(uint8_t *p, uint32_t v) { + p[0] = (uint8_t)(v); + p[1] = (uint8_t)(v >> 8); + p[2] = (uint8_t)(v >> 16); + p[3] = (uint8_t)(v >> 24); +} + +core_abi_port_map_t core_abi_parse_port_map(const uint8_t *buf, uint32_t len) { + core_abi_port_map_t pm = {NULL, 0}; + if (len < 4) return pm; + + uint32_t count = read_u32_le(buf); + uint32_t offset = 4; + + if (count == 0) { pm.count = 0; return pm; } + + core_abi_port_t *entries = malloc(count * sizeof(core_abi_port_t)); + if (!entries) return pm; + + for (uint32_t i = 0; i < count; i++) { + if (offset + 4 > len) goto fail; + uint32_t name_len = read_u32_le(buf + offset); + offset += 4; + + if (offset + name_len > len) goto fail; + entries[i].name = (const char *)(buf + offset); + entries[i].name_len = name_len; + offset += name_len; + + if (offset + 4 > len) goto fail; + uint32_t data_len = read_u32_le(buf + offset); + offset += 4; + + if (offset + data_len > len) goto fail; + entries[i].data = buf + offset; + entries[i].data_len = data_len; + offset += data_len; + } + + pm.entries = entries; + pm.count = count; + return pm; + +fail: + free(entries); + return (core_abi_port_map_t){NULL, 0}; +} + +uint8_t *core_abi_serialize_port_map( + const core_abi_port_map_t *pm, uint32_t *out_len) +{ + uint32_t total = 4; + for (uint32_t i = 0; i < pm->count; i++) + total += 4 + pm->entries[i].name_len + 4 + pm->entries[i].data_len; + + uint8_t *buf = malloc(total); + if (!buf) { *out_len = 0; return NULL; } + + uint32_t offset = 0; + write_u32_le(buf + offset, pm->count); + offset += 4; + + for (uint32_t i = 0; i < pm->count; i++) { + write_u32_le(buf + offset, pm->entries[i].name_len); + offset += 4; + memcpy(buf + offset, pm->entries[i].name, pm->entries[i].name_len); + offset += pm->entries[i].name_len; + write_u32_le(buf + offset, pm->entries[i].data_len); + offset += 4; + memcpy(buf + offset, pm->entries[i].data, pm->entries[i].data_len); + offset += pm->entries[i].data_len; + } + + *out_len = total; + return buf; +} + +const core_abi_port_t *core_abi_find_port( + const core_abi_port_map_t *pm, const char *name) +{ + uint32_t name_len = (uint32_t)strlen(name); + for (uint32_t i = 0; i < pm->count; i++) { + if (pm->entries[i].name_len == name_len && + memcmp(pm->entries[i].name, name, name_len) == 0) + return &pm->entries[i]; + } + return NULL; +} + +void core_abi_free_port_map(core_abi_port_map_t *pm) { + free(pm->entries); + pm->entries = NULL; + pm->count = 0; +} diff --git a/codec/shared/core_abi.h b/codec/shared/core_abi.h new file mode 100644 index 0000000..2467f37 --- /dev/null +++ b/codec/shared/core_abi.h @@ -0,0 +1,68 @@ +/* + * Core ABI helpers for chonkle core wasm codecs. + * + * Provides port-map serialization/deserialization for the binary wire + * format defined in docs/reference/CORE_ABI.md. + */ +#ifndef CORE_ABI_H +#define CORE_ABI_H + +#include +#include + +/* A single port entry in a port-map. */ +typedef struct { + const char *name; + uint32_t name_len; + const uint8_t *data; + uint32_t data_len; +} core_abi_port_t; + +/* A parsed port-map. */ +typedef struct { + core_abi_port_t *entries; + uint32_t count; +} core_abi_port_map_t; + +/* + * Parse a serialized port-map from the wire format. + * + * The returned port-map's name/data pointers reference the input buffer + * directly (zero-copy parse). The caller must not free the input buffer + * while the port-map is in use. Free the entries array (not the data) + * with core_abi_free_port_map(). + * + * Returns a port-map with count=0 on parse error. + */ +core_abi_port_map_t core_abi_parse_port_map(const uint8_t *buf, uint32_t len); + +/* + * Serialize a port-map to the wire format. + * + * Returns a malloc'd buffer. Caller takes ownership. + * Sets *out_len to the serialized length. + * Returns NULL on allocation failure. + */ +uint8_t *core_abi_serialize_port_map( + const core_abi_port_map_t *pm, uint32_t *out_len); + +/* + * Find a port by name. Returns NULL if not found. + */ +const core_abi_port_t *core_abi_find_port( + const core_abi_port_map_t *pm, const char *name); + +/* + * Free a parsed port-map (frees the entries array, not the referenced data). + */ +void core_abi_free_port_map(core_abi_port_map_t *pm); + +/* Pack a (ptr, len) pair into a single i64 return value. */ +static inline int64_t core_abi_pack_result(uint32_t ptr, uint32_t len) { + return ((int64_t)ptr << 32) | (int64_t)len; +} + +/* Error return value: ptr=0, len=0. */ +#define CORE_ABI_ERROR ((int64_t)0) + +#endif /* CORE_ABI_H */ diff --git a/docs/ai/RECENT_CHANGES.md b/docs/ai/RECENT_CHANGES.md new file mode 100644 index 0000000..7f28d57 --- /dev/null +++ b/docs/ai/RECENT_CHANGES.md @@ -0,0 +1,212 @@ +# Recent Changes + +Only architectural, structural, and workflow changes. Not bug fixes or minor tweaks. + +## March 2026 + +- **Core ABI** (Phase 4 of mixed-codec architecture): core wasm codecs are now + supported as a second backend alongside Component Model codecs. + - Added `CoreWasmCodec` to `codecs.py`: wraps a wasm32-wasi reactor module, + serializes/deserializes port-maps using a binary wire format via + `Memory.read`/`Memory.write`, calls `alloc`/`dealloc`/`encode`/`decode` + exports. Module instance is kept alive for the codec's lifetime (preparing + for single-copy transfer in Phase 5). + - Added port-map wire format helpers (`_serialize_port_map`, + `_deserialize_port_map`) in `codecs.py`. + - Added `docs/reference/CORE_ABI.md`: normative spec for the core ABI + contract (wire format, required exports, calling convention, error + signaling). Includes C and Rust reference implementations. + - Added `codec/shared/core_abi.h` and `core_abi.c`: C reference + implementation for port-map parse/serialize/find operations. + - Added `codec/identity-core-c/`: identity passthrough codec using the core + ABI (no Component Model lift). C + Zig build producing a core wasm module. + - Updated `Resolver._instantiate_path()` and `_instantiate()` to create + `CoreWasmCodec` for core wasm binaries (was `ValueError`). + - Exported `CoreWasmCodec` from `chonkle.__init__`. + - Added `TestCoreWasmPipeline` in `test_executor.py`: single-step + encode/decode, two-step routing, inverted execution, resolver type + detection. Added `TestPortMapSerialization` in `test_codecs.py`. + +- **Codec resolution and local store** (Phase 3 of mixed-codec architecture): + codec resolution is decoupled from pipeline JSON via a `Resolver` class. + - Added `resolver.py` with `Resolver` class, `CodecEntry` dataclass, and + `_scan_store()`. Resolution chain: explicit paths → per-codec overrides → + local codec store (`~/.chonkle/codecs/{codec_id}/{hash}.wasm`) → pipeline + sources download. Backend preference system (`core` vs `component`). + - `StepSpec` in `pipeline.py` reduced to `name`, `codec_id`, `inputs` only. + Removed `src`, `outputs`, and `encode_only_inputs` from steps. + - `Pipeline` gained `sources: dict[str, str]` field (optional, pipeline-level + codec_id → URI mapping used as advisory fetch hints). + - `executor.py`: `prepare()` now takes `resolver: Resolver | None` instead of + `force_download: bool`. Added `_validate_wiring_against_signatures()` for + deferred output port validation. `_get_encode_only_inputs()` derives + encode-only from codec signatures instead of step declarations. + - CLI: added `chonkle codecs [codec_id]` subcommand and `--codec-store`, + `--preference`, `--override` flags. Removed `--force-download`. + - `Codec` ABC gained `codec_id` and `implementation` abstract properties. + - All pipeline fixture JSONs and test inline dicts updated to remove `src`, + `outputs`, `encode_only_inputs` from steps. Test fixtures use `Resolver(paths={...})` + for codec resolution. + - `__init__.py` exports `Resolver`, `CodecEntry`; removed `resolve_uri`. + +- **Codec wrapper classes and prepare/run split** (Phase 2 of mixed-codec + architecture): the executor is refactored into preparation and execution + phases with a codec abstraction layer. + - Added `codecs.py` with `Codec` ABC, `ComponentCodec`, `detect_codec_type()`, + and `PortMap` type alias. `ComponentCodec` wraps the Component Model + instantiation logic previously in `executor.py` (`_call_component`, + `_get_function`). `detect_codec_type()` reads the 8-byte wasm header to + distinguish core (`01 00 00 00`) from component (`0d 00 01 00`). + - Split `executor.py` into `prepare(pipeline, direction)` → + `PreparedPipeline` and `run(prepared, inputs)` → outputs. `prepare()` + handles URI resolution, codec instantiation, and signature validation. + `run()` performs only DAG execution — no validation. Callers can use + `prepare()` independently to validate without executing. + - `_validate_signature()` now reads from `codec.signature()` (loaded at + codec instantiation) instead of from the wasm file during validation. + - Exported `Codec`, `ComponentCodec`, `PortMap`, `detect_codec_type`, + `PreparedPipeline`, `prepare` from `chonkle.__init__`. + - Updated CLI (`cli.py`) to use `prepare()` + `run()`. + - Added `tests/test_codecs.py` for `detect_codec_type`. Updated + `test_executor.py`: wiring tests use `_FakeCodec` + `PreparedPipeline` + directly (no mocking), signature tests call `prepare()`, COG codec + round-trip tests use `prepare()` + `run()`. + +- **Signature embedding infrastructure** (Phase 1 of mixed-codec architecture): + signatures are now embedded in `.wasm` binaries as `chonkle:signature` custom + sections instead of distributed as `.signature.json` sidecar files. + - Added `wasm_signature.py` — pure-Python reader/writer for the custom section. + `read_signature()`, `read_signature_bytes()`, and `embed_signature()`. + - Added `tools/embed_signature.py` — CLI tool to embed signatures at build time. + - Added `implementation` field to signature format (identifies the specific + build/project, e.g. `"zlib-rs"`, `"tiff-predictor-2-c"`). + - Renamed codec sidecar files from `{name}.signature.json` to `signature.json` + (build input convention, not a distribution artifact). + - Executor `_validate_signature()` now reads from the embedded custom section + via `read_signature()` instead of looking for a sidecar file. + - `wasm_download.py` no longer downloads sidecar files — only the `.wasm` is + fetched. Removed `_derive_signature_url()`. + - Exported `read_signature` and `embed_signature` from `chonkle.__init__`. + +- **Bench and codec infrastructure**: added `bench/` directory with Rust host, + Python host, and chonkle host benchmarks. Added `codec/README.md` documenting + the build process for each codec and shared infrastructure. Added + `codec/identity-c/` passthrough codec for benchmarking. + +- **Codec pipeline tradeoff analysis**: added `docs/reference/comparisons/` with + `CODEC_PIPELINE_TRADEOFFS.md` and `F3_COMPARISON.md`. + +- **`steps` changed from array to named map**: pipeline JSON `steps` field changed + from an array of objects with a `name` field (`[{"name": "step_name", ...}]`) to a + named map keyed by step name (`{"step_name": {...}}`), aligning with protospec. + Updated `pipeline.py` parser, all test inline dicts, and all fixture JSONs. + +- **COG chunk pipeline and tests**: added `codec/zlib-rs/` (Rust zlib codec via + `cargo-component`, `flate2` rust_backend). Added `tests/fixtures/chunks/cog-chunk-0` + (real 1024x1024 uint16 Sentinel-2 tile). Added + `tests/fixtures/pipelines/cog-decode-pipeline.json` (two-step decode: zlib → + tiff-predictor-2) and `cog-encode-pipeline.json` (two-step encode: tiff-predictor-2 + → zlib); removed `zstd-linear.json`. Replaced `zstd_pipeline_json` fixture in + conftest with `cog_chunk`, `cog_decode_pipeline_json`, and `cog_encode_pipeline_json` + fixtures (with real `file://` URIs). Added `TestCogChunkPipeline` in + `test_executor.py` with three tests (decode size, decode type, encode/decode + roundtrip via DAG inversion) gated on `COG_CODECS_REQUIRED` (checks file + existence). Updated `TestParsePipeline` fixture refs. + +- **`_inverted_port_map` fix**: inverted execution now includes constant-wired non-encode_only + inputs in the port map. Previously, codecs with required configuration parameters wired from + constants (e.g. tiff-predictor-2's `bytes_per_sample`, `width`) would receive an empty + port-map in the inverted direction, causing a missing-port error. + +- **Module-level function idiom applied**: in `executor.py`, inlined + `_resolve_uris` and `_store_inverted_outputs` (single-caller helpers) and + dropped the redundant `_build_` prefix from the port-map builders. In + `pipeline.py`, extracted `_validate_pipeline`, `_check_ref`, and + `_topological_sort` from the `Pipeline` class to module-level private + functions. `Pipeline` is now a pure dataclass (fields + `parse()` classmethod + factory); no instance methods or `@staticmethod`s remain on the class. + +- **Pipeline direction inversion**: `run()` gains required positional `direction: + Direction` parameter. `pipeline.direction` is now metadata (authoring direction) + not an execution constraint. Forward execution (`direction == pipeline.direction`) + is unchanged. Inverted execution (`direction != pipeline.direction`) reverses + `execution_order`, calls the opposite WIT function per step, builds port-maps from + `step.outputs` (plus `encode_only_inputs` when calling encode), and routes results + back through `step.inputs` wiring refs. Inverted inputs are keyed by + `pipeline.outputs` names; inverted outputs by `pipeline.inputs` names. CLI gains + optional `--direction` flag (defaults to `pipeline.direction`). `Direction` type + exported from `__init__.py`. + +- **Pipeline JSON schema refined** (`docs/reference/PIPELINE_SCHEMA.md`): schema diverges + from protospec in two newly-implemented ways. (1) Step `outputs` is now an + array of port name strings (`["bytes"]`) instead of a typed object; `pipeline.py` + parser changed from `.keys()` extraction to direct list parsing; all fixture + JSONs and inline test dicts updated. (2) Pipeline-level inputs now support + `encode_only: true`; `executor.py` skips requiring and loading such inputs + when `direction == "decode"`. New tests cover both directions for pipeline-level + `encode_only`. + +- **Pipeline JSON schema aligned with protospec**: four structural + inconsistencies resolved. `Pipeline.inputs` changed from `list[str]` to + `dict[str, Any]` (typed port descriptors). Step `outputs` changed from + `list[str]` in JSON to a typed object; parser extracts keys internally so + `StepSpec.outputs` remains `list[str]`. `constants` values changed from flat + scalars to typed descriptors `{"type": ..., "value": ...}`; executor + serializes `descriptor["value"]`. `configuration` field removed from steps; + `cfg` passed to codec components is always `b"{}"`. All fixture JSONs, tests, + README, and docs/ai/ files updated. + +- **Signature format and validation**: codec signature sidecar format changed from a + flat list format to the protospec codec signature (ports as dict keys with `type`, + `required`, `default`, `encode_only` descriptors). Validation now covers both inputs + and outputs using subset checks. Input validation is direction-aware: `encode_only` + ports are excluded from valid inputs during decode. `_validate_signature` receives + `direction`. `pipeline.py` `_validate()` now checks that every `encode_only_inputs` + entry is declared in `step.inputs`. + +- **DAG pipeline orchestrator**: replaced the linear pipeline model with a full + DAG pipeline. New `pipeline.py` parses pipeline JSON into a `Pipeline` + dataclass, validates wiring references at parse time, and produces a + topologically sorted `execution_order` (Kahn's algorithm). New `executor.py` + drives execution via Wasmtime Component Model, routing named port-map outputs + between steps. Old `pipeline.py` (linear, numcodecs-based) removed. + +- **WIT interface**: added `wit/codec.wit` defining `chonkle:codec@0.1.0` with + the `transform` interface (`encode`/`decode` taking `port-map` and `config` + as `list`). All codecs must implement this interface. Supersedes the ad-hoc + per-codec WIT used by `tiff-predictor-2-python`. + +- **`wasm_download.py` extended**: added `resolve_uri()` consolidating URI + resolution previously scattered in `wasm_runner.py`. Supports `file://` and + `https://`; raises `NotImplementedError` for `oci://` (not yet implemented). + +- **Signatures required + auto-downloaded**: codec signatures (`.signature.json` + sidecar alongside `.wasm`) are now required. `_validate_signature()` raises + `FileNotFoundError` if the sidecar is absent. Naming convention changed from + `{stem}.json` to `{stem}.signature.json`. `download_https()` now derives the + signature URL from the `.wasm` URL and downloads both atomically. `download_oci()` + verifies that the OCI artifact contains a `.signature.json` layer and raises + `ValueError` if absent. OCI support implemented in `resolve_uri()` (was + `NotImplementedError`); `_derive_signature_url()` and `_download_url_to()` helpers + added to `wasm_download.py`. + +- **Removed numcodecs/numpy**: `codecs.py` (TiffPredictor2, BytesCodec) and + `wasm_runner.py` removed. All codecs are now Wasm components; no Python/ + numcodecs codecs remain. `numcodecs` and `numpy` removed from dependencies. + +- **Test fixtures**: replaced binary chunk fixtures (`tests/fixtures/chunks/`) + with programmatically generated test data in `conftest.py`. Pipeline JSON + fixtures added at `tests/fixtures/pipelines/` (zstd-linear, page-split-dag). + +- **CLI replaced**: `chonkle encode`/`chonkle decode` commands (array-centric) + replaced by `chonkle run --pipeline … --input name=file` (format-agnostic). + +## February 2026 + +- **COG extraction** (98741d4): removed entire `cog/` subpackage. COG + functionality now lives in the external `chunk-utils` repo. +- **Module flattening** (db43fd0): moved `chonkle.decode.*` to top-level + `chonkle.*`. The `decode/` subdirectory no longer exists. +- **Encode support** (db43fd0): added `encode()` to the pipeline (now removed). +- **WASM download system** (e459be5): added `wasm_download.py`. +- **Python version** (3ebacbb): minimum lowered from 3.14 to 3.13. diff --git a/docs/ai/REPO_MAP.md b/docs/ai/REPO_MAP.md new file mode 100644 index 0000000..4fe5ba7 --- /dev/null +++ b/docs/ai/REPO_MAP.md @@ -0,0 +1,166 @@ +# Repository Map + +## WIT — `wit/` + +- **codec.wit** — WIT interface definition for all codec components: + `chonkle:codec@0.1.0`, world `codec`, interface `transform` with `encode` + and `decode` functions. All codecs implement this interface. + +## Codecs — `codec/` + +Each codec directory contains a `.wasm` binary (Component Model or core) with an +embedded `chonkle:signature` custom section, a `signature.json` build input, and +its build source. `codec/README.md` documents the build process for each codec. + +### Built + +- **tiff-predictor-2-c/** — TIFF horizontal differencing, C + Zig build, + Component Model Wasm. Ports: `bytes` in (+ `bytes_per_sample` + `width`, + both required), `bytes` out. Build: `zig cc` → wasm32-wasi core module → + `wasm-tools component new` with WASI adapter to produce Component Model. +- **zlib-rs/** — zlib compress/decompress, Rust via `cargo-component` with + `wit-bindgen-rt`. Implements `Guest` trait from WIT bindings. Ports: + `bytes` in (+ optional `level` encode-only, default 6), `bytes` out. + Build: `cargo component build --target wasm32-wasip2 --release`. +- **identity-c/** — passthrough codec for benchmarking (Component Model). + `encode`/`decode` are no-ops: output `bytes` = input `bytes`. Same C + Zig + toolchain as tiff-predictor-2-c. +- **identity-core-c/** — passthrough codec for benchmarking (Core Wasm). + Uses the core ABI binary port-map wire format instead of the Component Model + canonical ABI. C + Zig build, no Component Model lift step. Exports `memory`, + `alloc`, `dealloc`, `encode`, `decode`. + +### Shared infrastructure + +- **shared/** — WIT-generated canonical ABI C bindings (`codec.h`, `codec.c`) + and `codec_component_type.o`; used by Component Model C+Zig codecs. + Core ABI C helpers (`core_abi.h`, `core_abi.c`) for core wasm codecs; + provides port-map parse/serialize/find functions. Regenerate WIT bindings + with `wit-bindgen c wit/ --world codec --out-dir codec/shared/`. +- **wasi_snapshot_preview1.reactor.wasm** — WASI preview1 → preview2 adapter + for lifting wasm32-wasi core modules to Component Model at build time. + From wasmtime v41.0.0 GitHub release. + +### Planned + +- **zstd-rs/** — zstd encode/decode, Rust +- **page-split-rs/** — byte-range splitter, Rust, fan-out (1 input, 3 outputs) + +## Source — `src/chonkle/` + +Core library. All public API is re-exported from `__init__.py`. + +- **pipeline.py** — DAG pipeline parsing and validation. Entry point: `parse()`. + Parses pipeline JSON into a `Pipeline` dataclass, validates all wiring + references, and produces a topologically sorted `execution_order`. + Key types: `Pipeline`, `StepSpec`, `WiringRef`. +- **codecs.py** — Codec wrapper classes. `Codec` ABC with `call(direction, + port_map)` and `signature()`. `ComponentCodec` wraps a Component Model + component (Wasmtime instantiation, WIT function lookup, encode/decode call). + `CoreWasmCodec` wraps a core wasm32-wasi reactor module (binary port-map + serialization, `Memory.read`/`Memory.write`, `alloc`/`dealloc` calls). + `detect_codec_type()` reads the wasm binary header to route to the correct + wrapper. Port-map wire format helpers: `_serialize_port_map`, + `_deserialize_port_map`. Key types: `Codec`, `ComponentCodec`, + `CoreWasmCodec`, `PortMap`. +- **resolver.py** — Codec resolution and local store. `Resolver` maps + codec_ids to `Codec` instances via: explicit paths → per-codec overrides → + local store (`~/.chonkle/codecs/{codec_id}/{hash}.wasm`) → pipeline sources + download. `CodecEntry` holds store metadata. `_scan_store()` indexes the + local store. Key types: `Resolver`, `CodecEntry`. +- **executor.py** — DAG preparation and execution via `Codec` wrappers. Entry + points: `prepare(pipeline, direction, *, resolver=None)` → `PreparedPipeline`, + `run(prepared, inputs)` → output dict. `prepare()` resolves codec_ids via + `Resolver`, validates wiring against signatures (deferred output port checks), + and validates all signatures. `run()` executes the DAG. Encode-only inputs + are derived from codec signatures. Key internals: `PreparedPipeline`, + `value_store`, `_forward_port_map`, `_inverted_port_map`, + `_get_encode_only_inputs`, `_validate_wiring_against_signatures`. +- **wasm_download.py** — codec URI resolution and fetch cache. `resolve_uri()` + handles `file://`, `https://`, and `oci://`. Downloads only the `.wasm` file + (signatures are embedded). `download_https()` and `download_oci()` store + downloaded files locally keyed by SHA-256 or OCI reference. Respects + `CHONKLE_CACHE_DIR` and `CHONKLE_FORCE_DOWNLOAD` env vars. +- **wasm_signature.py** — pure-Python reader/writer for the `chonkle:signature` + custom section in Wasm binaries. `read_signature()` reads from file, + `read_signature_bytes()` from in-memory bytes, `embed_signature()` appends or + replaces the section. Works with both core and Component Model binaries. +- **cli.py** — `chonkle run` command. Accepts `--pipeline`, `--input NAME=FILE`, + `--output NAME=FILE`, `--codec-store`, `--preference`, `--override`. + `chonkle codecs [codec_id]` subcommand lists installed implementations. +- **tools/embed_signature.py** — CLI tool to embed a `signature.json` file into + a `.wasm` binary. `python -m chonkle.tools.embed_signature `. + +## Tests — `tests/` + +pytest-based. Network tests require `--run-network` flag. + +- **test_pipeline.py** — pipeline parsing, wiring validation, topological sort +- **test_codecs.py** — `detect_codec_type()` binary header detection tests +- **test_executor.py** — executor wiring logic (fake codec instances), signature + validation via `prepare()`, URI resolution integration, + CODEC_REQUIRED codec round-trip tests via `prepare()` + `run()` +- **test_wasm_download.py** — cache behavior, HTTPS and OCI download mocking, + force-redownload +- **test_wasm_signature.py** — custom section reader/writer tests: round-trip + embed+read, error handling, real codec file validation +- **conftest.py** — pytest fixtures (`raw_chunk`, `page_split_input`, `cog_chunk`, + `cog_decode_pipeline_json`, `cog_encode_pipeline_json`, `page_split_pipeline_json`, + `cog_codec_resolver`), `--run-network` option + +## Test Fixtures — `tests/fixtures/pipelines/` + +Pipeline JSON files for testing and demonstration: + +- **cog-decode-pipeline.json** — two-step COG decode pipeline: zlib → tiff-predictor-2 +- **cog-encode-pipeline.json** — two-step COG encode pipeline: tiff-predictor-2 → zlib +- **page-split-dag.json** — fan-out DAG: page-split + three identity codec steps + +## Demo — `demo/` + +- **chonkle-pipeline.ipynb** — end-to-end demo notebook +- **tiff-predictor-2-c.wasm** — pre-compiled Wasm module for the demo +- **README.md** — setup and run instructions + +## Docs — `docs/` + +- **README.md** — docs index with links to all sub-sections +- **CODEC_RUNTIME.md** — how the executor loads and calls a Wasm codec component +- **wasm/** — general Wasm knowledge base (not project-specific): + - **OVERVIEW.md**, **WASI.md**, **MEMORY.md**, **WIT.md**, **COMPONENT_MODEL.md**, + **WIT_RESOURCES.md** (handles, own vs borrow, handle tables, resource-sharing + patterns, and why resources don't reduce copy counts in chonkle's pipeline) +- **internals/** — architectural decision records and internals: + - **DISTRIBUTION.md** — remote storage options for `.wasm` files + - **DATA_COPIES.md** — copy-count accounting, edge-type table, and analysis of copy-reduction approaches + - **CANONICAL_ABI_PERF.md** — measured throughput of the Python canonical ABI binding vs. native host + - **CACHING.md** — fetch cache and wasmtime compilation cache design +- **reference/** — normative reference documents: + - **CODEC_CONTRACT.md** — codec contract (ports, WIT interface, sidecar requirements) + - **CORE_ABI.md** — core ABI contract (port-map wire format, required exports, calling convention, C and Rust reference implementations) + - **PIPELINE_SCHEMA.md** — pipeline JSON schema reference + - **protospec/PROTOSPEC.md** — upstream protospec (informational) + - **protospec/PROTOSPEC_NOTES.md** — notes on where chonkle diverges from protospec + - **comparisons/CODEC_PIPELINE_TRADEOFFS.md** — codec pipeline tradeoff analysis + - **comparisons/F3_COMPARISON.md** — comparison with F3 + +## Docs — `docs/ai/` + +Persistent AI context files. Read by Claude Code at conversation start. + +## Bench — `bench/` + +See `bench/README.md` for usage. + +- **rust-host/** — standalone Rust crate, `wasmtime-rs 41` typed bindings. + `cd bench/rust-host && cargo build --release && cargo run --release` +- **python-host/time_abi_raw.py** — raw wasmtime-py call, bypasses chonkle + executor. PEP 723 inline deps (`wasmtime==41.*`). + `uv run bench/python-host/time_abi_raw.py` +- **chonkle-host/time_codec.py** — drives the chonkle executor across codec + types and sizes. PEP 723 inline dep (`chonkle @ ../..`). + `uv run bench/chonkle-host/time_codec.py` + +## CI — `.github/workflows/` + +- **ci.yml** — lint job (pre-commit on Python 3.14) + test matrix (3.13, 3.14) diff --git a/docs/ai/SYSTEM_OVERVIEW.md b/docs/ai/SYSTEM_OVERVIEW.md new file mode 100644 index 0000000..60bda1a --- /dev/null +++ b/docs/ai/SYSTEM_OVERVIEW.md @@ -0,0 +1,277 @@ +# System Overview + +## Purpose + +chonkle is a Wasm codec pipeline library. Pipelines are DAGs of codec steps, +each implemented as a Wasm Component Model component. The Python orchestrator +parses pipeline JSON, validates wiring, topologically sorts steps, and drives +execution via wasmtime-py's Component Model API. + +Part of the NASA-IMPACT VEDA / cylf-dev ecosystem for satellite imagery processing. + +## Architecture + +Pipeline DAG design where each execution is driven by a pipeline JSON file: + +- **Parsing**: `pipeline.py` parses JSON into a validated `Pipeline` dataclass + with topologically sorted steps +- **Codec wrapper classes** (`codecs.py`): `Codec` ABC normalizes different + backends. `ComponentCodec` wraps a Component Model component. + `CoreWasmCodec` wraps a core wasm32-wasi reactor module using the binary + port-map wire format (serialized port-maps via `Memory.read`/`Memory.write`). + `detect_codec_type()` reads the 8-byte wasm header to distinguish core vs + component model binaries. Port-map serialization helpers + (`_serialize_port_map`, `_deserialize_port_map`) implement the core ABI wire + format. +- **Resolution** (`resolver.py`): `Resolver` maps codec_ids to `Codec` instances. + Resolution chain: explicit paths → per-codec overrides → local codec store + (content-addressed, `~/.chonkle/codecs/{codec_id}/{hash}.wasm`) → pipeline + sources (download and install). Backend preference system selects among + multiple implementations. Key types: `Resolver`, `CodecEntry`. +- **Preparation** (`executor.py`): `prepare()` resolves codec_ids via + `Resolver`, validates wiring against codec signatures (deferred output port + checks), validates all signatures, and returns a `PreparedPipeline`. + Validation failures are reported before any codec is called. +- **Execution** (`executor.py`): `run()` takes a `PreparedPipeline` and inputs, + executes the DAG by calling `codec.call(direction, port_map)` for each step. + Data flows between steps through `value_store: dict[str, bytes]` on the Python + heap. +- **Codec interface** (Component Model): each component implements + `chonkle:codec/transform@0.1.0` (defined in `wit/codec.wit`), exporting + `encode` and `decode` functions that take a `port-map` (list of named byte + buffers) and return a `result`. +- **Port routing** (v1): each codec step has exactly one data input port and one + data output port, both named `"bytes"`. Constants are JSON-encoded and passed + through port-maps alongside data ports. `value_store` maps wiring refs to + `bytes` values. Fan-out (a step producing multiple distinct data ports) is + deferred. +- **Direction**: `pipeline.direction` records which direction the DAG was authored + in (by convention, `"decode"`). The caller always specifies a runtime direction + when calling `prepare()`. When `direction == pipeline.direction`, execution is + forward (current order, `encode`/`decode` function). When they differ, execution + is inverted: steps run in reversed topological order, the opposite function is + called, `value_store` is seeded from `pipeline.outputs`, and results are + routed back through `step.inputs` wiring refs. + +## Subsystems + +- **pipeline** (`pipeline.py`): parse pipeline JSON, validate wiring references, + topological sort (Kahn's algorithm). Entry points: `parse()`. Key types: + `Pipeline`, `StepSpec`, `WiringRef` +- **codecs** (`codecs.py`): codec wrapper classes. `Codec` ABC defines the + `call(direction, port_map)` and `signature()` interface. `ComponentCodec` + wraps a Wasmtime Component Model component (instantiation, WIT function + lookup, encode/decode call). `CoreWasmCodec` wraps a core wasm32-wasi + reactor module (instantiation, binary port-map serialization via + `Memory.read`/`Memory.write`, `alloc`/`dealloc`/`encode`/`decode` calls). + The core wasm instance is kept alive for the codec's lifetime (required for + future single-copy transfer). `detect_codec_type()` reads the wasm binary + header to distinguish core (`01 00 00 00`) from component (`0d 00 01 00`). + Key types: `Codec`, `ComponentCodec`, `CoreWasmCodec`, `PortMap` +- **resolver** (`resolver.py`): codec resolution and local store. `Resolver` + maps codec_ids to `Codec` instances via a resolution chain: explicit paths → + per-codec overrides → local store scan → pipeline sources download. + `_scan_store()` indexes the local codec store directory. `CodecEntry` holds + store metadata. Key types: `Resolver`, `CodecEntry`. +- **executor** (`executor.py`): prepare and execute a `Pipeline` via `Codec` + wrappers. Entry points: `prepare(pipeline, direction, *, resolver=None)` → + `PreparedPipeline`, `run(prepared, inputs)` → outputs. `prepare()` phases: + codec resolution (via `Resolver`), wiring validation against codec signatures + (`_validate_wiring_against_signatures()`), signature validation + (`_validate_signatures()`). `run()` phases: `_execute_forward()` / + `_execute_inverted()` (split by direction, both use + `value_store: dict[str, bytes]`), `_forward_port_map()` / + `_inverted_port_map()` (build port-maps from value_store). + `_get_encode_only_inputs()` derives encode-only ports from codec signatures. + `_validate_signature()` (per-step signature checker), `_check_input_types()` + (cross-step type compatibility). Key type: `PreparedPipeline` +- **wasm_download** (`wasm_download.py`): resolve codec URIs to local paths and + cache remote downloads. `resolve_uri()` handles `file://`, `https://`, and + `oci://`. Downloads only the `.wasm` file (signatures are embedded as custom + sections). Cache keyed by SHA-256 of URL (HTTPS) or reference path (OCI). + Respects `CHONKLE_CACHE_DIR` and `CHONKLE_FORCE_DOWNLOAD` env vars. +- **wasm_signature** (`wasm_signature.py`): pure-Python reader and writer for the + `chonkle:signature` custom section in Wasm binaries. `read_signature()` reads + from a file path, `read_signature_bytes()` from in-memory bytes, + `embed_signature()` appends or replaces the section. Works with both core and + Component Model binaries. No wasmtime dependency. +- **tools** (`tools/embed_signature.py`): CLI tool to embed a `signature.json` + file into a `.wasm` binary as a `chonkle:signature` custom section. + `python -m chonkle.tools.embed_signature `. +- **cli** (`cli.py`): `chonkle run --pipeline pipeline.json --input name=file` + command with `--codec-store`, `--preference`, `--override` flags for + resolver configuration. `chonkle codecs [codec_id]` subcommand lists + installed codec implementations. + +## Codec Interface (Component Model WIT) + +```wit +package chonkle:codec@0.1.0; + +interface transform { + type port-name = string; + type port-map = list>>; + + encode: func(inputs: port-map) -> result; + decode: func(inputs: port-map) -> result; +} + +world codec { + export transform; +} +``` + +Defined in `wit/codec.wit`. Component Model codecs implement this interface. +The executor locates functions via the `chonkle:codec/transform@0.1.0` +interface key in the component's exports. + +## Codec Interface (Core ABI) + +Core wasm codecs are wasm32-wasi reactor modules exporting: + +- `memory: Memory` — linear memory +- `alloc: func(size: i32) -> i32` — allocate bytes +- `dealloc: func(ptr: i32, size: i32)` — free bytes +- `encode: func(ptr: i32, len: i32) -> i64` — encode operation +- `decode: func(ptr: i32, len: i32) -> i64` — decode operation + +Port-maps are serialized to a binary wire format (little-endian u32 lengths, +UTF-8 names, raw data). Return value packs `(output_ptr << 32) | output_len`. +Error is signaled by returning `0`. Full spec in `docs/reference/CORE_ABI.md`. + +## Pipeline JSON Schema + +```json +{ + "codec_id": "my-pipeline", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {"level": {"type": "int", "value": 3}}, + "sources": {"some-codec": "oci://ghcr.io/example/some-codec:v1"}, + "outputs": {"bytes": "step_name.port_name"}, + "steps": { + "step_name": { + "codec_id": "some-codec", + "inputs": {"bytes": "input.bytes", "level": "constant.level"} + } + } +} +``` + +Field notes: + +- `codec_id` at the pipeline level is required (a pipeline is itself a codec per protospec) +- Each step's key in the `steps` object is the unique DAG node identifier; used in wiring references; must be unique within the pipeline +- `codec_id` within each step is the logical codec identifier; the same codec may appear as multiple steps with different keys +- `sources` (pipeline level, optional) maps codec_ids to download URIs; used as advisory fetch hints by the `Resolver` when a codec is not in the local store +- Wiring reference forms: `input.`, `constant.`, `.` +- `inputs` (pipeline level) are typed dicts: `{"port": {"type": "..."}}`. Step inputs are `port_name → wiring_ref_string`. Step output ports are not declared in the pipeline; they come from codec signatures and are validated at `prepare()` time. +- `constants` are typed descriptors: `{"name": {"type": "...", "value": ...}}`; type info is stored but not validated (PoC scope) +- `encode_only` is a property of codec signature input ports, not the pipeline; the executor derives encode-only sets from signatures at `prepare()` time +- `configuration` field is absent; all codec parameters flow through port-maps via constants (JSON-encoded as bytes in the port-map) + +## Codec Signature (Embedded Custom Section) + +Each `.wasm` binary contains a `chonkle:signature` custom section with the +protospec codec signature as JSON. **Required** — `_validate_signature()` raises +`ValueError` if absent. The signature is embedded at build time using +`python -m chonkle.tools.embed_signature`. Source `signature.json` files in each +codec's source directory are build inputs (not distribution artifacts). + +```json +{ + "codec_id": "zstd", + "implementation": "zstd-rs", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "level": {"type": "int", "required": false, "default": 3, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` + +The `implementation` field identifies the specific build/project that produced +the binary. It is set by the implementer at build time. + +The `.signature.json` sidecar convention is eliminated — signatures are read +directly from the `.wasm` binary via `read_signature()` in `wasm_signature.py`. +Downloads (`https://`, `oci://`) fetch only the `.wasm` file. + +Validation rules: + +- Both inputs and outputs use **subset checks** — the step need not use every port + the codec declares +- Input validation is **direction-aware**: ports marked `encode_only: true` are + excluded from the valid input set when running in decode direction +- Active step inputs = `step.inputs.keys() - encode_only_inputs` (the executor + already skips encode_only_inputs during decode) + +## Codec Cache + +Two distinct layers: + +1. **Fetch cache** (`wasm_download.py`): stores downloaded `.wasm` files locally. + Keyed on SHA-256 of URL. Only the `.wasm` is fetched (signatures are + embedded). Controlled by `CHONKLE_CACHE_DIR` and `CHONKLE_FORCE_DOWNLOAD`. +2. **Compilation cache**: wasmtime's built-in disk cache for compiled `.cwasm` + artifacts. Enabled via `wasmtime.Config().cache = True`. Managed by wasmtime. + +## Major Rules + +- Two codec backends are implemented: Component Model Wasm (`ComponentCodec`) + and Core Wasm (`CoreWasmCodec`). Both use the `Codec` ABC. Core wasm codecs + use the binary port-map wire format (see `docs/reference/CORE_ABI.md`) + instead of the Component Model canonical ABI. Native (numcodecs) backend is + planned but not yet implemented. +- Each codec step has exactly one data input port and one data output port, + both named `"bytes"` (v1 scope; write fan-out deferred) +- `encode_only` is derived from codec signatures at `prepare()` time, not + declared in pipeline JSON. Encode-only inputs are omitted from port-maps on + `decode` calls; included on `encode` calls (even when inverted). +- Constants are JSON-encoded as bytes and passed through port-maps alongside + data ports +- Wiring validation is split: step existence and input/constant refs are + checked at parse time; step output port refs are validated at `prepare()` time + against codec signatures. Signature validation runs in a pre-execution pass + (all steps validated before any component is called). +- Signatures are embedded in `.wasm` binaries as `chonkle:signature` custom + sections; execution raises `ValueError` if absent +- `http://` URIs raise `ValueError`; `file://`, `https://`, `oci://` are supported +- Pipeline inversion (encode ↔ decode DAG reversal) is implemented: pass `direction` opposite to `pipeline.direction` to `run()` + +## Development + +- **Package manager**: uv (lock file: `uv.lock`) +- **Build backend**: hatchling +- **Python**: >= 3.13, CI tests on 3.13 and 3.14 +- **Linting/formatting**: ruff (extensive rule set) +- **Type checking**: mypy (`ignore_missing_imports = true`) +- **Testing**: pytest +- **Pre-commit**: ruff check, ruff format, mypy, yaml/toml validation +- **CI**: GitHub Actions — lint job (Python 3.14) + test matrix (3.13, 3.14) +- **Runtime deps**: wasmtime, oras + +## Testing + +- Tests that require compiled codec `.wasm` files are marked `CODEC_REQUIRED` + (`skipif(True, ...)`) and will not pass until codecs are built +- Network tests gated behind `--run-network` / `@pytest.mark.network` +- Test data is generated programmatically in `conftest.py` (no binary blobs) + +## Writing Style + +- Avoid qualitative claims without data: do not use "significant", "dramatic", + "substantial", "greatly" unless backed by measurements or statistical analysis +- State facts directly without editorializing +- Skip self-congratulatory language in commit messages, code comments, and docs +- Use as few contractions as possible + +## Maintenance + +- Update this file when subsystems change or new patterns are established +- Update `REPO_MAP.md` when adding/removing directories or modules +- Update `RECENT_CHANGES.md` when making architectural changes (not bug fixes). + Prune entries older than ~3 months or when the file exceeds ~15 items. +- Keep all docs/ai/ files scannable: bullets over paragraphs, minimal code blocks diff --git a/docs/reference/CORE_ABI.md b/docs/reference/CORE_ABI.md new file mode 100644 index 0000000..716c08e --- /dev/null +++ b/docs/reference/CORE_ABI.md @@ -0,0 +1,150 @@ +# Core ABI Contract + +Core Wasm codecs are wasm32-wasi reactor modules that implement the chonkle core ABI. They use a binary port-map wire format instead of the Component Model canonical ABI, enabling direct memory access at host-native speed (~10 GB/s vs ~1.7 MB/s for the canonical ABI path). + +## Required Exports + +| Export | Type | Description | +|---|---|---| +| `memory` | Memory | Linear memory accessible to the host | +| `alloc` | `func(size: i32) -> i32` | Allocate `size` bytes; return pointer or 0 on failure | +| `dealloc` | `func(ptr: i32, size: i32)` | Free a buffer previously returned by `alloc` or by `encode`/`decode` | +| `encode` | `func(port_map_ptr: i32, port_map_len: i32) -> i64` | Encode operation | +| `decode` | `func(port_map_ptr: i32, port_map_len: i32) -> i64` | Decode operation | + +## Port-Map Wire Format + +All multi-byte integers are little-endian. + +``` +u32: entry_count +For each entry: + u32: name_len + u8[name_len]: name (UTF-8, not null-terminated) + u32: data_len + u8[data_len]: data +``` + +No padding or alignment between fields. Entries are serialized in order. + +### Example + +A port-map with one entry `("bytes", [0xDE, 0xAD])`: + +``` +01 00 00 00 entry_count = 1 +05 00 00 00 name_len = 5 +62 79 74 65 73 name = "bytes" +02 00 00 00 data_len = 2 +DE AD data +``` + +Total: 19 bytes. + +## Calling Convention + +### Input ownership + +The host allocates the input buffer in the module's linear memory via `alloc()`, then writes the serialized port-map via `Memory.write()`. The codec takes ownership of this buffer and is responsible for freeing it. + +### Return value + +`encode` and `decode` return a packed `i64`: + +``` +i64 = (output_ptr << 32) | output_len +``` + +- `output_ptr` (upper 32 bits): pointer to the serialized output port-map in linear memory +- `output_len` (lower 32 bits): byte length of the serialized output + +### Output ownership + +The host reads the output port-map from linear memory, then calls `dealloc(output_ptr, output_len)` to free it. + +### Error signaling + +Return `0` (i.e., `ptr=0, len=0`) to signal an error. A future revision may add structured error reporting. + +## Call Sequence + +``` +Host Module + | | + |-- alloc(input_size) ------------>| + |<------------ input_ptr ---------| + | | + |-- Memory.write(input_ptr, data)->| + | | + |-- encode(input_ptr, input_size)->| + | [module frees input] | + | [module allocates out] | + |<------ (output_ptr, output_len) -| + | | + |-- Memory.read(output_ptr, ...) ->| + | | + |-- dealloc(output_ptr, out_len) ->| + | | +``` + +## Signature + +Core wasm codecs embed a `chonkle:signature` custom section in the `.wasm` binary, identical in format to Component Model codecs. The signature is embedded as a post-build step: + +```bash +python -m chonkle.tools.embed_signature codec.wasm signature.json +``` + +## Relationship to Component Model WIT + +The WIT interface (`chonkle:codec/transform@0.1.0`) is unchanged and applies only to Component Model codecs. Core wasm codecs use the binary port-map wire format via `Memory.read`/`Memory.write`. The executor's codec wrapper classes bridge the difference: the executor always works with `list[tuple[str, bytes]]` regardless of backend. + +## Reference Implementations + +### C + +Reference C implementation is provided in `codec/shared/core_abi.h` and `codec/shared/core_abi.c`. See `codec/identity-core-c/` for a complete codec using these helpers. + +### Rust + +```rust +/// Parse a port-map from the wire format. +fn parse_port_map(data: &[u8]) -> Vec<(&str, &[u8])> { + let mut offset = 0; + let count = u32::from_le_bytes(data[offset..offset + 4].try_into().unwrap()) as usize; + offset += 4; + let mut entries = Vec::with_capacity(count); + for _ in 0..count { + let name_len = + u32::from_le_bytes(data[offset..offset + 4].try_into().unwrap()) as usize; + offset += 4; + let name = std::str::from_utf8(&data[offset..offset + name_len]).unwrap(); + offset += name_len; + let data_len = + u32::from_le_bytes(data[offset..offset + 4].try_into().unwrap()) as usize; + offset += 4; + let port_data = &data[offset..offset + data_len]; + offset += data_len; + entries.push((name, port_data)); + } + entries +} + +/// Serialize a port-map to the wire format. +fn serialize_port_map(entries: &[(&str, &[u8])]) -> Vec { + let mut buf = Vec::new(); + buf.extend_from_slice(&(entries.len() as u32).to_le_bytes()); + for (name, data) in entries { + buf.extend_from_slice(&(name.len() as u32).to_le_bytes()); + buf.extend_from_slice(name.as_bytes()); + buf.extend_from_slice(&(data.len() as u32).to_le_bytes()); + buf.extend_from_slice(data); + } + buf +} + +/// Pack a (ptr, len) pair into a single i64 return value. +fn pack_result(ptr: u32, len: u32) -> i64 { + ((ptr as i64) << 32) | (len as i64) +} +``` diff --git a/src/chonkle/__init__.py b/src/chonkle/__init__.py index 5b67254..3792086 100644 --- a/src/chonkle/__init__.py +++ b/src/chonkle/__init__.py @@ -1,6 +1,12 @@ """Wasm codec pipeline library.""" -from chonkle.codecs import Codec, ComponentCodec, PortMap, detect_codec_type +from chonkle.codecs import ( + Codec, + ComponentCodec, + CoreWasmCodec, + PortMap, + detect_codec_type, +) from chonkle.executor import PreparedPipeline, prepare, run from chonkle.pipeline import Direction, Pipeline, StepSpec from chonkle.resolver import CodecEntry, Resolver @@ -10,6 +16,7 @@ "Codec", "CodecEntry", "ComponentCodec", + "CoreWasmCodec", "Direction", "Pipeline", "PortMap", diff --git a/src/chonkle/codecs.py b/src/chonkle/codecs.py index 468631c..9aa6635 100644 --- a/src/chonkle/codecs.py +++ b/src/chonkle/codecs.py @@ -7,6 +7,7 @@ from __future__ import annotations +import struct from abc import ABC, abstractmethod from pathlib import Path from typing import Any @@ -117,6 +118,136 @@ def call(self, direction: Direction, port_map: PortMap) -> PortMap: return [(str(name), bytes(data)) for name, data in result] +def _require_export[T]( + exports: Any, name: str, expected_type: type[T], wasm_path: Path +) -> T: + """Get a named export and verify its type, raising on mismatch.""" + val = exports[name] + if not isinstance(val, expected_type): + msg = ( + f"Core wasm module at {wasm_path}: export {name!r} " + f"is {type(val).__name__}, expected {expected_type.__name__}" + ) + raise RuntimeError(msg) + return val + + +class CoreWasmCodec(Codec): + """Wraps a Core Wasm codec implementing the core port-map ABI. + + Instantiates a core wasm32-wasi reactor module and calls + ``encode``/``decode`` using the binary port-map wire format via + ``Memory.read``/``Memory.write``. The module instance is kept alive + for the duration of the codec's lifetime to support single-copy + transfer in a future phase. + + Required module exports: ``memory``, ``alloc``, ``dealloc``, + ``encode``, ``decode``. + """ + + def __init__(self, engine: wasmtime.Engine, wasm_path: Path) -> None: + self._engine = engine + self._wasm_path = wasm_path + self._sig = read_signature(wasm_path) + + module = wasmtime.Module.from_file(engine, str(wasm_path)) + self._store = wasmtime.Store(engine) + self._store.set_wasi(wasmtime.WasiConfig()) + linker = wasmtime.Linker(engine) + linker.define_wasi() + instance = linker.instantiate(self._store, module) + + exports = instance.exports(self._store) + self._memory = _require_export(exports, "memory", wasmtime.Memory, wasm_path) + self._alloc_fn = _require_export(exports, "alloc", wasmtime.Func, wasm_path) + self._dealloc_fn = _require_export(exports, "dealloc", wasmtime.Func, wasm_path) + self._encode_fn = _require_export(exports, "encode", wasmtime.Func, wasm_path) + self._decode_fn = _require_export(exports, "decode", wasmtime.Func, wasm_path) + + @property + def codec_type(self) -> str: + return "core" + + @property + def codec_id(self) -> str: + return self._sig.get("codec_id", "") + + @property + def implementation(self) -> str: + return self._sig.get("implementation", "") + + def signature(self) -> dict[str, Any]: + return self._sig + + @property + def memory(self) -> wasmtime.Memory: + """The module's linear memory (exposed for single-copy transfer).""" + return self._memory + + @property + def store(self) -> wasmtime.Store: + """The Wasmtime store bound to this instance.""" + return self._store + + def call(self, direction: Direction, port_map: PortMap) -> PortMap: + """Call encode or decode using the core port-map ABI.""" + fn = self._encode_fn if direction == "encode" else self._decode_fn + + input_bytes = _serialize_port_map(port_map) + input_ptr = self._alloc_fn(self._store, len(input_bytes)) + if input_ptr == 0: + msg = f"Core wasm alloc returned null for {len(input_bytes)} bytes" + raise RuntimeError(msg) + self._memory.write(self._store, input_bytes, input_ptr) + + result = fn(self._store, input_ptr, len(input_bytes)) + + output_ptr = (result >> 32) & 0xFFFFFFFF + output_len = result & 0xFFFFFFFF + + if output_ptr == 0 and output_len == 0: + msg = f"Core wasm codec {direction} returned error" + raise RuntimeError(msg) + + output_bytes = bytes( + self._memory.read(self._store, output_ptr, output_ptr + output_len) + ) + self._dealloc_fn(self._store, output_ptr, output_len) + + return _deserialize_port_map(output_bytes) + + +def _serialize_port_map(port_map: PortMap) -> bytes: + """Serialize a port-map to the core ABI wire format.""" + parts = [struct.pack(" PortMap: + """Deserialize a port-map from the core ABI wire format.""" + offset = 0 + (entry_count,) = struct.unpack_from(" str: """Detect whether a ``.wasm`` file is core or component model. diff --git a/src/chonkle/resolver.py b/src/chonkle/resolver.py index 6dab621..08562a0 100644 --- a/src/chonkle/resolver.py +++ b/src/chonkle/resolver.py @@ -17,7 +17,7 @@ import wasmtime -from chonkle.codecs import Codec, ComponentCodec, detect_codec_type +from chonkle.codecs import Codec, ComponentCodec, CoreWasmCodec, detect_codec_type from chonkle.wasm_signature import read_signature @@ -170,14 +170,12 @@ def _instantiate_path(self, wasm_path: Path) -> Codec: codec_type = detect_codec_type(wasm_path) if codec_type == "component": return ComponentCodec(self._engine, wasm_path) - msg = f"Core Wasm codecs are not yet supported: {wasm_path}" - raise ValueError(msg) + return CoreWasmCodec(self._engine, wasm_path) def _instantiate(self, entry: CodecEntry) -> Codec: if entry.codec_type == "component": return ComponentCodec(self._engine, entry.path) - msg = f"Core Wasm codecs are not yet supported: {entry.path}" - raise ValueError(msg) + return CoreWasmCodec(self._engine, entry.path) def _resolve_from_source(self, codec_id: str, uri: str) -> Codec: from chonkle.wasm_download import resolve_uri diff --git a/tests/test_codecs.py b/tests/test_codecs.py index 1b6d9e0..10a4e15 100644 --- a/tests/test_codecs.py +++ b/tests/test_codecs.py @@ -1,10 +1,11 @@ """Tests for codec wrapper classes and binary detection.""" +import struct from pathlib import Path import pytest -from chonkle.codecs import detect_codec_type +from chonkle.codecs import _deserialize_port_map, _serialize_port_map, detect_codec_type # Wasm magic + version headers. _CORE_HEADER = b"\x00asm\x01\x00\x00\x00" @@ -39,3 +40,42 @@ def test_unknown_version_raises(self, tmp_path: Path) -> None: wasm.write_bytes(b"\x00asm\xff\x00\x00\x00") with pytest.raises(ValueError, match="Unknown Wasm version"): detect_codec_type(wasm) + + +class TestPortMapSerialization: + """Tests for the core ABI port-map wire format serialization.""" + + def test_roundtrip_single_port(self) -> None: + port_map = [("bytes", b"\xde\xad\xbe\xef")] + assert _deserialize_port_map(_serialize_port_map(port_map)) == port_map + + def test_roundtrip_multiple_ports(self) -> None: + port_map = [("bytes", b"hello"), ("level", b"3")] + assert _deserialize_port_map(_serialize_port_map(port_map)) == port_map + + def test_roundtrip_empty_port_map(self) -> None: + port_map: list[tuple[str, bytes]] = [] + assert _deserialize_port_map(_serialize_port_map(port_map)) == port_map + + def test_roundtrip_empty_data(self) -> None: + port_map = [("empty", b"")] + assert _deserialize_port_map(_serialize_port_map(port_map)) == port_map + + def test_wire_format_structure(self) -> None: + """Verify the wire format matches the spec (little-endian u32 lengths).""" + port_map = [("bytes", b"\xde\xad")] + raw = _serialize_port_map(port_map) + # u32 entry_count=1, u32 name_len=5, "bytes", u32 data_len=2, 0xDE 0xAD + assert struct.unpack_from(" None: + data = bytes(range(256)) * 1024 # 256 KB + port_map = [("bytes", data)] + result = _deserialize_port_map(_serialize_port_map(port_map)) + assert result[0][0] == "bytes" + assert result[0][1] == data diff --git a/tests/test_executor.py b/tests/test_executor.py index b928c30..3cbbd3b 100644 --- a/tests/test_executor.py +++ b/tests/test_executor.py @@ -79,6 +79,14 @@ def _prepared( reason="requires compiled codec .wasm files (built in a separate session)", ) +_CORE_IDENTITY_WASM = _CODEC_DIR / "identity-core-c" / "zig-out" / "identity-core.wasm" +CORE_CODEC_REQUIRED = pytest.mark.skipif( + not _CORE_IDENTITY_WASM.exists(), + reason=( + "Core identity codec .wasm not present — build codec/identity-core-c first" + ), +) + _COG_WASM_ZLIB = _CODEC_DIR / "zlib-rs" / "zlib.wasm" _COG_WASM_PREDICTOR2 = _CODEC_DIR / "tiff-predictor-2-c" / "tiff-predictor-2.wasm" COG_CODECS_REQUIRED = pytest.mark.skipif( @@ -1170,6 +1178,112 @@ def test_split_segment_sizes( assert len(result["data"]) == len(data) - rep_length - def_length +@CORE_CODEC_REQUIRED +class TestCoreWasmPipeline: + """Tests for core wasm codec steps in DAG pipelines.""" + + def test_single_step_core_encode(self, raw_chunk: bytes) -> None: + """A single core wasm identity step produces identical output on encode.""" + pipeline = Pipeline.parse( + { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "s.bytes"}, + "steps": { + "s": { + "codec_id": "identity", + "inputs": {"bytes": "input.bytes"}, + } + }, + } + ) + resolver = Resolver(paths={"identity": _CORE_IDENTITY_WASM}) + prepared = prepare(pipeline, "encode", resolver=resolver) + assert prepared.codecs["s"].codec_type == "core" + result = run(prepared, {"bytes": raw_chunk}) + assert result["bytes"] == raw_chunk + + def test_single_step_core_decode(self, raw_chunk: bytes) -> None: + """A single core wasm identity step produces identical output on decode.""" + pipeline = Pipeline.parse( + { + "codec_id": "test", + "direction": "decode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "s.bytes"}, + "steps": { + "s": { + "codec_id": "identity", + "inputs": {"bytes": "input.bytes"}, + } + }, + } + ) + resolver = Resolver(paths={"identity": _CORE_IDENTITY_WASM}) + prepared = prepare(pipeline, "decode", resolver=resolver) + result = run(prepared, {"bytes": raw_chunk}) + assert result["bytes"] == raw_chunk + + def test_two_step_core_pipeline(self, raw_chunk: bytes) -> None: + """Two sequential core wasm identity steps route data correctly.""" + pipeline = Pipeline.parse( + { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "step_b.bytes"}, + "steps": { + "step_a": { + "codec_id": "identity", + "inputs": {"bytes": "input.bytes"}, + }, + "step_b": { + "codec_id": "identity", + "inputs": {"bytes": "step_a.bytes"}, + }, + }, + } + ) + resolver = Resolver(paths={"identity": _CORE_IDENTITY_WASM}) + prepared = prepare(pipeline, "encode", resolver=resolver) + result = run(prepared, {"bytes": raw_chunk}) + assert result["bytes"] == raw_chunk + + def test_inverted_core_pipeline(self, raw_chunk: bytes) -> None: + """An inverted core wasm pipeline produces identical output.""" + pipeline = Pipeline.parse( + { + "codec_id": "test", + "direction": "decode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "s.bytes"}, + "steps": { + "s": { + "codec_id": "identity", + "inputs": {"bytes": "input.bytes"}, + } + }, + } + ) + resolver = Resolver(paths={"identity": _CORE_IDENTITY_WASM}) + prepared = prepare(pipeline, "encode", resolver=resolver) + result = run(prepared, {"bytes": raw_chunk}) + assert result["bytes"] == raw_chunk + + def test_core_codec_resolver_detects_type(self) -> None: + """The resolver instantiates a CoreWasmCodec for core wasm binaries.""" + resolver = Resolver(paths={"identity": _CORE_IDENTITY_WASM}) + codec = resolver.resolve("identity") + assert codec.codec_type == "core" + assert codec.codec_id == "identity" + assert codec.implementation == "identity-core-c" + + @COG_CODECS_REQUIRED class TestCogChunkPipeline: """Round-trip and decode tests for the COG zlib+tiff-predictor-2 pipeline.""" From bc4fd8164d1aa4ed08da6cc719ec072a335c76aa Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Thu, 26 Mar 2026 16:07:58 -0500 Subject: [PATCH 20/52] feat: add single-copy transfer between sequential core wasm codec steps MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit CoreWasmCodec.call() now returns lazy output port-maps with CoreWasmRef entries — bulk data stays in linear memory instead of being copied to Python. When a downstream codec is also a CoreWasmCodec, input data is transferred via ctypes.memmove between linear memories (1 copy instead of 2). Non-core downstream codecs receive materialized bytes. --- docs/ai/RECENT_CHANGES.md | 28 ++++- docs/ai/REPO_MAP.md | 21 ++-- docs/ai/SYSTEM_OVERVIEW.md | 39 +++++-- src/chonkle/__init__.py | 2 + src/chonkle/codecs.py | 186 ++++++++++++++++++++++++++--- src/chonkle/executor.py | 51 +++++--- tests/test_executor.py | 231 ++++++++++++++++++++++++++++++++++++- 7 files changed, 504 insertions(+), 54 deletions(-) diff --git a/docs/ai/RECENT_CHANGES.md b/docs/ai/RECENT_CHANGES.md index 7f28d57..c21fa79 100644 --- a/docs/ai/RECENT_CHANGES.md +++ b/docs/ai/RECENT_CHANGES.md @@ -4,13 +4,37 @@ Only architectural, structural, and workflow changes. Not bug fixes or minor twe ## March 2026 +- **Single-copy optimization** (Phase 5 of mixed-codec architecture): data + transfer between sequential core wasm codec steps now uses a single + `ctypes.memmove` between linear memories instead of two copies through Python. + - Added `CoreWasmRef` dataclass to `codecs.py`: deferred reference to data in + a core wasm module's linear memory. `materialize()` copies to Python bytes + only when needed (e.g., for non-core downstream codecs or final output). + - `CoreWasmCodec.call()` now returns lazy output port-maps: metadata (port + names, lengths) is parsed from linear memory but bulk data stays as + `CoreWasmRef` entries. Input port-maps with `CoreWasmRef` entries are + serialized into the destination module's memory using `_copy_between_memories` + (ctypes.memmove via `Memory.data_ptr()`, with `Memory.read`/`Memory.write` + fallback). + - Added `_deserialize_port_map_lazy()`, `_copy_between_memories()`, and + `_single_copy_transfer()` to `codecs.py`. + - Executor `value_store` widened to `dict[str, bytes | CoreWasmRef]`. + Port-map builders (`_forward_port_map`, `_inverted_port_map`) pass + `CoreWasmRef` values through for core wasm codecs and materialize them for + other backends. `_materialize()` helper resolves final pipeline outputs. + - Exported `CoreWasmRef` from `chonkle.__init__`. + - Added `TestSingleCopyWiring` (mock-based executor materialization tests) and + `TestSingleCopyCorePipeline` (integration tests with real core identity + codec: two-step, three-step chain, inverted execution, lazy output + verification). + - **Core ABI** (Phase 4 of mixed-codec architecture): core wasm codecs are now supported as a second backend alongside Component Model codecs. - Added `CoreWasmCodec` to `codecs.py`: wraps a wasm32-wasi reactor module, serializes/deserializes port-maps using a binary wire format via `Memory.read`/`Memory.write`, calls `alloc`/`dealloc`/`encode`/`decode` - exports. Module instance is kept alive for the codec's lifetime (preparing - for single-copy transfer in Phase 5). + exports. Module instance is kept alive for the codec's lifetime so + downstream core codecs can single-copy transfer from its linear memory. - Added port-map wire format helpers (`_serialize_port_map`, `_deserialize_port_map`) in `codecs.py`. - Added `docs/reference/CORE_ABI.md`: normative spec for the core ABI diff --git a/docs/ai/REPO_MAP.md b/docs/ai/REPO_MAP.md index 4fe5ba7..a5af40e 100644 --- a/docs/ai/REPO_MAP.md +++ b/docs/ai/REPO_MAP.md @@ -59,10 +59,13 @@ Core library. All public API is re-exported from `__init__.py`. component (Wasmtime instantiation, WIT function lookup, encode/decode call). `CoreWasmCodec` wraps a core wasm32-wasi reactor module (binary port-map serialization, `Memory.read`/`Memory.write`, `alloc`/`dealloc` calls). + `CoreWasmCodec.call()` returns `CoreWasmRef` entries (lazy output parsing) + and accepts them as input (single-copy via `ctypes.memmove`). `detect_codec_type()` reads the wasm binary header to route to the correct wrapper. Port-map wire format helpers: `_serialize_port_map`, - `_deserialize_port_map`. Key types: `Codec`, `ComponentCodec`, - `CoreWasmCodec`, `PortMap`. + `_deserialize_port_map`, `_deserialize_port_map_lazy`. Cross-module transfer: + `_copy_between_memories`, `_single_copy_transfer`. Key types: `Codec`, + `ComponentCodec`, `CoreWasmCodec`, `CoreWasmRef`, `PortMap`. - **resolver.py** — Codec resolution and local store. `Resolver` maps codec_ids to `Codec` instances via: explicit paths → per-codec overrides → local store (`~/.chonkle/codecs/{codec_id}/{hash}.wasm`) → pipeline sources @@ -72,10 +75,12 @@ Core library. All public API is re-exported from `__init__.py`. points: `prepare(pipeline, direction, *, resolver=None)` → `PreparedPipeline`, `run(prepared, inputs)` → output dict. `prepare()` resolves codec_ids via `Resolver`, validates wiring against signatures (deferred output port checks), - and validates all signatures. `run()` executes the DAG. Encode-only inputs - are derived from codec signatures. Key internals: `PreparedPipeline`, - `value_store`, `_forward_port_map`, `_inverted_port_map`, - `_get_encode_only_inputs`, `_validate_wiring_against_signatures`. + and validates all signatures. `run()` executes the DAG. `value_store` holds + `bytes | CoreWasmRef`; port-map builders materialize refs for non-core + codecs, pass through for core codecs. `_materialize()` resolves final + outputs. Encode-only inputs are derived from codec signatures. Key internals: + `PreparedPipeline`, `value_store`, `_forward_port_map`, `_inverted_port_map`, + `_materialize`, `_get_encode_only_inputs`, `_validate_wiring_against_signatures`. - **wasm_download.py** — codec URI resolution and fetch cache. `resolve_uri()` handles `file://`, `https://`, and `oci://`. Downloads only the `.wasm` file (signatures are embedded). `download_https()` and `download_oci()` store @@ -99,7 +104,9 @@ pytest-based. Network tests require `--run-network` flag. - **test_codecs.py** — `detect_codec_type()` binary header detection tests - **test_executor.py** — executor wiring logic (fake codec instances), signature validation via `prepare()`, URI resolution integration, - CODEC_REQUIRED codec round-trip tests via `prepare()` + `run()` + CODEC_REQUIRED codec round-trip tests via `prepare()` + `run()`, + single-copy wiring tests (`TestSingleCopyWiring` with mock refs, + `TestSingleCopyCorePipeline` with real core identity codec) - **test_wasm_download.py** — cache behavior, HTTPS and OCI download mocking, force-redownload - **test_wasm_signature.py** — custom section reader/writer tests: round-trip diff --git a/docs/ai/SYSTEM_OVERVIEW.md b/docs/ai/SYSTEM_OVERVIEW.md index 60bda1a..c62f252 100644 --- a/docs/ai/SYSTEM_OVERVIEW.md +++ b/docs/ai/SYSTEM_OVERVIEW.md @@ -18,11 +18,16 @@ Pipeline DAG design where each execution is driven by a pipeline JSON file: - **Codec wrapper classes** (`codecs.py`): `Codec` ABC normalizes different backends. `ComponentCodec` wraps a Component Model component. `CoreWasmCodec` wraps a core wasm32-wasi reactor module using the binary - port-map wire format (serialized port-maps via `Memory.read`/`Memory.write`). + port-map wire format. `CoreWasmCodec.call()` returns lazy output port-maps + with `CoreWasmRef` entries (deferred references to data in linear memory). + When a downstream codec is also a `CoreWasmCodec`, data transfers use + `ctypes.memmove` via `Memory.data_ptr()` for single-copy between linear + memories. Non-core downstream codecs receive materialized bytes. `detect_codec_type()` reads the 8-byte wasm header to distinguish core vs component model binaries. Port-map serialization helpers - (`_serialize_port_map`, `_deserialize_port_map`) implement the core ABI wire - format. + (`_serialize_port_map`, `_deserialize_port_map`, `_deserialize_port_map_lazy`) + implement the core ABI wire format. `_copy_between_memories` and + `_single_copy_transfer` handle cross-module data transfer. - **Resolution** (`resolver.py`): `Resolver` maps codec_ids to `Codec` instances. Resolution chain: explicit paths → per-codec overrides → local codec store (content-addressed, `~/.chonkle/codecs/{codec_id}/{hash}.wasm`) → pipeline @@ -34,8 +39,12 @@ Pipeline DAG design where each execution is driven by a pipeline JSON file: Validation failures are reported before any codec is called. - **Execution** (`executor.py`): `run()` takes a `PreparedPipeline` and inputs, executes the DAG by calling `codec.call(direction, port_map)` for each step. - Data flows between steps through `value_store: dict[str, bytes]` on the Python - heap. + Data flows between steps through `value_store: dict[str, bytes | CoreWasmRef]` + — core wasm codec outputs remain as deferred references in linear memory + until consumed. Port-map builders materialize `CoreWasmRef` for non-core + downstream codecs and pass them through for core downstream codecs (enabling + single-copy transfer). Final pipeline outputs are always materialized to + bytes. - **Codec interface** (Component Model): each component implements `chonkle:codec/transform@0.1.0` (defined in `wit/codec.wit`), exporting `encode` and `decode` functions that take a `port-map` (list of named byte @@ -64,10 +73,16 @@ Pipeline DAG design where each execution is driven by a pipeline JSON file: lookup, encode/decode call). `CoreWasmCodec` wraps a core wasm32-wasi reactor module (instantiation, binary port-map serialization via `Memory.read`/`Memory.write`, `alloc`/`dealloc`/`encode`/`decode` calls). - The core wasm instance is kept alive for the codec's lifetime (required for - future single-copy transfer). `detect_codec_type()` reads the wasm binary - header to distinguish core (`01 00 00 00`) from component (`0d 00 01 00`). - Key types: `Codec`, `ComponentCodec`, `CoreWasmCodec`, `PortMap` + The core wasm instance is kept alive for the codec's lifetime so downstream + core codecs can single-copy transfer from its linear memory. `CoreWasmRef` + is a deferred reference to data in a core module's linear memory — bulk + data stays in-place until materialized or single-copied. `CoreWasmCodec` + returns `CoreWasmRef` entries from `call()` (lazy output parsing) and + accepts them as input (single-copy via `ctypes.memmove`). + `detect_codec_type()` reads the wasm binary header to distinguish core + (`01 00 00 00`) from component (`0d 00 01 00`). + Key types: `Codec`, `ComponentCodec`, `CoreWasmCodec`, `CoreWasmRef`, + `PortMap` - **resolver** (`resolver.py`): codec resolution and local store. `Resolver` maps codec_ids to `Codec` instances via a resolution chain: explicit paths → per-codec overrides → local store scan → pipeline sources download. @@ -80,8 +95,10 @@ Pipeline DAG design where each execution is driven by a pipeline JSON file: (`_validate_wiring_against_signatures()`), signature validation (`_validate_signatures()`). `run()` phases: `_execute_forward()` / `_execute_inverted()` (split by direction, both use - `value_store: dict[str, bytes]`), `_forward_port_map()` / - `_inverted_port_map()` (build port-maps from value_store). + `value_store: dict[str, bytes | CoreWasmRef]`), `_forward_port_map()` / + `_inverted_port_map()` (build port-maps from value_store, materializing + `CoreWasmRef` for non-core codecs, passing through for core codecs). + `_materialize()` resolves deferred refs to bytes for final outputs. `_get_encode_only_inputs()` derives encode-only ports from codec signatures. `_validate_signature()` (per-step signature checker), `_check_input_types()` (cross-step type compatibility). Key type: `PreparedPipeline` diff --git a/src/chonkle/__init__.py b/src/chonkle/__init__.py index 3792086..d68c791 100644 --- a/src/chonkle/__init__.py +++ b/src/chonkle/__init__.py @@ -4,6 +4,7 @@ Codec, ComponentCodec, CoreWasmCodec, + CoreWasmRef, PortMap, detect_codec_type, ) @@ -17,6 +18,7 @@ "CodecEntry", "ComponentCodec", "CoreWasmCodec", + "CoreWasmRef", "Direction", "Pipeline", "PortMap", diff --git a/src/chonkle/codecs.py b/src/chonkle/codecs.py index 9aa6635..8ce2be3 100644 --- a/src/chonkle/codecs.py +++ b/src/chonkle/codecs.py @@ -7,8 +7,11 @@ from __future__ import annotations +import ctypes import struct from abc import ABC, abstractmethod +from collections.abc import Sequence +from dataclasses import dataclass from pathlib import Path from typing import Any @@ -65,6 +68,26 @@ def call(self, direction: Direction, port_map: PortMap) -> PortMap: ... +@dataclass +class CoreWasmRef: + """Deferred reference to data in a core wasm module's linear memory. + + The data remains in linear memory and is not copied to Python until + ``materialize()`` is called. This enables single-copy transfer between + sequential core wasm codec steps via ``ctypes.memmove``. + """ + + codec: CoreWasmCodec + ptr: int + length: int + + def materialize(self) -> bytes: + """Copy the data from linear memory to a Python bytes object.""" + return bytes( + self.codec.memory.read(self.codec.store, self.ptr, self.ptr + self.length) + ) + + class ComponentCodec(Codec): """Wraps a Component Model Wasm codec. @@ -138,8 +161,8 @@ class CoreWasmCodec(Codec): Instantiates a core wasm32-wasi reactor module and calls ``encode``/``decode`` using the binary port-map wire format via ``Memory.read``/``Memory.write``. The module instance is kept alive - for the duration of the codec's lifetime to support single-copy - transfer in a future phase. + for the codec's lifetime so downstream core codecs can single-copy + transfer data directly from this module's linear memory. Required module exports: ``memory``, ``alloc``, ``dealloc``, ``encode``, ``decode``. @@ -189,18 +212,32 @@ def store(self) -> wasmtime.Store: """The Wasmtime store bound to this instance.""" return self._store - def call(self, direction: Direction, port_map: PortMap) -> PortMap: - """Call encode or decode using the core port-map ABI.""" - fn = self._encode_fn if direction == "encode" else self._decode_fn - - input_bytes = _serialize_port_map(port_map) - input_ptr = self._alloc_fn(self._store, len(input_bytes)) - if input_ptr == 0: - msg = f"Core wasm alloc returned null for {len(input_bytes)} bytes" + def _alloc(self, size: int) -> int: + """Allocate bytes in the module's linear memory.""" + ptr = self._alloc_fn(self._store, size) + if ptr == 0: + msg = f"Core wasm alloc returned null for {size} bytes" raise RuntimeError(msg) - self._memory.write(self._store, input_bytes, input_ptr) + return ptr + + def call( # type: ignore[override] + self, direction: Direction, port_map: PortMap + ) -> list[tuple[str, bytes | CoreWasmRef]]: + """Call encode or decode using the core port-map ABI. + + Input port-map entries may be ``bytes`` or ``CoreWasmRef``. When a + ``CoreWasmRef`` from another module is present, data is transferred + via single-copy (``ctypes.memmove``) directly into this module's + linear memory. + + Output port-map entries are returned as ``CoreWasmRef`` (lazy + parsing — bulk data stays in linear memory until materialized or + single-copied to a downstream module). + """ + fn = self._encode_fn if direction == "encode" else self._decode_fn - result = fn(self._store, input_ptr, len(input_bytes)) + input_ptr, input_len = self._write_input(port_map) + result = fn(self._store, input_ptr, input_len) output_ptr = (result >> 32) & 0xFFFFFFFF output_len = result & 0xFFFFFFFF @@ -209,12 +246,55 @@ def call(self, direction: Direction, port_map: PortMap) -> PortMap: msg = f"Core wasm codec {direction} returned error" raise RuntimeError(msg) - output_bytes = bytes( - self._memory.read(self._store, output_ptr, output_ptr + output_len) - ) - self._dealloc_fn(self._store, output_ptr, output_len) + return _deserialize_port_map_lazy(self, output_ptr, output_len) + + def _write_input( + self, port_map: Sequence[tuple[str, bytes | CoreWasmRef]] + ) -> tuple[int, int]: + """Write a port-map into this module's linear memory. + + Fast path when all values are bytes; single-copy path when any + value is a ``CoreWasmRef``. + """ + if any(isinstance(v, CoreWasmRef) for _, v in port_map): + return self._write_input_with_refs(port_map) + data = _serialize_port_map(port_map) # type: ignore[arg-type] + ptr = self._alloc(len(data)) + self._memory.write(self._store, data, ptr) + return ptr, len(data) + + def _write_input_with_refs( + self, port_map: Sequence[tuple[str, bytes | CoreWasmRef]] + ) -> tuple[int, int]: + """Build a serialized port-map in linear memory with single-copy.""" + entries: list[tuple[bytes, bytes | CoreWasmRef, int]] = [] + total = 4 # entry_count + for name, value in port_map: + name_bytes = name.encode("utf-8") + data_len = value.length if isinstance(value, CoreWasmRef) else len(value) + total += 4 + len(name_bytes) + 4 + data_len + entries.append((name_bytes, value, data_len)) + + base = self._alloc(total) + offset = base + + self._memory.write(self._store, struct.pack(" bytes: @@ -248,6 +328,78 @@ def _deserialize_port_map(data: bytes) -> PortMap: return result +def _deserialize_port_map_lazy( + codec: CoreWasmCodec, base_ptr: int, total_len: int +) -> list[tuple[str, bytes | CoreWasmRef]]: + """Parse port-map metadata from linear memory, returning CoreWasmRef entries. + + Only reads metadata (entry count, port names, data lengths) from memory. + Bulk data remains in linear memory as ``CoreWasmRef`` entries. + """ + store = codec.store + mem = codec.memory + pos = base_ptr + + hdr = bytes(mem.read(store, pos, pos + 4)) + (entry_count,) = struct.unpack(" None: + """Copy data between two core wasm linear memories. + + Uses ``ctypes.memmove`` via ``Memory.data_ptr()`` for a single-copy + transfer at native speed. Falls back to ``Memory.read`` + + ``Memory.write`` (two copies) if ``data_ptr()`` fails. + """ + try: + src_base = src_ref.codec.memory.data_ptr(src_ref.codec.store) + dst_base = dst_codec.memory.data_ptr(dst_codec.store) + src_int = ctypes.cast(src_base, ctypes.c_void_p).value + dst_int = ctypes.cast(dst_base, ctypes.c_void_p).value + if src_int is None or dst_int is None: + msg = "Memory.data_ptr() returned a null pointer" + raise TypeError(msg) + ctypes.memmove(dst_int + dst_offset, src_int + src_ref.ptr, src_ref.length) + except (AttributeError, TypeError, OSError): + data = src_ref.materialize() + dst_codec.memory.write(dst_codec.store, data, dst_offset) + + +def _single_copy_transfer( + src_ref: CoreWasmRef, dst_codec: CoreWasmCodec +) -> CoreWasmRef: + """Transfer data between core wasm linear memories, returning a ref in the + destination module. + + Allocates space in the destination module's memory and copies the data + from the source module via ``_copy_between_memories``. + """ + dst_ptr = dst_codec._alloc(src_ref.length) + _copy_between_memories(src_ref, dst_codec, dst_ptr) + return CoreWasmRef(dst_codec, dst_ptr, src_ref.length) + + def detect_codec_type(wasm_path: Path) -> str: """Detect whether a ``.wasm`` file is core or component model. diff --git a/src/chonkle/executor.py b/src/chonkle/executor.py index 25af45c..a1fc848 100644 --- a/src/chonkle/executor.py +++ b/src/chonkle/executor.py @@ -8,7 +8,7 @@ from dataclasses import dataclass from typing import Any -from chonkle.codecs import Codec, PortMap +from chonkle.codecs import Codec, CoreWasmCodec, CoreWasmRef, PortMap from chonkle.pipeline import Direction, Pipeline, StepSpec, WiringRef from chonkle.resolver import Resolver @@ -135,7 +135,7 @@ def _execute_forward( Seeds value_store with constants and pipeline inputs (omitting encode_only inputs when direction is ``"decode"``). """ - value_store: dict[str, bytes] = {} + value_store: dict[str, bytes | CoreWasmRef] = {} for name, descriptor in pipeline.constants.items(): value_store[f"constant.{name}"] = json.dumps(descriptor["value"]).encode() @@ -152,7 +152,7 @@ def _execute_forward( step = step_by_name[step_name] codec = codecs[step_name] encode_only = _get_encode_only_inputs(codec.signature()) - port_map = _forward_port_map(step, value_store, direction, encode_only) + port_map = _forward_port_map(step, value_store, direction, encode_only, codec) log.debug( "step %r: calling %s with %d ports", step_name, direction, len(port_map) ) @@ -161,7 +161,8 @@ def _execute_forward( value_store[f"{step_name}.{port_name}"] = value return { - out_name: value_store[ref_str] for out_name, ref_str in pipeline.outputs.items() + out_name: _materialize(value_store[ref_str]) + for out_name, ref_str in pipeline.outputs.items() } @@ -173,7 +174,7 @@ def _execute_inverted( direction: Direction, ) -> dict[str, bytes]: """Execute steps in reversed topological order, routing results backward.""" - value_store: dict[str, bytes] = {} + value_store: dict[str, bytes | CoreWasmRef] = {} for name, descriptor in pipeline.constants.items(): value_store[f"constant.{name}"] = json.dumps(descriptor["value"]).encode() @@ -188,7 +189,7 @@ def _execute_inverted( encode_only = _get_encode_only_inputs(sig) output_ports = list(sig.get("outputs", {}).keys()) port_map = _inverted_port_map( - step_name, step, value_store, direction, output_ports, encode_only + step_name, step, value_store, direction, output_ports, encode_only, codec ) log.debug( "step %r: calling %s with %d ports", step_name, direction, len(port_map) @@ -199,7 +200,7 @@ def _execute_inverted( value_store[step.inputs[port_name]] = value return { - name: value_store[f"input.{name}"] + name: _materialize(value_store[f"input.{name}"]) for name, desc in pipeline.inputs.items() if direction == "encode" or not desc.get("encode_only", False) } @@ -207,42 +208,53 @@ def _execute_inverted( def _forward_port_map( step: StepSpec, - value_store: dict[str, bytes], + value_store: dict[str, bytes | CoreWasmRef], direction: Direction, encode_only_inputs: set[str], + codec: Codec, ) -> PortMap: """Build the port-map for a step in forward execution. Iterates step.inputs, omitting encode_only ports when direction is decode. - Encode-only is derived from the codec's signature. + ``CoreWasmRef`` values are passed through for core wasm codecs (enabling + single-copy transfer) and materialized to bytes for other backends. """ - port_map: PortMap = [] + is_core = isinstance(codec, CoreWasmCodec) + port_map: list[tuple[str, bytes | CoreWasmRef]] = [] for port_name, ref_str in step.inputs.items(): if direction == "decode" and port_name in encode_only_inputs: continue - port_map.append((port_name, value_store[ref_str])) - return port_map + value = value_store[ref_str] + if isinstance(value, CoreWasmRef) and not is_core: + value = value.materialize() + port_map.append((port_name, value)) + return port_map # type: ignore[return-value] def _inverted_port_map( step_name: str, step: StepSpec, - value_store: dict[str, bytes], + value_store: dict[str, bytes | CoreWasmRef], direction: Direction, output_ports: list[str], encode_only_inputs: set[str], + codec: Codec, ) -> PortMap: """Build the port-map for a step in inverted execution. The step's forward-direction outputs (from signature) become its inverted-direction inputs. Inputs wired from constants (non-encode_only) are always included. encode_only_inputs are appended only when calling - encode. + encode. ``CoreWasmRef`` values are passed through for core wasm codecs + and materialized for other backends. """ - port_map: PortMap = [] + is_core = isinstance(codec, CoreWasmCodec) + port_map: list[tuple[str, bytes | CoreWasmRef]] = [] for port_name in output_ports: val = value_store.get(f"{step_name}.{port_name}") if val is not None: + if isinstance(val, CoreWasmRef) and not is_core: + val = val.materialize() port_map.append((port_name, val)) for port_name, ref_str in step.inputs.items(): if ref_str.startswith("constant.") and port_name not in encode_only_inputs: @@ -251,7 +263,14 @@ def _inverted_port_map( for port_name in encode_only_inputs: if port_name in step.inputs: port_map.append((port_name, value_store[step.inputs[port_name]])) - return port_map + return port_map # type: ignore[return-value] + + +def _materialize(value: bytes | CoreWasmRef) -> bytes: + """Resolve a value to bytes, materializing ``CoreWasmRef`` if needed.""" + if isinstance(value, CoreWasmRef): + return value.materialize() + return value def _get_encode_only_inputs(signature: dict[str, Any]) -> set[str]: diff --git a/tests/test_executor.py b/tests/test_executor.py index 3cbbd3b..e51b1de 100644 --- a/tests/test_executor.py +++ b/tests/test_executor.py @@ -6,7 +6,7 @@ import pytest -from chonkle.codecs import Codec, PortMap +from chonkle.codecs import Codec, CoreWasmCodec, CoreWasmRef, PortMap from chonkle.executor import PreparedPipeline, prepare, run from chonkle.pipeline import Direction, Pipeline from chonkle.resolver import Resolver @@ -1408,3 +1408,232 @@ def test_decode_declared_inverted_encode_matches_encode_declared_forward( inverted = run(inv, {"bytes": tile}) forward = run(fwd, {"bytes": tile}) assert inverted["bytes"] == forward["bytes"] + + +class TestSingleCopyWiring: + """Verify that CoreWasmRef values flow through the executor correctly. + + Uses _FakeCodec variants to test materialization logic without needing + compiled wasm modules. + """ + + @staticmethod + def _make_ref(data: bytes) -> CoreWasmRef: + """Create a CoreWasmRef backed by mock memory for wiring tests.""" + + class _MockMemory: + def read(self, store: Any, start: int, end: int) -> bytes: + return data[start:end] + + class _MockCodec: + memory = _MockMemory() + store = None + + return CoreWasmRef(codec=_MockCodec(), ptr=0, length=len(data)) # type: ignore[arg-type] + + def test_ref_materialized_for_component_codec(self) -> None: + """CoreWasmRef from an upstream step is materialized when passed + to a downstream component (non-core) codec.""" + data = { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "step_b.bytes"}, + "steps": { + "step_a": { + "codec_id": "some-codec", + "inputs": {"bytes": "input.bytes"}, + }, + "step_b": { + "codec_id": "some-codec", + "inputs": {"bytes": "step_a.bytes"}, + }, + }, + } + pipeline = Pipeline.parse(data) + received_b: list = [] + + ref = self._make_ref(b"from_core") + + def fake_a(direction, port_map): + return [("bytes", ref)] + + def fake_b(direction, port_map): + received_b.extend(port_map) + return [("bytes", b"final")] + + codecs: dict[str, Codec] = { + "step_a": _FakeCodec(call_fn=fake_a), + "step_b": _FakeCodec(call_fn=fake_b), + } + prepared = _prepared(pipeline, codecs=codecs) + result = run(prepared, {"bytes": b"input"}) + + assert result == {"bytes": b"final"} + # step_b is a component codec, so the ref should be materialized + _, value = received_b[0] + assert isinstance(value, bytes) + assert value == b"from_core" + + def test_ref_materialized_in_final_output(self) -> None: + """CoreWasmRef in the final pipeline output is materialized to bytes.""" + data = { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "s.bytes"}, + "steps": { + "s": { + "codec_id": "some-codec", + "inputs": {"bytes": "input.bytes"}, + } + }, + } + pipeline = Pipeline.parse(data) + ref = self._make_ref(b"deferred_output") + + codecs: dict[str, Codec] = { + "s": _FakeCodec(call_fn=lambda d, pm: [("bytes", ref)]), + } + prepared = _prepared(pipeline, codecs=codecs) + result = run(prepared, {"bytes": b"input"}) + + assert isinstance(result["bytes"], bytes) + assert result["bytes"] == b"deferred_output" + + def test_inverted_ref_materialized_in_final_output(self) -> None: + """CoreWasmRef is materialized in inverted execution final output.""" + data = { + "codec_id": "test", + "direction": "decode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "s.bytes"}, + "steps": { + "s": { + "codec_id": "some-codec", + "inputs": {"bytes": "input.bytes"}, + } + }, + } + pipeline = Pipeline.parse(data) + ref = self._make_ref(b"inverted_deferred") + + codecs: dict[str, Codec] = { + "s": _FakeCodec(call_fn=lambda d, pm: [("bytes", ref)]), + } + prepared = _prepared(pipeline, direction="encode", codecs=codecs) + result = run(prepared, {"bytes": b"input"}) + + assert isinstance(result["bytes"], bytes) + assert result["bytes"] == b"inverted_deferred" + + +@CORE_CODEC_REQUIRED +class TestSingleCopyCorePipeline: + """Integration tests for single-copy transfer between core wasm steps. + + Requires the identity-core-c codec to be built. + """ + + def test_two_step_core_returns_correct_output(self, raw_chunk: bytes) -> None: + """Two sequential core identity steps produce correct output via + deferred CoreWasmRef values in the value store.""" + pipeline = Pipeline.parse( + { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "step_b.bytes"}, + "steps": { + "step_a": { + "codec_id": "identity", + "inputs": {"bytes": "input.bytes"}, + }, + "step_b": { + "codec_id": "identity", + "inputs": {"bytes": "step_a.bytes"}, + }, + }, + } + ) + resolver = Resolver(paths={"identity": _CORE_IDENTITY_WASM}) + prepared = prepare(pipeline, "encode", resolver=resolver) + + assert isinstance(prepared.codecs["step_a"], CoreWasmCodec) + assert isinstance(prepared.codecs["step_b"], CoreWasmCodec) + + result = run(prepared, {"bytes": raw_chunk}) + assert result["bytes"] == raw_chunk + + def test_core_codec_call_returns_core_wasm_ref(self, raw_chunk: bytes) -> None: + """CoreWasmCodec.call() returns CoreWasmRef entries (lazy output).""" + resolver = Resolver(paths={"identity": _CORE_IDENTITY_WASM}) + codec = resolver.resolve("identity") + assert isinstance(codec, CoreWasmCodec) + + output = codec.call("encode", [("bytes", raw_chunk)]) + assert len(output) == 1 + name, value = output[0] + assert name == "bytes" + assert isinstance(value, CoreWasmRef) + assert value.materialize() == raw_chunk + + def test_three_step_core_chain(self, raw_chunk: bytes) -> None: + """Three sequential core identity steps chain correctly.""" + pipeline = Pipeline.parse( + { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "step_c.bytes"}, + "steps": { + "step_a": { + "codec_id": "identity", + "inputs": {"bytes": "input.bytes"}, + }, + "step_b": { + "codec_id": "identity", + "inputs": {"bytes": "step_a.bytes"}, + }, + "step_c": { + "codec_id": "identity", + "inputs": {"bytes": "step_b.bytes"}, + }, + }, + } + ) + resolver = Resolver(paths={"identity": _CORE_IDENTITY_WASM}) + prepared = prepare(pipeline, "encode", resolver=resolver) + result = run(prepared, {"bytes": raw_chunk}) + assert result["bytes"] == raw_chunk + + def test_inverted_two_step_core_pipeline(self, raw_chunk: bytes) -> None: + """Inverted execution through two core identity steps works correctly.""" + pipeline = Pipeline.parse( + { + "codec_id": "test", + "direction": "decode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "step_b.bytes"}, + "steps": { + "step_a": { + "codec_id": "identity", + "inputs": {"bytes": "input.bytes"}, + }, + "step_b": { + "codec_id": "identity", + "inputs": {"bytes": "step_a.bytes"}, + }, + }, + } + ) + resolver = Resolver(paths={"identity": _CORE_IDENTITY_WASM}) + prepared = prepare(pipeline, "encode", resolver=resolver) + result = run(prepared, {"bytes": raw_chunk}) + assert result["bytes"] == raw_chunk From 9da4ae56f815e0bd74995b906beb05030c3cde2f Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Thu, 26 Mar 2026 16:22:17 -0500 Subject: [PATCH 21/52] feat: add NativeCodec for numcodecs integration as third codec backend NativeCodec wraps numcodecs codec objects with lazy imports, supporting bytes-to-bytes and ndarray-to-ndarray calling conventions via bundled signature files. The Resolver now discovers native codecs alongside wasm backends using the preference system. --- docs/ai/RECENT_CHANGES.md | 26 ++ docs/ai/REPO_MAP.md | 33 +- docs/ai/SYSTEM_OVERVIEW.md | 44 ++- src/chonkle/__init__.py | 2 + src/chonkle/codecs.py | 139 ++++++- src/chonkle/resolver.py | 75 +++- src/chonkle/signatures/numcodecs/blosc.json | 14 + src/chonkle/signatures/numcodecs/bz2.json | 12 + src/chonkle/signatures/numcodecs/delta.json | 12 + src/chonkle/signatures/numcodecs/gzip.json | 12 + src/chonkle/signatures/numcodecs/lz4.json | 12 + src/chonkle/signatures/numcodecs/lzma.json | 12 + src/chonkle/signatures/numcodecs/shuffle.json | 12 + src/chonkle/signatures/numcodecs/zlib.json | 12 + src/chonkle/signatures/numcodecs/zstd.json | 12 + tests/test_native_codec.py | 357 ++++++++++++++++++ 16 files changed, 753 insertions(+), 33 deletions(-) create mode 100644 src/chonkle/signatures/numcodecs/blosc.json create mode 100644 src/chonkle/signatures/numcodecs/bz2.json create mode 100644 src/chonkle/signatures/numcodecs/delta.json create mode 100644 src/chonkle/signatures/numcodecs/gzip.json create mode 100644 src/chonkle/signatures/numcodecs/lz4.json create mode 100644 src/chonkle/signatures/numcodecs/lzma.json create mode 100644 src/chonkle/signatures/numcodecs/shuffle.json create mode 100644 src/chonkle/signatures/numcodecs/zlib.json create mode 100644 src/chonkle/signatures/numcodecs/zstd.json create mode 100644 tests/test_native_codec.py diff --git a/docs/ai/RECENT_CHANGES.md b/docs/ai/RECENT_CHANGES.md index c21fa79..697c9a1 100644 --- a/docs/ai/RECENT_CHANGES.md +++ b/docs/ai/RECENT_CHANGES.md @@ -4,6 +4,32 @@ Only architectural, structural, and workflow changes. Not bug fixes or minor twe ## March 2026 +- **Native (numcodecs) integration** (Phase 6 of mixed-codec architecture): + native Python codecs are now the third backend alongside Component Model + and Core Wasm. + - Added `NativeCodec` to `codecs.py`: wraps a numcodecs codec object. + Signature loaded from bundled JSON files in + `src/chonkle/signatures/numcodecs/`. `numcodecs` and `numpy` are optional + dependencies, imported lazily at `NativeCodec` instantiation. Two calling + conventions via `data_format` signature field: `"bytes"` (direct + pass-through) and `"ndarray"` (buffer conversion using `dtype` port). + Non-`bytes` ports are JSON-decoded and passed as constructor kwargs. + For ndarray codecs, `dtype` is tried as a constructor arg first (needed + by `Delta`) with fallback for codecs that do not accept it (`Shuffle`). + - Added `src/chonkle/signatures/numcodecs/` with signature files for: + zlib, gzip, bz2, lzma, zstd, lz4, blosc (bytes-format), delta, shuffle + (ndarray-format). + - Updated `Resolver`: default preference changed from + `("core", "component")` to `("core", "component", "native")`. Resolution + chain step 2 now combines local store entries and native signatures, + selecting by preference. `list_codecs()` includes native entries. + Per-codec overrides can select native implementations. + - Exported `NativeCodec` from `chonkle.__init__`. + - Added `tests/test_native_codec.py`: instantiation tests, bytes-format + round-trips (zlib, gzip, bz2, lzma), ndarray-format round-trips (delta, + shuffle), pipeline integration (single step, chained, mixed with fake + wasm, encode-only handling), resolver native integration tests. + - **Single-copy optimization** (Phase 5 of mixed-codec architecture): data transfer between sequential core wasm codec steps now uses a single `ctypes.memmove` between linear memories instead of two copies through Python. diff --git a/docs/ai/REPO_MAP.md b/docs/ai/REPO_MAP.md index a5af40e..7d39286 100644 --- a/docs/ai/REPO_MAP.md +++ b/docs/ai/REPO_MAP.md @@ -59,18 +59,24 @@ Core library. All public API is re-exported from `__init__.py`. component (Wasmtime instantiation, WIT function lookup, encode/decode call). `CoreWasmCodec` wraps a core wasm32-wasi reactor module (binary port-map serialization, `Memory.read`/`Memory.write`, `alloc`/`dealloc` calls). - `CoreWasmCodec.call()` returns `CoreWasmRef` entries (lazy output parsing) - and accepts them as input (single-copy via `ctypes.memmove`). - `detect_codec_type()` reads the wasm binary header to route to the correct - wrapper. Port-map wire format helpers: `_serialize_port_map`, - `_deserialize_port_map`, `_deserialize_port_map_lazy`. Cross-module transfer: + `NativeCodec` wraps a numcodecs codec (lazy import, signature from bundled + JSON in `signatures/numcodecs/`, bytes and ndarray calling conventions via + `data_format`). `CoreWasmCodec.call()` returns `CoreWasmRef` entries (lazy + output parsing) and accepts them as input (single-copy via + `ctypes.memmove`). `detect_codec_type()` reads the wasm binary header to + route to the correct wrapper. Port-map wire format helpers: + `_serialize_port_map`, `_deserialize_port_map`, + `_deserialize_port_map_lazy`. Cross-module transfer: `_copy_between_memories`, `_single_copy_transfer`. Key types: `Codec`, - `ComponentCodec`, `CoreWasmCodec`, `CoreWasmRef`, `PortMap`. + `ComponentCodec`, `CoreWasmCodec`, `NativeCodec`, `CoreWasmRef`, `PortMap`. - **resolver.py** — Codec resolution and local store. `Resolver` maps codec_ids to `Codec` instances via: explicit paths → per-codec overrides → - local store (`~/.chonkle/codecs/{codec_id}/{hash}.wasm`) → pipeline sources - download. `CodecEntry` holds store metadata. `_scan_store()` indexes the - local store. Key types: `Resolver`, `CodecEntry`. + local store and native (selected by preference) → pipeline sources + download. Default preference: `["core", "component", "native"]`. + `CodecEntry` holds store metadata. `_scan_store()` indexes the local store. + `_has_native_signature()` checks for bundled native signatures. + `list_codecs()` includes both wasm and native entries. + Key types: `Resolver`, `CodecEntry`. - **executor.py** — DAG preparation and execution via `Codec` wrappers. Entry points: `prepare(pipeline, direction, *, resolver=None)` → `PreparedPipeline`, `run(prepared, inputs)` → output dict. `prepare()` resolves codec_ids via @@ -93,6 +99,11 @@ Core library. All public API is re-exported from `__init__.py`. - **cli.py** — `chonkle run` command. Accepts `--pipeline`, `--input NAME=FILE`, `--output NAME=FILE`, `--codec-store`, `--preference`, `--override`. `chonkle codecs [codec_id]` subcommand lists installed implementations. +- **signatures/numcodecs/** — Bundled signature JSON files for native + (numcodecs) codecs. One file per supported codec (e.g., `zlib.json`, + `gzip.json`, `delta.json`). Each includes the standard signature fields + plus `data_format` (`"bytes"` or `"ndarray"`). Adding support for a new + numcodecs codec requires only adding a JSON file here. - **tools/embed_signature.py** — CLI tool to embed a `signature.json` file into a `.wasm` binary. `python -m chonkle.tools.embed_signature `. @@ -107,6 +118,10 @@ pytest-based. Network tests require `--run-network` flag. CODEC_REQUIRED codec round-trip tests via `prepare()` + `run()`, single-copy wiring tests (`TestSingleCopyWiring` with mock refs, `TestSingleCopyCorePipeline` with real core identity codec) +- **test_native_codec.py** — `NativeCodec` instantiation, bytes-format codecs + (zlib, gzip, bz2, lzma round-trips), ndarray-format codecs (delta, shuffle + round-trips), native steps in DAG pipelines, mixed native+wasm pipelines, + encode-only parameter handling, resolver native integration - **test_wasm_download.py** — cache behavior, HTTPS and OCI download mocking, force-redownload - **test_wasm_signature.py** — custom section reader/writer tests: round-trip diff --git a/docs/ai/SYSTEM_OVERVIEW.md b/docs/ai/SYSTEM_OVERVIEW.md index c62f252..b5b61e3 100644 --- a/docs/ai/SYSTEM_OVERVIEW.md +++ b/docs/ai/SYSTEM_OVERVIEW.md @@ -18,7 +18,15 @@ Pipeline DAG design where each execution is driven by a pipeline JSON file: - **Codec wrapper classes** (`codecs.py`): `Codec` ABC normalizes different backends. `ComponentCodec` wraps a Component Model component. `CoreWasmCodec` wraps a core wasm32-wasi reactor module using the binary - port-map wire format. `CoreWasmCodec.call()` returns lazy output port-maps + port-map wire format. `NativeCodec` wraps a numcodecs codec object, + loading its signature from bundled JSON files in + `src/chonkle/signatures/numcodecs/`. `numcodecs` and `numpy` are optional + dependencies, imported lazily at `NativeCodec` instantiation. + `NativeCodec` supports two calling conventions via the `data_format` + signature field: `"bytes"` (pass-through) and `"ndarray"` (buffer + conversion using a `dtype` port). Non-`bytes` ports are JSON-decoded and + passed as constructor kwargs to the numcodecs codec. + `CoreWasmCodec.call()` returns lazy output port-maps with `CoreWasmRef` entries (deferred references to data in linear memory). When a downstream codec is also a `CoreWasmCodec`, data transfers use `ctypes.memmove` via `Memory.data_ptr()` for single-copy between linear @@ -30,9 +38,11 @@ Pipeline DAG design where each execution is driven by a pipeline JSON file: `_single_copy_transfer` handle cross-module data transfer. - **Resolution** (`resolver.py`): `Resolver` maps codec_ids to `Codec` instances. Resolution chain: explicit paths → per-codec overrides → local codec store - (content-addressed, `~/.chonkle/codecs/{codec_id}/{hash}.wasm`) → pipeline - sources (download and install). Backend preference system selects among - multiple implementations. Key types: `Resolver`, `CodecEntry`. + and native (combined, selected by preference) → pipeline sources (download + and install). Default preference: `["core", "component", "native"]`. + Native codecs are discovered from bundled signature files. Backend + preference system selects among multiple implementations. Key types: + `Resolver`, `CodecEntry`. - **Preparation** (`executor.py`): `prepare()` resolves codec_ids via `Resolver`, validates wiring against codec signatures (deferred output port checks), validates all signatures, and returns a `PreparedPipeline`. @@ -73,6 +83,8 @@ Pipeline DAG design where each execution is driven by a pipeline JSON file: lookup, encode/decode call). `CoreWasmCodec` wraps a core wasm32-wasi reactor module (instantiation, binary port-map serialization via `Memory.read`/`Memory.write`, `alloc`/`dealloc`/`encode`/`decode` calls). + `NativeCodec` wraps a numcodecs codec object (lazy import, signature from + bundled JSON, bytes and ndarray calling conventions via `data_format`). The core wasm instance is kept alive for the codec's lifetime so downstream core codecs can single-copy transfer from its linear memory. `CoreWasmRef` is a deferred reference to data in a core module's linear memory — bulk @@ -81,13 +93,16 @@ Pipeline DAG design where each execution is driven by a pipeline JSON file: accepts them as input (single-copy via `ctypes.memmove`). `detect_codec_type()` reads the wasm binary header to distinguish core (`01 00 00 00`) from component (`0d 00 01 00`). - Key types: `Codec`, `ComponentCodec`, `CoreWasmCodec`, `CoreWasmRef`, - `PortMap` + Key types: `Codec`, `ComponentCodec`, `CoreWasmCodec`, `NativeCodec`, + `CoreWasmRef`, `PortMap` - **resolver** (`resolver.py`): codec resolution and local store. `Resolver` maps codec_ids to `Codec` instances via a resolution chain: explicit paths → - per-codec overrides → local store scan → pipeline sources download. - `_scan_store()` indexes the local codec store directory. `CodecEntry` holds - store metadata. Key types: `Resolver`, `CodecEntry`. + per-codec overrides → local store and native (selected by preference) → + pipeline sources download. Default preference: + `["core", "component", "native"]`. `_scan_store()` indexes the local codec + store directory. `_has_native_signature()` checks for bundled native + signatures. `list_codecs()` includes both wasm and native entries. + `CodecEntry` holds store metadata. Key types: `Resolver`, `CodecEntry`. - **executor** (`executor.py`): prepare and execute a `Pipeline` via `Codec` wrappers. Entry points: `prepare(pipeline, direction, *, resolver=None)` → `PreparedPipeline`, `run(prepared, inputs)` → outputs. `prepare()` phases: @@ -237,11 +252,12 @@ Two distinct layers: ## Major Rules -- Two codec backends are implemented: Component Model Wasm (`ComponentCodec`) - and Core Wasm (`CoreWasmCodec`). Both use the `Codec` ABC. Core wasm codecs - use the binary port-map wire format (see `docs/reference/CORE_ABI.md`) - instead of the Component Model canonical ABI. Native (numcodecs) backend is - planned but not yet implemented. +- Three codec backends are implemented: Component Model Wasm + (`ComponentCodec`), Core Wasm (`CoreWasmCodec`), and native Python + (`NativeCodec`). All use the `Codec` ABC. Core wasm codecs use the binary + port-map wire format (see `docs/reference/CORE_ABI.md`) instead of the + Component Model canonical ABI. Native codecs wrap numcodecs objects; + `numcodecs` and `numpy` are optional dependencies imported lazily. - Each codec step has exactly one data input port and one data output port, both named `"bytes"` (v1 scope; write fan-out deferred) - `encode_only` is derived from codec signatures at `prepare()` time, not diff --git a/src/chonkle/__init__.py b/src/chonkle/__init__.py index d68c791..440917b 100644 --- a/src/chonkle/__init__.py +++ b/src/chonkle/__init__.py @@ -5,6 +5,7 @@ ComponentCodec, CoreWasmCodec, CoreWasmRef, + NativeCodec, PortMap, detect_codec_type, ) @@ -20,6 +21,7 @@ "CoreWasmCodec", "CoreWasmRef", "Direction", + "NativeCodec", "Pipeline", "PortMap", "PreparedPipeline", diff --git a/src/chonkle/codecs.py b/src/chonkle/codecs.py index 8ce2be3..c46a20b 100644 --- a/src/chonkle/codecs.py +++ b/src/chonkle/codecs.py @@ -1,4 +1,4 @@ -"""Codec wrapper classes normalizing different Wasm backends. +"""Codec wrapper classes normalizing different backends. Each wrapper loads its signature at instantiation and exposes a uniform ``call(direction, port_map)`` interface so the executor does not need to @@ -8,6 +8,7 @@ from __future__ import annotations import ctypes +import json import struct from abc import ABC, abstractmethod from collections.abc import Sequence @@ -21,6 +22,8 @@ from chonkle.pipeline import Direction from chonkle.wasm_signature import read_signature +_SIGNATURES_DIR = Path(__file__).parent / "signatures" / "numcodecs" + # WIT interface export key as it appears in a compiled Component Model binary. CODEC_TRANSFORM_IFACE = "chonkle:codec/transform@0.1.0" @@ -68,6 +71,140 @@ def call(self, direction: Direction, port_map: PortMap) -> PortMap: ... +def _load_native_signature(codec_id: str) -> dict[str, Any]: + """Load a native codec signature from the bundled JSON files. + + Raises: + ValueError: No signature file exists for *codec_id*. + """ + sig_path = _SIGNATURES_DIR / f"{codec_id}.json" + if not sig_path.exists(): + msg = ( + f"No native codec signature for {codec_id!r} (looked in {_SIGNATURES_DIR})" + ) + raise ValueError(msg) + return json.loads(sig_path.read_text()) + + +class NativeCodec(Codec): + """Wraps a numcodecs codec object. + + Instantiated from a ``codec_id`` that must have a matching signature + file in ``src/chonkle/signatures/numcodecs/``. ``numcodecs`` is + imported lazily — users who only use wasm codecs do not need it + installed. + + The ``data_format`` field in the signature controls the calling + convention: + + - ``"bytes"``: the ``bytes`` port is passed directly to + ``codec.encode()`` / ``codec.decode()``. + - ``"ndarray"``: the ``bytes`` port is interpreted as a raw buffer, + converted to a numpy ndarray using the ``dtype`` port, processed, + and converted back to bytes. + + Non-``bytes`` ports in the input port-map (excluding ``dtype``) are + JSON-decoded and passed as constructor kwargs to the numcodecs codec. + """ + + def __init__(self, codec_id: str) -> None: + self._sig = _load_native_signature(codec_id) + self._data_format: str = self._sig.get("data_format", "bytes") + self._numcodecs = _import_numcodecs() + self._codec_id_str = self._sig.get("codec_id", codec_id) + self._impl = self._sig.get("implementation", f"numcodecs.{codec_id}") + + @property + def codec_type(self) -> str: + return "native" + + @property + def codec_id(self) -> str: + return self._codec_id_str + + @property + def implementation(self) -> str: + return self._impl + + def signature(self) -> dict[str, Any]: + return self._sig + + def call(self, direction: Direction, port_map: PortMap) -> PortMap: + """Execute encode or decode via numcodecs.""" + pm = dict(port_map) + data = pm.pop("bytes") + + # All remaining ports are JSON-decoded kwargs for the codec constructor. + # For ndarray codecs, pop dtype — it controls buffer conversion and + # may or may not be a constructor arg (Delta accepts it, Shuffle does not). + kwargs = {k: json.loads(v) for k, v in pm.items()} + dtype_str: str | None = None + if self._data_format == "ndarray": + dtype_str = kwargs.pop("dtype", None) + + codec_obj = self._build_codec(kwargs, dtype_str) + + if self._data_format == "ndarray": + return self._call_ndarray(codec_obj, direction, data, dtype_str) + return self._call_bytes(codec_obj, direction, data) + + def _build_codec(self, kwargs: dict[str, Any], dtype_str: str | None) -> Any: + """Instantiate the numcodecs codec, trying dtype as a constructor arg.""" + config = {"id": self._codec_id_str, **kwargs} + if dtype_str is not None: + try: + return self._numcodecs.get_codec({**config, "dtype": dtype_str}) + except TypeError: + pass + return self._numcodecs.get_codec(config) + + @staticmethod + def _call_bytes(codec: Any, direction: Direction, data: bytes) -> PortMap: + result = codec.encode(data) if direction == "encode" else codec.decode(data) + return [("bytes", bytes(result))] + + @staticmethod + def _call_ndarray( + codec: Any, direction: Direction, data: bytes, dtype_str: str | None + ) -> PortMap: + np = _import_numpy() + if dtype_str is None: + msg = "ndarray-format native codec requires a 'dtype' port" + raise ValueError(msg) + dtype = np.dtype(dtype_str) + arr = np.frombuffer(data, dtype=dtype) + result = codec.encode(arr) if direction == "encode" else codec.decode(arr) + if isinstance(result, np.ndarray): + return [("bytes", result.tobytes())] + return [("bytes", bytes(result))] + + +def _import_numcodecs() -> Any: + """Lazily import numcodecs, raising a clear error if not installed.""" + try: + import numcodecs + except ImportError: + msg = ( + "numcodecs is required for native codec support but is not installed. " + "Install it with: pip install numcodecs" + ) + raise ImportError(msg) from None + return numcodecs + + +def _import_numpy() -> Any: + """Lazily import numpy, raising a clear error if not installed.""" + try: + import numpy + except ImportError: + msg = ( + "numpy is required for ndarray-format native codecs but is not installed. " + "Install it with: pip install numpy" + ) + raise ImportError(msg) from None + return numpy + + @dataclass class CoreWasmRef: """Deferred reference to data in a core wasm module's linear memory. diff --git a/src/chonkle/resolver.py b/src/chonkle/resolver.py index 08562a0..03ad239 100644 --- a/src/chonkle/resolver.py +++ b/src/chonkle/resolver.py @@ -8,6 +8,7 @@ from __future__ import annotations import hashlib +import json import os import shutil from collections.abc import Sequence @@ -17,7 +18,14 @@ import wasmtime -from chonkle.codecs import Codec, ComponentCodec, CoreWasmCodec, detect_codec_type +from chonkle.codecs import ( + _SIGNATURES_DIR, + Codec, + ComponentCodec, + CoreWasmCodec, + NativeCodec, + detect_codec_type, +) from chonkle.wasm_signature import read_signature @@ -58,6 +66,7 @@ class Resolver: ``~/.chonkle/codecs``. preference: Ordered list of backend types to prefer when multiple implementations exist for a codec_id. + Supported values: ``"core"``, ``"component"``, ``"native"``. overrides: Maps codec_id to a specific implementation name, bypassing the preference system. pipeline_sources: Maps codec_id to a download URI (from the @@ -70,7 +79,7 @@ def __init__( self, *, codec_store: Path | None = None, - preference: Sequence[str] = ("core", "component"), + preference: Sequence[str] = ("core", "component", "native"), overrides: dict[str, str] | None = None, pipeline_sources: dict[str, str] | None = None, paths: dict[str, Path] | None = None, @@ -116,18 +125,18 @@ def resolve(self, codec_id: str) -> Codec: if codec_id in self._overrides: return self._resolve_override(codec_id, self._overrides[codec_id]) - # 2. Local store + # 2. Local store + native: collect candidates and pick by preference entries = self._get_index().get(codec_id, []) - if entries: - entry = self._select_by_preference(entries) - return self._instantiate(entry) + has_native = _has_native_signature(codec_id) + if entries or has_native: + return self._resolve_by_preference(codec_id, entries, has_native) # 3. Pipeline sources if codec_id in self._pipeline_sources: return self._resolve_from_source(codec_id, self._pipeline_sources[codec_id]) # Not found - tried = [f"local store ({self._store_path})"] + tried = [f"local store ({self._store_path})", "native (numcodecs)"] msg = ( f"No codec implementation found for {codec_id!r}. " f"Checked: {', '.join(tried)}" @@ -135,10 +144,22 @@ def resolve(self, codec_id: str) -> Codec: raise ValueError(msg) def list_codecs(self) -> list[CodecEntry]: - """List all codec implementations in the local store.""" + """List all codec implementations (local store and native).""" result: list[CodecEntry] = [] for entries in self._get_index().values(): result.extend(entries) + if _SIGNATURES_DIR.exists(): + for sig_file in sorted(_SIGNATURES_DIR.glob("*.json")): + sig = json.loads(sig_file.read_text()) + cid = sig.get("codec_id", sig_file.stem) + result.append( + CodecEntry( + path=sig_file, + codec_id=cid, + implementation=sig.get("implementation", f"numcodecs.{cid}"), + codec_type="native", + ) + ) return result def _get_index(self) -> dict[str, list[CodecEntry]]: @@ -146,6 +167,28 @@ def _get_index(self) -> dict[str, list[CodecEntry]]: self._index = _scan_store(self._store_path) return self._index + def _resolve_by_preference( + self, + codec_id: str, + entries: list[CodecEntry], + has_native: bool, + ) -> Codec: + """Select the best implementation for *codec_id* using the preference list. + + Considers both wasm entries from the local store and the native + (numcodecs) backend if a signature file exists. + """ + for pref in self._preference: + if pref == "native" and has_native: + return NativeCodec(codec_id) + for entry in entries: + if entry.codec_type == pref: + return self._instantiate(entry) + # Fallback: first wasm entry if available, otherwise native + if entries: + return self._instantiate(entries[0]) + return NativeCodec(codec_id) + def _select_by_preference(self, entries: list[CodecEntry]) -> CodecEntry: for pref in self._preference: for entry in entries: @@ -158,10 +201,19 @@ def _resolve_override(self, codec_id: str, impl_name: str) -> Codec: for entry in entries: if entry.implementation == impl_name: return self._instantiate(entry) + # Check native + if _has_native_signature(codec_id): + native_impl = json.loads( + (_SIGNATURES_DIR / f"{codec_id}.json").read_text() + ).get("implementation", "") + if native_impl == impl_name: + return NativeCodec(codec_id) available = [e.implementation for e in entries] + if _has_native_signature(codec_id): + available.append(f"numcodecs.{codec_id}") msg = ( f"Override implementation {impl_name!r} for codec {codec_id!r} " - f"not found in local store. Available: {available}" + f"not found. Available: {available}" ) raise ValueError(msg) @@ -207,6 +259,11 @@ def _install_and_instantiate(self, wasm_path: Path) -> Codec: return self._instantiate(entry) +def _has_native_signature(codec_id: str) -> bool: + """Check whether a native codec signature file exists for *codec_id*.""" + return (_SIGNATURES_DIR / f"{codec_id}.json").exists() + + def _scan_store(store_path: Path) -> dict[str, list[CodecEntry]]: """Scan the local codec store and return entries indexed by codec_id.""" index: dict[str, list[CodecEntry]] = {} diff --git a/src/chonkle/signatures/numcodecs/blosc.json b/src/chonkle/signatures/numcodecs/blosc.json new file mode 100644 index 0000000..c1a7882 --- /dev/null +++ b/src/chonkle/signatures/numcodecs/blosc.json @@ -0,0 +1,14 @@ +{ + "codec_id": "blosc", + "implementation": "numcodecs.blosc", + "data_format": "bytes", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "cname": {"type": "string", "required": false, "default": "lz4", "encode_only": true}, + "clevel": {"type": "int", "required": false, "default": 5, "encode_only": true}, + "shuffle": {"type": "int", "required": false, "default": 1, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} diff --git a/src/chonkle/signatures/numcodecs/bz2.json b/src/chonkle/signatures/numcodecs/bz2.json new file mode 100644 index 0000000..d82642f --- /dev/null +++ b/src/chonkle/signatures/numcodecs/bz2.json @@ -0,0 +1,12 @@ +{ + "codec_id": "bz2", + "implementation": "numcodecs.bz2", + "data_format": "bytes", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "level": {"type": "int", "required": false, "default": 9, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} diff --git a/src/chonkle/signatures/numcodecs/delta.json b/src/chonkle/signatures/numcodecs/delta.json new file mode 100644 index 0000000..c225ebb --- /dev/null +++ b/src/chonkle/signatures/numcodecs/delta.json @@ -0,0 +1,12 @@ +{ + "codec_id": "delta", + "implementation": "numcodecs.delta", + "data_format": "ndarray", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "dtype": {"type": "string", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} diff --git a/src/chonkle/signatures/numcodecs/gzip.json b/src/chonkle/signatures/numcodecs/gzip.json new file mode 100644 index 0000000..1018e3c --- /dev/null +++ b/src/chonkle/signatures/numcodecs/gzip.json @@ -0,0 +1,12 @@ +{ + "codec_id": "gzip", + "implementation": "numcodecs.gzip", + "data_format": "bytes", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "level": {"type": "int", "required": false, "default": 1, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} diff --git a/src/chonkle/signatures/numcodecs/lz4.json b/src/chonkle/signatures/numcodecs/lz4.json new file mode 100644 index 0000000..4844dec --- /dev/null +++ b/src/chonkle/signatures/numcodecs/lz4.json @@ -0,0 +1,12 @@ +{ + "codec_id": "lz4", + "implementation": "numcodecs.lz4", + "data_format": "bytes", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "acceleration": {"type": "int", "required": false, "default": 1, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} diff --git a/src/chonkle/signatures/numcodecs/lzma.json b/src/chonkle/signatures/numcodecs/lzma.json new file mode 100644 index 0000000..d480f40 --- /dev/null +++ b/src/chonkle/signatures/numcodecs/lzma.json @@ -0,0 +1,12 @@ +{ + "codec_id": "lzma", + "implementation": "numcodecs.lzma", + "data_format": "bytes", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "preset": {"type": "int", "required": false, "default": 1, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} diff --git a/src/chonkle/signatures/numcodecs/shuffle.json b/src/chonkle/signatures/numcodecs/shuffle.json new file mode 100644 index 0000000..7ca30a2 --- /dev/null +++ b/src/chonkle/signatures/numcodecs/shuffle.json @@ -0,0 +1,12 @@ +{ + "codec_id": "shuffle", + "implementation": "numcodecs.shuffle", + "data_format": "ndarray", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "dtype": {"type": "string", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} diff --git a/src/chonkle/signatures/numcodecs/zlib.json b/src/chonkle/signatures/numcodecs/zlib.json new file mode 100644 index 0000000..1d6bdde --- /dev/null +++ b/src/chonkle/signatures/numcodecs/zlib.json @@ -0,0 +1,12 @@ +{ + "codec_id": "zlib", + "implementation": "numcodecs.zlib", + "data_format": "bytes", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "level": {"type": "int", "required": false, "default": 1, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} diff --git a/src/chonkle/signatures/numcodecs/zstd.json b/src/chonkle/signatures/numcodecs/zstd.json new file mode 100644 index 0000000..10fedc9 --- /dev/null +++ b/src/chonkle/signatures/numcodecs/zstd.json @@ -0,0 +1,12 @@ +{ + "codec_id": "zstd", + "implementation": "numcodecs.zstd", + "data_format": "bytes", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "level": {"type": "int", "required": false, "default": 1, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} diff --git a/tests/test_native_codec.py b/tests/test_native_codec.py new file mode 100644 index 0000000..83fa025 --- /dev/null +++ b/tests/test_native_codec.py @@ -0,0 +1,357 @@ +"""Tests for NativeCodec and native codec integration.""" + +from pathlib import Path +from typing import Any +from unittest.mock import patch + +import pytest + +from chonkle.codecs import Codec, NativeCodec, PortMap +from chonkle.executor import PreparedPipeline, run +from chonkle.pipeline import Direction, Pipeline +from chonkle.resolver import Resolver + +numcodecs = pytest.importorskip("numcodecs") +np = pytest.importorskip("numpy") + + +class TestNativeCodecInstantiation: + def test_loads_signature_from_bundled_file(self) -> None: + codec = NativeCodec("zlib") + sig = codec.signature() + assert sig["codec_id"] == "zlib" + assert sig["data_format"] == "bytes" + assert "bytes" in sig["inputs"] + + def test_codec_type_is_native(self) -> None: + codec = NativeCodec("zlib") + assert codec.codec_type == "native" + + def test_codec_id_and_implementation(self) -> None: + codec = NativeCodec("zlib") + assert codec.codec_id == "zlib" + assert codec.implementation == "numcodecs.zlib" + + def test_missing_signature_raises(self) -> None: + with pytest.raises(ValueError, match="No native codec signature"): + NativeCodec("nonexistent-codec-xyz") + + def test_numcodecs_not_installed_raises(self) -> None: + with ( + patch.dict("sys.modules", {"numcodecs": None}), + pytest.raises(ImportError, match="numcodecs is required"), + ): + NativeCodec("zlib") + + +class TestNativeCodecBytesFormat: + """Test bytes-to-bytes native codecs (zlib, gzip, bz2, etc.).""" + + def test_zlib_encode_decode_roundtrip(self) -> None: + codec = NativeCodec("zlib") + data = bytes(range(256)) * 64 + encoded = codec.call("encode", [("bytes", data)]) + assert len(encoded) == 1 + assert encoded[0][0] == "bytes" + assert encoded[0][1] != data # compressed + + decoded = codec.call("decode", [("bytes", encoded[0][1])]) + assert decoded[0][1] == data + + def test_gzip_encode_decode_roundtrip(self) -> None: + codec = NativeCodec("gzip") + data = bytes(range(256)) * 64 + encoded = codec.call("encode", [("bytes", data)]) + decoded = codec.call("decode", [("bytes", encoded[0][1])]) + assert decoded[0][1] == data + + def test_bz2_encode_decode_roundtrip(self) -> None: + codec = NativeCodec("bz2") + data = bytes(range(256)) * 64 + encoded = codec.call("encode", [("bytes", data)]) + decoded = codec.call("decode", [("bytes", encoded[0][1])]) + assert decoded[0][1] == data + + def test_lzma_encode_decode_roundtrip(self) -> None: + codec = NativeCodec("lzma") + data = bytes(range(256)) * 64 + encoded = codec.call("encode", [("bytes", data)]) + decoded = codec.call("decode", [("bytes", encoded[0][1])]) + assert decoded[0][1] == data + + def test_encode_with_level_parameter(self) -> None: + codec = NativeCodec("zlib") + data = bytes(range(256)) * 64 + # level is JSON-encoded in the port-map + encoded = codec.call("encode", [("bytes", data), ("level", b"9")]) + decoded = codec.call("decode", [("bytes", encoded[0][1])]) + assert decoded[0][1] == data + + +class TestNativeCodecNdarrayFormat: + """Test ndarray-format native codecs (delta, shuffle).""" + + def test_delta_encode_decode_roundtrip(self) -> None: + codec = NativeCodec("delta") + arr = np.arange(100, dtype=" None: + codec = NativeCodec("shuffle") + arr = np.arange(100, dtype=" None: + codec = NativeCodec("delta") + data = bytes(range(16)) + with pytest.raises((ValueError, TypeError)): + codec.call("encode", [("bytes", data)]) + + +# -- Fake codec for mixed pipeline tests -- + + +class _FakeCodec(Codec): + """Test double for wiring tests.""" + + def __init__(self, call_fn: Any = None, sig: dict | None = None) -> None: + self._call_fn = call_fn or (lambda d, pm: [("bytes", b"output")]) + self._sig = sig or { + "inputs": {"bytes": {"type": "bytes"}}, + "outputs": {"bytes": {"type": "bytes"}}, + } + + @property + def codec_type(self) -> str: + return "component" + + @property + def codec_id(self) -> str: + return self._sig.get("codec_id", "fake") + + @property + def implementation(self) -> str: + return self._sig.get("implementation", "fake") + + def signature(self) -> dict[str, Any]: + return self._sig + + def call(self, direction: Direction, port_map: PortMap) -> PortMap: + return self._call_fn(direction, port_map) + + +class TestNativePipeline: + """Test native codecs running in a DAG pipeline via the executor.""" + + def test_single_native_step_encode_decode(self) -> None: + """Single native zlib step round-trips correctly.""" + pipeline_dict = { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "compress.bytes"}, + "steps": { + "compress": { + "codec_id": "zlib", + "inputs": {"bytes": "input.bytes"}, + } + }, + } + pipeline = Pipeline.parse(pipeline_dict) + codec = NativeCodec("zlib") + prepared = PreparedPipeline( + pipeline=pipeline, direction="encode", codecs={"compress": codec} + ) + data = bytes(range(256)) * 64 + result = run(prepared, {"bytes": data}) + assert result["bytes"] != data + + # Decode direction + pipeline_dec = Pipeline.parse({**pipeline_dict, "direction": "decode"}) + prepared_dec = PreparedPipeline( + pipeline=pipeline_dec, + direction="decode", + codecs={"compress": NativeCodec("zlib")}, + ) + decoded = run(prepared_dec, {"bytes": result["bytes"]}) + assert decoded["bytes"] == data + + def test_two_native_steps_chained(self) -> None: + """Two native steps (gzip then bz2) chain correctly.""" + pipeline_dict = { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "step_b.bytes"}, + "steps": { + "step_a": { + "codec_id": "gzip", + "inputs": {"bytes": "input.bytes"}, + }, + "step_b": { + "codec_id": "bz2", + "inputs": {"bytes": "step_a.bytes"}, + }, + }, + } + pipeline = Pipeline.parse(pipeline_dict) + prepared = PreparedPipeline( + pipeline=pipeline, + direction="encode", + codecs={ + "step_a": NativeCodec("gzip"), + "step_b": NativeCodec("bz2"), + }, + ) + data = bytes(range(256)) * 64 + result = run(prepared, {"bytes": data}) + assert result["bytes"] != data + + def test_native_with_constant_parameter(self) -> None: + """Native codec receives constant parameter from pipeline.""" + pipeline_dict = { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {"level": {"type": "int", "value": 9}}, + "outputs": {"bytes": "compress.bytes"}, + "steps": { + "compress": { + "codec_id": "zlib", + "inputs": { + "bytes": "input.bytes", + "level": "constant.level", + }, + } + }, + } + pipeline = Pipeline.parse(pipeline_dict) + codec = NativeCodec("zlib") + prepared = PreparedPipeline( + pipeline=pipeline, direction="encode", codecs={"compress": codec} + ) + data = bytes(range(256)) * 64 + result = run(prepared, {"bytes": data}) + assert result["bytes"] != data + + def test_mixed_native_and_fake_wasm_pipeline(self) -> None: + """Native codec followed by a fake wasm codec in a pipeline.""" + pipeline_dict = { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "step_b.bytes"}, + "steps": { + "step_a": { + "codec_id": "zlib", + "inputs": {"bytes": "input.bytes"}, + }, + "step_b": { + "codec_id": "some-codec", + "inputs": {"bytes": "step_a.bytes"}, + }, + }, + } + pipeline = Pipeline.parse(pipeline_dict) + prepared = PreparedPipeline( + pipeline=pipeline, + direction="encode", + codecs={ + "step_a": NativeCodec("zlib"), + "step_b": _FakeCodec(call_fn=lambda d, pm: pm), + }, + ) + data = bytes(range(256)) * 64 + result = run(prepared, {"bytes": data}) + # step_b is identity (returns input), so output is zlib-compressed + assert result["bytes"] != data + assert len(result["bytes"]) < len(data) + + def test_encode_only_inputs_skipped_during_decode(self) -> None: + """Encode-only parameters (level) are not passed during decode.""" + pipeline_dict = { + "codec_id": "test", + "direction": "decode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {"level": {"type": "int", "value": 9}}, + "outputs": {"bytes": "compress.bytes"}, + "steps": { + "compress": { + "codec_id": "zlib", + "inputs": { + "bytes": "input.bytes", + "level": "constant.level", + }, + } + }, + } + # First encode some data + encode_codec = NativeCodec("zlib") + data = bytes(range(256)) * 64 + encoded = encode_codec.call("encode", [("bytes", data)]) + + pipeline = Pipeline.parse(pipeline_dict) + prepared = PreparedPipeline( + pipeline=pipeline, + direction="decode", + codecs={"compress": NativeCodec("zlib")}, + ) + result = run(prepared, {"bytes": encoded[0][1]}) + assert result["bytes"] == data + + +class TestResolverNativeIntegration: + """Test that the Resolver discovers and instantiates native codecs.""" + + def test_resolver_finds_native_codec(self) -> None: + """Resolver returns NativeCodec when preference includes native.""" + resolver = Resolver( + codec_store=Path("/nonexistent"), + preference=["native", "core", "component"], + ) + codec = resolver.resolve("zlib") + assert isinstance(codec, NativeCodec) + assert codec.codec_type == "native" + + def test_resolver_native_lower_priority_than_wasm(self) -> None: + """With default preference, wasm is preferred over native.""" + resolver = Resolver(codec_store=Path("/nonexistent")) + # No wasm available in nonexistent store, so native is fallback + codec = resolver.resolve("zlib") + assert isinstance(codec, NativeCodec) + + def test_resolver_override_selects_native(self) -> None: + """Per-codec override can select native implementation.""" + resolver = Resolver( + codec_store=Path("/nonexistent"), + overrides={"zlib": "numcodecs.zlib"}, + ) + codec = resolver.resolve("zlib") + assert isinstance(codec, NativeCodec) + + def test_resolver_list_includes_native(self) -> None: + """list_codecs() includes native codec entries.""" + resolver = Resolver(codec_store=Path("/nonexistent")) + entries = resolver.list_codecs() + native_entries = [e for e in entries if e.codec_type == "native"] + assert len(native_entries) > 0 + codec_ids = {e.codec_id for e in native_entries} + assert "zlib" in codec_ids + assert "gzip" in codec_ids + + def test_resolver_unknown_native_raises(self) -> None: + """Resolver raises for unknown codec with no wasm and no native.""" + resolver = Resolver(codec_store=Path("/nonexistent")) + with pytest.raises(ValueError, match="No codec implementation found"): + resolver.resolve("totally-unknown-codec-xyz") From aabbaee4d1cce85c5e0ee5a2871a71e3d55a0737 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Thu, 26 Mar 2026 17:08:13 -0500 Subject: [PATCH 22/52] refactor: split codecs.py into codecs/ package and fix type safety issues Split the 620-line codecs.py into a codecs/ package (_base.py, component.py, core.py, native.py) and fix accumulated type safety and architecture issues: type-safe OutputPortMap, widened Codec.call() signatures, cached Component loading in ComponentCodec, CoreWasmCodec.close(), PreparedPipeline.step_by_name, CLI preference default delegated to Resolver, dead code removal, and tightened Pipeline.inputs/constants types. --- docs/ai/RECENT_CHANGES.md | 20 ++ docs/ai/REPO_MAP.md | 32 +- docs/ai/SYSTEM_OVERVIEW.md | 4 +- src/chonkle/__init__.py | 2 + src/chonkle/cli.py | 4 +- src/chonkle/codecs.py | 619 -------------------------------- src/chonkle/codecs/__init__.py | 52 +++ src/chonkle/codecs/_base.py | 97 +++++ src/chonkle/codecs/component.py | 89 +++++ src/chonkle/codecs/core.py | 300 ++++++++++++++++ src/chonkle/codecs/native.py | 141 ++++++++ src/chonkle/executor.py | 28 +- src/chonkle/pipeline.py | 6 +- src/chonkle/resolver.py | 33 +- tests/test_executor.py | 8 +- tests/test_native_codec.py | 14 +- 16 files changed, 773 insertions(+), 676 deletions(-) delete mode 100644 src/chonkle/codecs.py create mode 100644 src/chonkle/codecs/__init__.py create mode 100644 src/chonkle/codecs/_base.py create mode 100644 src/chonkle/codecs/component.py create mode 100644 src/chonkle/codecs/core.py create mode 100644 src/chonkle/codecs/native.py diff --git a/docs/ai/RECENT_CHANGES.md b/docs/ai/RECENT_CHANGES.md index 697c9a1..de226f9 100644 --- a/docs/ai/RECENT_CHANGES.md +++ b/docs/ai/RECENT_CHANGES.md @@ -4,6 +4,26 @@ Only architectural, structural, and workflow changes. Not bug fixes or minor twe ## March 2026 +- **Code review refactor**: comprehensive review and cleanup of `src/chonkle/`. + - Split `codecs.py` (620 lines) into `codecs/` package: `_base.py` (ABC, + `PortMap`, `detect_codec_type`), `component.py`, `core.py`, `native.py`, + `__init__.py` (re-exports). All existing imports remain valid. + - Type safety: added `OutputPortMap` type alias for `list[tuple[str, bytes | + CoreWasmRef]]`, widened `Codec.call()` return annotation, removed 4 + `type: ignore` suppressions from executor and codecs. + - `ComponentCodec` caches `Component.from_file()` at init (was re-parsing + per call). `_get_function` became a method (was 6-param module function). + - `CoreWasmCodec` gained `close()` for explicit resource cleanup. + - `PreparedPipeline` gained `step_by_name` field (was recomputed in `run()`). + - `SIGNATURES_DIR` renamed from `_SIGNATURES_DIR` (was cross-module private + import). + - CLI default preference defers to `Resolver` when unspecified (was hardcoded + to `("core", "component")`, missing `"native"`). + - Deleted dead `_select_by_preference` from resolver. Fixed `_resolve_override` + double filesystem read. Tightened `Pipeline.inputs`/`constants` types from + `dict[str, Any]` to `dict[str, dict[str, Any]]`. Fixed `WiringRef.source` + docstring. + - **Native (numcodecs) integration** (Phase 6 of mixed-codec architecture): native Python codecs are now the third backend alongside Component Model and Core Wasm. diff --git a/docs/ai/REPO_MAP.md b/docs/ai/REPO_MAP.md index 7d39286..3324d03 100644 --- a/docs/ai/REPO_MAP.md +++ b/docs/ai/REPO_MAP.md @@ -54,21 +54,23 @@ Core library. All public API is re-exported from `__init__.py`. Parses pipeline JSON into a `Pipeline` dataclass, validates all wiring references, and produces a topologically sorted `execution_order`. Key types: `Pipeline`, `StepSpec`, `WiringRef`. -- **codecs.py** — Codec wrapper classes. `Codec` ABC with `call(direction, - port_map)` and `signature()`. `ComponentCodec` wraps a Component Model - component (Wasmtime instantiation, WIT function lookup, encode/decode call). - `CoreWasmCodec` wraps a core wasm32-wasi reactor module (binary port-map - serialization, `Memory.read`/`Memory.write`, `alloc`/`dealloc` calls). - `NativeCodec` wraps a numcodecs codec (lazy import, signature from bundled - JSON in `signatures/numcodecs/`, bytes and ndarray calling conventions via - `data_format`). `CoreWasmCodec.call()` returns `CoreWasmRef` entries (lazy - output parsing) and accepts them as input (single-copy via - `ctypes.memmove`). `detect_codec_type()` reads the wasm binary header to - route to the correct wrapper. Port-map wire format helpers: - `_serialize_port_map`, `_deserialize_port_map`, - `_deserialize_port_map_lazy`. Cross-module transfer: - `_copy_between_memories`, `_single_copy_transfer`. Key types: `Codec`, - `ComponentCodec`, `CoreWasmCodec`, `NativeCodec`, `CoreWasmRef`, `PortMap`. +- **codecs/** — Codec wrapper package. `__init__.py` re-exports all public + names. Submodules: + - **codecs/_base.py** — `Codec` ABC with `call(direction, port_map)` and + `signature()`. `PortMap` type alias, `SIGNATURES_DIR`, + `CODEC_TRANSFORM_IFACE`, `detect_codec_type()`. + - **codecs/component.py** — `ComponentCodec`: wraps a Component Model + component. Caches `Component.from_file()` at init time. + - **codecs/core.py** — `CoreWasmCodec`: wraps a core wasm32-wasi reactor + module (binary port-map serialization, `alloc`/`dealloc` calls). Returns + `CoreWasmRef` entries (lazy output) and accepts them as input (single-copy + via `ctypes.memmove`). `close()` releases the store and linear memory. + `OutputPortMap` type alias. Port-map wire format helpers. Cross-module + transfer: `_copy_between_memories`, `_single_copy_transfer`. + - **codecs/native.py** — `NativeCodec`: wraps a numcodecs codec (lazy import, + signature from bundled JSON, bytes and ndarray calling conventions). + Key types: `Codec`, `ComponentCodec`, `CoreWasmCodec`, `NativeCodec`, + `CoreWasmRef`, `PortMap`, `OutputPortMap`. - **resolver.py** — Codec resolution and local store. `Resolver` maps codec_ids to `Codec` instances via: explicit paths → per-codec overrides → local store and native (selected by preference) → pipeline sources diff --git a/docs/ai/SYSTEM_OVERVIEW.md b/docs/ai/SYSTEM_OVERVIEW.md index b5b61e3..5af1b04 100644 --- a/docs/ai/SYSTEM_OVERVIEW.md +++ b/docs/ai/SYSTEM_OVERVIEW.md @@ -15,7 +15,7 @@ Pipeline DAG design where each execution is driven by a pipeline JSON file: - **Parsing**: `pipeline.py` parses JSON into a validated `Pipeline` dataclass with topologically sorted steps -- **Codec wrapper classes** (`codecs.py`): `Codec` ABC normalizes different +- **Codec wrapper classes** (`codecs/`): `Codec` ABC normalizes different backends. `ComponentCodec` wraps a Component Model component. `CoreWasmCodec` wraps a core wasm32-wasi reactor module using the binary port-map wire format. `NativeCodec` wraps a numcodecs codec object, @@ -77,7 +77,7 @@ Pipeline DAG design where each execution is driven by a pipeline JSON file: - **pipeline** (`pipeline.py`): parse pipeline JSON, validate wiring references, topological sort (Kahn's algorithm). Entry points: `parse()`. Key types: `Pipeline`, `StepSpec`, `WiringRef` -- **codecs** (`codecs.py`): codec wrapper classes. `Codec` ABC defines the +- **codecs** (`codecs/`): codec wrapper package. `Codec` ABC defines the `call(direction, port_map)` and `signature()` interface. `ComponentCodec` wraps a Wasmtime Component Model component (instantiation, WIT function lookup, encode/decode call). `CoreWasmCodec` wraps a core wasm32-wasi diff --git a/src/chonkle/__init__.py b/src/chonkle/__init__.py index 440917b..445453d 100644 --- a/src/chonkle/__init__.py +++ b/src/chonkle/__init__.py @@ -6,6 +6,7 @@ CoreWasmCodec, CoreWasmRef, NativeCodec, + OutputPortMap, PortMap, detect_codec_type, ) @@ -22,6 +23,7 @@ "CoreWasmRef", "Direction", "NativeCodec", + "OutputPortMap", "Pipeline", "PortMap", "PreparedPipeline", diff --git a/src/chonkle/cli.py b/src/chonkle/cli.py index a3059dc..2c166c0 100644 --- a/src/chonkle/cli.py +++ b/src/chonkle/cli.py @@ -100,9 +100,7 @@ def main() -> None: def _build_resolver(args: argparse.Namespace, pipeline: Pipeline) -> Resolver: """Build a Resolver from CLI flags and pipeline sources.""" - preference = ( - args.preference.split(",") if args.preference else ("core", "component") - ) + preference = args.preference.split(",") if args.preference else None overrides: dict[str, str] = {} for spec in args.overrides: diff --git a/src/chonkle/codecs.py b/src/chonkle/codecs.py deleted file mode 100644 index c46a20b..0000000 --- a/src/chonkle/codecs.py +++ /dev/null @@ -1,619 +0,0 @@ -"""Codec wrapper classes normalizing different backends. - -Each wrapper loads its signature at instantiation and exposes a uniform -``call(direction, port_map)`` interface so the executor does not need to -know which backend is in use. -""" - -from __future__ import annotations - -import ctypes -import json -import struct -from abc import ABC, abstractmethod -from collections.abc import Sequence -from dataclasses import dataclass -from pathlib import Path -from typing import Any - -import wasmtime -import wasmtime.component - -from chonkle.pipeline import Direction -from chonkle.wasm_signature import read_signature - -_SIGNATURES_DIR = Path(__file__).parent / "signatures" / "numcodecs" - -# WIT interface export key as it appears in a compiled Component Model binary. -CODEC_TRANSFORM_IFACE = "chonkle:codec/transform@0.1.0" - -type PortMap = list[tuple[str, bytes]] - -# Wasm binary header constants. -_WASM_MAGIC = b"\x00asm" -_CORE_WASM_VERSION = b"\x01\x00\x00\x00" -_COMPONENT_VERSION = b"\x0d\x00\x01\x00" - - -class Codec(ABC): - """Abstract base class for codec wrappers. - - The executor interacts only with this interface. Concrete subclasses - handle Component Model, Core Wasm, and (future) native backends. - """ - - @property - @abstractmethod - def codec_type(self) -> str: - """Backend type: ``"component"``, ``"core"``, or ``"native"``.""" - ... - - @property - @abstractmethod - def codec_id(self) -> str: - """The logical codec identifier from the signature.""" - ... - - @property - @abstractmethod - def implementation(self) -> str: - """The specific implementation identifier from the signature.""" - ... - - @abstractmethod - def signature(self) -> dict[str, Any]: - """Return the codec's signature (loaded at instantiation).""" - ... - - @abstractmethod - def call(self, direction: Direction, port_map: PortMap) -> PortMap: - """Execute encode or decode and return the output port-map.""" - ... - - -def _load_native_signature(codec_id: str) -> dict[str, Any]: - """Load a native codec signature from the bundled JSON files. - - Raises: - ValueError: No signature file exists for *codec_id*. - """ - sig_path = _SIGNATURES_DIR / f"{codec_id}.json" - if not sig_path.exists(): - msg = ( - f"No native codec signature for {codec_id!r} (looked in {_SIGNATURES_DIR})" - ) - raise ValueError(msg) - return json.loads(sig_path.read_text()) - - -class NativeCodec(Codec): - """Wraps a numcodecs codec object. - - Instantiated from a ``codec_id`` that must have a matching signature - file in ``src/chonkle/signatures/numcodecs/``. ``numcodecs`` is - imported lazily — users who only use wasm codecs do not need it - installed. - - The ``data_format`` field in the signature controls the calling - convention: - - - ``"bytes"``: the ``bytes`` port is passed directly to - ``codec.encode()`` / ``codec.decode()``. - - ``"ndarray"``: the ``bytes`` port is interpreted as a raw buffer, - converted to a numpy ndarray using the ``dtype`` port, processed, - and converted back to bytes. - - Non-``bytes`` ports in the input port-map (excluding ``dtype``) are - JSON-decoded and passed as constructor kwargs to the numcodecs codec. - """ - - def __init__(self, codec_id: str) -> None: - self._sig = _load_native_signature(codec_id) - self._data_format: str = self._sig.get("data_format", "bytes") - self._numcodecs = _import_numcodecs() - self._codec_id_str = self._sig.get("codec_id", codec_id) - self._impl = self._sig.get("implementation", f"numcodecs.{codec_id}") - - @property - def codec_type(self) -> str: - return "native" - - @property - def codec_id(self) -> str: - return self._codec_id_str - - @property - def implementation(self) -> str: - return self._impl - - def signature(self) -> dict[str, Any]: - return self._sig - - def call(self, direction: Direction, port_map: PortMap) -> PortMap: - """Execute encode or decode via numcodecs.""" - pm = dict(port_map) - data = pm.pop("bytes") - - # All remaining ports are JSON-decoded kwargs for the codec constructor. - # For ndarray codecs, pop dtype — it controls buffer conversion and - # may or may not be a constructor arg (Delta accepts it, Shuffle does not). - kwargs = {k: json.loads(v) for k, v in pm.items()} - dtype_str: str | None = None - if self._data_format == "ndarray": - dtype_str = kwargs.pop("dtype", None) - - codec_obj = self._build_codec(kwargs, dtype_str) - - if self._data_format == "ndarray": - return self._call_ndarray(codec_obj, direction, data, dtype_str) - return self._call_bytes(codec_obj, direction, data) - - def _build_codec(self, kwargs: dict[str, Any], dtype_str: str | None) -> Any: - """Instantiate the numcodecs codec, trying dtype as a constructor arg.""" - config = {"id": self._codec_id_str, **kwargs} - if dtype_str is not None: - try: - return self._numcodecs.get_codec({**config, "dtype": dtype_str}) - except TypeError: - pass - return self._numcodecs.get_codec(config) - - @staticmethod - def _call_bytes(codec: Any, direction: Direction, data: bytes) -> PortMap: - result = codec.encode(data) if direction == "encode" else codec.decode(data) - return [("bytes", bytes(result))] - - @staticmethod - def _call_ndarray( - codec: Any, direction: Direction, data: bytes, dtype_str: str | None - ) -> PortMap: - np = _import_numpy() - if dtype_str is None: - msg = "ndarray-format native codec requires a 'dtype' port" - raise ValueError(msg) - dtype = np.dtype(dtype_str) - arr = np.frombuffer(data, dtype=dtype) - result = codec.encode(arr) if direction == "encode" else codec.decode(arr) - if isinstance(result, np.ndarray): - return [("bytes", result.tobytes())] - return [("bytes", bytes(result))] - - -def _import_numcodecs() -> Any: - """Lazily import numcodecs, raising a clear error if not installed.""" - try: - import numcodecs - except ImportError: - msg = ( - "numcodecs is required for native codec support but is not installed. " - "Install it with: pip install numcodecs" - ) - raise ImportError(msg) from None - return numcodecs - - -def _import_numpy() -> Any: - """Lazily import numpy, raising a clear error if not installed.""" - try: - import numpy - except ImportError: - msg = ( - "numpy is required for ndarray-format native codecs but is not installed. " - "Install it with: pip install numpy" - ) - raise ImportError(msg) from None - return numpy - - -@dataclass -class CoreWasmRef: - """Deferred reference to data in a core wasm module's linear memory. - - The data remains in linear memory and is not copied to Python until - ``materialize()`` is called. This enables single-copy transfer between - sequential core wasm codec steps via ``ctypes.memmove``. - """ - - codec: CoreWasmCodec - ptr: int - length: int - - def materialize(self) -> bytes: - """Copy the data from linear memory to a Python bytes object.""" - return bytes( - self.codec.memory.read(self.codec.store, self.ptr, self.ptr + self.length) - ) - - -class ComponentCodec(Codec): - """Wraps a Component Model Wasm codec. - - Instantiates a Wasmtime Component Model component and calls - ``encode``/``decode`` via the WIT ``chonkle:codec/transform`` interface. - Signature is read from the ``chonkle:signature`` custom section at init. - """ - - def __init__(self, engine: wasmtime.Engine, wasm_path: Path) -> None: - self._engine = engine - self._wasm_path = wasm_path - self._sig = read_signature(wasm_path) - - @property - def codec_type(self) -> str: - return "component" - - @property - def codec_id(self) -> str: - return self._sig.get("codec_id", "") - - @property - def implementation(self) -> str: - return self._sig.get("implementation", "") - - def signature(self) -> dict[str, Any]: - return self._sig - - def call(self, direction: Direction, port_map: PortMap) -> PortMap: - """Call encode or decode on the Component Model codec.""" - component = wasmtime.component.Component.from_file( - self._engine, str(self._wasm_path) - ) - store = wasmtime.Store(self._engine) - store.set_wasi(wasmtime.WasiConfig()) - linker = wasmtime.component.Linker(self._engine) - linker.add_wasip2() - - instance = linker.instantiate(store, component) - fn = _get_function( - instance, store, self._engine, component.type, direction, self._wasm_path - ) - - result = fn(store, port_map) - fn.post_return(store) - - if isinstance(result, str): - msg = f"Codec component {direction} returned error: {result}" - raise RuntimeError(msg) - - return [(str(name), bytes(data)) for name, data in result] - - -def _require_export[T]( - exports: Any, name: str, expected_type: type[T], wasm_path: Path -) -> T: - """Get a named export and verify its type, raising on mismatch.""" - val = exports[name] - if not isinstance(val, expected_type): - msg = ( - f"Core wasm module at {wasm_path}: export {name!r} " - f"is {type(val).__name__}, expected {expected_type.__name__}" - ) - raise RuntimeError(msg) - return val - - -class CoreWasmCodec(Codec): - """Wraps a Core Wasm codec implementing the core port-map ABI. - - Instantiates a core wasm32-wasi reactor module and calls - ``encode``/``decode`` using the binary port-map wire format via - ``Memory.read``/``Memory.write``. The module instance is kept alive - for the codec's lifetime so downstream core codecs can single-copy - transfer data directly from this module's linear memory. - - Required module exports: ``memory``, ``alloc``, ``dealloc``, - ``encode``, ``decode``. - """ - - def __init__(self, engine: wasmtime.Engine, wasm_path: Path) -> None: - self._engine = engine - self._wasm_path = wasm_path - self._sig = read_signature(wasm_path) - - module = wasmtime.Module.from_file(engine, str(wasm_path)) - self._store = wasmtime.Store(engine) - self._store.set_wasi(wasmtime.WasiConfig()) - linker = wasmtime.Linker(engine) - linker.define_wasi() - instance = linker.instantiate(self._store, module) - - exports = instance.exports(self._store) - self._memory = _require_export(exports, "memory", wasmtime.Memory, wasm_path) - self._alloc_fn = _require_export(exports, "alloc", wasmtime.Func, wasm_path) - self._dealloc_fn = _require_export(exports, "dealloc", wasmtime.Func, wasm_path) - self._encode_fn = _require_export(exports, "encode", wasmtime.Func, wasm_path) - self._decode_fn = _require_export(exports, "decode", wasmtime.Func, wasm_path) - - @property - def codec_type(self) -> str: - return "core" - - @property - def codec_id(self) -> str: - return self._sig.get("codec_id", "") - - @property - def implementation(self) -> str: - return self._sig.get("implementation", "") - - def signature(self) -> dict[str, Any]: - return self._sig - - @property - def memory(self) -> wasmtime.Memory: - """The module's linear memory (exposed for single-copy transfer).""" - return self._memory - - @property - def store(self) -> wasmtime.Store: - """The Wasmtime store bound to this instance.""" - return self._store - - def _alloc(self, size: int) -> int: - """Allocate bytes in the module's linear memory.""" - ptr = self._alloc_fn(self._store, size) - if ptr == 0: - msg = f"Core wasm alloc returned null for {size} bytes" - raise RuntimeError(msg) - return ptr - - def call( # type: ignore[override] - self, direction: Direction, port_map: PortMap - ) -> list[tuple[str, bytes | CoreWasmRef]]: - """Call encode or decode using the core port-map ABI. - - Input port-map entries may be ``bytes`` or ``CoreWasmRef``. When a - ``CoreWasmRef`` from another module is present, data is transferred - via single-copy (``ctypes.memmove``) directly into this module's - linear memory. - - Output port-map entries are returned as ``CoreWasmRef`` (lazy - parsing — bulk data stays in linear memory until materialized or - single-copied to a downstream module). - """ - fn = self._encode_fn if direction == "encode" else self._decode_fn - - input_ptr, input_len = self._write_input(port_map) - result = fn(self._store, input_ptr, input_len) - - output_ptr = (result >> 32) & 0xFFFFFFFF - output_len = result & 0xFFFFFFFF - - if output_ptr == 0 and output_len == 0: - msg = f"Core wasm codec {direction} returned error" - raise RuntimeError(msg) - - return _deserialize_port_map_lazy(self, output_ptr, output_len) - - def _write_input( - self, port_map: Sequence[tuple[str, bytes | CoreWasmRef]] - ) -> tuple[int, int]: - """Write a port-map into this module's linear memory. - - Fast path when all values are bytes; single-copy path when any - value is a ``CoreWasmRef``. - """ - if any(isinstance(v, CoreWasmRef) for _, v in port_map): - return self._write_input_with_refs(port_map) - data = _serialize_port_map(port_map) # type: ignore[arg-type] - ptr = self._alloc(len(data)) - self._memory.write(self._store, data, ptr) - return ptr, len(data) - - def _write_input_with_refs( - self, port_map: Sequence[tuple[str, bytes | CoreWasmRef]] - ) -> tuple[int, int]: - """Build a serialized port-map in linear memory with single-copy.""" - entries: list[tuple[bytes, bytes | CoreWasmRef, int]] = [] - total = 4 # entry_count - for name, value in port_map: - name_bytes = name.encode("utf-8") - data_len = value.length if isinstance(value, CoreWasmRef) else len(value) - total += 4 + len(name_bytes) + 4 + data_len - entries.append((name_bytes, value, data_len)) - - base = self._alloc(total) - offset = base - - self._memory.write(self._store, struct.pack(" bytes: - """Serialize a port-map to the core ABI wire format.""" - parts = [struct.pack(" PortMap: - """Deserialize a port-map from the core ABI wire format.""" - offset = 0 - (entry_count,) = struct.unpack_from(" list[tuple[str, bytes | CoreWasmRef]]: - """Parse port-map metadata from linear memory, returning CoreWasmRef entries. - - Only reads metadata (entry count, port names, data lengths) from memory. - Bulk data remains in linear memory as ``CoreWasmRef`` entries. - """ - store = codec.store - mem = codec.memory - pos = base_ptr - - hdr = bytes(mem.read(store, pos, pos + 4)) - (entry_count,) = struct.unpack(" None: - """Copy data between two core wasm linear memories. - - Uses ``ctypes.memmove`` via ``Memory.data_ptr()`` for a single-copy - transfer at native speed. Falls back to ``Memory.read`` + - ``Memory.write`` (two copies) if ``data_ptr()`` fails. - """ - try: - src_base = src_ref.codec.memory.data_ptr(src_ref.codec.store) - dst_base = dst_codec.memory.data_ptr(dst_codec.store) - src_int = ctypes.cast(src_base, ctypes.c_void_p).value - dst_int = ctypes.cast(dst_base, ctypes.c_void_p).value - if src_int is None or dst_int is None: - msg = "Memory.data_ptr() returned a null pointer" - raise TypeError(msg) - ctypes.memmove(dst_int + dst_offset, src_int + src_ref.ptr, src_ref.length) - except (AttributeError, TypeError, OSError): - data = src_ref.materialize() - dst_codec.memory.write(dst_codec.store, data, dst_offset) - - -def _single_copy_transfer( - src_ref: CoreWasmRef, dst_codec: CoreWasmCodec -) -> CoreWasmRef: - """Transfer data between core wasm linear memories, returning a ref in the - destination module. - - Allocates space in the destination module's memory and copies the data - from the source module via ``_copy_between_memories``. - """ - dst_ptr = dst_codec._alloc(src_ref.length) - _copy_between_memories(src_ref, dst_codec, dst_ptr) - return CoreWasmRef(dst_codec, dst_ptr, src_ref.length) - - -def detect_codec_type(wasm_path: Path) -> str: - """Detect whether a ``.wasm`` file is core or component model. - - Reads the 8-byte header (magic + version) to distinguish: - - - ``0d 00 01 00`` → ``"component"`` (Component Model) - - ``01 00 00 00`` → ``"core"`` (Core Wasm) - - Args: - wasm_path: Path to the ``.wasm`` binary. - - Returns: - ``"component"`` or ``"core"``. - - Raises: - ValueError: Not a valid Wasm binary or unrecognized version. - """ - with Path(wasm_path).open("rb") as f: - header = f.read(8) - - if len(header) < 8 or header[:4] != _WASM_MAGIC: - msg = f"Not a valid Wasm binary: {wasm_path}" - raise ValueError(msg) - - version = header[4:8] - if version == _COMPONENT_VERSION: - return "component" - if version == _CORE_WASM_VERSION: - return "core" - - msg = f"Unknown Wasm version {version.hex()}: {wasm_path}" - raise ValueError(msg) - - -def _get_function( - instance: wasmtime.component.Instance, - store: wasmtime.Store, - engine: wasmtime.Engine, - component_type: Any, - fn_name: str, - wasm_path: Path, -) -> Any: - """Return the named Func from the CODEC_TRANSFORM_IFACE interface export. - - Components must be compiled against codec.wit and export the transform - interface under the exact key defined by CODEC_TRANSFORM_IFACE. - - Args: - instance: Instantiated Wasmtime component. - store: Wasmtime store bound to the instance. - engine: Wasmtime engine used to inspect types. - component_type: Type descriptor of the component. - fn_name: Name of the function to locate ("encode" or "decode"). - wasm_path: Path used only for error messages. - - Returns: - The located Wasmtime Func. - - Raises: - RuntimeError: The function is not found in the expected interface. - """ - comp_exports = component_type.exports(engine) - item = comp_exports.get(CODEC_TRANSFORM_IFACE) - if isinstance(item, wasmtime.component.ComponentInstanceType): - iface_exports = item.exports(engine) - if fn_name in iface_exports and isinstance( - iface_exports[fn_name], wasmtime.component.FuncType - ): - iface_idx = instance.get_export_index(store, CODEC_TRANSFORM_IFACE) - if iface_idx is not None: - fn_idx = instance.get_export_index(store, fn_name, iface_idx) - if fn_idx is not None: - return instance.get_func(store, fn_idx) - - msg = ( - f"Component at {wasm_path} does not export {fn_name!r} " - f"in the {CODEC_TRANSFORM_IFACE!r} interface. " - "Components must be compiled against codec.wit." - ) - raise RuntimeError(msg) diff --git a/src/chonkle/codecs/__init__.py b/src/chonkle/codecs/__init__.py new file mode 100644 index 0000000..ad48bdf --- /dev/null +++ b/src/chonkle/codecs/__init__.py @@ -0,0 +1,52 @@ +"""Codec wrapper classes normalizing different backends. + +Each wrapper loads its signature at instantiation and exposes a uniform +``call(direction, port_map)`` interface so the executor does not need to +know which backend is in use. +""" + +from chonkle.codecs._base import ( + CODEC_TRANSFORM_IFACE as CODEC_TRANSFORM_IFACE, +) +from chonkle.codecs._base import ( + SIGNATURES_DIR as SIGNATURES_DIR, +) +from chonkle.codecs._base import ( + Codec as Codec, +) +from chonkle.codecs._base import ( + PortMap as PortMap, +) +from chonkle.codecs._base import ( + detect_codec_type as detect_codec_type, +) +from chonkle.codecs.component import ComponentCodec as ComponentCodec +from chonkle.codecs.core import ( + CoreWasmCodec as CoreWasmCodec, +) +from chonkle.codecs.core import ( + CoreWasmRef as CoreWasmRef, +) +from chonkle.codecs.core import ( + OutputPortMap as OutputPortMap, +) +from chonkle.codecs.core import ( + _deserialize_port_map as _deserialize_port_map, +) +from chonkle.codecs.core import ( + _serialize_port_map as _serialize_port_map, +) +from chonkle.codecs.native import NativeCodec as NativeCodec + +__all__ = [ + "CODEC_TRANSFORM_IFACE", + "SIGNATURES_DIR", + "Codec", + "ComponentCodec", + "CoreWasmCodec", + "CoreWasmRef", + "NativeCodec", + "OutputPortMap", + "PortMap", + "detect_codec_type", +] diff --git a/src/chonkle/codecs/_base.py b/src/chonkle/codecs/_base.py new file mode 100644 index 0000000..951d960 --- /dev/null +++ b/src/chonkle/codecs/_base.py @@ -0,0 +1,97 @@ +"""Base types and ABC for codec wrappers.""" + +from __future__ import annotations + +from abc import ABC, abstractmethod +from pathlib import Path +from typing import Any + +from chonkle.pipeline import Direction + +SIGNATURES_DIR = Path(__file__).parent.parent / "signatures" / "numcodecs" + +CODEC_TRANSFORM_IFACE = "chonkle:codec/transform@0.1.0" + +type PortMap = list[tuple[str, bytes]] + +# Wasm binary header constants. +_WASM_MAGIC = b"\x00asm" +_CORE_WASM_VERSION = b"\x01\x00\x00\x00" +_COMPONENT_VERSION = b"\x0d\x00\x01\x00" + + +class Codec(ABC): + """Abstract base class for codec wrappers. + + The executor interacts only with this interface. Concrete subclasses + handle Component Model, Core Wasm, and native backends. + """ + + @property + @abstractmethod + def codec_type(self) -> str: + """Backend type: ``"component"``, ``"core"``, or ``"native"``.""" + ... + + @property + @abstractmethod + def codec_id(self) -> str: + """The logical codec identifier from the signature.""" + ... + + @property + @abstractmethod + def implementation(self) -> str: + """The specific implementation identifier from the signature.""" + ... + + @abstractmethod + def signature(self) -> dict[str, Any]: + """Return the codec's signature (loaded at instantiation).""" + ... + + @abstractmethod + def call( + self, direction: Direction, port_map: list[tuple[str, bytes | Any]] + ) -> list[tuple[str, bytes | Any]]: + """Execute encode or decode and return the output port-map. + + Input and return entries may contain ``bytes`` values (all backends) or + ``CoreWasmRef`` deferred references (core wasm backend only). + See ``OutputPortMap`` type alias. + """ + ... + + +def detect_codec_type(wasm_path: Path) -> str: + """Detect whether a ``.wasm`` file is core or component model. + + Reads the 8-byte header (magic + version) to distinguish: + + - ``0d 00 01 00`` → ``"component"`` (Component Model) + - ``01 00 00 00`` → ``"core"`` (Core Wasm) + + Args: + wasm_path: Path to the ``.wasm`` binary. + + Returns: + ``"component"`` or ``"core"``. + + Raises: + ValueError: Not a valid Wasm binary or unrecognized version. + """ + with Path(wasm_path).open("rb") as f: + header = f.read(8) + + if len(header) < 8 or header[:4] != _WASM_MAGIC: + msg = f"Not a valid Wasm binary: {wasm_path}" + raise ValueError(msg) + + version = header[4:8] + if version == _COMPONENT_VERSION: + return "component" + if version == _CORE_WASM_VERSION: + return "core" + + msg = f"Unknown Wasm version {version.hex()}: {wasm_path}" + raise ValueError(msg) diff --git a/src/chonkle/codecs/component.py b/src/chonkle/codecs/component.py new file mode 100644 index 0000000..b7c646d --- /dev/null +++ b/src/chonkle/codecs/component.py @@ -0,0 +1,89 @@ +"""Component Model Wasm codec wrapper.""" + +from __future__ import annotations + +from pathlib import Path +from typing import Any + +import wasmtime +import wasmtime.component + +from chonkle.codecs._base import CODEC_TRANSFORM_IFACE, Codec, PortMap +from chonkle.pipeline import Direction +from chonkle.wasm_signature import read_signature + + +class ComponentCodec(Codec): + """Wraps a Component Model Wasm codec. + + Instantiates a Wasmtime Component Model component and calls + ``encode``/``decode`` via the WIT ``chonkle:codec/transform`` interface. + Signature is read from the ``chonkle:signature`` custom section at init. + """ + + def __init__(self, engine: wasmtime.Engine, wasm_path: Path) -> None: + self._engine = engine + self._wasm_path = wasm_path + self._sig = read_signature(wasm_path) + self._component = wasmtime.component.Component.from_file(engine, str(wasm_path)) + + @property + def codec_type(self) -> str: + return "component" + + @property + def codec_id(self) -> str: + return self._sig.get("codec_id", "") + + @property + def implementation(self) -> str: + return self._sig.get("implementation", "") + + def signature(self) -> dict[str, Any]: + return self._sig + + def call(self, direction: Direction, port_map: PortMap) -> PortMap: + """Call encode or decode on the Component Model codec.""" + store = wasmtime.Store(self._engine) + store.set_wasi(wasmtime.WasiConfig()) + linker = wasmtime.component.Linker(self._engine) + linker.add_wasip2() + + instance = linker.instantiate(store, self._component) + fn = self._get_function(instance, store, direction) + + result = fn(store, port_map) + fn.post_return(store) + + if isinstance(result, str): + msg = f"Codec component {direction} returned error: {result}" + raise RuntimeError(msg) + + return [(str(name), bytes(data)) for name, data in result] + + def _get_function( + self, + instance: wasmtime.component.Instance, + store: wasmtime.Store, + fn_name: str, + ) -> Any: + """Return the named Func from the CODEC_TRANSFORM_IFACE interface export.""" + comp_exports = self._component.type.exports(self._engine) + item = comp_exports.get(CODEC_TRANSFORM_IFACE) + if isinstance(item, wasmtime.component.ComponentInstanceType): + iface_exports = item.exports(self._engine) + if fn_name in iface_exports and isinstance( + iface_exports[fn_name], wasmtime.component.FuncType + ): + iface_idx = instance.get_export_index(store, CODEC_TRANSFORM_IFACE) + if iface_idx is not None: + fn_idx = instance.get_export_index(store, fn_name, iface_idx) + if fn_idx is not None: + return instance.get_func(store, fn_idx) + + msg = ( + f"Component at {self._wasm_path} does not export {fn_name!r} " + f"in the {CODEC_TRANSFORM_IFACE!r} interface. " + "Components must be compiled against codec.wit." + ) + raise RuntimeError(msg) diff --git a/src/chonkle/codecs/core.py b/src/chonkle/codecs/core.py new file mode 100644 index 0000000..a4294f7 --- /dev/null +++ b/src/chonkle/codecs/core.py @@ -0,0 +1,300 @@ +"""Core Wasm codec wrapper, CoreWasmRef, and port-map serialization.""" + +from __future__ import annotations + +import ctypes +import struct +from collections.abc import Sequence +from dataclasses import dataclass +from pathlib import Path +from typing import Any, cast + +import wasmtime + +from chonkle.codecs._base import Codec, PortMap +from chonkle.pipeline import Direction +from chonkle.wasm_signature import read_signature + +type OutputPortMap = list[tuple[str, bytes | CoreWasmRef]] + + +@dataclass +class CoreWasmRef: + """Deferred reference to data in a core wasm module's linear memory. + + The data remains in linear memory and is not copied to Python until + ``materialize()`` is called. This enables single-copy transfer between + sequential core wasm codec steps via ``ctypes.memmove``. + """ + + codec: CoreWasmCodec + ptr: int + length: int + + def materialize(self) -> bytes: + """Copy the data from linear memory to a Python bytes object.""" + return bytes( + self.codec.memory.read(self.codec.store, self.ptr, self.ptr + self.length) + ) + + +def _require_export[T]( + exports: Any, name: str, expected_type: type[T], wasm_path: Path +) -> T: + """Get a named export and verify its type, raising on mismatch.""" + val = exports[name] + if not isinstance(val, expected_type): + msg = ( + f"Core wasm module at {wasm_path}: export {name!r} " + f"is {type(val).__name__}, expected {expected_type.__name__}" + ) + raise RuntimeError(msg) + return val + + +class CoreWasmCodec(Codec): + """Wraps a Core Wasm codec implementing the core port-map ABI. + + Instantiates a core wasm32-wasi reactor module and calls + ``encode``/``decode`` using the binary port-map wire format via + ``Memory.read``/``Memory.write``. The module instance is kept alive + for the codec's lifetime so downstream core codecs can single-copy + transfer data directly from this module's linear memory. + + Required module exports: ``memory``, ``alloc``, ``dealloc``, + ``encode``, ``decode``. + """ + + def __init__(self, engine: wasmtime.Engine, wasm_path: Path) -> None: + self._engine = engine + self._wasm_path = wasm_path + self._sig = read_signature(wasm_path) + + module = wasmtime.Module.from_file(engine, str(wasm_path)) + self._store = wasmtime.Store(engine) + self._store.set_wasi(wasmtime.WasiConfig()) + linker = wasmtime.Linker(engine) + linker.define_wasi() + instance = linker.instantiate(self._store, module) + + exports = instance.exports(self._store) + self._memory = _require_export(exports, "memory", wasmtime.Memory, wasm_path) + self._alloc_fn = _require_export(exports, "alloc", wasmtime.Func, wasm_path) + self._dealloc_fn = _require_export(exports, "dealloc", wasmtime.Func, wasm_path) + self._encode_fn = _require_export(exports, "encode", wasmtime.Func, wasm_path) + self._decode_fn = _require_export(exports, "decode", wasmtime.Func, wasm_path) + + @property + def codec_type(self) -> str: + return "core" + + @property + def codec_id(self) -> str: + return self._sig.get("codec_id", "") + + @property + def implementation(self) -> str: + return self._sig.get("implementation", "") + + def signature(self) -> dict[str, Any]: + return self._sig + + @property + def memory(self) -> wasmtime.Memory: + """The module's linear memory (exposed for single-copy transfer).""" + return self._memory + + @property + def store(self) -> wasmtime.Store: + """The Wasmtime store bound to this instance.""" + return self._store + + def close(self) -> None: + """Release the Wasmtime store and its linear memory.""" + self._store = None # type: ignore[assignment] + self._memory = None # type: ignore[assignment] + + def _alloc(self, size: int) -> int: + """Allocate bytes in the module's linear memory.""" + ptr = self._alloc_fn(self._store, size) + if ptr == 0: + msg = f"Core wasm alloc returned null for {size} bytes" + raise RuntimeError(msg) + return ptr + + def call(self, direction: Direction, port_map: PortMap) -> OutputPortMap: + """Call encode or decode using the core port-map ABI. + + Input port-map entries may be ``bytes`` or ``CoreWasmRef``. When a + ``CoreWasmRef`` from another module is present, data is transferred + via single-copy (``ctypes.memmove``) directly into this module's + linear memory. + + Output port-map entries are returned as ``CoreWasmRef`` (lazy + parsing — bulk data stays in linear memory until materialized or + single-copied to a downstream module). + """ + fn = self._encode_fn if direction == "encode" else self._decode_fn + + input_ptr, input_len = self._write_input(port_map) + result = fn(self._store, input_ptr, input_len) + + output_ptr = (result >> 32) & 0xFFFFFFFF + output_len = result & 0xFFFFFFFF + + if output_ptr == 0 and output_len == 0: + msg = f"Core wasm codec {direction} returned error" + raise RuntimeError(msg) + + return _deserialize_port_map_lazy(self, output_ptr, output_len) + + def _write_input( + self, port_map: Sequence[tuple[str, bytes | CoreWasmRef]] + ) -> tuple[int, int]: + """Write a port-map into this module's linear memory. + + Fast path when all values are bytes; single-copy path when any + value is a ``CoreWasmRef``. + """ + if any(isinstance(v, CoreWasmRef) for _, v in port_map): + return self._write_input_with_refs(port_map) + data = _serialize_port_map(cast(PortMap, port_map)) + ptr = self._alloc(len(data)) + self._memory.write(self._store, data, ptr) + return ptr, len(data) + + def _write_input_with_refs( + self, port_map: Sequence[tuple[str, bytes | CoreWasmRef]] + ) -> tuple[int, int]: + """Build a serialized port-map in linear memory with single-copy.""" + entries: list[tuple[bytes, bytes | CoreWasmRef, int]] = [] + total = 4 # entry_count + for name, value in port_map: + name_bytes = name.encode("utf-8") + data_len = value.length if isinstance(value, CoreWasmRef) else len(value) + total += 4 + len(name_bytes) + 4 + data_len + entries.append((name_bytes, value, data_len)) + + base = self._alloc(total) + offset = base + + self._memory.write(self._store, struct.pack(" bytes: + """Serialize a port-map to the core ABI wire format.""" + parts = [struct.pack(" PortMap: + """Deserialize a port-map from the core ABI wire format.""" + offset = 0 + (entry_count,) = struct.unpack_from(" list[tuple[str, bytes | CoreWasmRef]]: + """Parse port-map metadata from linear memory, returning CoreWasmRef entries. + + Only reads metadata (entry count, port names, data lengths) from memory. + Bulk data remains in linear memory as ``CoreWasmRef`` entries. + """ + store = codec.store + mem = codec.memory + pos = base_ptr + + hdr = bytes(mem.read(store, pos, pos + 4)) + (entry_count,) = struct.unpack(" None: + """Copy data between two core wasm linear memories. + + Uses ``ctypes.memmove`` via ``Memory.data_ptr()`` for a single-copy + transfer at native speed. Falls back to ``Memory.read`` + + ``Memory.write`` (two copies) if ``data_ptr()`` fails. + """ + try: + src_base = src_ref.codec.memory.data_ptr(src_ref.codec.store) + dst_base = dst_codec.memory.data_ptr(dst_codec.store) + src_int = ctypes.cast(src_base, ctypes.c_void_p).value + dst_int = ctypes.cast(dst_base, ctypes.c_void_p).value + if src_int is None or dst_int is None: + msg = "Memory.data_ptr() returned a null pointer" + raise TypeError(msg) + ctypes.memmove(dst_int + dst_offset, src_int + src_ref.ptr, src_ref.length) + except (AttributeError, TypeError, OSError): + data = src_ref.materialize() + dst_codec.memory.write(dst_codec.store, data, dst_offset) + + +def _single_copy_transfer( + src_ref: CoreWasmRef, dst_codec: CoreWasmCodec +) -> CoreWasmRef: + """Transfer data between core wasm linear memories, returning a ref in the + destination module. + + Allocates space in the destination module's memory and copies the data + from the source module via ``_copy_between_memories``. + """ + dst_ptr = dst_codec._alloc(src_ref.length) + _copy_between_memories(src_ref, dst_codec, dst_ptr) + return CoreWasmRef(dst_codec, dst_ptr, src_ref.length) diff --git a/src/chonkle/codecs/native.py b/src/chonkle/codecs/native.py new file mode 100644 index 0000000..070aab2 --- /dev/null +++ b/src/chonkle/codecs/native.py @@ -0,0 +1,141 @@ +"""Native (numcodecs) codec wrapper.""" + +from __future__ import annotations + +import json +from typing import Any + +from chonkle.codecs._base import SIGNATURES_DIR, Codec, PortMap +from chonkle.pipeline import Direction + + +def _load_native_signature(codec_id: str) -> dict[str, Any]: + """Load a native codec signature from the bundled JSON files. + + Raises: + ValueError: No signature file exists for *codec_id*. + """ + sig_path = SIGNATURES_DIR / f"{codec_id}.json" + if not sig_path.exists(): + msg = f"No native codec signature for {codec_id!r} (looked in {SIGNATURES_DIR})" + raise ValueError(msg) + return json.loads(sig_path.read_text()) + + +class NativeCodec(Codec): + """Wraps a numcodecs codec object. + + Instantiated from a ``codec_id`` that must have a matching signature + file in ``src/chonkle/signatures/numcodecs/``. ``numcodecs`` is + imported lazily — users who only use wasm codecs do not need it + installed. + + The ``data_format`` field in the signature controls the calling + convention: + + - ``"bytes"``: the ``bytes`` port is passed directly to + ``codec.encode()`` / ``codec.decode()``. + - ``"ndarray"``: the ``bytes`` port is interpreted as a raw buffer, + converted to a numpy ndarray using the ``dtype`` port, processed, + and converted back to bytes. + + Non-``bytes`` ports in the input port-map (excluding ``dtype``) are + JSON-decoded and passed as constructor kwargs to the numcodecs codec. + """ + + def __init__(self, codec_id: str) -> None: + self._sig = _load_native_signature(codec_id) + self._data_format: str = self._sig.get("data_format", "bytes") + self._numcodecs = _import_numcodecs() + self._codec_id_str = self._sig.get("codec_id", codec_id) + self._impl = self._sig.get("implementation", f"numcodecs.{codec_id}") + + @property + def codec_type(self) -> str: + return "native" + + @property + def codec_id(self) -> str: + return self._codec_id_str + + @property + def implementation(self) -> str: + return self._impl + + def signature(self) -> dict[str, Any]: + return self._sig + + def call(self, direction: Direction, port_map: PortMap) -> PortMap: + """Execute encode or decode via numcodecs.""" + pm = dict(port_map) + data = pm.pop("bytes") + + # All remaining ports are JSON-decoded kwargs for the codec constructor. + # For ndarray codecs, pop dtype — it controls buffer conversion and + # may or may not be a constructor arg (Delta accepts it, Shuffle does not). + kwargs = {k: json.loads(v) for k, v in pm.items()} + dtype_str: str | None = None + if self._data_format == "ndarray": + dtype_str = kwargs.pop("dtype", None) + + codec_obj = self._build_codec(kwargs, dtype_str) + + if self._data_format == "ndarray": + return self._call_ndarray(codec_obj, direction, data, dtype_str) + return self._call_bytes(codec_obj, direction, data) + + def _build_codec(self, kwargs: dict[str, Any], dtype_str: str | None) -> Any: + """Instantiate the numcodecs codec, trying dtype as a constructor arg.""" + config = {"id": self._codec_id_str, **kwargs} + if dtype_str is not None: + try: + return self._numcodecs.get_codec({**config, "dtype": dtype_str}) + except TypeError: + pass + return self._numcodecs.get_codec(config) + + @staticmethod + def _call_bytes(codec: Any, direction: Direction, data: bytes) -> PortMap: + result = codec.encode(data) if direction == "encode" else codec.decode(data) + return [("bytes", bytes(result))] + + @staticmethod + def _call_ndarray( + codec: Any, direction: Direction, data: bytes, dtype_str: str | None + ) -> PortMap: + np = _import_numpy() + if dtype_str is None: + msg = "ndarray-format native codec requires a 'dtype' port" + raise ValueError(msg) + dtype = np.dtype(dtype_str) + arr = np.frombuffer(data, dtype=dtype) + result = codec.encode(arr) if direction == "encode" else codec.decode(arr) + if isinstance(result, np.ndarray): + return [("bytes", result.tobytes())] + return [("bytes", bytes(result))] + + +def _import_numcodecs() -> Any: + """Lazily import numcodecs, raising a clear error if not installed.""" + try: + import numcodecs + except ImportError: + msg = ( + "numcodecs is required for native codec support but is not installed. " + "Install it with: pip install numcodecs" + ) + raise ImportError(msg) from None + return numcodecs + + +def _import_numpy() -> Any: + """Lazily import numpy, raising a clear error if not installed.""" + try: + import numpy + except ImportError: + msg = ( + "numpy is required for ndarray-format native codecs but is not installed. " + "Install it with: pip install numpy" + ) + raise ImportError(msg) from None + return numpy diff --git a/src/chonkle/executor.py b/src/chonkle/executor.py index a1fc848..0603088 100644 --- a/src/chonkle/executor.py +++ b/src/chonkle/executor.py @@ -8,7 +8,7 @@ from dataclasses import dataclass from typing import Any -from chonkle.codecs import Codec, CoreWasmCodec, CoreWasmRef, PortMap +from chonkle.codecs import Codec, CoreWasmCodec, CoreWasmRef, OutputPortMap from chonkle.pipeline import Direction, Pipeline, StepSpec, WiringRef from chonkle.resolver import Resolver @@ -25,6 +25,7 @@ class PreparedPipeline: pipeline: Pipeline direction: Direction codecs: Mapping[str, Codec] + step_by_name: Mapping[str, StepSpec] def prepare( @@ -71,7 +72,12 @@ def prepare( # Phase 3: validate all signatures before any component is called. _validate_signatures(pipeline, step_by_name, codecs, direction) - return PreparedPipeline(pipeline=pipeline, direction=direction, codecs=codecs) + return PreparedPipeline( + pipeline=pipeline, + direction=direction, + codecs=codecs, + step_by_name=step_by_name, + ) def run( @@ -114,7 +120,7 @@ def run( msg = f"Missing pipeline input: {name!r}" raise ValueError(msg) - step_by_name = {s.name: s for s in pipeline.steps} + step_by_name = prepared.step_by_name if inverted: return _execute_inverted( @@ -125,7 +131,7 @@ def run( def _execute_forward( pipeline: Pipeline, - step_by_name: dict[str, StepSpec], + step_by_name: Mapping[str, StepSpec], codecs: Mapping[str, Codec], inputs: dict[str, bytes], direction: Direction, @@ -168,7 +174,7 @@ def _execute_forward( def _execute_inverted( pipeline: Pipeline, - step_by_name: dict[str, StepSpec], + step_by_name: Mapping[str, StepSpec], codecs: Mapping[str, Codec], inputs: dict[str, bytes], direction: Direction, @@ -212,7 +218,7 @@ def _forward_port_map( direction: Direction, encode_only_inputs: set[str], codec: Codec, -) -> PortMap: +) -> OutputPortMap: """Build the port-map for a step in forward execution. Iterates step.inputs, omitting encode_only ports when direction is decode. @@ -220,7 +226,7 @@ def _forward_port_map( single-copy transfer) and materialized to bytes for other backends. """ is_core = isinstance(codec, CoreWasmCodec) - port_map: list[tuple[str, bytes | CoreWasmRef]] = [] + port_map: OutputPortMap = [] for port_name, ref_str in step.inputs.items(): if direction == "decode" and port_name in encode_only_inputs: continue @@ -228,7 +234,7 @@ def _forward_port_map( if isinstance(value, CoreWasmRef) and not is_core: value = value.materialize() port_map.append((port_name, value)) - return port_map # type: ignore[return-value] + return port_map def _inverted_port_map( @@ -239,7 +245,7 @@ def _inverted_port_map( output_ports: list[str], encode_only_inputs: set[str], codec: Codec, -) -> PortMap: +) -> OutputPortMap: """Build the port-map for a step in inverted execution. The step's forward-direction outputs (from signature) become its @@ -249,7 +255,7 @@ def _inverted_port_map( and materialized for other backends. """ is_core = isinstance(codec, CoreWasmCodec) - port_map: list[tuple[str, bytes | CoreWasmRef]] = [] + port_map: OutputPortMap = [] for port_name in output_ports: val = value_store.get(f"{step_name}.{port_name}") if val is not None: @@ -263,7 +269,7 @@ def _inverted_port_map( for port_name in encode_only_inputs: if port_name in step.inputs: port_map.append((port_name, value_store[step.inputs[port_name]])) - return port_map # type: ignore[return-value] + return port_map def _materialize(value: bytes | CoreWasmRef) -> bytes: diff --git a/src/chonkle/pipeline.py b/src/chonkle/pipeline.py index d13a7ca..5345411 100644 --- a/src/chonkle/pipeline.py +++ b/src/chonkle/pipeline.py @@ -16,7 +16,7 @@ class WiringRef: """A parsed wiring reference from the pipeline JSON.""" kind: Literal["input", "constant", "step"] - source: str # "input", "constant", or step codec_id + source: str # "input", "constant", or step name port: str # port name within the source @classmethod @@ -72,8 +72,8 @@ class Pipeline: codec_id: str direction: Direction - inputs: dict[str, Any] - constants: dict[str, Any] + inputs: dict[str, dict[str, Any]] + constants: dict[str, dict[str, Any]] outputs: dict[str, str] # pipeline_output_name -> wiring_ref string sources: dict[str, str] # codec_id -> URI (advisory fetch hints) steps: list[StepSpec] diff --git a/src/chonkle/resolver.py b/src/chonkle/resolver.py index 03ad239..c32cbb0 100644 --- a/src/chonkle/resolver.py +++ b/src/chonkle/resolver.py @@ -19,7 +19,7 @@ import wasmtime from chonkle.codecs import ( - _SIGNATURES_DIR, + SIGNATURES_DIR, Codec, ComponentCodec, CoreWasmCodec, @@ -79,13 +79,13 @@ def __init__( self, *, codec_store: Path | None = None, - preference: Sequence[str] = ("core", "component", "native"), + preference: Sequence[str] | None = None, overrides: dict[str, str] | None = None, pipeline_sources: dict[str, str] | None = None, paths: dict[str, Path] | None = None, ) -> None: self._store_path = codec_store or _default_store_path() - self._preference = list(preference) + self._preference = list(preference or ("core", "component", "native")) self._overrides = dict(overrides or {}) self._pipeline_sources = dict(pipeline_sources or {}) self._paths = dict(paths or {}) @@ -148,8 +148,8 @@ def list_codecs(self) -> list[CodecEntry]: result: list[CodecEntry] = [] for entries in self._get_index().values(): result.extend(entries) - if _SIGNATURES_DIR.exists(): - for sig_file in sorted(_SIGNATURES_DIR.glob("*.json")): + if SIGNATURES_DIR.exists(): + for sig_file in sorted(SIGNATURES_DIR.glob("*.json")): sig = json.loads(sig_file.read_text()) cid = sig.get("codec_id", sig_file.stem) result.append( @@ -189,28 +189,21 @@ def _resolve_by_preference( return self._instantiate(entries[0]) return NativeCodec(codec_id) - def _select_by_preference(self, entries: list[CodecEntry]) -> CodecEntry: - for pref in self._preference: - for entry in entries: - if entry.codec_type == pref: - return entry - return entries[0] - def _resolve_override(self, codec_id: str, impl_name: str) -> Codec: entries = self._get_index().get(codec_id, []) for entry in entries: if entry.implementation == impl_name: return self._instantiate(entry) # Check native - if _has_native_signature(codec_id): - native_impl = json.loads( - (_SIGNATURES_DIR / f"{codec_id}.json").read_text() - ).get("implementation", "") + available = [e.implementation for e in entries] + sig_path = SIGNATURES_DIR / f"{codec_id}.json" + if sig_path.exists(): + native_impl = json.loads(sig_path.read_text()).get( + "implementation", f"numcodecs.{codec_id}" + ) if native_impl == impl_name: return NativeCodec(codec_id) - available = [e.implementation for e in entries] - if _has_native_signature(codec_id): - available.append(f"numcodecs.{codec_id}") + available.append(native_impl) msg = ( f"Override implementation {impl_name!r} for codec {codec_id!r} " f"not found. Available: {available}" @@ -261,7 +254,7 @@ def _install_and_instantiate(self, wasm_path: Path) -> Codec: def _has_native_signature(codec_id: str) -> bool: """Check whether a native codec signature file exists for *codec_id*.""" - return (_SIGNATURES_DIR / f"{codec_id}.json").exists() + return (SIGNATURES_DIR / f"{codec_id}.json").exists() def _scan_store(store_path: Path) -> dict[str, list[CodecEntry]]: diff --git a/tests/test_executor.py b/tests/test_executor.py index e51b1de..3178c71 100644 --- a/tests/test_executor.py +++ b/tests/test_executor.py @@ -70,7 +70,13 @@ def _prepared( direction = pipeline.direction if codecs is None: codecs = {s.name: _FakeCodec() for s in pipeline.steps} - return PreparedPipeline(pipeline=pipeline, direction=direction, codecs=codecs) + step_by_name = {s.name: s for s in pipeline.steps} + return PreparedPipeline( + pipeline=pipeline, + direction=direction, + codecs=codecs, + step_by_name=step_by_name, + ) # Tests below this marker require compiled codec .wasm files. diff --git a/tests/test_native_codec.py b/tests/test_native_codec.py index 83fa025..36ded3f 100644 --- a/tests/test_native_codec.py +++ b/tests/test_native_codec.py @@ -169,7 +169,10 @@ def test_single_native_step_encode_decode(self) -> None: pipeline = Pipeline.parse(pipeline_dict) codec = NativeCodec("zlib") prepared = PreparedPipeline( - pipeline=pipeline, direction="encode", codecs={"compress": codec} + pipeline=pipeline, + direction="encode", + codecs={"compress": codec}, + step_by_name={s.name: s for s in pipeline.steps}, ) data = bytes(range(256)) * 64 result = run(prepared, {"bytes": data}) @@ -181,6 +184,7 @@ def test_single_native_step_encode_decode(self) -> None: pipeline=pipeline_dec, direction="decode", codecs={"compress": NativeCodec("zlib")}, + step_by_name={s.name: s for s in pipeline_dec.steps}, ) decoded = run(prepared_dec, {"bytes": result["bytes"]}) assert decoded["bytes"] == data @@ -212,6 +216,7 @@ def test_two_native_steps_chained(self) -> None: "step_a": NativeCodec("gzip"), "step_b": NativeCodec("bz2"), }, + step_by_name={s.name: s for s in pipeline.steps}, ) data = bytes(range(256)) * 64 result = run(prepared, {"bytes": data}) @@ -238,7 +243,10 @@ def test_native_with_constant_parameter(self) -> None: pipeline = Pipeline.parse(pipeline_dict) codec = NativeCodec("zlib") prepared = PreparedPipeline( - pipeline=pipeline, direction="encode", codecs={"compress": codec} + pipeline=pipeline, + direction="encode", + codecs={"compress": codec}, + step_by_name={s.name: s for s in pipeline.steps}, ) data = bytes(range(256)) * 64 result = run(prepared, {"bytes": data}) @@ -271,6 +279,7 @@ def test_mixed_native_and_fake_wasm_pipeline(self) -> None: "step_a": NativeCodec("zlib"), "step_b": _FakeCodec(call_fn=lambda d, pm: pm), }, + step_by_name={s.name: s for s in pipeline.steps}, ) data = bytes(range(256)) * 64 result = run(prepared, {"bytes": data}) @@ -306,6 +315,7 @@ def test_encode_only_inputs_skipped_during_decode(self) -> None: pipeline=pipeline, direction="decode", codecs={"compress": NativeCodec("zlib")}, + step_by_name={s.name: s for s in pipeline.steps}, ) result = run(prepared, {"bytes": encoded[0][1]}) assert result["bytes"] == data From f22ea44bec7f8c80e5a9cb2ad0d18bdba2739cc1 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Thu, 26 Mar 2026 17:30:41 -0500 Subject: [PATCH 23/52] refactor: remove re-exports from __init__.py modules MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit All imports now point directly at the defining module instead of going through package __init__.py re-exports. Both __init__.py files (chonkle and chonkle.codecs) are reduced to docstrings only — no public API surface is committed until real consumer usage patterns emerge. --- src/chonkle/__init__.py | 36 -------------------------- src/chonkle/codecs/__init__.py | 46 ---------------------------------- src/chonkle/executor.py | 3 ++- src/chonkle/resolver.py | 12 +++------ tests/test_codecs.py | 3 ++- tests/test_executor.py | 3 ++- tests/test_native_codec.py | 3 ++- 7 files changed, 12 insertions(+), 94 deletions(-) diff --git a/src/chonkle/__init__.py b/src/chonkle/__init__.py index 445453d..d95c627 100644 --- a/src/chonkle/__init__.py +++ b/src/chonkle/__init__.py @@ -1,37 +1 @@ """Wasm codec pipeline library.""" - -from chonkle.codecs import ( - Codec, - ComponentCodec, - CoreWasmCodec, - CoreWasmRef, - NativeCodec, - OutputPortMap, - PortMap, - detect_codec_type, -) -from chonkle.executor import PreparedPipeline, prepare, run -from chonkle.pipeline import Direction, Pipeline, StepSpec -from chonkle.resolver import CodecEntry, Resolver -from chonkle.wasm_signature import embed_signature, read_signature - -__all__ = [ - "Codec", - "CodecEntry", - "ComponentCodec", - "CoreWasmCodec", - "CoreWasmRef", - "Direction", - "NativeCodec", - "OutputPortMap", - "Pipeline", - "PortMap", - "PreparedPipeline", - "Resolver", - "StepSpec", - "detect_codec_type", - "embed_signature", - "prepare", - "read_signature", - "run", -] diff --git a/src/chonkle/codecs/__init__.py b/src/chonkle/codecs/__init__.py index ad48bdf..052f290 100644 --- a/src/chonkle/codecs/__init__.py +++ b/src/chonkle/codecs/__init__.py @@ -4,49 +4,3 @@ ``call(direction, port_map)`` interface so the executor does not need to know which backend is in use. """ - -from chonkle.codecs._base import ( - CODEC_TRANSFORM_IFACE as CODEC_TRANSFORM_IFACE, -) -from chonkle.codecs._base import ( - SIGNATURES_DIR as SIGNATURES_DIR, -) -from chonkle.codecs._base import ( - Codec as Codec, -) -from chonkle.codecs._base import ( - PortMap as PortMap, -) -from chonkle.codecs._base import ( - detect_codec_type as detect_codec_type, -) -from chonkle.codecs.component import ComponentCodec as ComponentCodec -from chonkle.codecs.core import ( - CoreWasmCodec as CoreWasmCodec, -) -from chonkle.codecs.core import ( - CoreWasmRef as CoreWasmRef, -) -from chonkle.codecs.core import ( - OutputPortMap as OutputPortMap, -) -from chonkle.codecs.core import ( - _deserialize_port_map as _deserialize_port_map, -) -from chonkle.codecs.core import ( - _serialize_port_map as _serialize_port_map, -) -from chonkle.codecs.native import NativeCodec as NativeCodec - -__all__ = [ - "CODEC_TRANSFORM_IFACE", - "SIGNATURES_DIR", - "Codec", - "ComponentCodec", - "CoreWasmCodec", - "CoreWasmRef", - "NativeCodec", - "OutputPortMap", - "PortMap", - "detect_codec_type", -] diff --git a/src/chonkle/executor.py b/src/chonkle/executor.py index 0603088..b646b7c 100644 --- a/src/chonkle/executor.py +++ b/src/chonkle/executor.py @@ -8,7 +8,8 @@ from dataclasses import dataclass from typing import Any -from chonkle.codecs import Codec, CoreWasmCodec, CoreWasmRef, OutputPortMap +from chonkle.codecs._base import Codec +from chonkle.codecs.core import CoreWasmCodec, CoreWasmRef, OutputPortMap from chonkle.pipeline import Direction, Pipeline, StepSpec, WiringRef from chonkle.resolver import Resolver diff --git a/src/chonkle/resolver.py b/src/chonkle/resolver.py index c32cbb0..0d57928 100644 --- a/src/chonkle/resolver.py +++ b/src/chonkle/resolver.py @@ -18,14 +18,10 @@ import wasmtime -from chonkle.codecs import ( - SIGNATURES_DIR, - Codec, - ComponentCodec, - CoreWasmCodec, - NativeCodec, - detect_codec_type, -) +from chonkle.codecs._base import SIGNATURES_DIR, Codec, detect_codec_type +from chonkle.codecs.component import ComponentCodec +from chonkle.codecs.core import CoreWasmCodec +from chonkle.codecs.native import NativeCodec from chonkle.wasm_signature import read_signature diff --git a/tests/test_codecs.py b/tests/test_codecs.py index 10a4e15..2b630bb 100644 --- a/tests/test_codecs.py +++ b/tests/test_codecs.py @@ -5,7 +5,8 @@ import pytest -from chonkle.codecs import _deserialize_port_map, _serialize_port_map, detect_codec_type +from chonkle.codecs._base import detect_codec_type +from chonkle.codecs.core import _deserialize_port_map, _serialize_port_map # Wasm magic + version headers. _CORE_HEADER = b"\x00asm\x01\x00\x00\x00" diff --git a/tests/test_executor.py b/tests/test_executor.py index 3178c71..2c23c08 100644 --- a/tests/test_executor.py +++ b/tests/test_executor.py @@ -6,7 +6,8 @@ import pytest -from chonkle.codecs import Codec, CoreWasmCodec, CoreWasmRef, PortMap +from chonkle.codecs._base import Codec, PortMap +from chonkle.codecs.core import CoreWasmCodec, CoreWasmRef from chonkle.executor import PreparedPipeline, prepare, run from chonkle.pipeline import Direction, Pipeline from chonkle.resolver import Resolver diff --git a/tests/test_native_codec.py b/tests/test_native_codec.py index 36ded3f..13e3e17 100644 --- a/tests/test_native_codec.py +++ b/tests/test_native_codec.py @@ -6,7 +6,8 @@ import pytest -from chonkle.codecs import Codec, NativeCodec, PortMap +from chonkle.codecs._base import Codec, PortMap +from chonkle.codecs.native import NativeCodec from chonkle.executor import PreparedPipeline, run from chonkle.pipeline import Direction, Pipeline from chonkle.resolver import Resolver From 75ad48df86ae02a67786a1a46a5eea5e78315074 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Thu, 26 Mar 2026 18:12:34 -0500 Subject: [PATCH 24/52] refactor: move embed-signature from tools/ package to CLI subcommand Delete src/chonkle/tools/ and add `chonkle embed-signature` subcommand to cli.py. Shorter invocation, discoverable via --help, no internal module path to know. Update all doc references. --- docs/PLAN_MIXED_CODEC_ARCHITECTURE.md | 4 +-- docs/ai/RECENT_CHANGES.md | 11 +++++- docs/ai/REPO_MAP.md | 11 +++--- docs/ai/SYSTEM_OVERVIEW.md | 9 +++-- docs/reference/CORE_ABI.md | 2 +- src/chonkle/cli.py | 33 ++++++++++++++++++ src/chonkle/tools/__init__.py | 0 src/chonkle/tools/embed_signature.py | 49 --------------------------- 8 files changed, 56 insertions(+), 63 deletions(-) delete mode 100644 src/chonkle/tools/__init__.py delete mode 100644 src/chonkle/tools/embed_signature.py diff --git a/docs/PLAN_MIXED_CODEC_ARCHITECTURE.md b/docs/PLAN_MIXED_CODEC_ARCHITECTURE.md index beb1b1a..087886e 100644 --- a/docs/PLAN_MIXED_CODEC_ARCHITECTURE.md +++ b/docs/PLAN_MIXED_CODEC_ARCHITECTURE.md @@ -144,7 +144,7 @@ for step_name in execution_order: Build integration: ```bash -python -m chonkle.tools.embed_signature codec.wasm signature.json +chonkle embed-signature codec.wasm signature.json ``` The `signature.json` in each codec's source directory is a build input (like a @@ -649,7 +649,7 @@ downstream codec type. ### Phase 1: Signature embedding infrastructure - Add `implementation` field to signature format -- Implement `chonkle:signature` custom section writer (`chonkle.tools.embed_signature`) +- Implement `chonkle:signature` custom section writer (`chonkle embed-signature` CLI subcommand) - Implement pure-Python custom section reader - Embed signatures into existing codec `.wasm` files (move `signature.json` to source dirs, add post-build embed step) diff --git a/docs/ai/RECENT_CHANGES.md b/docs/ai/RECENT_CHANGES.md index de226f9..34e34df 100644 --- a/docs/ai/RECENT_CHANGES.md +++ b/docs/ai/RECENT_CHANGES.md @@ -4,10 +4,19 @@ Only architectural, structural, and workflow changes. Not bug fixes or minor twe ## March 2026 +- **`tools/` package removed**: `embed_signature` CLI moved from + `python -m chonkle.tools.embed_signature` to `chonkle embed-signature` + subcommand in `cli.py`. The `src/chonkle/tools/` package is deleted. + +- **`__init__.py` cleanup**: removed all re-exports from both + `chonkle/__init__.py` and `chonkle/codecs/__init__.py`. Both are now + docstring-only. All internal and test imports point directly at the + defining module (e.g. `from chonkle.codecs._base import Codec`). + - **Code review refactor**: comprehensive review and cleanup of `src/chonkle/`. - Split `codecs.py` (620 lines) into `codecs/` package: `_base.py` (ABC, `PortMap`, `detect_codec_type`), `component.py`, `core.py`, `native.py`, - `__init__.py` (re-exports). All existing imports remain valid. + `__init__.py` (docstring-only). - Type safety: added `OutputPortMap` type alias for `list[tuple[str, bytes | CoreWasmRef]]`, widened `Codec.call()` return annotation, removed 4 `type: ignore` suppressions from executor and codecs. diff --git a/docs/ai/REPO_MAP.md b/docs/ai/REPO_MAP.md index 3324d03..224b504 100644 --- a/docs/ai/REPO_MAP.md +++ b/docs/ai/REPO_MAP.md @@ -48,14 +48,15 @@ its build source. `codec/README.md` documents the build process for each codec. ## Source — `src/chonkle/` -Core library. All public API is re-exported from `__init__.py`. +Core library. `__init__.py` files are docstring-only; import from the +defining module directly (e.g. `from chonkle.executor import prepare`). - **pipeline.py** — DAG pipeline parsing and validation. Entry point: `parse()`. Parses pipeline JSON into a `Pipeline` dataclass, validates all wiring references, and produces a topologically sorted `execution_order`. Key types: `Pipeline`, `StepSpec`, `WiringRef`. -- **codecs/** — Codec wrapper package. `__init__.py` re-exports all public - names. Submodules: +- **codecs/** — Codec wrapper package. `__init__.py` is docstring-only; + import from submodules directly. Submodules: - **codecs/_base.py** — `Codec` ABC with `call(direction, port_map)` and `signature()`. `PortMap` type alias, `SIGNATURES_DIR`, `CODEC_TRANSFORM_IFACE`, `detect_codec_type()`. @@ -101,13 +102,13 @@ Core library. All public API is re-exported from `__init__.py`. - **cli.py** — `chonkle run` command. Accepts `--pipeline`, `--input NAME=FILE`, `--output NAME=FILE`, `--codec-store`, `--preference`, `--override`. `chonkle codecs [codec_id]` subcommand lists installed implementations. + `chonkle embed-signature ` embeds a signature into a + `.wasm` binary (build-time tool). - **signatures/numcodecs/** — Bundled signature JSON files for native (numcodecs) codecs. One file per supported codec (e.g., `zlib.json`, `gzip.json`, `delta.json`). Each includes the standard signature fields plus `data_format` (`"bytes"` or `"ndarray"`). Adding support for a new numcodecs codec requires only adding a JSON file here. -- **tools/embed_signature.py** — CLI tool to embed a `signature.json` file into - a `.wasm` binary. `python -m chonkle.tools.embed_signature `. ## Tests — `tests/` diff --git a/docs/ai/SYSTEM_OVERVIEW.md b/docs/ai/SYSTEM_OVERVIEW.md index 5af1b04..f19d404 100644 --- a/docs/ai/SYSTEM_OVERVIEW.md +++ b/docs/ai/SYSTEM_OVERVIEW.md @@ -127,13 +127,12 @@ Pipeline DAG design where each execution is driven by a pipeline JSON file: from a file path, `read_signature_bytes()` from in-memory bytes, `embed_signature()` appends or replaces the section. Works with both core and Component Model binaries. No wasmtime dependency. -- **tools** (`tools/embed_signature.py`): CLI tool to embed a `signature.json` - file into a `.wasm` binary as a `chonkle:signature` custom section. - `python -m chonkle.tools.embed_signature `. - **cli** (`cli.py`): `chonkle run --pipeline pipeline.json --input name=file` command with `--codec-store`, `--preference`, `--override` flags for resolver configuration. `chonkle codecs [codec_id]` subcommand lists - installed codec implementations. + installed codec implementations. `chonkle embed-signature ` + embeds a signature JSON file into a `.wasm` binary as a `chonkle:signature` + custom section (build-time tool). ## Codec Interface (Component Model WIT) @@ -207,7 +206,7 @@ Field notes: Each `.wasm` binary contains a `chonkle:signature` custom section with the protospec codec signature as JSON. **Required** — `_validate_signature()` raises `ValueError` if absent. The signature is embedded at build time using -`python -m chonkle.tools.embed_signature`. Source `signature.json` files in each +`chonkle embed-signature`. Source `signature.json` files in each codec's source directory are build inputs (not distribution artifacts). ```json diff --git a/docs/reference/CORE_ABI.md b/docs/reference/CORE_ABI.md index 716c08e..b969bf4 100644 --- a/docs/reference/CORE_ABI.md +++ b/docs/reference/CORE_ABI.md @@ -92,7 +92,7 @@ Host Module Core wasm codecs embed a `chonkle:signature` custom section in the `.wasm` binary, identical in format to Component Model codecs. The signature is embedded as a post-build step: ```bash -python -m chonkle.tools.embed_signature codec.wasm signature.json +chonkle embed-signature codec.wasm signature.json ``` ## Relationship to Component Model WIT diff --git a/src/chonkle/cli.py b/src/chonkle/cli.py index 2c166c0..10f038d 100644 --- a/src/chonkle/cli.py +++ b/src/chonkle/cli.py @@ -1,12 +1,14 @@ """CLI entry point for chonkle.""" import argparse +import json import sys from pathlib import Path from chonkle.executor import prepare, run from chonkle.pipeline import Pipeline from chonkle.resolver import Resolver +from chonkle.wasm_signature import embed_signature def main() -> None: @@ -91,11 +93,29 @@ def main() -> None: help="Path to the local codec store directory.", ) + # --- embed-signature command --- + embed_parser = subparsers.add_parser( + "embed-signature", + help="Embed a signature JSON file into a .wasm binary as a custom section.", + ) + embed_parser.add_argument( + "wasm_file", + type=Path, + help="Path to the .wasm binary (modified in-place).", + ) + embed_parser.add_argument( + "signature_json", + type=Path, + help="Path to the signature JSON file.", + ) + args = parser.parse_args() if args.command == "run": _run_command(args) elif args.command == "codecs": _codecs_command(args) + elif args.command == "embed-signature": + _embed_signature_command(args) def _build_resolver(args: argparse.Namespace, pipeline: Pipeline) -> Resolver: @@ -186,3 +206,16 @@ def _codecs_command(args: argparse.Namespace) -> None: f"{entry.implementation or '(unnamed)':<20s} " f"{entry.codec_type:<12s}\n" ) + + +def _embed_signature_command(args: argparse.Namespace) -> None: + """Embed a codec signature into a .wasm binary.""" + wasm_bytes = args.wasm_file.read_bytes() + with args.signature_json.open() as f: + signature = json.load(f) + + result = embed_signature(wasm_bytes, signature) + args.wasm_file.write_bytes(result) + + added = len(result) - len(wasm_bytes) + sys.stdout.write(f"Embedded {added} byte custom section in {args.wasm_file}\n") diff --git a/src/chonkle/tools/__init__.py b/src/chonkle/tools/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/src/chonkle/tools/embed_signature.py b/src/chonkle/tools/embed_signature.py deleted file mode 100644 index 3dff4d9..0000000 --- a/src/chonkle/tools/embed_signature.py +++ /dev/null @@ -1,49 +0,0 @@ -"""Embed a ``chonkle:signature`` custom section into a Wasm binary. - -Usage:: - - python -m chonkle.tools.embed_signature - -Reads *signature_json*, embeds it as a ``chonkle:signature`` custom section -in *wasm_file* (in-place). If the binary already contains a -``chonkle:signature`` section, it is replaced. -""" - -from __future__ import annotations - -import json -import logging -import sys -from pathlib import Path - -from chonkle.wasm_signature import embed_signature - -log = logging.getLogger(__name__) - - -def main(argv: list[str] | None = None) -> None: - args = argv if argv is not None else sys.argv[1:] - if len(args) != 2: - sys.stderr.write( - "Usage: python -m chonkle.tools.embed_signature" - " \n" - ) - sys.exit(1) - - wasm_path = Path(args[0]) - sig_path = Path(args[1]) - - wasm_bytes = wasm_path.read_bytes() - with sig_path.open() as f: - signature = json.load(f) - - result = embed_signature(wasm_bytes, signature) - wasm_path.write_bytes(result) - - added = len(result) - len(wasm_bytes) - log.info("Embedded %d byte custom section in %s", added, wasm_path) - - -if __name__ == "__main__": - logging.basicConfig(level=logging.INFO) - main() From c9f91e2625285bc3cb42011e75c5db394e79f516 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Fri, 27 Mar 2026 09:25:52 -0500 Subject: [PATCH 25/52] refactor: merge parse and prepare into single pipeline entry point MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Collapse the separate Pipeline.parse() → prepare() → run() flow into prepare() → run(). All validation and codec resolution now live in pipeline.py; executor.py retains only DAG execution (run). --- bench/chonkle-host/time_codec.py | 16 +- docs/ai/RECENT_CHANGES.md | 10 + docs/ai/REPO_MAP.md | 27 +- docs/ai/SYSTEM_OVERVIEW.md | 36 +- src/chonkle/cli.py | 24 +- src/chonkle/codecs/_base.py | 5 +- src/chonkle/executor.py | 279 +------------- src/chonkle/pipeline.py | 285 +++++++++++++- tests/test_executor.py | 638 +++++++++++++++---------------- tests/test_native_codec.py | 4 +- 10 files changed, 664 insertions(+), 660 deletions(-) diff --git a/bench/chonkle-host/time_codec.py b/bench/chonkle-host/time_codec.py index 60e96c4..7d2fc60 100644 --- a/bench/chonkle-host/time_codec.py +++ b/bench/chonkle-host/time_codec.py @@ -21,8 +21,8 @@ import zlib from pathlib import Path -from chonkle.executor import prepare, run -from chonkle.pipeline import Pipeline +from chonkle.executor import run +from chonkle.pipeline import prepare from chonkle.resolver import Resolver logging.basicConfig(level=logging.WARNING, format="%(message)s") @@ -97,8 +97,7 @@ def _make_identity_pipeline() -> dict: def run_identity(data: bytes, label: str) -> bytes: print(f"\n--- identity: {label} ({len(data):,} bytes) ---") - pipeline = Pipeline.parse(_make_identity_pipeline()) - prepared = prepare(pipeline, "decode", resolver=RESOLVER) + prepared = prepare(_make_identity_pipeline(), "decode", resolver=RESOLVER) result = run(prepared, {"bytes": data}) return result["bytes"] @@ -121,24 +120,21 @@ def _make_zlib_encode_pipeline() -> dict: def run_zlib(data: bytes, label: str) -> bytes: print(f"\n--- zlib decode: {label} ({len(data):,} bytes compressed) ---") - pipeline = Pipeline.parse(_make_zlib_only_pipeline()) - prepared = prepare(pipeline, "decode", resolver=RESOLVER) + prepared = prepare(_make_zlib_only_pipeline(), "decode", resolver=RESOLVER) result = run(prepared, {"bytes": data}) return result["bytes"] def run_zlib_encode(data: bytes, label: str) -> bytes: print(f"\n--- zlib encode: {label} ({len(data):,} bytes raw) ---") - pipeline = Pipeline.parse(_make_zlib_encode_pipeline()) - prepared = prepare(pipeline, "encode", resolver=RESOLVER) + prepared = prepare(_make_zlib_encode_pipeline(), "encode", resolver=RESOLVER) result = run(prepared, {"bytes": data}) return result["bytes"] def run_pred2(data: bytes, width: int, label: str) -> bytes: print(f"\n--- predictor2 decode: {label} ({len(data):,} bytes) width={width} ---") - pipeline = Pipeline.parse(_make_pred2_only_pipeline(width)) - prepared = prepare(pipeline, "decode", resolver=RESOLVER) + prepared = prepare(_make_pred2_only_pipeline(width), "decode", resolver=RESOLVER) result = run(prepared, {"bytes": data}) return result["bytes"] diff --git a/docs/ai/RECENT_CHANGES.md b/docs/ai/RECENT_CHANGES.md index 34e34df..65c37b5 100644 --- a/docs/ai/RECENT_CHANGES.md +++ b/docs/ai/RECENT_CHANGES.md @@ -4,6 +4,16 @@ Only architectural, structural, and workflow changes. Not bug fixes or minor twe ## March 2026 +- **Merged parse and prepare into single entry point**: `prepare()`, + `PreparedPipeline`, and all validation functions moved from `executor.py` + to `pipeline.py`. Callers now use `prepare(source, direction) → run()` instead + of `Pipeline.parse() → prepare() → run()`. `Pipeline.parse()` remains as an + internal classmethod. `executor.py` retains only `run()` and DAG execution + helpers. `Codec` import in `pipeline.py` uses `TYPE_CHECKING` and `Resolver` + uses a lazy import inside `prepare()` to avoid circular imports. Updated + `cli.py`, `test_executor.py`, `test_native_codec.py`, and + `bench/chonkle-host/time_codec.py`. + - **`tools/` package removed**: `embed_signature` CLI moved from `python -m chonkle.tools.embed_signature` to `chonkle embed-signature` subcommand in `cli.py`. The `src/chonkle/tools/` package is deleted. diff --git a/docs/ai/REPO_MAP.md b/docs/ai/REPO_MAP.md index 224b504..93d368a 100644 --- a/docs/ai/REPO_MAP.md +++ b/docs/ai/REPO_MAP.md @@ -49,12 +49,14 @@ its build source. `codec/README.md` documents the build process for each codec. ## Source — `src/chonkle/` Core library. `__init__.py` files are docstring-only; import from the -defining module directly (e.g. `from chonkle.executor import prepare`). - -- **pipeline.py** — DAG pipeline parsing and validation. Entry point: `parse()`. - Parses pipeline JSON into a `Pipeline` dataclass, validates all wiring - references, and produces a topologically sorted `execution_order`. - Key types: `Pipeline`, `StepSpec`, `WiringRef`. +defining module directly (e.g. `from chonkle.pipeline import prepare`). + +- **pipeline.py** — DAG pipeline parsing, validation, and preparation. Entry + point: `prepare(source, direction, *, resolver=None)` → `PreparedPipeline`. + Parses pipeline JSON into a `Pipeline` dataclass, validates wiring + references, topologically sorts steps, resolves codec_ids via `Resolver`, + validates wiring against codec signatures, and validates all step signatures. + Key types: `Pipeline`, `PreparedPipeline`, `StepSpec`, `WiringRef`. - **codecs/** — Codec wrapper package. `__init__.py` is docstring-only; import from submodules directly. Submodules: - **codecs/_base.py** — `Codec` ABC with `call(direction, port_map)` and @@ -80,16 +82,13 @@ defining module directly (e.g. `from chonkle.executor import prepare`). `_has_native_signature()` checks for bundled native signatures. `list_codecs()` includes both wasm and native entries. Key types: `Resolver`, `CodecEntry`. -- **executor.py** — DAG preparation and execution via `Codec` wrappers. Entry - points: `prepare(pipeline, direction, *, resolver=None)` → `PreparedPipeline`, - `run(prepared, inputs)` → output dict. `prepare()` resolves codec_ids via - `Resolver`, validates wiring against signatures (deferred output port checks), - and validates all signatures. `run()` executes the DAG. `value_store` holds +- **executor.py** — DAG execution via `Codec` wrappers. Entry point: + `run(prepared, inputs)` → output dict. Executes the DAG via + `_execute_forward` / `_execute_inverted`. `value_store` holds `bytes | CoreWasmRef`; port-map builders materialize refs for non-core codecs, pass through for core codecs. `_materialize()` resolves final - outputs. Encode-only inputs are derived from codec signatures. Key internals: - `PreparedPipeline`, `value_store`, `_forward_port_map`, `_inverted_port_map`, - `_materialize`, `_get_encode_only_inputs`, `_validate_wiring_against_signatures`. + outputs. Key internals: `value_store`, `_forward_port_map`, + `_inverted_port_map`, `_materialize`. - **wasm_download.py** — codec URI resolution and fetch cache. `resolve_uri()` handles `file://`, `https://`, and `oci://`. Downloads only the `.wasm` file (signatures are embedded). `download_https()` and `download_oci()` store diff --git a/docs/ai/SYSTEM_OVERVIEW.md b/docs/ai/SYSTEM_OVERVIEW.md index f19d404..316aa87 100644 --- a/docs/ai/SYSTEM_OVERVIEW.md +++ b/docs/ai/SYSTEM_OVERVIEW.md @@ -13,8 +13,10 @@ Part of the NASA-IMPACT VEDA / cylf-dev ecosystem for satellite imagery processi Pipeline DAG design where each execution is driven by a pipeline JSON file: -- **Parsing**: `pipeline.py` parses JSON into a validated `Pipeline` dataclass - with topologically sorted steps +- **Parsing and preparation**: `pipeline.py` parses JSON into a validated + `Pipeline` dataclass with topologically sorted steps, resolves codec_ids + via `Resolver`, validates wiring against codec signatures, and returns a + `PreparedPipeline`. Single entry point: `prepare(source, direction)` - **Codec wrapper classes** (`codecs/`): `Codec` ABC normalizes different backends. `ComponentCodec` wraps a Component Model component. `CoreWasmCodec` wraps a core wasm32-wasi reactor module using the binary @@ -43,10 +45,6 @@ Pipeline DAG design where each execution is driven by a pipeline JSON file: Native codecs are discovered from bundled signature files. Backend preference system selects among multiple implementations. Key types: `Resolver`, `CodecEntry`. -- **Preparation** (`executor.py`): `prepare()` resolves codec_ids via - `Resolver`, validates wiring against codec signatures (deferred output port - checks), validates all signatures, and returns a `PreparedPipeline`. - Validation failures are reported before any codec is called. - **Execution** (`executor.py`): `run()` takes a `PreparedPipeline` and inputs, executes the DAG by calling `codec.call(direction, port_map)` for each step. Data flows between steps through `value_store: dict[str, bytes | CoreWasmRef]` @@ -66,7 +64,7 @@ Pipeline DAG design where each execution is driven by a pipeline JSON file: deferred. - **Direction**: `pipeline.direction` records which direction the DAG was authored in (by convention, `"decode"`). The caller always specifies a runtime direction - when calling `prepare()`. When `direction == pipeline.direction`, execution is + when calling `prepare()` / `run()`. When `direction == pipeline.direction`, execution is forward (current order, `encode`/`decode` function). When they differ, execution is inverted: steps run in reversed topological order, the opposite function is called, `value_store` is seeded from `pipeline.outputs`, and results are @@ -74,9 +72,14 @@ Pipeline DAG design where each execution is driven by a pipeline JSON file: ## Subsystems -- **pipeline** (`pipeline.py`): parse pipeline JSON, validate wiring references, - topological sort (Kahn's algorithm). Entry points: `parse()`. Key types: - `Pipeline`, `StepSpec`, `WiringRef` +- **pipeline** (`pipeline.py`): parse, validate, and prepare pipelines for + execution. Entry point: `prepare(source, direction, *, resolver=None)` → + `PreparedPipeline`. Internally: `Pipeline.parse()` (structural validation, + wiring refs, topological sort via Kahn's algorithm), codec resolution via + `Resolver`, wiring validation against codec signatures, signature + validation. `_get_encode_only_inputs()` derives encode-only ports from + codec signatures (also used by executor). Key types: `Pipeline`, + `PreparedPipeline`, `StepSpec`, `WiringRef` - **codecs** (`codecs/`): codec wrapper package. `Codec` ABC defines the `call(direction, port_map)` and `signature()` interface. `ComponentCodec` wraps a Wasmtime Component Model component (instantiation, WIT function @@ -103,20 +106,13 @@ Pipeline DAG design where each execution is driven by a pipeline JSON file: store directory. `_has_native_signature()` checks for bundled native signatures. `list_codecs()` includes both wasm and native entries. `CodecEntry` holds store metadata. Key types: `Resolver`, `CodecEntry`. -- **executor** (`executor.py`): prepare and execute a `Pipeline` via `Codec` - wrappers. Entry points: `prepare(pipeline, direction, *, resolver=None)` → - `PreparedPipeline`, `run(prepared, inputs)` → outputs. `prepare()` phases: - codec resolution (via `Resolver`), wiring validation against codec signatures - (`_validate_wiring_against_signatures()`), signature validation - (`_validate_signatures()`). `run()` phases: `_execute_forward()` / +- **executor** (`executor.py`): execute a prepared pipeline. Entry point: + `run(prepared, inputs)` → outputs. `_execute_forward()` / `_execute_inverted()` (split by direction, both use `value_store: dict[str, bytes | CoreWasmRef]`), `_forward_port_map()` / `_inverted_port_map()` (build port-maps from value_store, materializing `CoreWasmRef` for non-core codecs, passing through for core codecs). - `_materialize()` resolves deferred refs to bytes for final outputs. - `_get_encode_only_inputs()` derives encode-only ports from codec signatures. - `_validate_signature()` (per-step signature checker), `_check_input_types()` - (cross-step type compatibility). Key type: `PreparedPipeline` + `_materialize()` resolves deferred refs to bytes for final outputs - **wasm_download** (`wasm_download.py`): resolve codec URIs to local paths and cache remote downloads. `resolve_uri()` handles `file://`, `https://`, and `oci://`. Downloads only the `.wasm` file (signatures are embedded as custom diff --git a/src/chonkle/cli.py b/src/chonkle/cli.py index 10f038d..6499b65 100644 --- a/src/chonkle/cli.py +++ b/src/chonkle/cli.py @@ -4,9 +4,10 @@ import json import sys from pathlib import Path +from typing import Any -from chonkle.executor import prepare, run -from chonkle.pipeline import Pipeline +from chonkle.executor import run +from chonkle.pipeline import Direction, prepare from chonkle.resolver import Resolver from chonkle.wasm_signature import embed_signature @@ -118,7 +119,9 @@ def main() -> None: _embed_signature_command(args) -def _build_resolver(args: argparse.Namespace, pipeline: Pipeline) -> Resolver: +def _build_resolver( + args: argparse.Namespace, pipeline_sources: dict[str, str] +) -> Resolver: """Build a Resolver from CLI flags and pipeline sources.""" preference = args.preference.split(",") if args.preference else None @@ -134,13 +137,14 @@ def _build_resolver(args: argparse.Namespace, pipeline: Pipeline) -> Resolver: codec_store=args.codec_store, preference=preference, overrides=overrides, - pipeline_sources=pipeline.sources, + pipeline_sources=pipeline_sources, ) def _run_command(args: argparse.Namespace) -> None: """Execute a pipeline and write or report outputs.""" - pipeline = Pipeline.parse(args.pipeline) + with args.pipeline.open() as f: + pipeline_json: dict[str, Any] = json.load(f) inputs: dict[str, bytes] = {} for spec in args.inputs: @@ -150,9 +154,13 @@ def _run_command(args: argparse.Namespace) -> None: name, path = spec.split("=", 1) inputs[name] = Path(path).read_bytes() - direction = args.direction if args.direction is not None else pipeline.direction - resolver = _build_resolver(args, pipeline) - prepared = prepare(pipeline, direction, resolver=resolver) + raw_direction = args.direction or pipeline_json.get("direction") + if raw_direction not in ("encode", "decode"): + sys.stderr.write(f"Invalid or missing direction: {raw_direction!r}\n") + sys.exit(1) + direction: Direction = raw_direction + resolver = _build_resolver(args, pipeline_json.get("sources", {})) + prepared = prepare(pipeline_json, direction, resolver=resolver) result = run(prepared, inputs) requested_outputs: dict[str, str] = {} diff --git a/src/chonkle/codecs/_base.py b/src/chonkle/codecs/_base.py index 951d960..5fa025b 100644 --- a/src/chonkle/codecs/_base.py +++ b/src/chonkle/codecs/_base.py @@ -4,9 +4,10 @@ from abc import ABC, abstractmethod from pathlib import Path -from typing import Any +from typing import TYPE_CHECKING, Any -from chonkle.pipeline import Direction +if TYPE_CHECKING: + from chonkle.pipeline import Direction SIGNATURES_DIR = Path(__file__).parent.parent / "signatures" / "numcodecs" diff --git a/src/chonkle/executor.py b/src/chonkle/executor.py index b646b7c..9ec76a7 100644 --- a/src/chonkle/executor.py +++ b/src/chonkle/executor.py @@ -1,86 +1,24 @@ -"""Execute a DAG pipeline via codec wrappers.""" +"""Execute a prepared DAG pipeline via codec wrappers.""" from __future__ import annotations import json import logging from collections.abc import Mapping -from dataclasses import dataclass -from typing import Any from chonkle.codecs._base import Codec from chonkle.codecs.core import CoreWasmCodec, CoreWasmRef, OutputPortMap -from chonkle.pipeline import Direction, Pipeline, StepSpec, WiringRef -from chonkle.resolver import Resolver +from chonkle.pipeline import ( + Direction, + Pipeline, + PreparedPipeline, + StepSpec, + _get_encode_only_inputs, +) log = logging.getLogger(__name__) -@dataclass -class PreparedPipeline: - """A pipeline that has been validated and is ready for execution. - - Created by :func:`prepare`. Pass to :func:`run` to execute. - """ - - pipeline: Pipeline - direction: Direction - codecs: Mapping[str, Codec] - step_by_name: Mapping[str, StepSpec] - - -def prepare( - pipeline: Pipeline, - direction: Direction, - *, - resolver: Resolver | None = None, -) -> PreparedPipeline: - """Validate a pipeline and prepare it for execution. - - Resolves codec_ids via the resolver, validates wiring against codec - signatures, and validates all step signatures. If this returns - successfully, the pipeline is guaranteed executable for the given - direction. - - Args: - pipeline: Parsed and validated pipeline DAG. - direction: Direction to execute (``"encode"`` or ``"decode"``). - resolver: Codec resolver. If ``None``, a default resolver is - created using the pipeline's ``sources`` field. - - Returns: - A :class:`PreparedPipeline` ready for :func:`run`. - - Raises: - ValueError: Signature validation fails, a codec cannot be - resolved, or wiring references invalid output ports. - """ - if resolver is None: - resolver = Resolver(pipeline_sources=pipeline.sources) - - step_by_name = {s.name: s for s in pipeline.steps} - - # Phase 1: resolve all codec_ids to Codec instances. - codecs: dict[str, Codec] = {} - for step_name in pipeline.execution_order: - step = step_by_name[step_name] - codecs[step_name] = resolver.resolve(step.codec_id) - - # Phase 2: validate wiring references against codec signatures - # (step output port checks that were deferred from parse time). - _validate_wiring_against_signatures(pipeline, codecs) - - # Phase 3: validate all signatures before any component is called. - _validate_signatures(pipeline, step_by_name, codecs, direction) - - return PreparedPipeline( - pipeline=pipeline, - direction=direction, - codecs=codecs, - step_by_name=step_by_name, - ) - - def run( prepared: PreparedPipeline, inputs: dict[str, bytes], @@ -278,204 +216,3 @@ def _materialize(value: bytes | CoreWasmRef) -> bytes: if isinstance(value, CoreWasmRef): return value.materialize() return value - - -def _get_encode_only_inputs(signature: dict[str, Any]) -> set[str]: - """Derive the set of encode-only input port names from a codec signature.""" - return { - name - for name, desc in signature.get("inputs", {}).items() - if desc.get("encode_only", False) - } - - -def _validate_wiring_against_signatures( - pipeline: Pipeline, - codecs: Mapping[str, Codec], -) -> None: - """Validate step output port references against codec signatures. - - At parse time, only step existence is checked. This function validates - that wiring references to step output ports match actual output ports - declared in the codec's signature. - """ - sig_outputs: dict[str, set[str]] = {} - for step in pipeline.steps: - sig = codecs[step.name].signature() - sig_outputs[step.name] = set(sig.get("outputs", {}).keys()) - - errors: list[str] = [] - - for step in pipeline.steps: - for port_name, ref_str in step.inputs.items(): - ref = WiringRef.parse(ref_str) - if ref.kind == "step": - available = sig_outputs.get(ref.source, set()) - if ref.port not in available: - errors.append( - f"Step {step.name!r} input {port_name!r}: " - f"step {ref.source!r} does not declare output port " - f"{ref.port!r} (signature outputs: {sorted(available)})" - ) - - for out_name, ref_str in pipeline.outputs.items(): - ref = WiringRef.parse(ref_str) - if ref.kind == "step": - available = sig_outputs.get(ref.source, set()) - if ref.port not in available: - errors.append( - f"Pipeline output {out_name!r}: " - f"step {ref.source!r} does not declare output port " - f"{ref.port!r} (signature outputs: {sorted(available)})" - ) - - if errors: - raise ValueError( - "Wiring validation against signatures failed:\n" + "\n".join(errors) - ) - - -def _validate_signatures( - pipeline: Pipeline, - step_by_name: dict[str, StepSpec], - codecs: Mapping[str, Codec], - direction: Direction, -) -> None: - """Validate all step signatures before any component is called. - - Collects errors from every step and raises a single ValueError listing - all problems. - """ - errors: list[str] = [] - step_output_types: dict[str, dict[str, str]] = {} - for step_name in pipeline.execution_order: - step = step_by_name[step_name] - codec = codecs[step_name] - try: - output_types = _validate_signature( - step, codec.signature(), direction, pipeline, step_output_types - ) - step_output_types[step_name] = output_types or {} - except ValueError as exc: - errors.append(str(exc)) - if errors: - raise ValueError("Pipeline signature validation failed:\n" + "\n".join(errors)) - - -def _check_input_types( - step: StepSpec, - signature_inputs: dict[str, Any], - direction: str, - pipeline: Pipeline, - step_output_types: dict[str, dict[str, str]], - encode_only_inputs: set[str], -) -> list[str]: - """Return type-mismatch error strings for each active wired input.""" - errors: list[str] = [] - for port_name, ref_str in step.inputs.items(): - if direction == "decode" and port_name in encode_only_inputs: - continue - if port_name not in signature_inputs: - continue - expected_type = signature_inputs[port_name].get("type") - if expected_type is None: - continue - ref = WiringRef.parse(ref_str) - if ref.kind == "input": - actual_type = (pipeline.inputs.get(ref.port) or {}).get("type") - elif ref.kind == "constant": - actual_type = (pipeline.constants.get(ref.port) or {}).get("type") - else: - actual_type = step_output_types.get(ref.source, {}).get(ref.port) - if actual_type is not None and actual_type != expected_type: - errors.append( - f"input {port_name!r}: wiring {ref_str!r} provides type" - f" {actual_type!r} but codec expects {expected_type!r}" - ) - return errors - - -def _validate_signature( - step: StepSpec, - signature: dict[str, Any], - direction: str, - pipeline: Pipeline, - step_output_types: dict[str, dict[str, str]], -) -> dict[str, str]: - """Verify a step's port declarations against a codec signature. - - Each check is a subset check — the step need not use every port the codec - declares. Input validation is direction-aware: encode_only ports (from - the signature) are excluded from the valid input set when direction is - "decode". - - Args: - step: Step whose declared inputs are being checked. - signature: The codec signature dict (from ``codec.signature()``). - direction: Runtime execution direction ("encode" or "decode"). - pipeline: The pipeline, used to resolve input and constant types. - step_output_types: Accumulated output types from previously validated - upstream steps. - - Returns: - Mapping of output port name to type string, from the signature. - - Raises: - ValueError: Declared ports are not valid per the signature. - """ - errors: list[str] = [] - - if "inputs" in signature: - signature_inputs: dict[str, Any] = signature["inputs"] - errors.extend( - f"input port {p!r} is missing required 'type' field" - for p, d in signature_inputs.items() - if "type" not in d - ) - - encode_only_ports = _get_encode_only_inputs(signature) - - if direction == "decode": - valid_inputs = { - name - for name, desc in signature_inputs.items() - if not desc.get("encode_only", False) - } - else: - valid_inputs = set(signature_inputs.keys()) - - active_inputs = set(step.inputs.keys()) - encode_only_ports - unknown = active_inputs - valid_inputs - if unknown: - errors.append( - f"inputs {sorted(unknown)} are not valid signature {direction} inputs " - f"{sorted(valid_inputs)}" - ) - - errors.extend( - _check_input_types( - step, - signature_inputs, - direction, - pipeline, - step_output_types, - encode_only_ports, - ) - ) - - if "outputs" in signature: - errors.extend( - f"output port {p!r} is missing required 'type' field" - for p, d in signature["outputs"].items() - if "type" not in d - ) - - if errors: - joined = "; ".join(errors) - msg = f"Step {step.name!r}: {joined}" - raise ValueError(msg) - - return { - port: desc.get("type", "") - for port, desc in signature.get("outputs", {}).items() - } diff --git a/src/chonkle/pipeline.py b/src/chonkle/pipeline.py index 5345411..0dfb0bb 100644 --- a/src/chonkle/pipeline.py +++ b/src/chonkle/pipeline.py @@ -1,12 +1,17 @@ -"""DAG pipeline: parse JSON, validate wiring, topological sort.""" +"""DAG pipeline: parse, validate, and prepare pipelines for execution.""" from __future__ import annotations import json from collections import defaultdict, deque +from collections.abc import Mapping from dataclasses import dataclass from pathlib import Path -from typing import Any, Literal +from typing import TYPE_CHECKING, Any, Literal + +if TYPE_CHECKING: + from chonkle.codecs._base import Codec + from chonkle.resolver import Resolver Direction = Literal["encode", "decode"] @@ -147,6 +152,76 @@ def parse(cls, source: Path | dict[str, Any]) -> Pipeline: return pipeline +@dataclass +class PreparedPipeline: + """A pipeline that has been validated and is ready for execution. + + Created by :func:`prepare`. Pass to :func:`run` to execute. + """ + + pipeline: Pipeline + direction: Direction + codecs: Mapping[str, Codec] + step_by_name: Mapping[str, StepSpec] + + +def prepare( + source: Path | dict[str, Any], + direction: Direction, + *, + resolver: Resolver | None = None, +) -> PreparedPipeline: + """Parse, validate, and prepare a pipeline for execution. + + Parses the pipeline JSON, resolves codec_ids via the resolver, + validates wiring against codec signatures, and validates all step + signatures. If this returns successfully, the pipeline is guaranteed + executable for the given direction. + + Args: + source: Either a Path to a pipeline JSON file or a pre-parsed + dict representing the pipeline document. + direction: Direction to execute (``"encode"`` or ``"decode"``). + resolver: Codec resolver. If ``None``, a default resolver is + created using the pipeline's ``sources`` field. + + Returns: + A :class:`PreparedPipeline` ready for :func:`~chonkle.executor.run`. + + Raises: + ValueError: Parsing fails, signature validation fails, a codec + cannot be resolved, or wiring references invalid output ports. + """ + from chonkle.resolver import Resolver + + pipeline = Pipeline.parse(source) + + if resolver is None: + resolver = Resolver(pipeline_sources=pipeline.sources) + + step_by_name = {s.name: s for s in pipeline.steps} + + # Phase 1: resolve all codec_ids to Codec instances. + codecs: dict[str, Codec] = {} + for step_name in pipeline.execution_order: + step = step_by_name[step_name] + codecs[step_name] = resolver.resolve(step.codec_id) + + # Phase 2: validate wiring references against codec signatures + # (step output port checks that were deferred from parse time). + _validate_wiring_against_signatures(pipeline, codecs) + + # Phase 3: validate all signatures before any component is called. + _validate_signatures(pipeline, step_by_name, codecs, direction) + + return PreparedPipeline( + pipeline=pipeline, + direction=direction, + codecs=codecs, + step_by_name=step_by_name, + ) + + def _validate_pipeline(pipeline: Pipeline) -> None: """Validate step declarations and all wiring references. @@ -288,3 +363,209 @@ def _topological_sort(steps: list[StepSpec]) -> list[str]: raise ValueError(msg) return order + + +# --------------------------------------------------------------------------- +# Signature validation (moved from executor.py) +# --------------------------------------------------------------------------- + + +def _get_encode_only_inputs(signature: dict[str, Any]) -> set[str]: + """Derive the set of encode-only input port names from a codec signature.""" + return { + name + for name, desc in signature.get("inputs", {}).items() + if desc.get("encode_only", False) + } + + +def _validate_wiring_against_signatures( + pipeline: Pipeline, + codecs: Mapping[str, Codec], +) -> None: + """Validate step output port references against codec signatures. + + At parse time, only step existence is checked. This function validates + that wiring references to step output ports match actual output ports + declared in the codec's signature. + """ + sig_outputs: dict[str, set[str]] = {} + for step in pipeline.steps: + sig = codecs[step.name].signature() + sig_outputs[step.name] = set(sig.get("outputs", {}).keys()) + + errors: list[str] = [] + + for step in pipeline.steps: + for port_name, ref_str in step.inputs.items(): + ref = WiringRef.parse(ref_str) + if ref.kind == "step": + available = sig_outputs.get(ref.source, set()) + if ref.port not in available: + errors.append( + f"Step {step.name!r} input {port_name!r}: " + f"step {ref.source!r} does not declare output port " + f"{ref.port!r} (signature outputs: {sorted(available)})" + ) + + for out_name, ref_str in pipeline.outputs.items(): + ref = WiringRef.parse(ref_str) + if ref.kind == "step": + available = sig_outputs.get(ref.source, set()) + if ref.port not in available: + errors.append( + f"Pipeline output {out_name!r}: " + f"step {ref.source!r} does not declare output port " + f"{ref.port!r} (signature outputs: {sorted(available)})" + ) + + if errors: + raise ValueError( + "Wiring validation against signatures failed:\n" + "\n".join(errors) + ) + + +def _validate_signatures( + pipeline: Pipeline, + step_by_name: dict[str, StepSpec], + codecs: Mapping[str, Codec], + direction: Direction, +) -> None: + """Validate all step signatures before any component is called. + + Collects errors from every step and raises a single ValueError listing + all problems. + """ + errors: list[str] = [] + step_output_types: dict[str, dict[str, str]] = {} + for step_name in pipeline.execution_order: + step = step_by_name[step_name] + codec = codecs[step_name] + try: + output_types = _validate_signature( + step, codec.signature(), direction, pipeline, step_output_types + ) + step_output_types[step_name] = output_types or {} + except ValueError as exc: + errors.append(str(exc)) + if errors: + raise ValueError("Pipeline signature validation failed:\n" + "\n".join(errors)) + + +def _validate_signature( + step: StepSpec, + signature: dict[str, Any], + direction: str, + pipeline: Pipeline, + step_output_types: dict[str, dict[str, str]], +) -> dict[str, str]: + """Verify a step's port declarations against a codec signature. + + Each check is a subset check — the step need not use every port the codec + declares. Input validation is direction-aware: encode_only ports (from + the signature) are excluded from the valid input set when direction is + "decode". + + Args: + step: Step whose declared inputs are being checked. + signature: The codec signature dict (from ``codec.signature()``). + direction: Runtime execution direction ("encode" or "decode"). + pipeline: The pipeline, used to resolve input and constant types. + step_output_types: Accumulated output types from previously validated + upstream steps. + + Returns: + Mapping of output port name to type string, from the signature. + + Raises: + ValueError: Declared ports are not valid per the signature. + """ + errors: list[str] = [] + + if "inputs" in signature: + signature_inputs: dict[str, Any] = signature["inputs"] + errors.extend( + f"input port {p!r} is missing required 'type' field" + for p, d in signature_inputs.items() + if "type" not in d + ) + + encode_only_ports = _get_encode_only_inputs(signature) + + if direction == "decode": + valid_inputs = { + name + for name, desc in signature_inputs.items() + if not desc.get("encode_only", False) + } + else: + valid_inputs = set(signature_inputs.keys()) + + active_inputs = set(step.inputs.keys()) - encode_only_ports + unknown = active_inputs - valid_inputs + if unknown: + errors.append( + f"inputs {sorted(unknown)} are not valid signature {direction} inputs " + f"{sorted(valid_inputs)}" + ) + + errors.extend( + _check_input_types( + step, + signature_inputs, + direction, + pipeline, + step_output_types, + encode_only_ports, + ) + ) + + if "outputs" in signature: + errors.extend( + f"output port {p!r} is missing required 'type' field" + for p, d in signature["outputs"].items() + if "type" not in d + ) + + if errors: + joined = "; ".join(errors) + msg = f"Step {step.name!r}: {joined}" + raise ValueError(msg) + + return { + port: desc.get("type", "") + for port, desc in signature.get("outputs", {}).items() + } + + +def _check_input_types( + step: StepSpec, + signature_inputs: dict[str, Any], + direction: str, + pipeline: Pipeline, + step_output_types: dict[str, dict[str, str]], + encode_only_inputs: set[str], +) -> list[str]: + """Return type-mismatch error strings for each active wired input.""" + errors: list[str] = [] + for port_name, ref_str in step.inputs.items(): + if direction == "decode" and port_name in encode_only_inputs: + continue + if port_name not in signature_inputs: + continue + expected_type = signature_inputs[port_name].get("type") + if expected_type is None: + continue + ref = WiringRef.parse(ref_str) + if ref.kind == "input": + actual_type = (pipeline.inputs.get(ref.port) or {}).get("type") + elif ref.kind == "constant": + actual_type = (pipeline.constants.get(ref.port) or {}).get("type") + else: + actual_type = step_output_types.get(ref.source, {}).get(ref.port) + if actual_type is not None and actual_type != expected_type: + errors.append( + f"input {port_name!r}: wiring {ref_str!r} provides type" + f" {actual_type!r} but codec expects {expected_type!r}" + ) + return errors diff --git a/tests/test_executor.py b/tests/test_executor.py index 2c23c08..f61cf2a 100644 --- a/tests/test_executor.py +++ b/tests/test_executor.py @@ -8,8 +8,8 @@ from chonkle.codecs._base import Codec, PortMap from chonkle.codecs.core import CoreWasmCodec, CoreWasmRef -from chonkle.executor import PreparedPipeline, prepare, run -from chonkle.pipeline import Direction, Pipeline +from chonkle.executor import run +from chonkle.pipeline import Direction, Pipeline, PreparedPipeline, prepare from chonkle.resolver import Resolver from chonkle.wasm_signature import embed_signature @@ -433,47 +433,43 @@ def test_resolver_resolves_codec_id(self, tmp_path: Path) -> None: } wasm_file.write_bytes(_wasm_with_signature(sig)) - pipeline = Pipeline.parse( - { - "codec_id": "test", - "direction": "encode", - "inputs": {"bytes": {"type": "bytes"}}, - "constants": {}, - "outputs": {"bytes": "s.bytes"}, - "steps": { - "s": { - "codec_id": "some-codec", - "inputs": {"bytes": "input.bytes"}, - } - }, - } - ) + data = { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "s.bytes"}, + "steps": { + "s": { + "codec_id": "some-codec", + "inputs": {"bytes": "input.bytes"}, + } + }, + } resolver = Resolver(paths={"some-codec": wasm_file}) - prepared = prepare(pipeline, pipeline.direction, resolver=resolver) + prepared = prepare(data, "encode", resolver=resolver) assert "s" in prepared.codecs def test_unresolvable_codec_raises(self) -> None: """A codec_id with no available implementation raises ValueError.""" - pipeline = Pipeline.parse( - { - "codec_id": "test", - "direction": "encode", - "inputs": {"bytes": {"type": "bytes"}}, - "constants": {}, - "outputs": {"bytes": "s.bytes"}, - "steps": { - "s": { - "codec_id": "nonexistent-codec", - "inputs": {"bytes": "input.bytes"}, - } - }, - } - ) + data = { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "s.bytes"}, + "steps": { + "s": { + "codec_id": "nonexistent-codec", + "inputs": {"bytes": "input.bytes"}, + } + }, + } resolver = Resolver(codec_store=Path("/nonexistent")) with pytest.raises(ValueError, match="No codec implementation found"): - prepare(pipeline, pipeline.direction, resolver=resolver) + prepare(data, "encode", resolver=resolver) class TestSignatureValidation: @@ -486,8 +482,8 @@ def _make_pipeline( direction: str = "encode", step_inputs: dict | None = None, pipeline_output_ref: str = "s.bytes", - ) -> Pipeline: - """Build a single-step pipeline for signature validation tests.""" + ) -> dict: + """Build a single-step pipeline dict for signature validation tests.""" if step_inputs is None: step_inputs = {"bytes": "input.bytes"} pipeline_input_names = list( @@ -500,21 +496,19 @@ def _make_pipeline( pipeline_inputs = { name: {"type": "bytes"} for name in (pipeline_input_names or ["bytes"]) } - return Pipeline.parse( - { - "codec_id": "test", - "direction": direction, - "inputs": pipeline_inputs, - "constants": {}, - "outputs": {"bytes": pipeline_output_ref}, - "steps": { - "s": { - "codec_id": codec_id, - "inputs": step_inputs, - } - }, - } - ) + return { + "codec_id": "test", + "direction": direction, + "inputs": pipeline_inputs, + "constants": {}, + "outputs": {"bytes": pipeline_output_ref}, + "steps": { + "s": { + "codec_id": codec_id, + "inputs": step_inputs, + } + }, + } def _resolver(self, codec_id: str, wasm_file: Path) -> Resolver: return Resolver(paths={codec_id: wasm_file}) @@ -527,11 +521,11 @@ def test_signature_mismatch_raises(self, tmp_path: Path) -> None: "outputs": {"wrong_port": {"type": "bytes"}}, } wasm_file.write_bytes(_wasm_with_signature(signature)) - pipeline = self._make_pipeline() + data = self._make_pipeline() resolver = self._resolver("some-codec", wasm_file) with pytest.raises(ValueError, match="does not declare output port"): - prepare(pipeline, pipeline.direction, resolver=resolver) + prepare(data, "encode", resolver=resolver) def test_matching_signature_does_not_raise(self, tmp_path: Path) -> None: """A signature matching declared ports does not raise.""" @@ -544,12 +538,12 @@ def test_matching_signature_does_not_raise(self, tmp_path: Path) -> None: "outputs": {"bytes": {"type": "bytes"}}, } wasm_file.write_bytes(_wasm_with_signature(signature)) - pipeline = self._make_pipeline( + data = self._make_pipeline( step_inputs={"bytes": "input.bytes"}, ) resolver = self._resolver("some-codec", wasm_file) - prepared = prepare(pipeline, pipeline.direction, resolver=resolver) + prepared = prepare(data, "encode", resolver=resolver) assert "s" in prepared.codecs def test_signature_unknown_input_raises(self, tmp_path: Path) -> None: @@ -560,13 +554,13 @@ def test_signature_unknown_input_raises(self, tmp_path: Path) -> None: "outputs": {"bytes": {"type": "bytes"}}, } wasm_file.write_bytes(_wasm_with_signature(signature)) - pipeline = self._make_pipeline( + data = self._make_pipeline( step_inputs={"wrong": "input.bytes"}, ) resolver = self._resolver("some-codec", wasm_file) with pytest.raises(ValueError, match="not valid signature encode inputs"): - prepare(pipeline, pipeline.direction, resolver=resolver) + prepare(data, "encode", resolver=resolver) def test_signature_encode_only_excluded_during_decode(self, tmp_path: Path) -> None: """encode_only inputs are excluded from valid decode inputs; no raise.""" @@ -579,13 +573,13 @@ def test_signature_encode_only_excluded_during_decode(self, tmp_path: Path) -> N "outputs": {"bytes": {"type": "bytes"}}, } wasm_file.write_bytes(_wasm_with_signature(signature)) - pipeline = self._make_pipeline( + data = self._make_pipeline( direction="decode", step_inputs={"bytes": "input.bytes", "level": "input.bytes"}, ) resolver = self._resolver("some-codec", wasm_file) - prepared = prepare(pipeline, pipeline.direction, resolver=resolver) + prepared = prepare(data, "decode", resolver=resolver) assert "s" in prepared.codecs def test_signature_subset_output_passes(self, tmp_path: Path) -> None: @@ -596,10 +590,10 @@ def test_signature_subset_output_passes(self, tmp_path: Path) -> None: "outputs": {"bytes": {"type": "bytes"}, "checksum": {"type": "bytes"}}, } wasm_file.write_bytes(_wasm_with_signature(signature)) - pipeline = self._make_pipeline() + data = self._make_pipeline() resolver = self._resolver("some-codec", wasm_file) - prepared = prepare(pipeline, pipeline.direction, resolver=resolver) + prepared = prepare(data, "encode", resolver=resolver) assert "s" in prepared.codecs def test_signature_outputs_key_absent_skips_check(self, tmp_path: Path) -> None: @@ -613,8 +607,8 @@ def test_signature_outputs_key_absent_skips_check(self, tmp_path: Path) -> None: # the signature has no outputs key (empty set, not missing step). # The pipeline output ref "s.bytes" won't match but the wiring # validation catches it. Use an input passthrough instead. - pipeline2 = self._make_pipeline(pipeline_output_ref="input.bytes") - prepared = prepare(pipeline2, pipeline2.direction, resolver=resolver) + data = self._make_pipeline(pipeline_output_ref="input.bytes") + prepared = prepare(data, "encode", resolver=resolver) assert "s" in prepared.codecs def test_signature_inputs_key_absent_skips_check(self, tmp_path: Path) -> None: @@ -622,10 +616,10 @@ def test_signature_inputs_key_absent_skips_check(self, tmp_path: Path) -> None: wasm_file = tmp_path / "codec.wasm" signature = {"outputs": {"bytes": {"type": "bytes"}}} wasm_file.write_bytes(_wasm_with_signature(signature)) - pipeline = self._make_pipeline() + data = self._make_pipeline() resolver = self._resolver("some-codec", wasm_file) - prepared = prepare(pipeline, pipeline.direction, resolver=resolver) + prepared = prepare(data, "encode", resolver=resolver) assert "s" in prepared.codecs def test_signature_both_wrong_reports_both(self, tmp_path: Path) -> None: @@ -636,23 +630,23 @@ def test_signature_both_wrong_reports_both(self, tmp_path: Path) -> None: "outputs": {"bytes": {"type": "bytes"}}, } wasm_file.write_bytes(_wasm_with_signature(signature)) - pipeline = self._make_pipeline( + data = self._make_pipeline( step_inputs={"bad_in": "input.bytes"}, ) resolver = self._resolver("some-codec", wasm_file) with pytest.raises(ValueError, match="not valid signature encode inputs"): - prepare(pipeline, pipeline.direction, resolver=resolver) + prepare(data, "encode", resolver=resolver) def test_missing_signature_raises(self, tmp_path: Path) -> None: """A .wasm with no embedded chonkle:signature section raises ValueError.""" wasm_file = tmp_path / "codec.wasm" wasm_file.write_bytes(_CM_HEADER) - pipeline = self._make_pipeline() + data = self._make_pipeline() resolver = self._resolver("some-codec", wasm_file) with pytest.raises(ValueError, match="chonkle:signature"): - prepare(pipeline, pipeline.direction, resolver=resolver) + prepare(data, "encode", resolver=resolver) def test_two_steps_both_wrong_reports_both(self, tmp_path: Path) -> None: """Signature errors from multiple steps are all reported in one exception.""" @@ -665,25 +659,23 @@ def test_two_steps_both_wrong_reports_both(self, tmp_path: Path) -> None: wasm_a.write_bytes(_wasm_with_signature(signature)) wasm_b.write_bytes(_wasm_with_signature(signature)) - pipeline = Pipeline.parse( - { - "codec_id": "test", - "direction": "encode", - "inputs": {"bytes": {"type": "bytes"}}, - "constants": {}, - "outputs": {"bytes": "step_b.bytes"}, - "steps": { - "step_a": { - "codec_id": "codec-a", - "inputs": {"bad_a": "input.bytes"}, - }, - "step_b": { - "codec_id": "codec-b", - "inputs": {"bad_b": "step_a.bytes"}, - }, + data = { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "step_b.bytes"}, + "steps": { + "step_a": { + "codec_id": "codec-a", + "inputs": {"bad_a": "input.bytes"}, }, - } - ) + "step_b": { + "codec_id": "codec-b", + "inputs": {"bad_b": "step_a.bytes"}, + }, + }, + } resolver = Resolver( paths={ @@ -693,7 +685,7 @@ def test_two_steps_both_wrong_reports_both(self, tmp_path: Path) -> None: ) with pytest.raises(ValueError, match="step_a") as exc_info: - prepare(pipeline, pipeline.direction, resolver=resolver) + prepare(data, "encode", resolver=resolver) assert "step_b" in str(exc_info.value) @@ -705,11 +697,11 @@ def test_signature_input_port_missing_type_raises(self, tmp_path: Path) -> None: "outputs": {"bytes": {"type": "bytes"}}, } wasm_file.write_bytes(_wasm_with_signature(signature)) - pipeline = self._make_pipeline() + data = self._make_pipeline() resolver = self._resolver("some-codec", wasm_file) with pytest.raises(ValueError, match="missing required 'type' field"): - prepare(pipeline, pipeline.direction, resolver=resolver) + prepare(data, "encode", resolver=resolver) def test_signature_output_port_missing_type_raises(self, tmp_path: Path) -> None: """A signature output port without a 'type' field raises ValueError.""" @@ -719,11 +711,11 @@ def test_signature_output_port_missing_type_raises(self, tmp_path: Path) -> None "outputs": {"bytes": {}}, # no "type" } wasm_file.write_bytes(_wasm_with_signature(signature)) - pipeline = self._make_pipeline() + data = self._make_pipeline() resolver = self._resolver("some-codec", wasm_file) with pytest.raises(ValueError, match="missing required 'type' field"): - prepare(pipeline, pipeline.direction, resolver=resolver) + prepare(data, "encode", resolver=resolver) def test_type_mismatch_pipeline_input_raises(self, tmp_path: Path) -> None: """Pipeline input type mismatch against codec signature raises ValueError.""" @@ -733,25 +725,23 @@ def test_type_mismatch_pipeline_input_raises(self, tmp_path: Path) -> None: "outputs": {"data": {"type": "bytes"}}, } wasm_file.write_bytes(_wasm_with_signature(signature)) - pipeline = Pipeline.parse( - { - "codec_id": "test", - "direction": "encode", - "inputs": {"data": {"type": "int"}}, - "constants": {}, - "outputs": {"data": "s.data"}, - "steps": { - "s": { - "codec_id": "some-codec", - "inputs": {"data": "input.data"}, - } - }, - } - ) + data = { + "codec_id": "test", + "direction": "encode", + "inputs": {"data": {"type": "int"}}, + "constants": {}, + "outputs": {"data": "s.data"}, + "steps": { + "s": { + "codec_id": "some-codec", + "inputs": {"data": "input.data"}, + } + }, + } resolver = self._resolver("some-codec", wasm_file) with pytest.raises(ValueError, match="provides type"): - prepare(pipeline, pipeline.direction, resolver=resolver) + prepare(data, "encode", resolver=resolver) def test_type_mismatch_constant_raises(self, tmp_path: Path) -> None: """Constant type mismatch against codec signature raises ValueError.""" @@ -764,25 +754,23 @@ def test_type_mismatch_constant_raises(self, tmp_path: Path) -> None: "outputs": {"bytes": {"type": "bytes"}}, } wasm_file.write_bytes(_wasm_with_signature(signature)) - pipeline = Pipeline.parse( - { - "codec_id": "test", - "direction": "encode", - "inputs": {"bytes": {"type": "bytes"}}, - "constants": {"level": {"type": "int", "value": 3}}, - "outputs": {"bytes": "s.bytes"}, - "steps": { - "s": { - "codec_id": "some-codec", - "inputs": {"bytes": "input.bytes", "level": "constant.level"}, - } - }, - } - ) + data = { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {"level": {"type": "int", "value": 3}}, + "outputs": {"bytes": "s.bytes"}, + "steps": { + "s": { + "codec_id": "some-codec", + "inputs": {"bytes": "input.bytes", "level": "constant.level"}, + } + }, + } resolver = self._resolver("some-codec", wasm_file) with pytest.raises(ValueError, match="provides type"): - prepare(pipeline, pipeline.direction, resolver=resolver) + prepare(data, "encode", resolver=resolver) def test_type_mismatch_step_output_raises(self, tmp_path: Path) -> None: """Step output type mismatch against downstream codec input raises.""" @@ -799,25 +787,23 @@ def test_type_mismatch_step_output_raises(self, tmp_path: Path) -> None: wasm_a.write_bytes(_wasm_with_signature(sig_a)) wasm_b.write_bytes(_wasm_with_signature(sig_b)) - pipeline = Pipeline.parse( - { - "codec_id": "test", - "direction": "encode", - "inputs": {"bytes": {"type": "bytes"}}, - "constants": {}, - "outputs": {"bytes": "step_b.bytes"}, - "steps": { - "step_a": { - "codec_id": "codec-a", - "inputs": {"bytes": "input.bytes"}, - }, - "step_b": { - "codec_id": "codec-b", - "inputs": {"bytes": "step_a.bytes"}, - }, + data = { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "step_b.bytes"}, + "steps": { + "step_a": { + "codec_id": "codec-a", + "inputs": {"bytes": "input.bytes"}, }, - } - ) + "step_b": { + "codec_id": "codec-b", + "inputs": {"bytes": "step_a.bytes"}, + }, + }, + } resolver = Resolver( paths={ @@ -827,7 +813,7 @@ def test_type_mismatch_step_output_raises(self, tmp_path: Path) -> None: ) with pytest.raises(ValueError, match="provides type"): - prepare(pipeline, pipeline.direction, resolver=resolver) + prepare(data, "encode", resolver=resolver) def test_type_match_passes(self, tmp_path: Path) -> None: """Matching types across pipeline input and codec signature do not raise.""" @@ -837,10 +823,10 @@ def test_type_match_passes(self, tmp_path: Path) -> None: "outputs": {"bytes": {"type": "bytes"}}, } wasm_file.write_bytes(_wasm_with_signature(signature)) - pipeline = self._make_pipeline() + data = self._make_pipeline() resolver = self._resolver("some-codec", wasm_file) - prepared = prepare(pipeline, pipeline.direction, resolver=resolver) + prepared = prepare(data, "encode", resolver=resolver) assert "s" in prepared.codecs def test_missing_type_in_source_skips_check(self, tmp_path: Path) -> None: @@ -851,24 +837,22 @@ def test_missing_type_in_source_skips_check(self, tmp_path: Path) -> None: "outputs": {"bytes": {"type": "bytes"}}, } wasm_file.write_bytes(_wasm_with_signature(signature)) - pipeline = Pipeline.parse( - { - "codec_id": "test", - "direction": "encode", - "inputs": {"bytes": {}}, - "constants": {}, - "outputs": {"bytes": "s.bytes"}, - "steps": { - "s": { - "codec_id": "some-codec", - "inputs": {"bytes": "input.bytes"}, - } - }, - } - ) + data = { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {}}, + "constants": {}, + "outputs": {"bytes": "s.bytes"}, + "steps": { + "s": { + "codec_id": "some-codec", + "inputs": {"bytes": "input.bytes"}, + } + }, + } resolver = self._resolver("some-codec", wasm_file) - prepared = prepare(pipeline, pipeline.direction, resolver=resolver) + prepared = prepare(data, "encode", resolver=resolver) assert "s" in prepared.codecs def test_step_output_port_wiring_validated(self, tmp_path: Path) -> None: @@ -879,25 +863,23 @@ def test_step_output_port_wiring_validated(self, tmp_path: Path) -> None: "outputs": {"bytes": {"type": "bytes"}}, } wasm_file.write_bytes(_wasm_with_signature(signature)) - pipeline = Pipeline.parse( - { - "codec_id": "test", - "direction": "encode", - "inputs": {"bytes": {"type": "bytes"}}, - "constants": {}, - "outputs": {"out": "s.missing_port"}, - "steps": { - "s": { - "codec_id": "some-codec", - "inputs": {"bytes": "input.bytes"}, - } - }, - } - ) + data = { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"out": "s.missing_port"}, + "steps": { + "s": { + "codec_id": "some-codec", + "inputs": {"bytes": "input.bytes"}, + } + }, + } resolver = self._resolver("some-codec", wasm_file) with pytest.raises(ValueError, match="does not declare output port"): - prepare(pipeline, pipeline.direction, resolver=resolver) + prepare(data, "encode", resolver=resolver) class TestInvertedExecution: @@ -1157,8 +1139,9 @@ def test_fan_out_produces_three_outputs( page_split_pipeline_json["constants"]["rep_length"]["value"] = rep_length page_split_pipeline_json["constants"]["def_length"]["value"] = def_length - pipeline = Pipeline.parse(page_split_pipeline_json) - prepared = prepare(pipeline, pipeline.direction) + prepared = prepare( + page_split_pipeline_json, page_split_pipeline_json["direction"] + ) result = run(prepared, {"bytes": data}) assert set(result.keys()) == {"rep_levels", "def_levels", "data"} @@ -1176,8 +1159,9 @@ def test_split_segment_sizes( page_split_pipeline_json["constants"]["rep_length"]["value"] = rep_length page_split_pipeline_json["constants"]["def_length"]["value"] = def_length - pipeline = Pipeline.parse(page_split_pipeline_json) - prepared = prepare(pipeline, pipeline.direction) + prepared = prepare( + page_split_pipeline_json, page_split_pipeline_json["direction"] + ) result = run(prepared, {"bytes": data}) assert len(result["rep_levels"]) == rep_length @@ -1191,94 +1175,86 @@ class TestCoreWasmPipeline: def test_single_step_core_encode(self, raw_chunk: bytes) -> None: """A single core wasm identity step produces identical output on encode.""" - pipeline = Pipeline.parse( - { - "codec_id": "test", - "direction": "encode", - "inputs": {"bytes": {"type": "bytes"}}, - "constants": {}, - "outputs": {"bytes": "s.bytes"}, - "steps": { - "s": { - "codec_id": "identity", - "inputs": {"bytes": "input.bytes"}, - } - }, - } - ) + data = { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "s.bytes"}, + "steps": { + "s": { + "codec_id": "identity", + "inputs": {"bytes": "input.bytes"}, + } + }, + } resolver = Resolver(paths={"identity": _CORE_IDENTITY_WASM}) - prepared = prepare(pipeline, "encode", resolver=resolver) + prepared = prepare(data, "encode", resolver=resolver) assert prepared.codecs["s"].codec_type == "core" result = run(prepared, {"bytes": raw_chunk}) assert result["bytes"] == raw_chunk def test_single_step_core_decode(self, raw_chunk: bytes) -> None: """A single core wasm identity step produces identical output on decode.""" - pipeline = Pipeline.parse( - { - "codec_id": "test", - "direction": "decode", - "inputs": {"bytes": {"type": "bytes"}}, - "constants": {}, - "outputs": {"bytes": "s.bytes"}, - "steps": { - "s": { - "codec_id": "identity", - "inputs": {"bytes": "input.bytes"}, - } - }, - } - ) + data = { + "codec_id": "test", + "direction": "decode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "s.bytes"}, + "steps": { + "s": { + "codec_id": "identity", + "inputs": {"bytes": "input.bytes"}, + } + }, + } resolver = Resolver(paths={"identity": _CORE_IDENTITY_WASM}) - prepared = prepare(pipeline, "decode", resolver=resolver) + prepared = prepare(data, "decode", resolver=resolver) result = run(prepared, {"bytes": raw_chunk}) assert result["bytes"] == raw_chunk def test_two_step_core_pipeline(self, raw_chunk: bytes) -> None: """Two sequential core wasm identity steps route data correctly.""" - pipeline = Pipeline.parse( - { - "codec_id": "test", - "direction": "encode", - "inputs": {"bytes": {"type": "bytes"}}, - "constants": {}, - "outputs": {"bytes": "step_b.bytes"}, - "steps": { - "step_a": { - "codec_id": "identity", - "inputs": {"bytes": "input.bytes"}, - }, - "step_b": { - "codec_id": "identity", - "inputs": {"bytes": "step_a.bytes"}, - }, + data = { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "step_b.bytes"}, + "steps": { + "step_a": { + "codec_id": "identity", + "inputs": {"bytes": "input.bytes"}, }, - } - ) + "step_b": { + "codec_id": "identity", + "inputs": {"bytes": "step_a.bytes"}, + }, + }, + } resolver = Resolver(paths={"identity": _CORE_IDENTITY_WASM}) - prepared = prepare(pipeline, "encode", resolver=resolver) + prepared = prepare(data, "encode", resolver=resolver) result = run(prepared, {"bytes": raw_chunk}) assert result["bytes"] == raw_chunk def test_inverted_core_pipeline(self, raw_chunk: bytes) -> None: """An inverted core wasm pipeline produces identical output.""" - pipeline = Pipeline.parse( - { - "codec_id": "test", - "direction": "decode", - "inputs": {"bytes": {"type": "bytes"}}, - "constants": {}, - "outputs": {"bytes": "s.bytes"}, - "steps": { - "s": { - "codec_id": "identity", - "inputs": {"bytes": "input.bytes"}, - } - }, - } - ) + data = { + "codec_id": "test", + "direction": "decode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "s.bytes"}, + "steps": { + "s": { + "codec_id": "identity", + "inputs": {"bytes": "input.bytes"}, + } + }, + } resolver = Resolver(paths={"identity": _CORE_IDENTITY_WASM}) - prepared = prepare(pipeline, "encode", resolver=resolver) + prepared = prepare(data, "encode", resolver=resolver) result = run(prepared, {"bytes": raw_chunk}) assert result["bytes"] == raw_chunk @@ -1304,8 +1280,9 @@ def test_decode_declared_forward_decode_output_size( cog_codec_resolver: Resolver, ) -> None: """Decode-declared pipeline forward decode: output is 1024x1024x2 bytes.""" - pipeline = Pipeline.parse(cog_decode_pipeline_json) - prepared = prepare(pipeline, "decode", resolver=cog_codec_resolver) + prepared = prepare( + cog_decode_pipeline_json, "decode", resolver=cog_codec_resolver + ) result = run(prepared, {"bytes": cog_chunk}) assert len(result["bytes"]) == self._TILE_BYTES @@ -1316,8 +1293,9 @@ def test_decode_declared_forward_decode_output_is_bytes( cog_codec_resolver: Resolver, ) -> None: """Decode-declared pipeline running forward decode returns a bytes object.""" - pipeline = Pipeline.parse(cog_decode_pipeline_json) - prepared = prepare(pipeline, "decode", resolver=cog_codec_resolver) + prepared = prepare( + cog_decode_pipeline_json, "decode", resolver=cog_codec_resolver + ) result = run(prepared, {"bytes": cog_chunk}) assert isinstance(result["bytes"], bytes) @@ -1328,8 +1306,9 @@ def test_encode_declared_inverted_decode_output_size( cog_codec_resolver: Resolver, ) -> None: """Encode-declared pipeline inverted decode: output is 1024x1024x2 bytes.""" - pipeline = Pipeline.parse(cog_encode_pipeline_json) - prepared = prepare(pipeline, "decode", resolver=cog_codec_resolver) + prepared = prepare( + cog_encode_pipeline_json, "decode", resolver=cog_codec_resolver + ) result = run(prepared, {"bytes": cog_chunk}) assert len(result["bytes"]) == self._TILE_BYTES @@ -1340,8 +1319,9 @@ def test_encode_declared_inverted_decode_output_is_bytes( cog_codec_resolver: Resolver, ) -> None: """Encode-declared pipeline running inverted decode returns a bytes object.""" - pipeline = Pipeline.parse(cog_encode_pipeline_json) - prepared = prepare(pipeline, "decode", resolver=cog_codec_resolver) + prepared = prepare( + cog_encode_pipeline_json, "decode", resolver=cog_codec_resolver + ) result = run(prepared, {"bytes": cog_chunk}) assert isinstance(result["bytes"], bytes) @@ -1355,10 +1335,13 @@ def test_decode_declared_pipeline_roundtrip( tile = (raw_chunk * ((self._TILE_BYTES // len(raw_chunk)) + 1))[ : self._TILE_BYTES ] - pipeline = Pipeline.parse(cog_decode_pipeline_json) - enc_prepared = prepare(pipeline, "encode", resolver=cog_codec_resolver) + enc_prepared = prepare( + cog_decode_pipeline_json, "encode", resolver=cog_codec_resolver + ) encoded = run(enc_prepared, {"bytes": tile}) - dec_prepared = prepare(pipeline, "decode", resolver=cog_codec_resolver) + dec_prepared = prepare( + cog_decode_pipeline_json, "decode", resolver=cog_codec_resolver + ) decoded = run(dec_prepared, {"bytes": encoded["bytes"]}) assert decoded["bytes"] == tile @@ -1372,10 +1355,13 @@ def test_encode_declared_pipeline_roundtrip( tile = (raw_chunk * ((self._TILE_BYTES // len(raw_chunk)) + 1))[ : self._TILE_BYTES ] - pipeline = Pipeline.parse(cog_encode_pipeline_json) - enc_prepared = prepare(pipeline, "encode", resolver=cog_codec_resolver) + enc_prepared = prepare( + cog_encode_pipeline_json, "encode", resolver=cog_codec_resolver + ) encoded = run(enc_prepared, {"bytes": tile}) - dec_prepared = prepare(pipeline, "decode", resolver=cog_codec_resolver) + dec_prepared = prepare( + cog_encode_pipeline_json, "decode", resolver=cog_codec_resolver + ) decoded = run(dec_prepared, {"bytes": encoded["bytes"]}) assert decoded["bytes"] == tile @@ -1388,10 +1374,8 @@ def test_encode_declared_inverted_decode_matches_decode_declared_forward( ) -> None: """Encode-declared pipeline inverted decode yields the same raw tile as decode-declared pipeline forward decode.""" - decode_pipeline = Pipeline.parse(cog_decode_pipeline_json) - encode_pipeline = Pipeline.parse(cog_encode_pipeline_json) - fwd = prepare(decode_pipeline, "decode", resolver=cog_codec_resolver) - inv = prepare(encode_pipeline, "decode", resolver=cog_codec_resolver) + fwd = prepare(cog_decode_pipeline_json, "decode", resolver=cog_codec_resolver) + inv = prepare(cog_encode_pipeline_json, "decode", resolver=cog_codec_resolver) forward = run(fwd, {"bytes": cog_chunk}) inverted = run(inv, {"bytes": cog_chunk}) assert inverted["bytes"] == forward["bytes"] @@ -1408,10 +1392,8 @@ def test_decode_declared_inverted_encode_matches_encode_declared_forward( tile = (raw_chunk * ((self._TILE_BYTES // len(raw_chunk)) + 1))[ : self._TILE_BYTES ] - decode_pipeline = Pipeline.parse(cog_decode_pipeline_json) - encode_pipeline = Pipeline.parse(cog_encode_pipeline_json) - inv = prepare(decode_pipeline, "encode", resolver=cog_codec_resolver) - fwd = prepare(encode_pipeline, "encode", resolver=cog_codec_resolver) + inv = prepare(cog_decode_pipeline_json, "encode", resolver=cog_codec_resolver) + fwd = prepare(cog_encode_pipeline_json, "encode", resolver=cog_codec_resolver) inverted = run(inv, {"bytes": tile}) forward = run(fwd, {"bytes": tile}) assert inverted["bytes"] == forward["bytes"] @@ -1548,27 +1530,25 @@ class TestSingleCopyCorePipeline: def test_two_step_core_returns_correct_output(self, raw_chunk: bytes) -> None: """Two sequential core identity steps produce correct output via deferred CoreWasmRef values in the value store.""" - pipeline = Pipeline.parse( - { - "codec_id": "test", - "direction": "encode", - "inputs": {"bytes": {"type": "bytes"}}, - "constants": {}, - "outputs": {"bytes": "step_b.bytes"}, - "steps": { - "step_a": { - "codec_id": "identity", - "inputs": {"bytes": "input.bytes"}, - }, - "step_b": { - "codec_id": "identity", - "inputs": {"bytes": "step_a.bytes"}, - }, + data = { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "step_b.bytes"}, + "steps": { + "step_a": { + "codec_id": "identity", + "inputs": {"bytes": "input.bytes"}, }, - } - ) + "step_b": { + "codec_id": "identity", + "inputs": {"bytes": "step_a.bytes"}, + }, + }, + } resolver = Resolver(paths={"identity": _CORE_IDENTITY_WASM}) - prepared = prepare(pipeline, "encode", resolver=resolver) + prepared = prepare(data, "encode", resolver=resolver) assert isinstance(prepared.codecs["step_a"], CoreWasmCodec) assert isinstance(prepared.codecs["step_b"], CoreWasmCodec) @@ -1591,56 +1571,52 @@ def test_core_codec_call_returns_core_wasm_ref(self, raw_chunk: bytes) -> None: def test_three_step_core_chain(self, raw_chunk: bytes) -> None: """Three sequential core identity steps chain correctly.""" - pipeline = Pipeline.parse( - { - "codec_id": "test", - "direction": "encode", - "inputs": {"bytes": {"type": "bytes"}}, - "constants": {}, - "outputs": {"bytes": "step_c.bytes"}, - "steps": { - "step_a": { - "codec_id": "identity", - "inputs": {"bytes": "input.bytes"}, - }, - "step_b": { - "codec_id": "identity", - "inputs": {"bytes": "step_a.bytes"}, - }, - "step_c": { - "codec_id": "identity", - "inputs": {"bytes": "step_b.bytes"}, - }, + data = { + "codec_id": "test", + "direction": "encode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "step_c.bytes"}, + "steps": { + "step_a": { + "codec_id": "identity", + "inputs": {"bytes": "input.bytes"}, }, - } - ) + "step_b": { + "codec_id": "identity", + "inputs": {"bytes": "step_a.bytes"}, + }, + "step_c": { + "codec_id": "identity", + "inputs": {"bytes": "step_b.bytes"}, + }, + }, + } resolver = Resolver(paths={"identity": _CORE_IDENTITY_WASM}) - prepared = prepare(pipeline, "encode", resolver=resolver) + prepared = prepare(data, "encode", resolver=resolver) result = run(prepared, {"bytes": raw_chunk}) assert result["bytes"] == raw_chunk def test_inverted_two_step_core_pipeline(self, raw_chunk: bytes) -> None: """Inverted execution through two core identity steps works correctly.""" - pipeline = Pipeline.parse( - { - "codec_id": "test", - "direction": "decode", - "inputs": {"bytes": {"type": "bytes"}}, - "constants": {}, - "outputs": {"bytes": "step_b.bytes"}, - "steps": { - "step_a": { - "codec_id": "identity", - "inputs": {"bytes": "input.bytes"}, - }, - "step_b": { - "codec_id": "identity", - "inputs": {"bytes": "step_a.bytes"}, - }, + data = { + "codec_id": "test", + "direction": "decode", + "inputs": {"bytes": {"type": "bytes"}}, + "constants": {}, + "outputs": {"bytes": "step_b.bytes"}, + "steps": { + "step_a": { + "codec_id": "identity", + "inputs": {"bytes": "input.bytes"}, }, - } - ) + "step_b": { + "codec_id": "identity", + "inputs": {"bytes": "step_a.bytes"}, + }, + }, + } resolver = Resolver(paths={"identity": _CORE_IDENTITY_WASM}) - prepared = prepare(pipeline, "encode", resolver=resolver) + prepared = prepare(data, "encode", resolver=resolver) result = run(prepared, {"bytes": raw_chunk}) assert result["bytes"] == raw_chunk diff --git a/tests/test_native_codec.py b/tests/test_native_codec.py index 13e3e17..d176b72 100644 --- a/tests/test_native_codec.py +++ b/tests/test_native_codec.py @@ -8,8 +8,8 @@ from chonkle.codecs._base import Codec, PortMap from chonkle.codecs.native import NativeCodec -from chonkle.executor import PreparedPipeline, run -from chonkle.pipeline import Direction, Pipeline +from chonkle.executor import run +from chonkle.pipeline import Direction, Pipeline, PreparedPipeline from chonkle.resolver import Resolver numcodecs = pytest.importorskip("numcodecs") From 36ba6d68321e7cb5bf547d6fb6f6daa4e28e7ee3 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Fri, 27 Mar 2026 09:57:14 -0500 Subject: [PATCH 26/52] refactor: compute topological sort before Pipeline construction _validate_pipeline and _check_ref now take individual fields instead of a Pipeline object, allowing execution_order to be computed before the dataclass is constructed. Eliminates the briefly-invalid state where Pipeline existed with execution_order=[]. --- src/chonkle/pipeline.py | 54 +++++++++++++++++++++++------------------ 1 file changed, 31 insertions(+), 23 deletions(-) diff --git a/src/chonkle/pipeline.py b/src/chonkle/pipeline.py index 0dfb0bb..5a4c880 100644 --- a/src/chonkle/pipeline.py +++ b/src/chonkle/pipeline.py @@ -136,7 +136,10 @@ def parse(cls, source: Path | dict[str, Any]) -> Pipeline: ) steps.append(step) - pipeline = cls( + _validate_pipeline(steps, inputs, constants, outputs) + execution_order = _topological_sort(steps) + + return cls( codec_id=codec_id, direction=direction, inputs=inputs, @@ -144,13 +147,9 @@ def parse(cls, source: Path | dict[str, Any]) -> Pipeline: outputs=outputs, sources=sources, steps=steps, - execution_order=[], + execution_order=execution_order, ) - _validate_pipeline(pipeline) - pipeline.execution_order = _topological_sort(steps) - return pipeline - @dataclass class PreparedPipeline: @@ -222,7 +221,12 @@ def prepare( ) -def _validate_pipeline(pipeline: Pipeline) -> None: +def _validate_pipeline( + steps: list[StepSpec], + inputs: dict[str, dict[str, Any]], + constants: dict[str, dict[str, Any]], + outputs: dict[str, str], +) -> None: """Validate step declarations and all wiring references. Performs the following checks in order: @@ -239,27 +243,29 @@ def _validate_pipeline(pipeline: Pipeline) -> None: Raises: ValueError: If any of the above checks fail. """ - step_names = {s.name for s in pipeline.steps} + step_names = {s.name for s in steps} seen: set[str] = set() - for step in pipeline.steps: + for step in steps: if step.name in seen: msg = f"Duplicate step name: {step.name!r}" raise ValueError(msg) seen.add(step.name) - for step in pipeline.steps: + for step in steps: for port_name, ref_str in step.inputs.items(): _check_ref( - pipeline, + inputs, + constants, ref_str, f"step {step.name!r} input {port_name!r}", step_names, ) - for out_name, ref_str in pipeline.outputs.items(): + for out_name, ref_str in outputs.items(): _check_ref( - pipeline, + inputs, + constants, ref_str, f"pipeline output {out_name!r}", step_names, @@ -267,7 +273,8 @@ def _validate_pipeline(pipeline: Pipeline) -> None: def _check_ref( - pipeline: Pipeline, + inputs: dict[str, dict[str, Any]], + constants: dict[str, dict[str, Any]], ref_str: str, context: str, step_names: set[str], @@ -275,13 +282,14 @@ def _check_ref( """Validate a single wiring reference against pipeline declarations. For ``input`` references, confirms the port is declared in - ``pipeline.inputs``. For ``constant`` references, confirms the - name is declared in ``pipeline.constants``. For step references, - confirms the step exists. Output port validation is deferred to - ``prepare()`` time where codec signatures are available. + *inputs*. For ``constant`` references, confirms the name is + declared in *constants*. For step references, confirms the step + exists. Output port validation is deferred to ``prepare()`` time + where codec signatures are available. Args: - pipeline: Pipeline providing inputs and constants for validation. + inputs: Pipeline-level input declarations. + constants: Pipeline-level constant declarations. ref_str: The raw wiring reference string (e.g. ``"input.bytes"`` or ``"zstd_step.bytes"``). context: A human-readable label for the reference site, @@ -293,17 +301,17 @@ def _check_ref( """ ref = WiringRef.parse(ref_str) if ref.kind == "input": - if ref.port not in pipeline.inputs: + if ref.port not in inputs: msg = ( f"{context}: input {ref.port!r} is not declared in pipeline inputs" - f" (declared: {pipeline.inputs})" + f" (declared: {inputs})" ) raise ValueError(msg) elif ref.kind == "constant": - if ref.port not in pipeline.constants: + if ref.port not in constants: msg = ( f"{context}: constant {ref.port!r} is not declared" - f" in pipeline constants (declared: {sorted(pipeline.constants)})" + f" in pipeline constants (declared: {sorted(constants)})" ) raise ValueError(msg) else: From b92b7e94d55e5a271d5922bed4dcadc67bdfbf46 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Fri, 27 Mar 2026 10:01:46 -0500 Subject: [PATCH 27/52] refactor: parse WiringRef once at construction time StepSpec.inputs and Pipeline.outputs now hold WiringRef objects instead of raw strings. Parsing happens once in Pipeline.parse(); all downstream consumers (_validate_ref, _topological_sort, _validate_wiring_against_signatures, _check_input_types, executor port-map builders) access pre-parsed WiringRef fields directly. Executor uses str(ref) where value_store keys are needed. Renamed _check_ref to _validate_ref. Added WiringRef.__str__ for lossless round-trip to dot-notation. --- src/chonkle/executor.py | 22 ++++++++--------- src/chonkle/pipeline.py | 55 ++++++++++++++++++++++------------------- tests/test_pipeline.py | 13 +++++++--- 3 files changed, 50 insertions(+), 40 deletions(-) diff --git a/src/chonkle/executor.py b/src/chonkle/executor.py index 9ec76a7..56a0e3d 100644 --- a/src/chonkle/executor.py +++ b/src/chonkle/executor.py @@ -106,8 +106,8 @@ def _execute_forward( value_store[f"{step_name}.{port_name}"] = value return { - out_name: _materialize(value_store[ref_str]) - for out_name, ref_str in pipeline.outputs.items() + out_name: _materialize(value_store[str(ref)]) + for out_name, ref in pipeline.outputs.items() } @@ -124,8 +124,8 @@ def _execute_inverted( for name, descriptor in pipeline.constants.items(): value_store[f"constant.{name}"] = json.dumps(descriptor["value"]).encode() - for out_name, ref_str in pipeline.outputs.items(): - value_store[ref_str] = inputs[out_name] + for out_name, ref in pipeline.outputs.items(): + value_store[str(ref)] = inputs[out_name] for step_name in reversed(pipeline.execution_order): step = step_by_name[step_name] @@ -142,7 +142,7 @@ def _execute_inverted( output_map = codec.call(direction, port_map) for port_name, value in output_map: if port_name in step.inputs and port_name not in encode_only: - value_store[step.inputs[port_name]] = value + value_store[str(step.inputs[port_name])] = value return { name: _materialize(value_store[f"input.{name}"]) @@ -166,10 +166,10 @@ def _forward_port_map( """ is_core = isinstance(codec, CoreWasmCodec) port_map: OutputPortMap = [] - for port_name, ref_str in step.inputs.items(): + for port_name, ref in step.inputs.items(): if direction == "decode" and port_name in encode_only_inputs: continue - value = value_store[ref_str] + value = value_store[str(ref)] if isinstance(value, CoreWasmRef) and not is_core: value = value.materialize() port_map.append((port_name, value)) @@ -201,13 +201,13 @@ def _inverted_port_map( if isinstance(val, CoreWasmRef) and not is_core: val = val.materialize() port_map.append((port_name, val)) - for port_name, ref_str in step.inputs.items(): - if ref_str.startswith("constant.") and port_name not in encode_only_inputs: - port_map.append((port_name, value_store[ref_str])) + for port_name, ref in step.inputs.items(): + if ref.kind == "constant" and port_name not in encode_only_inputs: + port_map.append((port_name, value_store[str(ref)])) if direction == "encode": for port_name in encode_only_inputs: if port_name in step.inputs: - port_map.append((port_name, value_store[step.inputs[port_name]])) + port_map.append((port_name, value_store[str(step.inputs[port_name])])) return port_map diff --git a/src/chonkle/pipeline.py b/src/chonkle/pipeline.py index 5a4c880..bb4a04e 100644 --- a/src/chonkle/pipeline.py +++ b/src/chonkle/pipeline.py @@ -61,6 +61,10 @@ def parse(cls, ref_str: str) -> WiringRef: return cls(kind=kind, source=source, port=port) + def __str__(self) -> str: + """Reconstruct the original dot-notation wiring reference string.""" + return f"{self.source}.{self.port}" + @dataclass class StepSpec: @@ -68,7 +72,7 @@ class StepSpec: name: str # unique DAG node identifier; used in wiring references codec_id: str # logical codec identifier; may repeat across steps - inputs: dict[str, str] # port_name -> wiring_ref string + inputs: dict[str, WiringRef] # port_name -> parsed wiring reference @dataclass @@ -79,7 +83,7 @@ class Pipeline: direction: Direction inputs: dict[str, dict[str, Any]] constants: dict[str, dict[str, Any]] - outputs: dict[str, str] # pipeline_output_name -> wiring_ref string + outputs: dict[str, WiringRef] # pipeline_output_name -> parsed wiring ref sources: dict[str, str] # codec_id -> URI (advisory fetch hints) steps: list[StepSpec] execution_order: list[str] # step names in topological order @@ -124,7 +128,7 @@ def parse(cls, source: Path | dict[str, Any]) -> Pipeline: raise ValueError(msg) inputs = dict(data.get("inputs", {})) constants = dict(data.get("constants", {})) - outputs = dict(data.get("outputs", {})) + raw_outputs: dict[str, str] = dict(data.get("outputs", {})) sources = dict(data.get("sources", {})) steps: list[StepSpec] = [] @@ -132,10 +136,15 @@ def parse(cls, source: Path | dict[str, Any]) -> Pipeline: step = StepSpec( name=step_name, codec_id=step_data["codec_id"], - inputs=dict(step_data.get("inputs", {})), + inputs={ + k: WiringRef.parse(v) + for k, v in step_data.get("inputs", {}).items() + }, ) steps.append(step) + outputs = {k: WiringRef.parse(v) for k, v in raw_outputs.items()} + _validate_pipeline(steps, inputs, constants, outputs) execution_order = _topological_sort(steps) @@ -225,7 +234,7 @@ def _validate_pipeline( steps: list[StepSpec], inputs: dict[str, dict[str, Any]], constants: dict[str, dict[str, Any]], - outputs: dict[str, str], + outputs: dict[str, WiringRef], ) -> None: """Validate step declarations and all wiring references. @@ -253,33 +262,33 @@ def _validate_pipeline( seen.add(step.name) for step in steps: - for port_name, ref_str in step.inputs.items(): - _check_ref( + for port_name, ref in step.inputs.items(): + _validate_ref( inputs, constants, - ref_str, + ref, f"step {step.name!r} input {port_name!r}", step_names, ) - for out_name, ref_str in outputs.items(): - _check_ref( + for out_name, ref in outputs.items(): + _validate_ref( inputs, constants, - ref_str, + ref, f"pipeline output {out_name!r}", step_names, ) -def _check_ref( +def _validate_ref( inputs: dict[str, dict[str, Any]], constants: dict[str, dict[str, Any]], - ref_str: str, + ref: WiringRef, context: str, step_names: set[str], ) -> None: - """Validate a single wiring reference against pipeline declarations. + """Validate a single pre-parsed wiring reference against pipeline declarations. For ``input`` references, confirms the port is declared in *inputs*. For ``constant`` references, confirms the name is @@ -290,8 +299,7 @@ def _check_ref( Args: inputs: Pipeline-level input declarations. constants: Pipeline-level constant declarations. - ref_str: The raw wiring reference string (e.g. - ``"input.bytes"`` or ``"zstd_step.bytes"``). + ref: A pre-parsed WiringRef. context: A human-readable label for the reference site, used in error messages. step_names: The set of all step names defined in the pipeline. @@ -299,7 +307,6 @@ def _check_ref( Raises: ValueError: If the reference is unresolvable. """ - ref = WiringRef.parse(ref_str) if ref.kind == "input": if ref.port not in inputs: msg = ( @@ -346,8 +353,7 @@ def _topological_sort(steps: list[StepSpec]) -> list[str]: for step in steps: deps: set[str] = set() - for ref_str in step.inputs.values(): - ref = WiringRef.parse(ref_str) + for ref in step.inputs.values(): if ref.kind == "step": deps.add(ref.source) for dep in deps: @@ -405,8 +411,7 @@ def _validate_wiring_against_signatures( errors: list[str] = [] for step in pipeline.steps: - for port_name, ref_str in step.inputs.items(): - ref = WiringRef.parse(ref_str) + for port_name, ref in step.inputs.items(): if ref.kind == "step": available = sig_outputs.get(ref.source, set()) if ref.port not in available: @@ -416,8 +421,7 @@ def _validate_wiring_against_signatures( f"{ref.port!r} (signature outputs: {sorted(available)})" ) - for out_name, ref_str in pipeline.outputs.items(): - ref = WiringRef.parse(ref_str) + for out_name, ref in pipeline.outputs.items(): if ref.kind == "step": available = sig_outputs.get(ref.source, set()) if ref.port not in available: @@ -556,7 +560,7 @@ def _check_input_types( ) -> list[str]: """Return type-mismatch error strings for each active wired input.""" errors: list[str] = [] - for port_name, ref_str in step.inputs.items(): + for port_name, ref in step.inputs.items(): if direction == "decode" and port_name in encode_only_inputs: continue if port_name not in signature_inputs: @@ -564,7 +568,6 @@ def _check_input_types( expected_type = signature_inputs[port_name].get("type") if expected_type is None: continue - ref = WiringRef.parse(ref_str) if ref.kind == "input": actual_type = (pipeline.inputs.get(ref.port) or {}).get("type") elif ref.kind == "constant": @@ -573,7 +576,7 @@ def _check_input_types( actual_type = step_output_types.get(ref.source, {}).get(ref.port) if actual_type is not None and actual_type != expected_type: errors.append( - f"input {port_name!r}: wiring {ref_str!r} provides type" + f"input {port_name!r}: wiring {str(ref)!r} provides type" f" {actual_type!r} but codec expects {expected_type!r}" ) return errors diff --git a/tests/test_pipeline.py b/tests/test_pipeline.py index c9c7844..c1b5a85 100644 --- a/tests/test_pipeline.py +++ b/tests/test_pipeline.py @@ -55,7 +55,10 @@ def test_linear_pipeline_codec_id(self, cog_decode_pipeline_json: dict) -> None: def test_linear_pipeline_step_fields(self, cog_decode_pipeline_json: dict) -> None: pipeline = Pipeline.parse(cog_decode_pipeline_json) step = pipeline.steps[0] # zlib step - assert step.inputs == {"bytes": "input.bytes", "level": "constant.level"} + assert {k: str(v) for k, v in step.inputs.items()} == { + "bytes": "input.bytes", + "level": "constant.level", + } def test_dag_pipeline_from_fixture(self, page_split_pipeline_json: dict) -> None: pipeline = Pipeline.parse(page_split_pipeline_json) @@ -263,7 +266,9 @@ def test_pipeline_output_input_passthrough(self) -> None: data = self._base() data["outputs"] = {"bytes": "input.bytes"} pipeline = Pipeline.parse(data) - assert pipeline.outputs == {"bytes": "input.bytes"} + assert {k: str(v) for k, v in pipeline.outputs.items()} == { + "bytes": "input.bytes", + } def test_pipeline_output_constant_passthrough(self) -> None: """A pipeline output may reference a constant directly.""" @@ -271,7 +276,9 @@ def test_pipeline_output_constant_passthrough(self) -> None: data["constants"] = {"level": {"type": "int", "value": 3}} data["outputs"] = {"level": "constant.level"} pipeline = Pipeline.parse(data) - assert pipeline.outputs == {"level": "constant.level"} + assert {k: str(v) for k, v in pipeline.outputs.items()} == { + "level": "constant.level", + } def test_cycle_detection(self) -> None: data = self._base() From e886a8bbff9a44fd8a912e077dc4ea0e8e9cd6b0 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Fri, 27 Mar 2026 10:03:42 -0500 Subject: [PATCH 28/52] refactor: split _validate_signature and consolidate encode_only filtering Extract _extract_output_types as a pure extraction function separate from _validate_signature (which now returns None). Compute active_inputs (step inputs minus encode_only when decoding) once in _validate_signature and pass it to _check_input_types, eliminating the duplicated direction/encode_only check. --- src/chonkle/pipeline.py | 47 ++++++++++++++++++++++------------------- 1 file changed, 25 insertions(+), 22 deletions(-) diff --git a/src/chonkle/pipeline.py b/src/chonkle/pipeline.py index bb4a04e..2a43416 100644 --- a/src/chonkle/pipeline.py +++ b/src/chonkle/pipeline.py @@ -437,6 +437,18 @@ def _validate_wiring_against_signatures( ) +def _extract_output_types(signature: dict[str, Any]) -> dict[str, str]: + """Extract output port types from a codec signature. + + Returns: + Mapping of output port name to type string. + """ + return { + port: desc.get("type", "") + for port, desc in signature.get("outputs", {}).items() + } + + def _validate_signatures( pipeline: Pipeline, step_by_name: dict[str, StepSpec], @@ -452,12 +464,10 @@ def _validate_signatures( step_output_types: dict[str, dict[str, str]] = {} for step_name in pipeline.execution_order: step = step_by_name[step_name] - codec = codecs[step_name] + sig = codecs[step_name].signature() + step_output_types[step_name] = _extract_output_types(sig) try: - output_types = _validate_signature( - step, codec.signature(), direction, pipeline, step_output_types - ) - step_output_types[step_name] = output_types or {} + _validate_signature(step, sig, direction, pipeline, step_output_types) except ValueError as exc: errors.append(str(exc)) if errors: @@ -470,7 +480,7 @@ def _validate_signature( direction: str, pipeline: Pipeline, step_output_types: dict[str, dict[str, str]], -) -> dict[str, str]: +) -> None: """Verify a step's port declarations against a codec signature. Each check is a subset check — the step need not use every port the codec @@ -486,9 +496,6 @@ def _validate_signature( step_output_types: Accumulated output types from previously validated upstream steps. - Returns: - Mapping of output port name to type string, from the signature. - Raises: ValueError: Declared ports are not valid per the signature. """ @@ -525,10 +532,9 @@ def _validate_signature( _check_input_types( step, signature_inputs, - direction, + active_inputs, pipeline, step_output_types, - encode_only_ports, ) ) @@ -544,30 +550,27 @@ def _validate_signature( msg = f"Step {step.name!r}: {joined}" raise ValueError(msg) - return { - port: desc.get("type", "") - for port, desc in signature.get("outputs", {}).items() - } - def _check_input_types( step: StepSpec, signature_inputs: dict[str, Any], - direction: str, + active_inputs: set[str], pipeline: Pipeline, step_output_types: dict[str, dict[str, str]], - encode_only_inputs: set[str], ) -> list[str]: - """Return type-mismatch error strings for each active wired input.""" + """Return type-mismatch error strings for each active wired input. + + Only checks ports in *active_inputs* (step inputs minus encode_only + when decoding), avoiding redundant direction/encode_only filtering. + """ errors: list[str] = [] - for port_name, ref in step.inputs.items(): - if direction == "decode" and port_name in encode_only_inputs: - continue + for port_name in active_inputs: if port_name not in signature_inputs: continue expected_type = signature_inputs[port_name].get("type") if expected_type is None: continue + ref = step.inputs[port_name] if ref.kind == "input": actual_type = (pipeline.inputs.get(ref.port) or {}).get("type") elif ref.kind == "constant": From 29e684f13a7854c786be4a0a7f923ff9612c27d8 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Fri, 27 Mar 2026 10:11:28 -0500 Subject: [PATCH 29/52] refactor: introduce Signature dataclass for typed codec signatures Add PortDescriptor and Signature frozen dataclasses in codecs/_base.py, replacing raw dict[str, Any] signatures throughout. Signature.from_dict() converts JSON-derived dicts at codec instantiation time. Codec.signature() now returns Signature. All three codec backends (ComponentCodec, CoreWasmCodec, NativeCodec) convert at init. Pipeline validation uses Signature attributes (sig.inputs, sig.outputs, sig.encode_only_inputs(), sig.output_types()) instead of defensive .get() access. Executor uses sig.encode_only_inputs() and sig.outputs.keys() directly, removing the _get_encode_only_inputs helper and its import. Test _FakeCodec classes updated to use Signature objects. --- src/chonkle/codecs/_base.py | 61 ++++++++++++++++- src/chonkle/codecs/component.py | 10 +-- src/chonkle/codecs/core.py | 10 +-- src/chonkle/codecs/native.py | 17 +++-- src/chonkle/executor.py | 7 +- src/chonkle/pipeline.py | 64 ++++++------------ tests/test_executor.py | 115 ++++++++++++++++++-------------- tests/test_native_codec.py | 29 ++++---- 8 files changed, 185 insertions(+), 128 deletions(-) diff --git a/src/chonkle/codecs/_base.py b/src/chonkle/codecs/_base.py index 5fa025b..9dfb2fc 100644 --- a/src/chonkle/codecs/_base.py +++ b/src/chonkle/codecs/_base.py @@ -3,6 +3,7 @@ from __future__ import annotations from abc import ABC, abstractmethod +from dataclasses import dataclass, field from pathlib import Path from typing import TYPE_CHECKING, Any @@ -21,6 +22,64 @@ _COMPONENT_VERSION = b"\x0d\x00\x01\x00" +@dataclass(frozen=True) +class PortDescriptor: + """Descriptor for a single input or output port in a codec signature.""" + + type: str + required: bool = True + default: Any = None + encode_only: bool = False + + +@dataclass(frozen=True) +class Signature: + """Structured codec signature. + + Replaces the raw ``dict[str, Any]`` signature format with typed fields. + """ + + codec_id: str + implementation: str + inputs: dict[str, PortDescriptor] = field(default_factory=dict) + outputs: dict[str, PortDescriptor] = field(default_factory=dict) + data_format: str | None = None # "bytes" or "ndarray", native codecs only + + @classmethod + def from_dict(cls, d: dict[str, Any]) -> Signature: + """Construct a Signature from a raw JSON-derived dict.""" + inputs: dict[str, PortDescriptor] = {} + for name, desc in d.get("inputs", {}).items(): + inputs[name] = PortDescriptor( + type=desc.get("type", ""), + required=desc.get("required", True), + default=desc.get("default"), + encode_only=desc.get("encode_only", False), + ) + outputs: dict[str, PortDescriptor] = {} + for name, desc in d.get("outputs", {}).items(): + outputs[name] = PortDescriptor( + type=desc.get("type", ""), + required=desc.get("required", True), + default=desc.get("default"), + ) + return cls( + codec_id=d.get("codec_id", ""), + implementation=d.get("implementation", ""), + inputs=inputs, + outputs=outputs, + data_format=d.get("data_format"), + ) + + def encode_only_inputs(self) -> set[str]: + """Port names where encode_only is True.""" + return {n for n, p in self.inputs.items() if p.encode_only} + + def output_types(self) -> dict[str, str]: + """Map of output port name to type string.""" + return {n: p.type for n, p in self.outputs.items()} + + class Codec(ABC): """Abstract base class for codec wrappers. @@ -47,7 +106,7 @@ def implementation(self) -> str: ... @abstractmethod - def signature(self) -> dict[str, Any]: + def signature(self) -> Signature: """Return the codec's signature (loaded at instantiation).""" ... diff --git a/src/chonkle/codecs/component.py b/src/chonkle/codecs/component.py index b7c646d..b595e54 100644 --- a/src/chonkle/codecs/component.py +++ b/src/chonkle/codecs/component.py @@ -8,7 +8,7 @@ import wasmtime import wasmtime.component -from chonkle.codecs._base import CODEC_TRANSFORM_IFACE, Codec, PortMap +from chonkle.codecs._base import CODEC_TRANSFORM_IFACE, Codec, PortMap, Signature from chonkle.pipeline import Direction from chonkle.wasm_signature import read_signature @@ -24,7 +24,7 @@ class ComponentCodec(Codec): def __init__(self, engine: wasmtime.Engine, wasm_path: Path) -> None: self._engine = engine self._wasm_path = wasm_path - self._sig = read_signature(wasm_path) + self._sig = Signature.from_dict(read_signature(wasm_path)) self._component = wasmtime.component.Component.from_file(engine, str(wasm_path)) @property @@ -33,13 +33,13 @@ def codec_type(self) -> str: @property def codec_id(self) -> str: - return self._sig.get("codec_id", "") + return self._sig.codec_id @property def implementation(self) -> str: - return self._sig.get("implementation", "") + return self._sig.implementation - def signature(self) -> dict[str, Any]: + def signature(self) -> Signature: return self._sig def call(self, direction: Direction, port_map: PortMap) -> PortMap: diff --git a/src/chonkle/codecs/core.py b/src/chonkle/codecs/core.py index a4294f7..ae11efd 100644 --- a/src/chonkle/codecs/core.py +++ b/src/chonkle/codecs/core.py @@ -11,7 +11,7 @@ import wasmtime -from chonkle.codecs._base import Codec, PortMap +from chonkle.codecs._base import Codec, PortMap, Signature from chonkle.pipeline import Direction from chonkle.wasm_signature import read_signature @@ -68,7 +68,7 @@ class CoreWasmCodec(Codec): def __init__(self, engine: wasmtime.Engine, wasm_path: Path) -> None: self._engine = engine self._wasm_path = wasm_path - self._sig = read_signature(wasm_path) + self._sig = Signature.from_dict(read_signature(wasm_path)) module = wasmtime.Module.from_file(engine, str(wasm_path)) self._store = wasmtime.Store(engine) @@ -90,13 +90,13 @@ def codec_type(self) -> str: @property def codec_id(self) -> str: - return self._sig.get("codec_id", "") + return self._sig.codec_id @property def implementation(self) -> str: - return self._sig.get("implementation", "") + return self._sig.implementation - def signature(self) -> dict[str, Any]: + def signature(self) -> Signature: return self._sig @property diff --git a/src/chonkle/codecs/native.py b/src/chonkle/codecs/native.py index 070aab2..a593ff1 100644 --- a/src/chonkle/codecs/native.py +++ b/src/chonkle/codecs/native.py @@ -5,7 +5,7 @@ import json from typing import Any -from chonkle.codecs._base import SIGNATURES_DIR, Codec, PortMap +from chonkle.codecs._base import SIGNATURES_DIR, Codec, PortMap, Signature from chonkle.pipeline import Direction @@ -44,11 +44,10 @@ class NativeCodec(Codec): """ def __init__(self, codec_id: str) -> None: - self._sig = _load_native_signature(codec_id) - self._data_format: str = self._sig.get("data_format", "bytes") + raw_sig = _load_native_signature(codec_id) + self._sig = Signature.from_dict(raw_sig) + self._data_format: str = self._sig.data_format or "bytes" self._numcodecs = _import_numcodecs() - self._codec_id_str = self._sig.get("codec_id", codec_id) - self._impl = self._sig.get("implementation", f"numcodecs.{codec_id}") @property def codec_type(self) -> str: @@ -56,13 +55,13 @@ def codec_type(self) -> str: @property def codec_id(self) -> str: - return self._codec_id_str + return self._sig.codec_id @property def implementation(self) -> str: - return self._impl + return self._sig.implementation - def signature(self) -> dict[str, Any]: + def signature(self) -> Signature: return self._sig def call(self, direction: Direction, port_map: PortMap) -> PortMap: @@ -86,7 +85,7 @@ def call(self, direction: Direction, port_map: PortMap) -> PortMap: def _build_codec(self, kwargs: dict[str, Any], dtype_str: str | None) -> Any: """Instantiate the numcodecs codec, trying dtype as a constructor arg.""" - config = {"id": self._codec_id_str, **kwargs} + config = {"id": self._sig.codec_id, **kwargs} if dtype_str is not None: try: return self._numcodecs.get_codec({**config, "dtype": dtype_str}) diff --git a/src/chonkle/executor.py b/src/chonkle/executor.py index 56a0e3d..2fc391f 100644 --- a/src/chonkle/executor.py +++ b/src/chonkle/executor.py @@ -13,7 +13,6 @@ Pipeline, PreparedPipeline, StepSpec, - _get_encode_only_inputs, ) log = logging.getLogger(__name__) @@ -96,7 +95,7 @@ def _execute_forward( for step_name in pipeline.execution_order: step = step_by_name[step_name] codec = codecs[step_name] - encode_only = _get_encode_only_inputs(codec.signature()) + encode_only = codec.signature().encode_only_inputs() port_map = _forward_port_map(step, value_store, direction, encode_only, codec) log.debug( "step %r: calling %s with %d ports", step_name, direction, len(port_map) @@ -131,8 +130,8 @@ def _execute_inverted( step = step_by_name[step_name] codec = codecs[step_name] sig = codec.signature() - encode_only = _get_encode_only_inputs(sig) - output_ports = list(sig.get("outputs", {}).keys()) + encode_only = sig.encode_only_inputs() + output_ports = list(sig.outputs.keys()) port_map = _inverted_port_map( step_name, step, value_store, direction, output_ports, encode_only, codec ) diff --git a/src/chonkle/pipeline.py b/src/chonkle/pipeline.py index 2a43416..1a6a2df 100644 --- a/src/chonkle/pipeline.py +++ b/src/chonkle/pipeline.py @@ -10,7 +10,7 @@ from typing import TYPE_CHECKING, Any, Literal if TYPE_CHECKING: - from chonkle.codecs._base import Codec + from chonkle.codecs._base import Codec, PortDescriptor, Signature from chonkle.resolver import Resolver Direction = Literal["encode", "decode"] @@ -384,15 +384,6 @@ def _topological_sort(steps: list[StepSpec]) -> list[str]: # --------------------------------------------------------------------------- -def _get_encode_only_inputs(signature: dict[str, Any]) -> set[str]: - """Derive the set of encode-only input port names from a codec signature.""" - return { - name - for name, desc in signature.get("inputs", {}).items() - if desc.get("encode_only", False) - } - - def _validate_wiring_against_signatures( pipeline: Pipeline, codecs: Mapping[str, Codec], @@ -406,7 +397,7 @@ def _validate_wiring_against_signatures( sig_outputs: dict[str, set[str]] = {} for step in pipeline.steps: sig = codecs[step.name].signature() - sig_outputs[step.name] = set(sig.get("outputs", {}).keys()) + sig_outputs[step.name] = set(sig.outputs.keys()) errors: list[str] = [] @@ -437,18 +428,6 @@ def _validate_wiring_against_signatures( ) -def _extract_output_types(signature: dict[str, Any]) -> dict[str, str]: - """Extract output port types from a codec signature. - - Returns: - Mapping of output port name to type string. - """ - return { - port: desc.get("type", "") - for port, desc in signature.get("outputs", {}).items() - } - - def _validate_signatures( pipeline: Pipeline, step_by_name: dict[str, StepSpec], @@ -465,7 +444,7 @@ def _validate_signatures( for step_name in pipeline.execution_order: step = step_by_name[step_name] sig = codecs[step_name].signature() - step_output_types[step_name] = _extract_output_types(sig) + step_output_types[step_name] = sig.output_types() try: _validate_signature(step, sig, direction, pipeline, step_output_types) except ValueError as exc: @@ -476,7 +455,7 @@ def _validate_signatures( def _validate_signature( step: StepSpec, - signature: dict[str, Any], + signature: Signature, direction: str, pipeline: Pipeline, step_output_types: dict[str, dict[str, str]], @@ -490,7 +469,7 @@ def _validate_signature( Args: step: Step whose declared inputs are being checked. - signature: The codec signature dict (from ``codec.signature()``). + signature: The codec signature (from ``codec.signature()``). direction: Runtime execution direction ("encode" or "decode"). pipeline: The pipeline, used to resolve input and constant types. step_output_types: Accumulated output types from previously validated @@ -501,24 +480,22 @@ def _validate_signature( """ errors: list[str] = [] - if "inputs" in signature: - signature_inputs: dict[str, Any] = signature["inputs"] + sig_inputs = signature.inputs + if sig_inputs: errors.extend( f"input port {p!r} is missing required 'type' field" - for p, d in signature_inputs.items() - if "type" not in d + for p, d in sig_inputs.items() + if not d.type ) - encode_only_ports = _get_encode_only_inputs(signature) + encode_only_ports = signature.encode_only_inputs() if direction == "decode": valid_inputs = { - name - for name, desc in signature_inputs.items() - if not desc.get("encode_only", False) + name for name, desc in sig_inputs.items() if not desc.encode_only } else: - valid_inputs = set(signature_inputs.keys()) + valid_inputs = set(sig_inputs.keys()) active_inputs = set(step.inputs.keys()) - encode_only_ports unknown = active_inputs - valid_inputs @@ -531,18 +508,19 @@ def _validate_signature( errors.extend( _check_input_types( step, - signature_inputs, + sig_inputs, active_inputs, pipeline, step_output_types, ) ) - if "outputs" in signature: + sig_outputs = signature.outputs + if sig_outputs: errors.extend( f"output port {p!r} is missing required 'type' field" - for p, d in signature["outputs"].items() - if "type" not in d + for p, d in sig_outputs.items() + if not d.type ) if errors: @@ -553,7 +531,7 @@ def _validate_signature( def _check_input_types( step: StepSpec, - signature_inputs: dict[str, Any], + sig_inputs: dict[str, PortDescriptor], active_inputs: set[str], pipeline: Pipeline, step_output_types: dict[str, dict[str, str]], @@ -565,10 +543,10 @@ def _check_input_types( """ errors: list[str] = [] for port_name in active_inputs: - if port_name not in signature_inputs: + if port_name not in sig_inputs: continue - expected_type = signature_inputs[port_name].get("type") - if expected_type is None: + expected_type = sig_inputs[port_name].type + if not expected_type: continue ref = step.inputs[port_name] if ref.kind == "input": diff --git a/tests/test_executor.py b/tests/test_executor.py index f61cf2a..567f028 100644 --- a/tests/test_executor.py +++ b/tests/test_executor.py @@ -6,7 +6,7 @@ import pytest -from chonkle.codecs._base import Codec, PortMap +from chonkle.codecs._base import Codec, PortMap, Signature from chonkle.codecs.core import CoreWasmCodec, CoreWasmRef from chonkle.executor import run from chonkle.pipeline import Direction, Pipeline, PreparedPipeline, prepare @@ -28,19 +28,24 @@ def _wasm_with_signature(signature: dict) -> bytes: # ---------- Fake codec for wiring tests ---------- +_DEFAULT_SIG = Signature.from_dict( + { + "inputs": {"bytes": {"type": "bytes"}}, + "outputs": {"bytes": {"type": "bytes"}}, + } +) + + class _FakeCodec(Codec): """Test double that records calls and returns canned outputs.""" def __init__( self, call_fn: Any = None, - sig: dict | None = None, + sig: Signature | None = None, ) -> None: self._call_fn = call_fn or (lambda d, pm: [("bytes", b"output")]) - self._sig = sig or { - "inputs": {"bytes": {"type": "bytes"}}, - "outputs": {"bytes": {"type": "bytes"}}, - } + self._sig = sig or _DEFAULT_SIG @property def codec_type(self) -> str: @@ -48,13 +53,13 @@ def codec_type(self) -> str: @property def codec_id(self) -> str: - return self._sig.get("codec_id", "fake") + return self._sig.codec_id or "fake" @property def implementation(self) -> str: - return self._sig.get("implementation", "fake") + return self._sig.implementation or "fake" - def signature(self) -> dict[str, Any]: + def signature(self) -> Signature: return self._sig def call(self, direction: Direction, port_map: PortMap) -> PortMap: @@ -140,13 +145,15 @@ def _make_decode_pipeline() -> dict: # Signature with level marked as encode_only. -_SIG_WITH_ENCODE_ONLY = { - "inputs": { - "bytes": {"type": "bytes"}, - "level": {"type": "int", "encode_only": True}, - }, - "outputs": {"bytes": {"type": "bytes"}}, -} +_SIG_WITH_ENCODE_ONLY = Signature.from_dict( + { + "inputs": { + "bytes": {"type": "bytes"}, + "level": {"type": "int", "encode_only": True}, + }, + "outputs": {"bytes": {"type": "bytes"}}, + } +) class TestRunWiring: @@ -267,13 +274,15 @@ def fake_call(direction, port_map): received_pm.extend(port_map) return [("bytes", b"decoded")] - sig = { - "inputs": { - "bytes": {"type": "bytes"}, - "sym_table": {"type": "string", "encode_only": True}, - }, - "outputs": {"bytes": {"type": "bytes"}}, - } + sig = Signature.from_dict( + { + "inputs": { + "bytes": {"type": "bytes"}, + "sym_table": {"type": "string", "encode_only": True}, + }, + "outputs": {"bytes": {"type": "bytes"}}, + } + ) codecs = {"s": _FakeCodec(call_fn=fake_call, sig=sig)} prepared = _prepared(pipeline, codecs=codecs) run(prepared, {"bytes": b"encoded"}) @@ -306,13 +315,15 @@ def fake_call(direction, port_map): received_pm.extend(port_map) return [("bytes", b"encoded")] - sig = { - "inputs": { - "bytes": {"type": "bytes"}, - "sym_table": {"type": "string", "encode_only": True}, - }, - "outputs": {"bytes": {"type": "bytes"}}, - } + sig = Signature.from_dict( + { + "inputs": { + "bytes": {"type": "bytes"}, + "sym_table": {"type": "string", "encode_only": True}, + }, + "outputs": {"bytes": {"type": "bytes"}}, + } + ) codecs = {"s": _FakeCodec(call_fn=fake_call, sig=sig)} prepared = _prepared(pipeline, codecs=codecs) run(prepared, {"bytes": b"data"}) @@ -405,10 +416,12 @@ def fake_split(direction, port_map): mid = len(data_bytes) // 2 return [("a", data_bytes[:mid]), ("b", data_bytes[mid:])] - split_sig = { - "inputs": {"bytes": {"type": "bytes"}}, - "outputs": {"a": {"type": "bytes"}, "b": {"type": "bytes"}}, - } + split_sig = Signature.from_dict( + { + "inputs": {"bytes": {"type": "bytes"}}, + "outputs": {"a": {"type": "bytes"}, "b": {"type": "bytes"}}, + } + ) codecs = { "split": _FakeCodec(call_fn=fake_split, sig=split_sig), "proc_a": _FakeCodec(call_fn=lambda d, pm: pm), @@ -1055,14 +1068,16 @@ def fake_split(direction, port_map): ) return [("bytes", combined)] - split_sig = { - "inputs": {"bytes": {"type": "bytes"}}, - "outputs": { - "rep_levels": {"type": "bytes"}, - "def_levels": {"type": "bytes"}, - "data": {"type": "bytes"}, - }, - } + split_sig = Signature.from_dict( + { + "inputs": {"bytes": {"type": "bytes"}}, + "outputs": { + "rep_levels": {"type": "bytes"}, + "def_levels": {"type": "bytes"}, + "data": {"type": "bytes"}, + }, + } + ) codecs = { "page_split": _FakeCodec(call_fn=fake_split, sig=split_sig), "identity_rep": _FakeCodec(call_fn=lambda d, pm: pm), @@ -1109,13 +1124,15 @@ def fake_call(direction, port_map): received_port_maps.append(list(port_map)) return [("bytes", b"decoded")] - sig = { - "inputs": { - "bytes": {"type": "bytes"}, - "level": {"type": "int", "encode_only": True}, - }, - "outputs": {"bytes": {"type": "bytes"}}, - } + sig = Signature.from_dict( + { + "inputs": { + "bytes": {"type": "bytes"}, + "level": {"type": "int", "encode_only": True}, + }, + "outputs": {"bytes": {"type": "bytes"}}, + } + ) codecs = {"s": _FakeCodec(call_fn=fake_call, sig=sig)} prepared = _prepared(pipeline, direction="decode", codecs=codecs) run(prepared, {"bytes": b"encoded"}) diff --git a/tests/test_native_codec.py b/tests/test_native_codec.py index d176b72..2b40d33 100644 --- a/tests/test_native_codec.py +++ b/tests/test_native_codec.py @@ -6,7 +6,7 @@ import pytest -from chonkle.codecs._base import Codec, PortMap +from chonkle.codecs._base import Codec, PortMap, Signature from chonkle.codecs.native import NativeCodec from chonkle.executor import run from chonkle.pipeline import Direction, Pipeline, PreparedPipeline @@ -20,9 +20,9 @@ class TestNativeCodecInstantiation: def test_loads_signature_from_bundled_file(self) -> None: codec = NativeCodec("zlib") sig = codec.signature() - assert sig["codec_id"] == "zlib" - assert sig["data_format"] == "bytes" - assert "bytes" in sig["inputs"] + assert sig.codec_id == "zlib" + assert sig.data_format == "bytes" + assert "bytes" in sig.inputs def test_codec_type_is_native(self) -> None: codec = NativeCodec("zlib") @@ -120,15 +120,20 @@ def test_ndarray_missing_dtype_raises(self) -> None: # -- Fake codec for mixed pipeline tests -- +_DEFAULT_SIG = Signature.from_dict( + { + "inputs": {"bytes": {"type": "bytes"}}, + "outputs": {"bytes": {"type": "bytes"}}, + } +) + + class _FakeCodec(Codec): """Test double for wiring tests.""" - def __init__(self, call_fn: Any = None, sig: dict | None = None) -> None: + def __init__(self, call_fn: Any = None, sig: Signature | None = None) -> None: self._call_fn = call_fn or (lambda d, pm: [("bytes", b"output")]) - self._sig = sig or { - "inputs": {"bytes": {"type": "bytes"}}, - "outputs": {"bytes": {"type": "bytes"}}, - } + self._sig = sig or _DEFAULT_SIG @property def codec_type(self) -> str: @@ -136,13 +141,13 @@ def codec_type(self) -> str: @property def codec_id(self) -> str: - return self._sig.get("codec_id", "fake") + return self._sig.codec_id or "fake" @property def implementation(self) -> str: - return self._sig.get("implementation", "fake") + return self._sig.implementation or "fake" - def signature(self) -> dict[str, Any]: + def signature(self) -> Signature: return self._sig def call(self, direction: Direction, port_map: PortMap) -> PortMap: From 26c98df94d8bdefdac73415cc2f43fda1008e168 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Fri, 27 Mar 2026 11:04:06 -0500 Subject: [PATCH 30/52] refactor: merge wiring validation into signature validation pass --- docs/ai/RECENT_CHANGES.md | 20 +++++++ docs/ai/REPO_MAP.md | 5 +- docs/ai/SYSTEM_OVERVIEW.md | 14 +++-- src/chonkle/pipeline.py | 109 +++++++++++++++---------------------- 4 files changed, 77 insertions(+), 71 deletions(-) diff --git a/docs/ai/RECENT_CHANGES.md b/docs/ai/RECENT_CHANGES.md index 65c37b5..0f1e042 100644 --- a/docs/ai/RECENT_CHANGES.md +++ b/docs/ai/RECENT_CHANGES.md @@ -4,6 +4,26 @@ Only architectural, structural, and workflow changes. Not bug fixes or minor twe ## March 2026 +- **Pipeline type safety refactoring**: four changes to `pipeline.py` and + `codecs/_base.py` eliminating stringly-typed patterns. + - `Pipeline` construction fixed: `_validate_pipeline` and `_check_ref` now + take individual fields instead of a `Pipeline` object, allowing validation + and topological sort to run before the frozen dataclass is constructed. + - `WiringRef` parsed at construction: `StepSpec.inputs` is now + `dict[str, WiringRef]` and `Pipeline.outputs` is `dict[str, WiringRef]`, + parsed in `Pipeline.parse()`. `WiringRef.__str__` provides round-trip + formatting. Downstream code uses `.kind`, `.source`, `.port` instead of + string splitting. + - `_validate_signature` split: extracted `_extract_output_types()` for output + port type checking. `_validate_signature` returns `None` (was returning + encode_only set). Consolidated encode_only derivation into `active_inputs` + passed to `_check_input_types`. + - `Signature` dataclass: added `Signature` and `PortDescriptor` frozen + dataclasses to `codecs/_base.py`. `Codec.signature()` returns `Signature` + instead of `dict[str, Any]`. All dict-based signature access replaced with + attribute access. `Signature.from_dict()` converts raw JSON at codec + instantiation. Helper methods: `encode_only_inputs()`, `output_types()`. + - **Merged parse and prepare into single entry point**: `prepare()`, `PreparedPipeline`, and all validation functions moved from `executor.py` to `pipeline.py`. Callers now use `prepare(source, direction) → run()` instead diff --git a/docs/ai/REPO_MAP.md b/docs/ai/REPO_MAP.md index 93d368a..fe59d0f 100644 --- a/docs/ai/REPO_MAP.md +++ b/docs/ai/REPO_MAP.md @@ -60,7 +60,8 @@ defining module directly (e.g. `from chonkle.pipeline import prepare`). - **codecs/** — Codec wrapper package. `__init__.py` is docstring-only; import from submodules directly. Submodules: - **codecs/_base.py** — `Codec` ABC with `call(direction, port_map)` and - `signature()`. `PortMap` type alias, `SIGNATURES_DIR`, + `signature()`. `Signature` and `PortDescriptor` frozen dataclasses for + typed codec signatures. `PortMap` type alias, `SIGNATURES_DIR`, `CODEC_TRANSFORM_IFACE`, `detect_codec_type()`. - **codecs/component.py** — `ComponentCodec`: wraps a Component Model component. Caches `Component.from_file()` at init time. @@ -73,7 +74,7 @@ defining module directly (e.g. `from chonkle.pipeline import prepare`). - **codecs/native.py** — `NativeCodec`: wraps a numcodecs codec (lazy import, signature from bundled JSON, bytes and ndarray calling conventions). Key types: `Codec`, `ComponentCodec`, `CoreWasmCodec`, `NativeCodec`, - `CoreWasmRef`, `PortMap`, `OutputPortMap`. + `CoreWasmRef`, `PortMap`, `OutputPortMap`, `Signature`, `PortDescriptor`. - **resolver.py** — Codec resolution and local store. `Resolver` maps codec_ids to `Codec` instances via: explicit paths → per-codec overrides → local store and native (selected by preference) → pipeline sources diff --git a/docs/ai/SYSTEM_OVERVIEW.md b/docs/ai/SYSTEM_OVERVIEW.md index 316aa87..7c82767 100644 --- a/docs/ai/SYSTEM_OVERVIEW.md +++ b/docs/ai/SYSTEM_OVERVIEW.md @@ -75,10 +75,11 @@ Pipeline DAG design where each execution is driven by a pipeline JSON file: - **pipeline** (`pipeline.py`): parse, validate, and prepare pipelines for execution. Entry point: `prepare(source, direction, *, resolver=None)` → `PreparedPipeline`. Internally: `Pipeline.parse()` (structural validation, - wiring refs, topological sort via Kahn's algorithm), codec resolution via - `Resolver`, wiring validation against codec signatures, signature - validation. `_get_encode_only_inputs()` derives encode-only ports from - codec signatures (also used by executor). Key types: `Pipeline`, + wiring refs parsed into `WiringRef` at construction, topological sort via + Kahn's algorithm), codec resolution via `Resolver`, wiring validation + against codec signatures, signature validation. `StepSpec.inputs` and + `Pipeline.outputs` hold pre-parsed `WiringRef` objects (not raw strings). + Validation uses `Signature` attributes directly. Key types: `Pipeline`, `PreparedPipeline`, `StepSpec`, `WiringRef` - **codecs** (`codecs/`): codec wrapper package. `Codec` ABC defines the `call(direction, port_map)` and `signature()` interface. `ComponentCodec` @@ -96,8 +97,11 @@ Pipeline DAG design where each execution is driven by a pipeline JSON file: accepts them as input (single-copy via `ctypes.memmove`). `detect_codec_type()` reads the wasm binary header to distinguish core (`01 00 00 00`) from component (`0d 00 01 00`). + `Signature` and `PortDescriptor` frozen dataclasses provide typed codec + signatures; `Signature.from_dict()` converts raw JSON at codec + instantiation. `Codec.signature()` returns `Signature`. Key types: `Codec`, `ComponentCodec`, `CoreWasmCodec`, `NativeCodec`, - `CoreWasmRef`, `PortMap` + `CoreWasmRef`, `PortMap`, `Signature`, `PortDescriptor` - **resolver** (`resolver.py`): codec resolution and local store. `Resolver` maps codec_ids to `Codec` instances via a resolution chain: explicit paths → per-codec overrides → local store and native (selected by preference) → diff --git a/src/chonkle/pipeline.py b/src/chonkle/pipeline.py index 1a6a2df..8177d1f 100644 --- a/src/chonkle/pipeline.py +++ b/src/chonkle/pipeline.py @@ -209,17 +209,11 @@ def prepare( step_by_name = {s.name: s for s in pipeline.steps} - # Phase 1: resolve all codec_ids to Codec instances. codecs: dict[str, Codec] = {} for step_name in pipeline.execution_order: step = step_by_name[step_name] codecs[step_name] = resolver.resolve(step.codec_id) - # Phase 2: validate wiring references against codec signatures - # (step output port checks that were deferred from parse time). - _validate_wiring_against_signatures(pipeline, codecs) - - # Phase 3: validate all signatures before any component is called. _validate_signatures(pipeline, step_by_name, codecs, direction) return PreparedPipeline( @@ -379,55 +373,6 @@ def _topological_sort(steps: list[StepSpec]) -> list[str]: return order -# --------------------------------------------------------------------------- -# Signature validation (moved from executor.py) -# --------------------------------------------------------------------------- - - -def _validate_wiring_against_signatures( - pipeline: Pipeline, - codecs: Mapping[str, Codec], -) -> None: - """Validate step output port references against codec signatures. - - At parse time, only step existence is checked. This function validates - that wiring references to step output ports match actual output ports - declared in the codec's signature. - """ - sig_outputs: dict[str, set[str]] = {} - for step in pipeline.steps: - sig = codecs[step.name].signature() - sig_outputs[step.name] = set(sig.outputs.keys()) - - errors: list[str] = [] - - for step in pipeline.steps: - for port_name, ref in step.inputs.items(): - if ref.kind == "step": - available = sig_outputs.get(ref.source, set()) - if ref.port not in available: - errors.append( - f"Step {step.name!r} input {port_name!r}: " - f"step {ref.source!r} does not declare output port " - f"{ref.port!r} (signature outputs: {sorted(available)})" - ) - - for out_name, ref in pipeline.outputs.items(): - if ref.kind == "step": - available = sig_outputs.get(ref.source, set()) - if ref.port not in available: - errors.append( - f"Pipeline output {out_name!r}: " - f"step {ref.source!r} does not declare output port " - f"{ref.port!r} (signature outputs: {sorted(available)})" - ) - - if errors: - raise ValueError( - "Wiring validation against signatures failed:\n" + "\n".join(errors) - ) - - def _validate_signatures( pipeline: Pipeline, step_by_name: dict[str, StepSpec], @@ -436,19 +381,40 @@ def _validate_signatures( ) -> None: """Validate all step signatures before any component is called. + For each step in topological order, checks that wiring refs targeting + upstream step outputs name ports that exist in the signature, validates + input/output port types and direction constraints, and accumulates + output types for downstream type checking. After the per-step loop, + validates pipeline output wiring refs the same way. + Collects errors from every step and raises a single ValueError listing all problems. """ errors: list[str] = [] + sig_outputs: dict[str, set[str]] = {} step_output_types: dict[str, dict[str, str]] = {} for step_name in pipeline.execution_order: step = step_by_name[step_name] sig = codecs[step_name].signature() + sig_outputs[step_name] = set(sig.outputs.keys()) step_output_types[step_name] = sig.output_types() try: - _validate_signature(step, sig, direction, pipeline, step_output_types) + _validate_signature( + step, sig, direction, pipeline, step_output_types, sig_outputs + ) except ValueError as exc: errors.append(str(exc)) + + for out_name, ref in pipeline.outputs.items(): + if ref.kind == "step": + available = sig_outputs.get(ref.source, set()) + if ref.port not in available: + errors.append( + f"Pipeline output {out_name!r}: " + f"step {ref.source!r} does not declare output port " + f"{ref.port!r} (signature outputs: {sorted(available)})" + ) + if errors: raise ValueError("Pipeline signature validation failed:\n" + "\n".join(errors)) @@ -459,13 +425,16 @@ def _validate_signature( direction: str, pipeline: Pipeline, step_output_types: dict[str, dict[str, str]], + sig_outputs: dict[str, set[str]], ) -> None: - """Verify a step's port declarations against a codec signature. + """Verify a step's wiring and port declarations against codec signatures. - Each check is a subset check — the step need not use every port the codec - declares. Input validation is direction-aware: encode_only ports (from - the signature) are excluded from the valid input set when direction is - "decode". + Checks that wiring refs targeting upstream step outputs name ports that + exist in the upstream codec's signature, then validates input/output port + types and direction constraints. Each check is a subset check — the step + need not use every port the codec declares. Input validation is + direction-aware: encode_only ports are excluded from the valid input set + when direction is "decode". Args: step: Step whose declared inputs are being checked. @@ -474,12 +443,24 @@ def _validate_signature( pipeline: The pipeline, used to resolve input and constant types. step_output_types: Accumulated output types from previously validated upstream steps. + sig_outputs: Accumulated output port names from previously validated + upstream steps, used to check wiring ref port existence. Raises: ValueError: Declared ports are not valid per the signature. """ errors: list[str] = [] + for port_name, ref in step.inputs.items(): + if ref.kind == "step": + available = sig_outputs.get(ref.source, set()) + if ref.port not in available: + errors.append( + f"Step {step.name!r} input {port_name!r}: " + f"step {ref.source!r} does not declare output port " + f"{ref.port!r} (signature outputs: {sorted(available)})" + ) + sig_inputs = signature.inputs if sig_inputs: errors.extend( @@ -515,11 +496,11 @@ def _validate_signature( ) ) - sig_outputs = signature.outputs - if sig_outputs: + output_ports = signature.outputs + if output_ports: errors.extend( f"output port {p!r} is missing required 'type' field" - for p, d in sig_outputs.items() + for p, d in output_ports.items() if not d.type ) From 36e455aaeb9a3ed04d0ec8b768a77180ad6ee611 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Fri, 27 Mar 2026 12:00:48 -0500 Subject: [PATCH 31/52] refactor: type pipeline input and constant descriptors Replace dict[str, dict[str, Any]] for Pipeline.inputs and Pipeline.constants with frozen InputDescriptor and ConstantDescriptor dataclasses, converting dict-based access to attribute access throughout pipeline.py and executor.py. --- src/chonkle/executor.py | 10 ++++----- src/chonkle/pipeline.py | 46 ++++++++++++++++++++++++++++++++--------- tests/test_pipeline.py | 6 +++--- 3 files changed, 44 insertions(+), 18 deletions(-) diff --git a/src/chonkle/executor.py b/src/chonkle/executor.py index 2fc391f..8ca6d36 100644 --- a/src/chonkle/executor.py +++ b/src/chonkle/executor.py @@ -46,7 +46,7 @@ def run( required = [ name for name, desc in pipeline.inputs.items() - if direction == "encode" or not desc.get("encode_only", False) + if direction == "encode" or not desc.encode_only ] for name in required: if name not in inputs: @@ -82,12 +82,12 @@ def _execute_forward( value_store: dict[str, bytes | CoreWasmRef] = {} for name, descriptor in pipeline.constants.items(): - value_store[f"constant.{name}"] = json.dumps(descriptor["value"]).encode() + value_store[f"constant.{name}"] = json.dumps(descriptor.value).encode() active_inputs = [ name for name, desc in pipeline.inputs.items() - if direction == "encode" or not desc.get("encode_only", False) + if direction == "encode" or not desc.encode_only ] for name in active_inputs: value_store[f"input.{name}"] = inputs[name] @@ -121,7 +121,7 @@ def _execute_inverted( value_store: dict[str, bytes | CoreWasmRef] = {} for name, descriptor in pipeline.constants.items(): - value_store[f"constant.{name}"] = json.dumps(descriptor["value"]).encode() + value_store[f"constant.{name}"] = json.dumps(descriptor.value).encode() for out_name, ref in pipeline.outputs.items(): value_store[str(ref)] = inputs[out_name] @@ -146,7 +146,7 @@ def _execute_inverted( return { name: _materialize(value_store[f"input.{name}"]) for name, desc in pipeline.inputs.items() - if direction == "encode" or not desc.get("encode_only", False) + if direction == "encode" or not desc.encode_only } diff --git a/src/chonkle/pipeline.py b/src/chonkle/pipeline.py index 8177d1f..3fbdd39 100644 --- a/src/chonkle/pipeline.py +++ b/src/chonkle/pipeline.py @@ -16,6 +16,22 @@ Direction = Literal["encode", "decode"] +@dataclass(frozen=True) +class InputDescriptor: + """Descriptor for a pipeline-level input port.""" + + type: str = "" + encode_only: bool = False + + +@dataclass(frozen=True) +class ConstantDescriptor: + """Descriptor for a pipeline-level constant.""" + + type: str = "" + value: Any = None + + @dataclass class WiringRef: """A parsed wiring reference from the pipeline JSON.""" @@ -81,8 +97,8 @@ class Pipeline: codec_id: str direction: Direction - inputs: dict[str, dict[str, Any]] - constants: dict[str, dict[str, Any]] + inputs: dict[str, InputDescriptor] + constants: dict[str, ConstantDescriptor] outputs: dict[str, WiringRef] # pipeline_output_name -> parsed wiring ref sources: dict[str, str] # codec_id -> URI (advisory fetch hints) steps: list[StepSpec] @@ -126,8 +142,16 @@ def parse(cls, source: Path | dict[str, Any]) -> Pipeline: if not isinstance(codec_id, str): msg = f"'codec_id' must be a string, got {codec_id!r}" raise ValueError(msg) - inputs = dict(data.get("inputs", {})) - constants = dict(data.get("constants", {})) + inputs = { + k: InputDescriptor( + type=v.get("type", ""), encode_only=v.get("encode_only", False) + ) + for k, v in data.get("inputs", {}).items() + } + constants = { + k: ConstantDescriptor(type=v.get("type", ""), value=v.get("value")) + for k, v in data.get("constants", {}).items() + } raw_outputs: dict[str, str] = dict(data.get("outputs", {})) sources = dict(data.get("sources", {})) @@ -226,8 +250,8 @@ def prepare( def _validate_pipeline( steps: list[StepSpec], - inputs: dict[str, dict[str, Any]], - constants: dict[str, dict[str, Any]], + inputs: dict[str, InputDescriptor], + constants: dict[str, ConstantDescriptor], outputs: dict[str, WiringRef], ) -> None: """Validate step declarations and all wiring references. @@ -276,8 +300,8 @@ def _validate_pipeline( def _validate_ref( - inputs: dict[str, dict[str, Any]], - constants: dict[str, dict[str, Any]], + inputs: dict[str, InputDescriptor], + constants: dict[str, ConstantDescriptor], ref: WiringRef, context: str, step_names: set[str], @@ -531,9 +555,11 @@ def _check_input_types( continue ref = step.inputs[port_name] if ref.kind == "input": - actual_type = (pipeline.inputs.get(ref.port) or {}).get("type") + desc = pipeline.inputs.get(ref.port) + actual_type = desc.type if desc and desc.type else None elif ref.kind == "constant": - actual_type = (pipeline.constants.get(ref.port) or {}).get("type") + cdesc = pipeline.constants.get(ref.port) + actual_type = cdesc.type if cdesc and cdesc.type else None else: actual_type = step_output_types.get(ref.source, {}).get(ref.port) if actual_type is not None and actual_type != expected_type: diff --git a/tests/test_pipeline.py b/tests/test_pipeline.py index c1b5a85..1d8e607 100644 --- a/tests/test_pipeline.py +++ b/tests/test_pipeline.py @@ -2,7 +2,7 @@ import pytest -from chonkle.pipeline import Pipeline, WiringRef +from chonkle.pipeline import ConstantDescriptor, Pipeline, WiringRef class TestParseRef: @@ -85,8 +85,8 @@ def test_dag_execution_order(self, page_split_pipeline_json: dict) -> None: def test_dag_pipeline_constants(self, page_split_pipeline_json: dict) -> None: pipeline = Pipeline.parse(page_split_pipeline_json) assert pipeline.constants == { - "rep_length": {"type": "uint", "value": 128}, - "def_length": {"type": "uint", "value": 256}, + "rep_length": ConstantDescriptor(type="uint", value=128), + "def_length": ConstantDescriptor(type="uint", value=256), } def test_dag_pipeline_outputs(self, page_split_pipeline_json: dict) -> None: From 41dabe4ed1822a3b30b6e54f8e5dfcfe5bc571f8 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Fri, 27 Mar 2026 12:20:23 -0500 Subject: [PATCH 32/52] refactor: replace step list with ordered dict and precompute codec metadata Pipeline.steps becomes dict[str, StepSpec] keyed in topological order, removing the redundant execution_order field. PreparedPipeline drops step_by_name and gains precomputed encode_only_inputs and output_ports, eliminating all codec.signature() calls from the executor hot path. Executor helpers take (prepared, inputs) instead of 5 unpacked params. --- docs/ai/RECENT_CHANGES.md | 19 ++++++++++ docs/ai/REPO_MAP.md | 20 ++++++---- docs/ai/SYSTEM_OVERVIEW.md | 15 ++++++-- src/chonkle/executor.py | 57 +++++++++++------------------ src/chonkle/pipeline.py | 68 ++++++++++++++++------------------ tests/test_executor.py | 13 +++++-- tests/test_native_codec.py | 75 ++++++++++++++++++-------------------- tests/test_pipeline.py | 26 ++++++------- 8 files changed, 153 insertions(+), 140 deletions(-) diff --git a/docs/ai/RECENT_CHANGES.md b/docs/ai/RECENT_CHANGES.md index 0f1e042..82550fe 100644 --- a/docs/ai/RECENT_CHANGES.md +++ b/docs/ai/RECENT_CHANGES.md @@ -4,6 +4,25 @@ Only architectural, structural, and workflow changes. Not bug fixes or minor twe ## March 2026 +- **Step dict and PreparedPipeline precomputation**: `Pipeline.steps` changed + from `list[StepSpec]` to `dict[str, StepSpec]` with keys in topological + execution order. `Pipeline.execution_order` removed — `list(pipeline.steps)` + gives the same order. `PreparedPipeline.step_by_name` removed (redundant + now that steps is a dict). `PreparedPipeline` gained two precomputed fields: + `encode_only_inputs: Mapping[str, frozenset[str]]` and + `output_ports: Mapping[str, tuple[str, ...]]`, eliminating all + `codec.signature()` calls from the executor. `_execute_forward` and + `_execute_inverted` now take `(prepared, inputs)` instead of 5 unpacked + parameters. Duplicate-name check removed from `_validate_pipeline` (dict + keys from JSON parsing are inherently unique). + +- **Typed pipeline descriptors**: `Pipeline.inputs` changed from + `dict[str, dict[str, Any]]` to `dict[str, InputDescriptor]` and + `Pipeline.constants` changed to `dict[str, ConstantDescriptor]`. Both + are frozen dataclasses in `pipeline.py`. All dict-based access + (`.get("encode_only", False)`, `["value"]`, `.get("type")`) replaced + with attribute access throughout `pipeline.py` and `executor.py`. + - **Pipeline type safety refactoring**: four changes to `pipeline.py` and `codecs/_base.py` eliminating stringly-typed patterns. - `Pipeline` construction fixed: `_validate_pipeline` and `_check_ref` now diff --git a/docs/ai/REPO_MAP.md b/docs/ai/REPO_MAP.md index fe59d0f..182d525 100644 --- a/docs/ai/REPO_MAP.md +++ b/docs/ai/REPO_MAP.md @@ -54,9 +54,12 @@ defining module directly (e.g. `from chonkle.pipeline import prepare`). - **pipeline.py** — DAG pipeline parsing, validation, and preparation. Entry point: `prepare(source, direction, *, resolver=None)` → `PreparedPipeline`. Parses pipeline JSON into a `Pipeline` dataclass, validates wiring - references, topologically sorts steps, resolves codec_ids via `Resolver`, - validates wiring against codec signatures, and validates all step signatures. - Key types: `Pipeline`, `PreparedPipeline`, `StepSpec`, `WiringRef`. + references, topologically sorts steps (stored as `dict[str, StepSpec]` in + topo order), resolves codec_ids via `Resolver`, validates wiring against + codec signatures, and validates all step signatures. `PreparedPipeline` + precomputes `encode_only_inputs` and `output_ports` per step. + Key types: `Pipeline`, `PreparedPipeline`, `StepSpec`, `WiringRef`, + `InputDescriptor`, `ConstantDescriptor`. - **codecs/** — Codec wrapper package. `__init__.py` is docstring-only; import from submodules directly. Submodules: - **codecs/_base.py** — `Codec` ABC with `call(direction, port_map)` and @@ -85,11 +88,12 @@ defining module directly (e.g. `from chonkle.pipeline import prepare`). Key types: `Resolver`, `CodecEntry`. - **executor.py** — DAG execution via `Codec` wrappers. Entry point: `run(prepared, inputs)` → output dict. Executes the DAG via - `_execute_forward` / `_execute_inverted`. `value_store` holds - `bytes | CoreWasmRef`; port-map builders materialize refs for non-core - codecs, pass through for core codecs. `_materialize()` resolves final - outputs. Key internals: `value_store`, `_forward_port_map`, - `_inverted_port_map`, `_materialize`. + `_execute_forward(prepared, inputs)` / `_execute_inverted(prepared, inputs)`. + `value_store` holds `bytes | CoreWasmRef`; port-map builders materialize + refs for non-core codecs, pass through for core codecs. Encode-only sets + and output ports come from precomputed `PreparedPipeline` fields. + `_materialize()` resolves final outputs. Key internals: `value_store`, + `_forward_port_map`, `_inverted_port_map`, `_materialize`. - **wasm_download.py** — codec URI resolution and fetch cache. `resolve_uri()` handles `file://`, `https://`, and `oci://`. Downloads only the `.wasm` file (signatures are embedded). `download_https()` and `download_oci()` store diff --git a/docs/ai/SYSTEM_OVERVIEW.md b/docs/ai/SYSTEM_OVERVIEW.md index 7c82767..7b17530 100644 --- a/docs/ai/SYSTEM_OVERVIEW.md +++ b/docs/ai/SYSTEM_OVERVIEW.md @@ -79,8 +79,13 @@ Pipeline DAG design where each execution is driven by a pipeline JSON file: Kahn's algorithm), codec resolution via `Resolver`, wiring validation against codec signatures, signature validation. `StepSpec.inputs` and `Pipeline.outputs` hold pre-parsed `WiringRef` objects (not raw strings). + `Pipeline.steps` is a `dict[str, StepSpec]` with keys in topological + execution order (no separate `execution_order` field). + `PreparedPipeline` precomputes `encode_only_inputs` and `output_ports` + per step, eliminating `codec.signature()` calls from the executor. Validation uses `Signature` attributes directly. Key types: `Pipeline`, - `PreparedPipeline`, `StepSpec`, `WiringRef` + `PreparedPipeline`, `StepSpec`, `WiringRef`, `InputDescriptor`, + `ConstantDescriptor` - **codecs** (`codecs/`): codec wrapper package. `Codec` ABC defines the `call(direction, port_map)` and `signature()` interface. `ComponentCodec` wraps a Wasmtime Component Model component (instantiation, WIT function @@ -111,9 +116,11 @@ Pipeline DAG design where each execution is driven by a pipeline JSON file: signatures. `list_codecs()` includes both wasm and native entries. `CodecEntry` holds store metadata. Key types: `Resolver`, `CodecEntry`. - **executor** (`executor.py`): execute a prepared pipeline. Entry point: - `run(prepared, inputs)` → outputs. `_execute_forward()` / - `_execute_inverted()` (split by direction, both use - `value_store: dict[str, bytes | CoreWasmRef]`), `_forward_port_map()` / + `run(prepared, inputs)` → outputs. `_execute_forward(prepared, inputs)` / + `_execute_inverted(prepared, inputs)` (split by direction, both use + `value_store: dict[str, bytes | CoreWasmRef]`; encode-only sets and + output ports come from precomputed `PreparedPipeline` fields, not + `codec.signature()` calls). `_forward_port_map()` / `_inverted_port_map()` (build port-maps from value_store, materializing `CoreWasmRef` for non-core codecs, passing through for core codecs). `_materialize()` resolves deferred refs to bytes for final outputs diff --git a/src/chonkle/executor.py b/src/chonkle/executor.py index 8ca6d36..3aaf179 100644 --- a/src/chonkle/executor.py +++ b/src/chonkle/executor.py @@ -4,13 +4,9 @@ import json import logging -from collections.abc import Mapping -from chonkle.codecs._base import Codec from chonkle.codecs.core import CoreWasmCodec, CoreWasmRef, OutputPortMap from chonkle.pipeline import ( - Direction, - Pipeline, PreparedPipeline, StepSpec, ) @@ -58,27 +54,22 @@ def run( msg = f"Missing pipeline input: {name!r}" raise ValueError(msg) - step_by_name = prepared.step_by_name - if inverted: - return _execute_inverted( - pipeline, step_by_name, prepared.codecs, inputs, direction - ) - return _execute_forward(pipeline, step_by_name, prepared.codecs, inputs, direction) + return _execute_inverted(prepared, inputs) + return _execute_forward(prepared, inputs) def _execute_forward( - pipeline: Pipeline, - step_by_name: Mapping[str, StepSpec], - codecs: Mapping[str, Codec], + prepared: PreparedPipeline, inputs: dict[str, bytes], - direction: Direction, ) -> dict[str, bytes]: """Execute steps in topological order, calling the direction function. Seeds value_store with constants and pipeline inputs (omitting encode_only inputs when direction is ``"decode"``). """ + pipeline = prepared.pipeline + direction = prepared.direction value_store: dict[str, bytes | CoreWasmRef] = {} for name, descriptor in pipeline.constants.items(): @@ -92,10 +83,9 @@ def _execute_forward( for name in active_inputs: value_store[f"input.{name}"] = inputs[name] - for step_name in pipeline.execution_order: - step = step_by_name[step_name] - codec = codecs[step_name] - encode_only = codec.signature().encode_only_inputs() + for step_name, step in pipeline.steps.items(): + codec = prepared.codecs[step_name] + encode_only = prepared.encode_only_inputs[step_name] port_map = _forward_port_map(step, value_store, direction, encode_only, codec) log.debug( "step %r: calling %s with %d ports", step_name, direction, len(port_map) @@ -111,13 +101,12 @@ def _execute_forward( def _execute_inverted( - pipeline: Pipeline, - step_by_name: Mapping[str, StepSpec], - codecs: Mapping[str, Codec], + prepared: PreparedPipeline, inputs: dict[str, bytes], - direction: Direction, ) -> dict[str, bytes]: """Execute steps in reversed topological order, routing results backward.""" + pipeline = prepared.pipeline + direction = prepared.direction value_store: dict[str, bytes | CoreWasmRef] = {} for name, descriptor in pipeline.constants.items(): @@ -126,12 +115,10 @@ def _execute_inverted( for out_name, ref in pipeline.outputs.items(): value_store[str(ref)] = inputs[out_name] - for step_name in reversed(pipeline.execution_order): - step = step_by_name[step_name] - codec = codecs[step_name] - sig = codec.signature() - encode_only = sig.encode_only_inputs() - output_ports = list(sig.outputs.keys()) + for step_name, step in reversed(pipeline.steps.items()): + codec = prepared.codecs[step_name] + encode_only = prepared.encode_only_inputs[step_name] + output_ports = prepared.output_ports[step_name] port_map = _inverted_port_map( step_name, step, value_store, direction, output_ports, encode_only, codec ) @@ -153,9 +140,9 @@ def _execute_inverted( def _forward_port_map( step: StepSpec, value_store: dict[str, bytes | CoreWasmRef], - direction: Direction, - encode_only_inputs: set[str], - codec: Codec, + direction: str, + encode_only_inputs: frozenset[str], + codec: object, ) -> OutputPortMap: """Build the port-map for a step in forward execution. @@ -179,10 +166,10 @@ def _inverted_port_map( step_name: str, step: StepSpec, value_store: dict[str, bytes | CoreWasmRef], - direction: Direction, - output_ports: list[str], - encode_only_inputs: set[str], - codec: Codec, + direction: str, + output_ports: tuple[str, ...], + encode_only_inputs: frozenset[str], + codec: object, ) -> OutputPortMap: """Build the port-map for a step in inverted execution. diff --git a/src/chonkle/pipeline.py b/src/chonkle/pipeline.py index 3fbdd39..613dee7 100644 --- a/src/chonkle/pipeline.py +++ b/src/chonkle/pipeline.py @@ -101,8 +101,7 @@ class Pipeline: constants: dict[str, ConstantDescriptor] outputs: dict[str, WiringRef] # pipeline_output_name -> parsed wiring ref sources: dict[str, str] # codec_id -> URI (advisory fetch hints) - steps: list[StepSpec] - execution_order: list[str] # step names in topological order + steps: dict[str, StepSpec] # keys in topological execution order @classmethod def parse(cls, source: Path | dict[str, Any]) -> Pipeline: @@ -155,9 +154,9 @@ def parse(cls, source: Path | dict[str, Any]) -> Pipeline: raw_outputs: dict[str, str] = dict(data.get("outputs", {})) sources = dict(data.get("sources", {})) - steps: list[StepSpec] = [] + steps: dict[str, StepSpec] = {} for step_name, step_data in data.get("steps", {}).items(): - step = StepSpec( + steps[step_name] = StepSpec( name=step_name, codec_id=step_data["codec_id"], inputs={ @@ -165,12 +164,12 @@ def parse(cls, source: Path | dict[str, Any]) -> Pipeline: for k, v in step_data.get("inputs", {}).items() }, ) - steps.append(step) outputs = {k: WiringRef.parse(v) for k, v in raw_outputs.items()} _validate_pipeline(steps, inputs, constants, outputs) - execution_order = _topological_sort(steps) + topo_order = _topological_sort(steps) + steps = {name: steps[name] for name in topo_order} return cls( codec_id=codec_id, @@ -180,7 +179,6 @@ def parse(cls, source: Path | dict[str, Any]) -> Pipeline: outputs=outputs, sources=sources, steps=steps, - execution_order=execution_order, ) @@ -194,7 +192,8 @@ class PreparedPipeline: pipeline: Pipeline direction: Direction codecs: Mapping[str, Codec] - step_by_name: Mapping[str, StepSpec] + encode_only_inputs: Mapping[str, frozenset[str]] # step_name -> encode_only ports + output_ports: Mapping[str, tuple[str, ...]] # step_name -> output port names def prepare( @@ -231,25 +230,30 @@ def prepare( if resolver is None: resolver = Resolver(pipeline_sources=pipeline.sources) - step_by_name = {s.name: s for s in pipeline.steps} - codecs: dict[str, Codec] = {} - for step_name in pipeline.execution_order: - step = step_by_name[step_name] + for step_name, step in pipeline.steps.items(): codecs[step_name] = resolver.resolve(step.codec_id) - _validate_signatures(pipeline, step_by_name, codecs, direction) + _validate_signatures(pipeline, codecs, direction) + + encode_only_inputs: dict[str, frozenset[str]] = {} + output_ports: dict[str, tuple[str, ...]] = {} + for step_name, codec in codecs.items(): + sig = codec.signature() + encode_only_inputs[step_name] = frozenset(sig.encode_only_inputs()) + output_ports[step_name] = tuple(sig.outputs.keys()) return PreparedPipeline( pipeline=pipeline, direction=direction, codecs=codecs, - step_by_name=step_by_name, + encode_only_inputs=encode_only_inputs, + output_ports=output_ports, ) def _validate_pipeline( - steps: list[StepSpec], + steps: dict[str, StepSpec], inputs: dict[str, InputDescriptor], constants: dict[str, ConstantDescriptor], outputs: dict[str, WiringRef], @@ -258,10 +262,9 @@ def _validate_pipeline( Performs the following checks in order: - 1. Step names are unique within the pipeline. - 2. Every step input wiring reference resolves to a declared + 1. Every step input wiring reference resolves to a declared pipeline input, constant, or an existing step. - 3. Every pipeline output wiring reference resolves in the + 2. Every pipeline output wiring reference resolves in the same way. Step output port validation is deferred to ``prepare()`` time, @@ -270,16 +273,9 @@ def _validate_pipeline( Raises: ValueError: If any of the above checks fail. """ - step_names = {s.name for s in steps} - - seen: set[str] = set() - for step in steps: - if step.name in seen: - msg = f"Duplicate step name: {step.name!r}" - raise ValueError(msg) - seen.add(step.name) + step_names = set(steps.keys()) - for step in steps: + for step in steps.values(): for port_name, ref in step.inputs.items(): _validate_ref( inputs, @@ -345,7 +341,7 @@ def _validate_ref( raise ValueError(msg) -def _topological_sort(steps: list[StepSpec]) -> list[str]: +def _topological_sort(steps: dict[str, StepSpec]) -> list[str]: """Return step names in a valid execution order using Kahn's algorithm. Builds an in-degree map and adjacency list from the step wiring @@ -353,8 +349,8 @@ def _topological_sort(steps: list[StepSpec]) -> list[str]: until all steps are ordered or a cycle is detected. Args: - steps: The list of StepSpec objects to sort. Only - ``"step"``-kind wiring references (i.e. inter-step + steps: The dict of step name to StepSpec objects to sort. + Only ``"step"``-kind wiring references (i.e. inter-step dependencies) are considered; ``"input"`` and ``"constant"`` references do not contribute edges. @@ -366,17 +362,17 @@ def _topological_sort(steps: list[StepSpec]) -> list[str]: ValueError: If the dependency graph contains a cycle, listing the step names involved. """ - in_degree: dict[str, int] = {s.name: 0 for s in steps} + in_degree: dict[str, int] = dict.fromkeys(steps, 0) dependents: dict[str, list[str]] = defaultdict(list) - for step in steps: + for step_name, step in steps.items(): deps: set[str] = set() for ref in step.inputs.values(): if ref.kind == "step": deps.add(ref.source) for dep in deps: - dependents[dep].append(step.name) - in_degree[step.name] += 1 + dependents[dep].append(step_name) + in_degree[step_name] += 1 queue: deque[str] = deque(name for name, deg in in_degree.items() if deg == 0) order: list[str] = [] @@ -399,7 +395,6 @@ def _topological_sort(steps: list[StepSpec]) -> list[str]: def _validate_signatures( pipeline: Pipeline, - step_by_name: dict[str, StepSpec], codecs: Mapping[str, Codec], direction: Direction, ) -> None: @@ -417,8 +412,7 @@ def _validate_signatures( errors: list[str] = [] sig_outputs: dict[str, set[str]] = {} step_output_types: dict[str, dict[str, str]] = {} - for step_name in pipeline.execution_order: - step = step_by_name[step_name] + for step_name, step in pipeline.steps.items(): sig = codecs[step_name].signature() sig_outputs[step_name] = set(sig.outputs.keys()) step_output_types[step_name] = sig.output_types() diff --git a/tests/test_executor.py b/tests/test_executor.py index 567f028..dc7f9c5 100644 --- a/tests/test_executor.py +++ b/tests/test_executor.py @@ -75,13 +75,20 @@ def _prepared( if direction is None: direction = pipeline.direction if codecs is None: - codecs = {s.name: _FakeCodec() for s in pipeline.steps} - step_by_name = {s.name: s for s in pipeline.steps} + codecs = {name: _FakeCodec() for name in pipeline.steps} + encode_only_inputs = { + name: frozenset(codecs[name].signature().encode_only_inputs()) + for name in pipeline.steps + } + output_ports = { + name: tuple(codecs[name].signature().outputs.keys()) for name in pipeline.steps + } return PreparedPipeline( pipeline=pipeline, direction=direction, codecs=codecs, - step_by_name=step_by_name, + encode_only_inputs=encode_only_inputs, + output_ports=output_ports, ) diff --git a/tests/test_native_codec.py b/tests/test_native_codec.py index 2b40d33..f9ffc01 100644 --- a/tests/test_native_codec.py +++ b/tests/test_native_codec.py @@ -154,6 +154,27 @@ def call(self, direction: Direction, port_map: PortMap) -> PortMap: return self._call_fn(direction, port_map) +def _make_prepared( + pipeline: Pipeline, + direction: Direction, + codecs: dict[str, Codec], +) -> PreparedPipeline: + """Build a PreparedPipeline computing encode_only_inputs and output_ports.""" + return PreparedPipeline( + pipeline=pipeline, + direction=direction, + codecs=codecs, + encode_only_inputs={ + name: frozenset(codecs[name].signature().encode_only_inputs()) + for name in pipeline.steps + }, + output_ports={ + name: tuple(codecs[name].signature().outputs.keys()) + for name in pipeline.steps + }, + ) + + class TestNativePipeline: """Test native codecs running in a DAG pipeline via the executor.""" @@ -174,23 +195,15 @@ def test_single_native_step_encode_decode(self) -> None: } pipeline = Pipeline.parse(pipeline_dict) codec = NativeCodec("zlib") - prepared = PreparedPipeline( - pipeline=pipeline, - direction="encode", - codecs={"compress": codec}, - step_by_name={s.name: s for s in pipeline.steps}, - ) + prepared = _make_prepared(pipeline, "encode", {"compress": codec}) data = bytes(range(256)) * 64 result = run(prepared, {"bytes": data}) assert result["bytes"] != data # Decode direction pipeline_dec = Pipeline.parse({**pipeline_dict, "direction": "decode"}) - prepared_dec = PreparedPipeline( - pipeline=pipeline_dec, - direction="decode", - codecs={"compress": NativeCodec("zlib")}, - step_by_name={s.name: s for s in pipeline_dec.steps}, + prepared_dec = _make_prepared( + pipeline_dec, "decode", {"compress": NativeCodec("zlib")} ) decoded = run(prepared_dec, {"bytes": result["bytes"]}) assert decoded["bytes"] == data @@ -215,14 +228,10 @@ def test_two_native_steps_chained(self) -> None: }, } pipeline = Pipeline.parse(pipeline_dict) - prepared = PreparedPipeline( - pipeline=pipeline, - direction="encode", - codecs={ - "step_a": NativeCodec("gzip"), - "step_b": NativeCodec("bz2"), - }, - step_by_name={s.name: s for s in pipeline.steps}, + prepared = _make_prepared( + pipeline, + "encode", + {"step_a": NativeCodec("gzip"), "step_b": NativeCodec("bz2")}, ) data = bytes(range(256)) * 64 result = run(prepared, {"bytes": data}) @@ -248,12 +257,7 @@ def test_native_with_constant_parameter(self) -> None: } pipeline = Pipeline.parse(pipeline_dict) codec = NativeCodec("zlib") - prepared = PreparedPipeline( - pipeline=pipeline, - direction="encode", - codecs={"compress": codec}, - step_by_name={s.name: s for s in pipeline.steps}, - ) + prepared = _make_prepared(pipeline, "encode", {"compress": codec}) data = bytes(range(256)) * 64 result = run(prepared, {"bytes": data}) assert result["bytes"] != data @@ -278,15 +282,11 @@ def test_mixed_native_and_fake_wasm_pipeline(self) -> None: }, } pipeline = Pipeline.parse(pipeline_dict) - prepared = PreparedPipeline( - pipeline=pipeline, - direction="encode", - codecs={ - "step_a": NativeCodec("zlib"), - "step_b": _FakeCodec(call_fn=lambda d, pm: pm), - }, - step_by_name={s.name: s for s in pipeline.steps}, - ) + codecs: dict[str, Codec] = { + "step_a": NativeCodec("zlib"), + "step_b": _FakeCodec(call_fn=lambda d, pm: pm), + } + prepared = _make_prepared(pipeline, "encode", codecs) data = bytes(range(256)) * 64 result = run(prepared, {"bytes": data}) # step_b is identity (returns input), so output is zlib-compressed @@ -317,12 +317,7 @@ def test_encode_only_inputs_skipped_during_decode(self) -> None: encoded = encode_codec.call("encode", [("bytes", data)]) pipeline = Pipeline.parse(pipeline_dict) - prepared = PreparedPipeline( - pipeline=pipeline, - direction="decode", - codecs={"compress": NativeCodec("zlib")}, - step_by_name={s.name: s for s in pipeline.steps}, - ) + prepared = _make_prepared(pipeline, "decode", {"compress": NativeCodec("zlib")}) result = run(prepared, {"bytes": encoded[0][1]}) assert result["bytes"] == data diff --git a/tests/test_pipeline.py b/tests/test_pipeline.py index 1d8e607..8416260 100644 --- a/tests/test_pipeline.py +++ b/tests/test_pipeline.py @@ -44,9 +44,7 @@ def test_linear_pipeline_from_fixture(self, cog_decode_pipeline_json: dict) -> N assert pipeline.direction == "decode" assert list(pipeline.inputs.keys()) == ["bytes"] assert len(pipeline.steps) == 2 - assert pipeline.steps[0].name == "zlib" - assert pipeline.steps[1].name == "predictor2" - assert pipeline.execution_order == ["zlib", "predictor2"] + assert list(pipeline.steps) == ["zlib", "predictor2"] def test_linear_pipeline_codec_id(self, cog_decode_pipeline_json: dict) -> None: pipeline = Pipeline.parse(cog_decode_pipeline_json) @@ -54,7 +52,7 @@ def test_linear_pipeline_codec_id(self, cog_decode_pipeline_json: dict) -> None: def test_linear_pipeline_step_fields(self, cog_decode_pipeline_json: dict) -> None: pipeline = Pipeline.parse(cog_decode_pipeline_json) - step = pipeline.steps[0] # zlib step + step = pipeline.steps["zlib"] assert {k: str(v) for k, v in step.inputs.items()} == { "bytes": "input.bytes", "level": "constant.level", @@ -67,7 +65,9 @@ def test_dag_pipeline_from_fixture(self, page_split_pipeline_json: dict) -> None def test_dag_pipeline_shared_codec_id(self, page_split_pipeline_json: dict) -> None: pipeline = Pipeline.parse(page_split_pipeline_json) - identity_steps = [s for s in pipeline.steps if s.codec_id == "identity"] + identity_steps = [ + s for s in pipeline.steps.values() if s.codec_id == "identity" + ] assert len(identity_steps) == 3 assert {s.name for s in identity_steps} == { "identity_rep", @@ -77,7 +77,7 @@ def test_dag_pipeline_shared_codec_id(self, page_split_pipeline_json: dict) -> N def test_dag_execution_order(self, page_split_pipeline_json: dict) -> None: pipeline = Pipeline.parse(page_split_pipeline_json) - order = pipeline.execution_order + order = list(pipeline.steps) page_split_idx = order.index("page_split") for name in ("identity_rep", "identity_def", "identity_data"): assert page_split_idx < order.index(name), f"page_split must precede {name}" @@ -182,7 +182,7 @@ def test_valid_input_ref(self) -> None: } data["outputs"] = {"bytes": "s.bytes"} pipeline = Pipeline.parse(data) - assert pipeline.execution_order == ["s"] + assert list(pipeline.steps) == ["s"] def test_valid_constant_ref(self) -> None: data = self._base() @@ -209,7 +209,7 @@ def test_valid_step_to_step_ref(self) -> None: }, } pipeline = Pipeline.parse(data) - assert pipeline.execution_order.index("a") < pipeline.execution_order.index("b") + assert list(pipeline.steps).index("a") < list(pipeline.steps).index("b") def test_same_codec_id_different_names_valid(self) -> None: """The same codec may appear multiple times with distinct step names.""" @@ -225,8 +225,8 @@ def test_same_codec_id_different_names_valid(self) -> None: }, } pipeline = Pipeline.parse(data) - assert {s.name for s in pipeline.steps} == {"proc_a", "proc_b"} - assert all(s.codec_id == "identity" for s in pipeline.steps) + assert set(pipeline.steps) == {"proc_a", "proc_b"} + assert all(s.codec_id == "identity" for s in pipeline.steps.values()) def test_undefined_input_raises(self) -> None: data = self._base() @@ -320,7 +320,7 @@ def test_linear_order_regardless_of_declaration_order(self) -> None: }, } pipeline = Pipeline.parse(data) - order = pipeline.execution_order + order = list(pipeline.steps) assert order.index("a") < order.index("b") assert order.index("b") < order.index("c") @@ -347,7 +347,7 @@ def test_fan_out_order(self) -> None: }, } pipeline = Pipeline.parse(data) - order = pipeline.execution_order + order = list(pipeline.steps) assert order.index("split") < order.index("proc_a") assert order.index("split") < order.index("proc_b") @@ -370,4 +370,4 @@ def test_independent_steps_all_appear(self) -> None: }, } pipeline = Pipeline.parse(data) - assert set(pipeline.execution_order) == {"step_a", "step_b"} + assert set(pipeline.steps) == {"step_a", "step_b"} From d2283871a5113372776a6a805322c85e90638504 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Fri, 27 Mar 2026 12:26:34 -0500 Subject: [PATCH 33/52] refactor: rename validation functions and introduce _ValidationContext --- src/chonkle/pipeline.py | 83 +++++++++++++++++++---------------------- 1 file changed, 39 insertions(+), 44 deletions(-) diff --git a/src/chonkle/pipeline.py b/src/chonkle/pipeline.py index 613dee7..bbf64f7 100644 --- a/src/chonkle/pipeline.py +++ b/src/chonkle/pipeline.py @@ -167,7 +167,7 @@ def parse(cls, source: Path | dict[str, Any]) -> Pipeline: outputs = {k: WiringRef.parse(v) for k, v in raw_outputs.items()} - _validate_pipeline(steps, inputs, constants, outputs) + _validate_wiring(steps, inputs, constants, outputs) topo_order = _topological_sort(steps) steps = {name: steps[name] for name in topo_order} @@ -234,7 +234,7 @@ def prepare( for step_name, step in pipeline.steps.items(): codecs[step_name] = resolver.resolve(step.codec_id) - _validate_signatures(pipeline, codecs, direction) + _validate_codec_signatures(pipeline, codecs, direction) encode_only_inputs: dict[str, frozenset[str]] = {} output_ports: dict[str, tuple[str, ...]] = {} @@ -252,7 +252,7 @@ def prepare( ) -def _validate_pipeline( +def _validate_wiring( steps: dict[str, StepSpec], inputs: dict[str, InputDescriptor], constants: dict[str, ConstantDescriptor], @@ -277,7 +277,7 @@ def _validate_pipeline( for step in steps.values(): for port_name, ref in step.inputs.items(): - _validate_ref( + _validate_wiring_ref( inputs, constants, ref, @@ -286,7 +286,7 @@ def _validate_pipeline( ) for out_name, ref in outputs.items(): - _validate_ref( + _validate_wiring_ref( inputs, constants, ref, @@ -295,7 +295,7 @@ def _validate_pipeline( ) -def _validate_ref( +def _validate_wiring_ref( inputs: dict[str, InputDescriptor], constants: dict[str, ConstantDescriptor], ref: WiringRef, @@ -393,7 +393,17 @@ def _topological_sort(steps: dict[str, StepSpec]) -> list[str]: return order -def _validate_signatures( +@dataclass +class _ValidationContext: + """Accumulated cross-step state for signature validation.""" + + pipeline: Pipeline + direction: Direction + sig_outputs: dict[str, set[str]] + step_output_types: dict[str, dict[str, str]] + + +def _validate_codec_signatures( pipeline: Pipeline, codecs: Mapping[str, Codec], direction: Direction, @@ -410,22 +420,24 @@ def _validate_signatures( all problems. """ errors: list[str] = [] - sig_outputs: dict[str, set[str]] = {} - step_output_types: dict[str, dict[str, str]] = {} + ctx = _ValidationContext( + pipeline=pipeline, + direction=direction, + sig_outputs={}, + step_output_types={}, + ) for step_name, step in pipeline.steps.items(): sig = codecs[step_name].signature() - sig_outputs[step_name] = set(sig.outputs.keys()) - step_output_types[step_name] = sig.output_types() + ctx.sig_outputs[step_name] = set(sig.outputs.keys()) + ctx.step_output_types[step_name] = sig.output_types() try: - _validate_signature( - step, sig, direction, pipeline, step_output_types, sig_outputs - ) + _validate_step_signature(step, sig, ctx) except ValueError as exc: errors.append(str(exc)) for out_name, ref in pipeline.outputs.items(): if ref.kind == "step": - available = sig_outputs.get(ref.source, set()) + available = ctx.sig_outputs.get(ref.source, set()) if ref.port not in available: errors.append( f"Pipeline output {out_name!r}: " @@ -437,13 +449,10 @@ def _validate_signatures( raise ValueError("Pipeline signature validation failed:\n" + "\n".join(errors)) -def _validate_signature( +def _validate_step_signature( step: StepSpec, signature: Signature, - direction: str, - pipeline: Pipeline, - step_output_types: dict[str, dict[str, str]], - sig_outputs: dict[str, set[str]], + ctx: _ValidationContext, ) -> None: """Verify a step's wiring and port declarations against codec signatures. @@ -457,12 +466,7 @@ def _validate_signature( Args: step: Step whose declared inputs are being checked. signature: The codec signature (from ``codec.signature()``). - direction: Runtime execution direction ("encode" or "decode"). - pipeline: The pipeline, used to resolve input and constant types. - step_output_types: Accumulated output types from previously validated - upstream steps. - sig_outputs: Accumulated output port names from previously validated - upstream steps, used to check wiring ref port existence. + ctx: Accumulated cross-step validation state. Raises: ValueError: Declared ports are not valid per the signature. @@ -471,7 +475,7 @@ def _validate_signature( for port_name, ref in step.inputs.items(): if ref.kind == "step": - available = sig_outputs.get(ref.source, set()) + available = ctx.sig_outputs.get(ref.source, set()) if ref.port not in available: errors.append( f"Step {step.name!r} input {port_name!r}: " @@ -489,7 +493,7 @@ def _validate_signature( encode_only_ports = signature.encode_only_inputs() - if direction == "decode": + if ctx.direction == "decode": valid_inputs = { name for name, desc in sig_inputs.items() if not desc.encode_only } @@ -500,19 +504,11 @@ def _validate_signature( unknown = active_inputs - valid_inputs if unknown: errors.append( - f"inputs {sorted(unknown)} are not valid signature {direction} inputs " - f"{sorted(valid_inputs)}" + f"inputs {sorted(unknown)} are not valid signature " + f"{ctx.direction} inputs {sorted(valid_inputs)}" ) - errors.extend( - _check_input_types( - step, - sig_inputs, - active_inputs, - pipeline, - step_output_types, - ) - ) + errors.extend(_check_input_types(step, sig_inputs, active_inputs, ctx)) output_ports = signature.outputs if output_ports: @@ -532,8 +528,7 @@ def _check_input_types( step: StepSpec, sig_inputs: dict[str, PortDescriptor], active_inputs: set[str], - pipeline: Pipeline, - step_output_types: dict[str, dict[str, str]], + ctx: _ValidationContext, ) -> list[str]: """Return type-mismatch error strings for each active wired input. @@ -549,13 +544,13 @@ def _check_input_types( continue ref = step.inputs[port_name] if ref.kind == "input": - desc = pipeline.inputs.get(ref.port) + desc = ctx.pipeline.inputs.get(ref.port) actual_type = desc.type if desc and desc.type else None elif ref.kind == "constant": - cdesc = pipeline.constants.get(ref.port) + cdesc = ctx.pipeline.constants.get(ref.port) actual_type = cdesc.type if cdesc and cdesc.type else None else: - actual_type = step_output_types.get(ref.source, {}).get(ref.port) + actual_type = ctx.step_output_types.get(ref.source, {}).get(ref.port) if actual_type is not None and actual_type != expected_type: errors.append( f"input {port_name!r}: wiring {str(ref)!r} provides type" From b1484e5a446cb7a677bddf0233f80558bf4f7443 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Sat, 28 Mar 2026 09:29:14 -0500 Subject: [PATCH 34/52] refactor: extract CodecStore, add Backend enum, and consolidate signature types Move Signature, PortDescriptor, and detect_codec_type from _base.py into wasm_signature.py. Replace stringly-typed codec_type with a Backend enum. Extract CodecStore from Resolver to own store scanning and installation. Convert wasm_download.resolve_uri to a context manager that cleans up temp files. Add --source CLI flag for force-resolving codecs from URIs. --- src/chonkle/cli.py | 57 +++++-- src/chonkle/codecs/_base.py | 105 +----------- src/chonkle/codecs/component.py | 10 +- src/chonkle/codecs/core.py | 10 +- src/chonkle/codecs/native.py | 17 +- src/chonkle/pipeline.py | 3 +- src/chonkle/resolver.py | 288 ++++++++++++++++++-------------- src/chonkle/wasm_download.py | 144 +++++----------- src/chonkle/wasm_signature.py | 115 ++++++++++++- tests/test_codecs.py | 2 +- tests/test_executor.py | 116 ++++++++++++- tests/test_native_codec.py | 24 ++- tests/test_wasm_download.py | 160 ++++++------------ 13 files changed, 570 insertions(+), 481 deletions(-) diff --git a/src/chonkle/cli.py b/src/chonkle/cli.py index 6499b65..749452b 100644 --- a/src/chonkle/cli.py +++ b/src/chonkle/cli.py @@ -8,7 +8,7 @@ from chonkle.executor import run from chonkle.pipeline import Direction, prepare -from chonkle.resolver import Resolver +from chonkle.resolver import CodecInfo, Resolver from chonkle.wasm_signature import embed_signature @@ -75,6 +75,17 @@ def main() -> None: dest="overrides", help="Override codec implementation: --override zlib=zlib-rs (repeatable).", ) + run_parser.add_argument( + "--source", + metavar="ID=URI", + action="append", + default=[], + dest="sources", + help=( + "Force-resolve a codec from a URI, bypassing the local store: " + "--source zlib=https://example.com/zlib.wasm (repeatable)." + ), + ) # --- codecs command --- codecs_parser = subparsers.add_parser( @@ -133,10 +144,19 @@ def _build_resolver( codec_id, impl = spec.split("=", 1) overrides[codec_id] = impl + force_sources: dict[str, str] = {} + for spec in args.sources: + if "=" not in spec: + sys.stderr.write(f"--source must be ID=URI, got {spec!r}\n") + sys.exit(1) + codec_id, uri = spec.split("=", 1) + force_sources[codec_id] = uri + return Resolver( codec_store=args.codec_store, preference=preference, overrides=overrides, + force_sources=force_sources, pipeline_sources=pipeline_sources, ) @@ -181,6 +201,22 @@ def _run_command(args: argparse.Namespace) -> None: sys.stdout.write(f"Output {port_name!r}: {len(data)} bytes\n") +def _print_table(cols: tuple[str, ...], rows: list[CodecInfo]) -> None: + """Print a simple aligned table with header and separator.""" + + def _cell(entry: CodecInfo, col: str) -> str: + return str(getattr(entry, col) or "(unnamed)") + + widths = {c: max(len(c), max(len(_cell(r, c)) for r in rows)) for c in cols} + sep = " " + header = sep.join(f"{c:<{widths[c]}s}" for c in cols) + rule = sep.join("─" * widths[c] for c in cols) + sys.stdout.write(f"{header}\n{rule}\n") + for row in rows: + line = sep.join(f"{_cell(row, c):<{widths[c]}s}" for c in cols) + sys.stdout.write(f"{line}\n") + + def _codecs_command(args: argparse.Namespace) -> None: """List installed codec implementations.""" resolver = Resolver(codec_store=args.codec_store) @@ -197,23 +233,10 @@ def _codecs_command(args: argparse.Namespace) -> None: return if args.codec_id: - sys.stdout.write(f"codec_id: {args.codec_id}\nimplementations:\n") - for entry in entries: - sys.stdout.write( - f" {entry.implementation or '(unnamed)':<20s}" - f" {entry.codec_type:<12s}" - f" {entry.path}\n" - ) + cols = ("implementation", "backend", "location") else: - sys.stdout.write( - f"{'codec_id':<24s} {'implementation':<20s} {'backend':<12s}\n" - ) - for entry in entries: - sys.stdout.write( - f"{entry.codec_id:<24s} " - f"{entry.implementation or '(unnamed)':<20s} " - f"{entry.codec_type:<12s}\n" - ) + cols = ("codec_id", "implementation", "backend") + _print_table(cols, entries) def _embed_signature_command(args: argparse.Namespace) -> None: diff --git a/src/chonkle/codecs/_base.py b/src/chonkle/codecs/_base.py index 9dfb2fc..f49268f 100644 --- a/src/chonkle/codecs/_base.py +++ b/src/chonkle/codecs/_base.py @@ -3,81 +3,26 @@ from __future__ import annotations from abc import ABC, abstractmethod -from dataclasses import dataclass, field +from enum import StrEnum from pathlib import Path from typing import TYPE_CHECKING, Any if TYPE_CHECKING: from chonkle.pipeline import Direction + from chonkle.wasm_signature import Signature SIGNATURES_DIR = Path(__file__).parent.parent / "signatures" / "numcodecs" CODEC_TRANSFORM_IFACE = "chonkle:codec/transform@0.1.0" -type PortMap = list[tuple[str, bytes]] - -# Wasm binary header constants. -_WASM_MAGIC = b"\x00asm" -_CORE_WASM_VERSION = b"\x01\x00\x00\x00" -_COMPONENT_VERSION = b"\x0d\x00\x01\x00" - - -@dataclass(frozen=True) -class PortDescriptor: - """Descriptor for a single input or output port in a codec signature.""" - - type: str - required: bool = True - default: Any = None - encode_only: bool = False +class Backend(StrEnum): + COMPONENT = "component" + CORE = "core" + NATIVE = "native" -@dataclass(frozen=True) -class Signature: - """Structured codec signature. - Replaces the raw ``dict[str, Any]`` signature format with typed fields. - """ - - codec_id: str - implementation: str - inputs: dict[str, PortDescriptor] = field(default_factory=dict) - outputs: dict[str, PortDescriptor] = field(default_factory=dict) - data_format: str | None = None # "bytes" or "ndarray", native codecs only - - @classmethod - def from_dict(cls, d: dict[str, Any]) -> Signature: - """Construct a Signature from a raw JSON-derived dict.""" - inputs: dict[str, PortDescriptor] = {} - for name, desc in d.get("inputs", {}).items(): - inputs[name] = PortDescriptor( - type=desc.get("type", ""), - required=desc.get("required", True), - default=desc.get("default"), - encode_only=desc.get("encode_only", False), - ) - outputs: dict[str, PortDescriptor] = {} - for name, desc in d.get("outputs", {}).items(): - outputs[name] = PortDescriptor( - type=desc.get("type", ""), - required=desc.get("required", True), - default=desc.get("default"), - ) - return cls( - codec_id=d.get("codec_id", ""), - implementation=d.get("implementation", ""), - inputs=inputs, - outputs=outputs, - data_format=d.get("data_format"), - ) - - def encode_only_inputs(self) -> set[str]: - """Port names where encode_only is True.""" - return {n for n, p in self.inputs.items() if p.encode_only} - - def output_types(self) -> dict[str, str]: - """Map of output port name to type string.""" - return {n: p.type for n, p in self.outputs.items()} +type PortMap = list[tuple[str, bytes]] class Codec(ABC): @@ -89,7 +34,7 @@ class Codec(ABC): @property @abstractmethod - def codec_type(self) -> str: + def codec_type(self) -> Backend: """Backend type: ``"component"``, ``"core"``, or ``"native"``.""" ... @@ -121,37 +66,3 @@ def call( See ``OutputPortMap`` type alias. """ ... - - -def detect_codec_type(wasm_path: Path) -> str: - """Detect whether a ``.wasm`` file is core or component model. - - Reads the 8-byte header (magic + version) to distinguish: - - - ``0d 00 01 00`` → ``"component"`` (Component Model) - - ``01 00 00 00`` → ``"core"`` (Core Wasm) - - Args: - wasm_path: Path to the ``.wasm`` binary. - - Returns: - ``"component"`` or ``"core"``. - - Raises: - ValueError: Not a valid Wasm binary or unrecognized version. - """ - with Path(wasm_path).open("rb") as f: - header = f.read(8) - - if len(header) < 8 or header[:4] != _WASM_MAGIC: - msg = f"Not a valid Wasm binary: {wasm_path}" - raise ValueError(msg) - - version = header[4:8] - if version == _COMPONENT_VERSION: - return "component" - if version == _CORE_WASM_VERSION: - return "core" - - msg = f"Unknown Wasm version {version.hex()}: {wasm_path}" - raise ValueError(msg) diff --git a/src/chonkle/codecs/component.py b/src/chonkle/codecs/component.py index b595e54..83b61a6 100644 --- a/src/chonkle/codecs/component.py +++ b/src/chonkle/codecs/component.py @@ -8,9 +8,9 @@ import wasmtime import wasmtime.component -from chonkle.codecs._base import CODEC_TRANSFORM_IFACE, Codec, PortMap, Signature +from chonkle.codecs._base import CODEC_TRANSFORM_IFACE, Backend, Codec, PortMap from chonkle.pipeline import Direction -from chonkle.wasm_signature import read_signature +from chonkle.wasm_signature import Signature class ComponentCodec(Codec): @@ -24,12 +24,12 @@ class ComponentCodec(Codec): def __init__(self, engine: wasmtime.Engine, wasm_path: Path) -> None: self._engine = engine self._wasm_path = wasm_path - self._sig = Signature.from_dict(read_signature(wasm_path)) + self._sig = Signature.from_wasm(wasm_path) self._component = wasmtime.component.Component.from_file(engine, str(wasm_path)) @property - def codec_type(self) -> str: - return "component" + def codec_type(self) -> Backend: + return Backend.COMPONENT @property def codec_id(self) -> str: diff --git a/src/chonkle/codecs/core.py b/src/chonkle/codecs/core.py index ae11efd..246ef08 100644 --- a/src/chonkle/codecs/core.py +++ b/src/chonkle/codecs/core.py @@ -11,9 +11,9 @@ import wasmtime -from chonkle.codecs._base import Codec, PortMap, Signature +from chonkle.codecs._base import Backend, Codec, PortMap from chonkle.pipeline import Direction -from chonkle.wasm_signature import read_signature +from chonkle.wasm_signature import Signature type OutputPortMap = list[tuple[str, bytes | CoreWasmRef]] @@ -68,7 +68,7 @@ class CoreWasmCodec(Codec): def __init__(self, engine: wasmtime.Engine, wasm_path: Path) -> None: self._engine = engine self._wasm_path = wasm_path - self._sig = Signature.from_dict(read_signature(wasm_path)) + self._sig = Signature.from_wasm(wasm_path) module = wasmtime.Module.from_file(engine, str(wasm_path)) self._store = wasmtime.Store(engine) @@ -85,8 +85,8 @@ def __init__(self, engine: wasmtime.Engine, wasm_path: Path) -> None: self._decode_fn = _require_export(exports, "decode", wasmtime.Func, wasm_path) @property - def codec_type(self) -> str: - return "core" + def codec_type(self) -> Backend: + return Backend.CORE @property def codec_id(self) -> str: diff --git a/src/chonkle/codecs/native.py b/src/chonkle/codecs/native.py index a593ff1..8133c3c 100644 --- a/src/chonkle/codecs/native.py +++ b/src/chonkle/codecs/native.py @@ -3,14 +3,16 @@ from __future__ import annotations import json +from pathlib import Path from typing import Any -from chonkle.codecs._base import SIGNATURES_DIR, Codec, PortMap, Signature +from chonkle.codecs._base import SIGNATURES_DIR, Backend, Codec, PortMap from chonkle.pipeline import Direction +from chonkle.wasm_signature import Signature -def _load_native_signature(codec_id: str) -> dict[str, Any]: - """Load a native codec signature from the bundled JSON files. +def _native_signature_path(codec_id: str) -> Path: + """Return the path to a native codec's bundled signature JSON file. Raises: ValueError: No signature file exists for *codec_id*. @@ -19,7 +21,7 @@ def _load_native_signature(codec_id: str) -> dict[str, Any]: if not sig_path.exists(): msg = f"No native codec signature for {codec_id!r} (looked in {SIGNATURES_DIR})" raise ValueError(msg) - return json.loads(sig_path.read_text()) + return sig_path class NativeCodec(Codec): @@ -44,14 +46,13 @@ class NativeCodec(Codec): """ def __init__(self, codec_id: str) -> None: - raw_sig = _load_native_signature(codec_id) - self._sig = Signature.from_dict(raw_sig) + self._sig = Signature.from_json(_native_signature_path(codec_id)) self._data_format: str = self._sig.data_format or "bytes" self._numcodecs = _import_numcodecs() @property - def codec_type(self) -> str: - return "native" + def codec_type(self) -> Backend: + return Backend.NATIVE @property def codec_id(self) -> str: diff --git a/src/chonkle/pipeline.py b/src/chonkle/pipeline.py index bbf64f7..45b0b15 100644 --- a/src/chonkle/pipeline.py +++ b/src/chonkle/pipeline.py @@ -10,8 +10,9 @@ from typing import TYPE_CHECKING, Any, Literal if TYPE_CHECKING: - from chonkle.codecs._base import Codec, PortDescriptor, Signature + from chonkle.codecs._base import Codec from chonkle.resolver import Resolver + from chonkle.wasm_signature import PortDescriptor, Signature Direction = Literal["encode", "decode"] diff --git a/src/chonkle/resolver.py b/src/chonkle/resolver.py index 0d57928..bb271da 100644 --- a/src/chonkle/resolver.py +++ b/src/chonkle/resolver.py @@ -1,49 +1,93 @@ """Codec resolution: maps codec_ids to Codec instances. The Resolver handles finding, downloading, and instantiating codec -implementations for a pipeline. It replaces direct URI resolution with -a local codec store indexed by codec_id and content hash. +implementations for a pipeline. It maintains a local codec store +indexed by codec_id and implementation name. Set +``CHONKLE_FORCE_INSTALL=1`` to overwrite an existing store entry when +re-installing a codec from a source URI. """ from __future__ import annotations -import hashlib -import json import os +import re import shutil from collections.abc import Sequence from dataclasses import dataclass from pathlib import Path -from typing import Any import wasmtime -from chonkle.codecs._base import SIGNATURES_DIR, Codec, detect_codec_type +from chonkle.codecs._base import SIGNATURES_DIR, Backend, Codec from chonkle.codecs.component import ComponentCodec from chonkle.codecs.core import CoreWasmCodec from chonkle.codecs.native import NativeCodec -from chonkle.wasm_signature import read_signature +from chonkle.wasm_signature import Signature, detect_codec_type def _default_store_path() -> Path: - """Return the default local codec store path. - - Uses ``CHONKLE_CODEC_STORE`` if set, otherwise ``~/.chonkle/codecs``. - """ + """Return the default local codec store path.""" override = os.environ.get("CHONKLE_CODEC_STORE", "") if override: return Path(override) return Path.home() / ".chonkle" / "codecs" -@dataclass -class CodecEntry: - """Metadata about a codec implementation in the local store.""" +@dataclass(frozen=True) +class CodecInfo: + """Metadata about a codec implementation.""" - path: Path codec_id: str implementation: str - codec_type: str # "component" or "core" + backend: Backend + location: Path # .wasm for wasm entries, .json for native + + +class CodecStore: + """Local codec store: scan, install, and list wasm codec entries.""" + + def __init__(self, store_path: Path) -> None: + self._store_path = store_path + self._index: dict[str, dict[str, CodecInfo]] | None = None + + @property + def path(self) -> Path: + return self._store_path + + def get_index(self) -> dict[str, dict[str, CodecInfo]]: + """Return the codec index, scanning the store on first access.""" + if self._index is None: + self._index = _scan_store(self._store_path) + return self._index + + def install(self, wasm_path: Path, *, force_install: bool = False) -> CodecInfo: + """Install a wasm file into the store and return its entry.""" + sig = Signature.from_wasm(wasm_path) + backend = detect_codec_type(wasm_path) + + impl_name = _sanitize_filename(sig.implementation or wasm_path.stem) + dest_dir = self._store_path / sig.codec_id + dest_dir.mkdir(parents=True, exist_ok=True) + dest = dest_dir / f"{impl_name}.wasm" + + if not dest.exists() or force_install or _should_force_install(): + shutil.copy2(wasm_path, dest) + + entry = CodecInfo( + codec_id=sig.codec_id, + implementation=sig.implementation, + backend=backend, + location=dest, + ) + self._index = None # invalidate so next access re-scans + return entry + + def list_entries(self) -> list[CodecInfo]: + """Return all wasm entries in the store.""" + result: list[CodecInfo] = [] + for entries in self.get_index().values(): + result.extend(entries.values()) + return result class Resolver: @@ -52,9 +96,10 @@ class Resolver: Resolution order: 1. Explicit paths (if provided via ``paths``) - 2. Per-codec overrides (specific implementation name) - 3. Local store (selected by backend preference) - 4. Pipeline sources (download and install) + 2. Force sources (download from URI regardless of store) + 3. Per-codec overrides (specific implementation name) + 4. Local store (selected by backend preference) + 5. Pipeline sources (download and install) Args: codec_store: Path to the local codec store directory. @@ -65,10 +110,18 @@ class Resolver: Supported values: ``"core"``, ``"component"``, ``"native"``. overrides: Maps codec_id to a specific implementation name, bypassing the preference system. + force_sources: Maps codec_id to a download URI. Unlike + ``pipeline_sources``, these are fetched unconditionally, + bypassing the local store. The fetched binary is + installed into the store (overwriting any existing + entry with the same implementation name). pipeline_sources: Maps codec_id to a download URI (from the pipeline's ``sources`` field). paths: Maps codec_id to a specific ``.wasm`` file path. Useful for testing and ``--codec-path`` CLI usage. + engine: Shared Wasmtime engine for codec instantiation. + If not provided, a new engine with compilation caching + is created. """ def __init__( @@ -77,28 +130,30 @@ def __init__( codec_store: Path | None = None, preference: Sequence[str] | None = None, overrides: dict[str, str] | None = None, + force_sources: dict[str, str] | None = None, pipeline_sources: dict[str, str] | None = None, paths: dict[str, Path] | None = None, + engine: wasmtime.Engine | None = None, ) -> None: - self._store_path = codec_store or _default_store_path() - self._preference = list(preference or ("core", "component", "native")) + self._store = CodecStore(codec_store or _default_store_path()) + self._preference = list( + preference or (Backend.NATIVE, Backend.CORE, Backend.COMPONENT) + ) self._overrides = dict(overrides or {}) + self._force_sources = dict(force_sources or {}) self._pipeline_sources = dict(pipeline_sources or {}) self._paths = dict(paths or {}) - config = wasmtime.Config() - config.cache = True - self._engine = wasmtime.Engine(config) - self._index: dict[str, list[CodecEntry]] | None = None - - @property - def engine(self) -> wasmtime.Engine: - """The shared Wasmtime engine used for all codec instantiation.""" - return self._engine + if engine is not None: + self._engine = engine + else: + config = wasmtime.Config() + config.cache = True + self._engine = wasmtime.Engine(config) @property def store_path(self) -> Path: """Path to the local codec store directory.""" - return self._store_path + return self._store.path def resolve(self, codec_id: str) -> Codec: """Resolve a codec_id to a Codec instance. @@ -115,58 +170,41 @@ def resolve(self, codec_id: str) -> Codec: """ # 0. Explicit paths (testing, CLI --codec-path) if codec_id in self._paths: - return self._instantiate_path(self._paths[codec_id]) + return self._instantiate(self._paths[codec_id]) - # 1. Per-codec override + # 1. Force sources (download from URI regardless of store) + if codec_id in self._force_sources: + return self._resolve_from_source( + self._force_sources[codec_id], force_install=True + ) + + # 2. Per-codec override if codec_id in self._overrides: return self._resolve_override(codec_id, self._overrides[codec_id]) - # 2. Local store + native: collect candidates and pick by preference - entries = self._get_index().get(codec_id, []) + # 3. Local store + native: collect candidates and pick by preference + entries = self._store.get_index().get(codec_id, {}) has_native = _has_native_signature(codec_id) if entries or has_native: return self._resolve_by_preference(codec_id, entries, has_native) - # 3. Pipeline sources + # 4. Pipeline sources if codec_id in self._pipeline_sources: - return self._resolve_from_source(codec_id, self._pipeline_sources[codec_id]) + return self._resolve_from_source(self._pipeline_sources[codec_id]) - # Not found - tried = [f"local store ({self._store_path})", "native (numcodecs)"] - msg = ( - f"No codec implementation found for {codec_id!r}. " - f"Checked: {', '.join(tried)}" - ) + msg = f"No codec implementation found for {codec_id!r}" raise ValueError(msg) - def list_codecs(self) -> list[CodecEntry]: + def list_codecs(self) -> list[CodecInfo]: """List all codec implementations (local store and native).""" - result: list[CodecEntry] = [] - for entries in self._get_index().values(): - result.extend(entries) - if SIGNATURES_DIR.exists(): - for sig_file in sorted(SIGNATURES_DIR.glob("*.json")): - sig = json.loads(sig_file.read_text()) - cid = sig.get("codec_id", sig_file.stem) - result.append( - CodecEntry( - path=sig_file, - codec_id=cid, - implementation=sig.get("implementation", f"numcodecs.{cid}"), - codec_type="native", - ) - ) + result = list(self._store.list_entries()) + result.extend(_list_native_codecs()) return result - def _get_index(self) -> dict[str, list[CodecEntry]]: - if self._index is None: - self._index = _scan_store(self._store_path) - return self._index - def _resolve_by_preference( self, codec_id: str, - entries: list[CodecEntry], + entries: dict[str, CodecInfo], has_native: bool, ) -> Codec: """Select the best implementation for *codec_id* using the preference list. @@ -175,77 +213,63 @@ def _resolve_by_preference( (numcodecs) backend if a signature file exists. """ for pref in self._preference: - if pref == "native" and has_native: + if pref == Backend.NATIVE and has_native: return NativeCodec(codec_id) - for entry in entries: - if entry.codec_type == pref: - return self._instantiate(entry) - # Fallback: first wasm entry if available, otherwise native - if entries: - return self._instantiate(entries[0]) - return NativeCodec(codec_id) + for entry in entries.values(): + if entry.backend == pref: + return self._instantiate(entry.location) + available = [e.backend for e in entries.values()] + if has_native: + available.append(Backend.NATIVE) + msg = ( + f"No implementation for {codec_id!r} matches preference " + f"{self._preference}. Available backends: {available}" + ) + raise ValueError(msg) def _resolve_override(self, codec_id: str, impl_name: str) -> Codec: - entries = self._get_index().get(codec_id, []) - for entry in entries: - if entry.implementation == impl_name: - return self._instantiate(entry) + entries = self._store.get_index().get(codec_id, {}) + if impl_name in entries: + return self._instantiate(entries[impl_name].location) # Check native - available = [e.implementation for e in entries] + available = list(entries) sig_path = SIGNATURES_DIR / f"{codec_id}.json" if sig_path.exists(): - native_impl = json.loads(sig_path.read_text()).get( - "implementation", f"numcodecs.{codec_id}" - ) - if native_impl == impl_name: + sig = Signature.from_json(sig_path) + if sig.implementation == impl_name: return NativeCodec(codec_id) - available.append(native_impl) + available.append(sig.implementation) msg = ( f"Override implementation {impl_name!r} for codec {codec_id!r} " f"not found. Available: {available}" ) raise ValueError(msg) - def _instantiate_path(self, wasm_path: Path) -> Codec: - """Create a Codec from an explicit wasm path.""" + def _instantiate(self, wasm_path: Path) -> Codec: + """Create a Codec from a wasm path.""" codec_type = detect_codec_type(wasm_path) - if codec_type == "component": + if codec_type == Backend.COMPONENT: return ComponentCodec(self._engine, wasm_path) return CoreWasmCodec(self._engine, wasm_path) - def _instantiate(self, entry: CodecEntry) -> Codec: - if entry.codec_type == "component": - return ComponentCodec(self._engine, entry.path) - return CoreWasmCodec(self._engine, entry.path) - - def _resolve_from_source(self, codec_id: str, uri: str) -> Codec: + def _resolve_from_source(self, uri: str, *, force_install: bool = False) -> Codec: from chonkle.wasm_download import resolve_uri - wasm_path = resolve_uri(uri) - return self._install_and_instantiate(wasm_path) + with resolve_uri(uri) as wasm_path: + entry = self._store.install(wasm_path, force_install=force_install) + return self._instantiate(entry.location) - def _install_and_instantiate(self, wasm_path: Path) -> Codec: - """Install a downloaded wasm file into the store and instantiate.""" - sig = read_signature(wasm_path) - codec_id = sig.get("codec_id", wasm_path.stem) - codec_type = detect_codec_type(wasm_path) - content_hash = hashlib.sha256(wasm_path.read_bytes()).hexdigest()[:16] - dest_dir = self._store_path / codec_id - dest_dir.mkdir(parents=True, exist_ok=True) - dest = dest_dir / f"{content_hash}.wasm" +def _should_force_install() -> bool: + return os.environ.get("CHONKLE_FORCE_INSTALL", "") == "1" - if not dest.exists(): - shutil.copy2(wasm_path, dest) - entry = CodecEntry( - path=dest, - codec_id=codec_id, - implementation=sig.get("implementation", ""), - codec_type=codec_type, - ) - self._get_index().setdefault(codec_id, []).append(entry) - return self._instantiate(entry) +_UNSAFE_CHARS = re.compile(r'[/\\:*?"<>|\x00-\x1f]') + + +def _sanitize_filename(name: str) -> str: + """Replace filesystem-unsafe characters in *name* with underscores.""" + return _UNSAFE_CHARS.sub("_", name) def _has_native_signature(codec_id: str) -> bool: @@ -253,9 +277,27 @@ def _has_native_signature(codec_id: str) -> bool: return (SIGNATURES_DIR / f"{codec_id}.json").exists() -def _scan_store(store_path: Path) -> dict[str, list[CodecEntry]]: +def _list_native_codecs() -> list[CodecInfo]: + """Return CodecInfo for all native codecs with bundled signatures.""" + if not SIGNATURES_DIR.exists(): + return [] + result: list[CodecInfo] = [] + for sig_file in sorted(SIGNATURES_DIR.glob("*.json")): + sig = Signature.from_json(sig_file) + result.append( + CodecInfo( + codec_id=sig.codec_id, + implementation=sig.implementation, + backend=Backend.NATIVE, + location=sig_file, + ) + ) + return result + + +def _scan_store(store_path: Path) -> dict[str, dict[str, CodecInfo]]: """Scan the local codec store and return entries indexed by codec_id.""" - index: dict[str, list[CodecEntry]] = {} + index: dict[str, dict[str, CodecInfo]] = {} if not store_path.exists(): return index for codec_dir in sorted(store_path.iterdir()): @@ -263,15 +305,15 @@ def _scan_store(store_path: Path) -> dict[str, list[CodecEntry]]: continue for wasm_file in sorted(codec_dir.glob("*.wasm")): try: - sig: dict[str, Any] = read_signature(wasm_file) - codec_type = detect_codec_type(wasm_file) + sig = Signature.from_wasm(wasm_file) + backend = detect_codec_type(wasm_file) except (ValueError, OSError): continue - entry = CodecEntry( - path=wasm_file, - codec_id=sig.get("codec_id", codec_dir.name), - implementation=sig.get("implementation", ""), - codec_type=codec_type, + entry = CodecInfo( + codec_id=sig.codec_id, + implementation=sig.implementation, + backend=backend, + location=wasm_file, ) - index.setdefault(entry.codec_id, []).append(entry) + index.setdefault(entry.codec_id, {})[entry.implementation] = entry return index diff --git a/src/chonkle/wasm_download.py b/src/chonkle/wasm_download.py index 0dfa9cc..752705e 100644 --- a/src/chonkle/wasm_download.py +++ b/src/chonkle/wasm_download.py @@ -1,86 +1,64 @@ -"""Download and cache Wasm codec components; resolve codec URIs to local paths.""" +"""Resolve codec URIs to local paths; remote downloads use a temporary directory.""" -import hashlib import logging import os import shutil import tempfile import urllib.parse import urllib.request +from collections.abc import Iterator +from contextlib import contextmanager from pathlib import Path, PurePosixPath import oras.client -def resolve_uri(uri: str, *, force_download: bool = False) -> Path: - """Resolve a codec URI to an absolute local file path. +@contextmanager +def resolve_uri(uri: str) -> Iterator[Path]: + """Resolve a codec URI, yielding an absolute local file path. - Dispatches to the appropriate handler based on the URI scheme: + Dispatches based on URI scheme: - - ``file://`` — returns the path directly, no download - - ``https://`` — downloads via ``download_https()`` - - ``oci://`` — pulls via ``download_oci()`` + - ``file://`` — yields the path directly; no temp dir created + - ``https://`` — downloads to a temp dir, yields the path, cleans up on exit + - ``oci://`` — pulls to a temp dir, yields the path, cleans up on exit - ``http://`` — rejected; use HTTPS + The caller is responsible for installing the yielded file into the codec + store before the context exits if durable storage is needed. + Args: uri: The codec URI to resolve. - force_download: If True, bypass the local cache and - re-download even when a cached copy exists. The - ``CHONKLE_FORCE_DOWNLOAD=1`` environment variable - has the same effect. - Returns: - The absolute path to the local ``.wasm`` file. + Yields: + The absolute path to a local ``.wasm`` file. Raises: - ValueError: If the scheme is ``http://``, unsupported, - or absent. + ValueError: If the scheme is ``http://``, unsupported, or absent. """ parsed = urllib.parse.urlparse(uri) if parsed.scheme == "file": - return Path(parsed.path) + yield Path(parsed.path) + return if parsed.scheme == "http": msg = "HTTP is not supported for Wasm downloads; use HTTPS instead" raise ValueError(msg) - if parsed.scheme == "https": - return download_https(uri, force=force_download) - - if parsed.scheme == "oci": - return download_oci(uri, force=force_download) - - msg = ( - f"Unsupported URI scheme: {parsed.scheme!r}" - if parsed.scheme - else f"URI must include a scheme (file://, https://, oci://): {uri!r}" - ) - raise ValueError(msg) - - -def get_cache_dir() -> Path: - """Return the directory used to cache downloaded ``.wasm`` files. - - Uses ``CHONKLE_CACHE_DIR`` if set, otherwise falls back to a - ``chonkle/wasm`` subdirectory inside the OS temporary directory. - The directory is created if it does not already exist. - - Returns: - An existing directory Path suitable for writing cached files. - """ - override = os.environ.get("CHONKLE_CACHE_DIR", "") - if override: - base = Path(override) - else: - base = Path(tempfile.gettempdir()) / "chonkle" / "wasm" - base.mkdir(parents=True, exist_ok=True) - return base - - -def _should_force() -> bool: - """Return True if the ``CHONKLE_FORCE_DOWNLOAD`` env var is set to ``"1"``.""" - return os.environ.get("CHONKLE_FORCE_DOWNLOAD", "") == "1" + with tempfile.TemporaryDirectory() as tmp: + tmp_dir = Path(tmp) + if parsed.scheme == "https": + yield _download_https(uri, tmp_dir) + elif parsed.scheme == "oci": + yield _download_oci(uri, tmp_dir) + else: + msg = ( + f"Unsupported URI scheme: {parsed.scheme!r}" + if parsed.scheme + else f"URI must include a scheme (file://, https://, oci://): {uri!r}" + ) + raise ValueError(msg) def _download_url_to(url: str, dest: Path, dest_dir: Path) -> None: @@ -108,82 +86,44 @@ def _download_url_to(url: str, dest: Path, dest_dir: Path) -> None: raise -def download_https( - url: str, *, cache_dir: Path | None = None, force: bool = False -) -> Path: - """Download a ``.wasm`` file from HTTPS. - - The file is stored under a cache subdirectory keyed by the SHA-256 - hash of the URL. If it is already present and neither ``force`` nor - ``CHONKLE_FORCE_DOWNLOAD=1`` is active, the cached path is returned - without re-downloading. +def _download_https(url: str, dest_dir: Path) -> Path: + """Download a ``.wasm`` file from HTTPS into *dest_dir*. Signatures are embedded in the ``.wasm`` binary as a ``chonkle:signature`` custom section — no sidecar download is needed. Args: url: The HTTPS URL of the ``.wasm`` file. - cache_dir: Root directory for the cache. Defaults to the - result of ``get_cache_dir()``. - force: If True, re-download even when a cached copy exists. + dest_dir: Directory to download into. Returns: - The local path to the cached ``.wasm`` file. + The path to the downloaded ``.wasm`` file inside *dest_dir*. """ - if cache_dir is None: - cache_dir = get_cache_dir() - - url_hash = hashlib.sha256(url.encode()).hexdigest() filename = PurePosixPath(urllib.parse.urlparse(url).path).name or "module.wasm" - dest_dir = cache_dir / "https" / url_hash dest = dest_dir / filename - - if dest.exists() and not force and not _should_force(): - return dest - - dest_dir.mkdir(parents=True, exist_ok=True) _download_url_to(url, dest, dest_dir) - return dest -def download_oci( - uri: str, *, cache_dir: Path | None = None, force: bool = False -) -> Path: - """Pull a ``.wasm`` codec from an OCI registry. +def _download_oci(uri: str, dest_dir: Path) -> Path: + """Pull a ``.wasm`` codec from an OCI registry into *dest_dir*. - The artifact must contain a ``.wasm`` layer. Signatures are embedded + The artifact must contain a ``.wasm`` layer. Signatures are embedded in the binary as a ``chonkle:signature`` custom section — no sidecar - layer is required. Pull output is cached under a directory derived - from the OCI reference. If the cache directory already contains a - ``.wasm`` file and neither ``force`` nor ``CHONKLE_FORCE_DOWNLOAD=1`` - is active, the cached path is returned without re-pulling. + layer is required. Args: uri: OCI reference with the ``oci://`` scheme prefix, e.g. ``oci://ghcr.io/cylf-dev/tiff-predictor-2-c:v0.1.0``. - cache_dir: Root directory for the cache. Defaults to the - result of ``get_cache_dir()``. - force: If True, re-pull even when a cached copy exists. + dest_dir: Directory to pull into. Returns: - The local path to the pulled ``.wasm`` file. + The path to the pulled ``.wasm`` file inside *dest_dir*. Raises: ValueError: If the OCI artifact contains no ``.wasm`` file. """ - if cache_dir is None: - cache_dir = get_cache_dir() - ref = uri.removeprefix("oci://") - ref_dir = cache_dir / "oci" / ref.replace(":", "/") - - if not force and not _should_force() and ref_dir.exists(): - wasm_files = list(ref_dir.glob("*.wasm")) - if wasm_files: - return wasm_files[0] - - ref_dir.mkdir(parents=True, exist_ok=True) client = oras.client.OrasClient() # The oras library reads ~/.docker/config.json and tries credential @@ -194,7 +134,7 @@ def download_oci( prev_level = oras_logger.level oras_logger.setLevel(logging.ERROR) try: - files = client.pull(target=ref, outdir=str(ref_dir)) + files = client.pull(target=ref, outdir=str(dest_dir)) finally: oras_logger.setLevel(prev_level) diff --git a/src/chonkle/wasm_signature.py b/src/chonkle/wasm_signature.py index 2194361..57abd9d 100644 --- a/src/chonkle/wasm_signature.py +++ b/src/chonkle/wasm_signature.py @@ -1,4 +1,4 @@ -"""Read and write ``chonkle:signature`` custom sections in Wasm binaries. +"""Codec signatures: types, detection, and Wasm custom-section I/O. Pure-Python implementation — no wasmtime or instantiation needed. Works with both core Wasm (version ``01 00 00 00``) and Component Model (version @@ -8,14 +8,91 @@ from __future__ import annotations import json +from dataclasses import dataclass, field from pathlib import Path from typing import Any +from chonkle.codecs._base import Backend + SECTION_NAME = "chonkle:signature" -# Wasm magic number: ``\0asm`` +# Wasm binary header constants. _WASM_MAGIC = b"\x00asm" _HEADER_SIZE = 8 # magic (4) + version (4) +_CORE_WASM_VERSION = b"\x01\x00\x00\x00" +_COMPONENT_VERSION = b"\x0d\x00\x01\x00" + + +@dataclass(frozen=True) +class PortDescriptor: + """Descriptor for a single input or output port in a codec signature.""" + + type: str + required: bool = True + default: Any = None + encode_only: bool = False + + +@dataclass(frozen=True) +class Signature: + """Structured codec signature. + + Replaces the raw ``dict[str, Any]`` signature format with typed fields. + """ + + codec_id: str + implementation: str + inputs: dict[str, PortDescriptor] = field(default_factory=dict) + outputs: dict[str, PortDescriptor] = field(default_factory=dict) + data_format: str | None = None # "bytes" or "ndarray", native codecs only + + @classmethod + def from_wasm(cls, wasm_path: str | Path) -> Signature: + """Construct a Signature from a ``.wasm`` file's embedded custom section.""" + return cls.from_dict(read_signature(wasm_path)) + + @classmethod + def from_json(cls, json_path: str | Path) -> Signature: + """Construct a Signature from a JSON signature file.""" + return cls.from_dict(json.loads(Path(json_path).read_text())) + + @classmethod + def from_dict(cls, d: dict[str, Any]) -> Signature: + """Construct a Signature from a raw JSON-derived dict.""" + inputs: dict[str, PortDescriptor] = {} + for name, desc in d.get("inputs", {}).items(): + inputs[name] = PortDescriptor( + type=desc.get("type", ""), + required=desc.get("required", True), + default=desc.get("default"), + encode_only=desc.get("encode_only", False), + ) + outputs: dict[str, PortDescriptor] = {} + for name, desc in d.get("outputs", {}).items(): + outputs[name] = PortDescriptor( + type=desc.get("type", ""), + required=desc.get("required", True), + default=desc.get("default"), + ) + codec_id = d.get("codec_id") + if not codec_id: + msg = "Signature missing required field 'codec_id'" + raise ValueError(msg) + return cls( + codec_id=codec_id, + implementation=d.get("implementation", ""), + inputs=inputs, + outputs=outputs, + data_format=d.get("data_format"), + ) + + def encode_only_inputs(self) -> set[str]: + """Port names where encode_only is True.""" + return {n for n, p in self.inputs.items() if p.encode_only} + + def output_types(self) -> dict[str, str]: + """Map of output port name to type string.""" + return {n: p.type for n, p in self.outputs.items()} def _read_leb128(data: bytes, offset: int) -> tuple[int, int]: @@ -165,3 +242,37 @@ def _build_custom_section(name: str, payload: bytes) -> bytes: name_field = _encode_leb128(len(name_bytes)) + name_bytes section_body = name_field + payload return b"\x00" + _encode_leb128(len(section_body)) + section_body + + +def detect_codec_type(wasm_path: Path) -> Backend: + """Detect whether a ``.wasm`` file is core or component model. + + Reads the 8-byte header (magic + version) to distinguish: + + - ``0d 00 01 00`` → ``"component"`` (Component Model) + - ``01 00 00 00`` → ``"core"`` (Core Wasm) + + Args: + wasm_path: Path to the ``.wasm`` binary. + + Returns: + ``"component"`` or ``"core"``. + + Raises: + ValueError: Not a valid Wasm binary or unrecognized version. + """ + with Path(wasm_path).open("rb") as f: + header = f.read(8) + + if len(header) < 8 or header[:4] != _WASM_MAGIC: + msg = f"Not a valid Wasm binary: {wasm_path}" + raise ValueError(msg) + + version = header[4:8] + if version == _COMPONENT_VERSION: + return Backend.COMPONENT + if version == _CORE_WASM_VERSION: + return Backend.CORE + + msg = f"Unknown Wasm version {version.hex()}: {wasm_path}" + raise ValueError(msg) diff --git a/tests/test_codecs.py b/tests/test_codecs.py index 2b630bb..136ec8f 100644 --- a/tests/test_codecs.py +++ b/tests/test_codecs.py @@ -5,8 +5,8 @@ import pytest -from chonkle.codecs._base import detect_codec_type from chonkle.codecs.core import _deserialize_port_map, _serialize_port_map +from chonkle.wasm_signature import detect_codec_type # Wasm magic + version headers. _CORE_HEADER = b"\x00asm\x01\x00\x00\x00" diff --git a/tests/test_executor.py b/tests/test_executor.py index dc7f9c5..7b82326 100644 --- a/tests/test_executor.py +++ b/tests/test_executor.py @@ -6,12 +6,12 @@ import pytest -from chonkle.codecs._base import Codec, PortMap, Signature +from chonkle.codecs._base import Backend, Codec, PortMap from chonkle.codecs.core import CoreWasmCodec, CoreWasmRef from chonkle.executor import run from chonkle.pipeline import Direction, Pipeline, PreparedPipeline, prepare -from chonkle.resolver import Resolver -from chonkle.wasm_signature import embed_signature +from chonkle.resolver import CodecStore, Resolver +from chonkle.wasm_signature import Signature, embed_signature _REPO_ROOT = Path(__file__).parent.parent _CODEC_DIR = _REPO_ROOT / "codec" @@ -22,7 +22,8 @@ def _wasm_with_signature(signature: dict) -> bytes: """Return minimal .wasm bytes with an embedded chonkle:signature section.""" - return embed_signature(_CM_HEADER, signature) + sig = {"codec_id": "test-codec", **signature} + return embed_signature(_CM_HEADER, sig) # ---------- Fake codec for wiring tests ---------- @@ -30,6 +31,7 @@ def _wasm_with_signature(signature: dict) -> bytes: _DEFAULT_SIG = Signature.from_dict( { + "codec_id": "fake", "inputs": {"bytes": {"type": "bytes"}}, "outputs": {"bytes": {"type": "bytes"}}, } @@ -48,8 +50,8 @@ def __init__( self._sig = sig or _DEFAULT_SIG @property - def codec_type(self) -> str: - return "component" + def codec_type(self) -> Backend: + return Backend.COMPONENT @property def codec_id(self) -> str: @@ -154,6 +156,7 @@ def _make_decode_pipeline() -> dict: # Signature with level marked as encode_only. _SIG_WITH_ENCODE_ONLY = Signature.from_dict( { + "codec_id": "fake", "inputs": { "bytes": {"type": "bytes"}, "level": {"type": "int", "encode_only": True}, @@ -283,6 +286,7 @@ def fake_call(direction, port_map): sig = Signature.from_dict( { + "codec_id": "fake", "inputs": { "bytes": {"type": "bytes"}, "sym_table": {"type": "string", "encode_only": True}, @@ -324,6 +328,7 @@ def fake_call(direction, port_map): sig = Signature.from_dict( { + "codec_id": "fake", "inputs": { "bytes": {"type": "bytes"}, "sym_table": {"type": "string", "encode_only": True}, @@ -425,6 +430,7 @@ def fake_split(direction, port_map): split_sig = Signature.from_dict( { + "codec_id": "fake-split", "inputs": {"bytes": {"type": "bytes"}}, "outputs": {"a": {"type": "bytes"}, "b": {"type": "bytes"}}, } @@ -448,6 +454,7 @@ def test_resolver_resolves_codec_id(self, tmp_path: Path) -> None: """The resolver maps codec_id to a wasm file.""" wasm_file = tmp_path / "codec.wasm" sig = { + "codec_id": "some-codec", "inputs": {"bytes": {"type": "bytes", "required": True}}, "outputs": {"bytes": {"type": "bytes"}}, } @@ -492,6 +499,101 @@ def test_unresolvable_codec_raises(self) -> None: prepare(data, "encode", resolver=resolver) +class TestForceSourceResolution: + """Verify force_sources bypasses the store and overwrites on install.""" + + def _make_wasm(self, codec_id: str, impl: str = "impl-a") -> bytes: + return _wasm_with_signature( + { + "codec_id": codec_id, + "implementation": impl, + "inputs": {"bytes": {"type": "bytes"}}, + "outputs": {"bytes": {"type": "bytes"}}, + } + ) + + def test_force_install_overwrites_store_entry(self, tmp_path: Path) -> None: + """force_install=True causes install() to overwrite an existing file.""" + store = CodecStore(tmp_path) + + wasm_v1 = tmp_path / "v1.wasm" + wasm_v1.write_bytes(self._make_wasm("fc", "same-impl")) + entry1 = store.install(wasm_v1) + mtime_after_v1 = entry1.location.stat().st_mtime + + # Build a distinct v2 binary (different implementation tag to get + # different bytes, but re-use the same implementation *name* so + # install targets the same store path). + wasm_v2 = tmp_path / "v2.wasm" + v2_bytes = self._make_wasm("fc", "same-impl") + wasm_v2.write_bytes(v2_bytes) + + # Without force_install, existing file is kept (mtime unchanged) + store.install(wasm_v2) + assert entry1.location.stat().st_mtime == mtime_after_v1 + + # With force_install, file is overwritten + entry2 = store.install(wasm_v2, force_install=True) + assert entry2.location == entry1.location + assert entry2.location.stat().st_mtime >= mtime_after_v1 + + def test_force_source_bypasses_store(self, tmp_path: Path) -> None: + """force_sources is consulted before the local store.""" + store_dir = tmp_path / "store" + store_dir.mkdir() + + # Pre-populate store with impl-a + store_codec_dir = store_dir / "fc" + store_codec_dir.mkdir() + (store_codec_dir / "impl-a.wasm").write_bytes(self._make_wasm("fc", "impl-a")) + + # Put a different impl in a file:// source + source_wasm = tmp_path / "source.wasm" + source_wasm.write_bytes(self._make_wasm("fc", "impl-b")) + + resolver = Resolver( + codec_store=store_dir, + force_sources={"fc": f"file://{source_wasm}"}, + ) + + # Before resolve, only impl-a is in the store + assert "impl-b" not in CodecStore(store_dir).get_index().get("fc", {}) + + codec = resolver.resolve("fc") + assert codec.signature().implementation == "impl-b" + + # After resolve, impl-b is installed in the store + assert "impl-b" in CodecStore(store_dir).get_index().get("fc", {}) + + def test_explicit_path_takes_priority_over_force_source( + self, tmp_path: Path + ) -> None: + """paths (step 0) beats force_sources (step 1).""" + wasm_file = tmp_path / "local.wasm" + wasm_file.write_bytes(self._make_wasm("fc", "local-impl")) + + resolver = Resolver( + codec_store=Path("/nonexistent"), + paths={"fc": wasm_file}, + # If force_sources were consulted, this would try to download + # from a non-existent URL and fail. + force_sources={"fc": "https://should-not-be-called.example.com/x.wasm"}, + ) + codec = resolver.resolve("fc") + assert codec.signature().implementation == "local-impl" + + def test_force_source_only_affects_specified_codec(self, tmp_path: Path) -> None: + """Codecs not in force_sources resolve normally.""" + from chonkle.codecs.native import NativeCodec + + resolver = Resolver( + codec_store=Path("/nonexistent"), + force_sources={"other-codec": "file:///doesnt-matter.wasm"}, + ) + codec = resolver.resolve("zlib") + assert isinstance(codec, NativeCodec) + + class TestSignatureValidation: """Signature format: protospec codec signature — inputs/outputs are dicts.""" @@ -1077,6 +1179,7 @@ def fake_split(direction, port_map): split_sig = Signature.from_dict( { + "codec_id": "fake-split", "inputs": {"bytes": {"type": "bytes"}}, "outputs": { "rep_levels": {"type": "bytes"}, @@ -1133,6 +1236,7 @@ def fake_call(direction, port_map): sig = Signature.from_dict( { + "codec_id": "fake", "inputs": { "bytes": {"type": "bytes"}, "level": {"type": "int", "encode_only": True}, diff --git a/tests/test_native_codec.py b/tests/test_native_codec.py index f9ffc01..52c4dd3 100644 --- a/tests/test_native_codec.py +++ b/tests/test_native_codec.py @@ -6,11 +6,12 @@ import pytest -from chonkle.codecs._base import Codec, PortMap, Signature +from chonkle.codecs._base import Backend, Codec, PortMap from chonkle.codecs.native import NativeCodec from chonkle.executor import run from chonkle.pipeline import Direction, Pipeline, PreparedPipeline from chonkle.resolver import Resolver +from chonkle.wasm_signature import Signature numcodecs = pytest.importorskip("numcodecs") np = pytest.importorskip("numpy") @@ -122,6 +123,7 @@ def test_ndarray_missing_dtype_raises(self) -> None: _DEFAULT_SIG = Signature.from_dict( { + "codec_id": "fake", "inputs": {"bytes": {"type": "bytes"}}, "outputs": {"bytes": {"type": "bytes"}}, } @@ -136,8 +138,8 @@ def __init__(self, call_fn: Any = None, sig: Signature | None = None) -> None: self._sig = sig or _DEFAULT_SIG @property - def codec_type(self) -> str: - return "component" + def codec_type(self) -> Backend: + return Backend.COMPONENT @property def codec_id(self) -> str: @@ -335,10 +337,9 @@ def test_resolver_finds_native_codec(self) -> None: assert isinstance(codec, NativeCodec) assert codec.codec_type == "native" - def test_resolver_native_lower_priority_than_wasm(self) -> None: - """With default preference, wasm is preferred over native.""" + def test_resolver_default_preference_selects_native(self) -> None: + """With default preference, native is preferred over wasm.""" resolver = Resolver(codec_store=Path("/nonexistent")) - # No wasm available in nonexistent store, so native is fallback codec = resolver.resolve("zlib") assert isinstance(codec, NativeCodec) @@ -355,12 +356,21 @@ def test_resolver_list_includes_native(self) -> None: """list_codecs() includes native codec entries.""" resolver = Resolver(codec_store=Path("/nonexistent")) entries = resolver.list_codecs() - native_entries = [e for e in entries if e.codec_type == "native"] + native_entries = [e for e in entries if e.backend == "native"] assert len(native_entries) > 0 codec_ids = {e.codec_id for e in native_entries} assert "zlib" in codec_ids assert "gzip" in codec_ids + def test_preference_mismatch_raises(self) -> None: + """Preference list that excludes available backends raises ValueError.""" + resolver = Resolver( + codec_store=Path("/nonexistent"), + preference=["component"], + ) + with pytest.raises(ValueError, match=r"No implementation.*matches preference"): + resolver.resolve("zlib") + def test_resolver_unknown_native_raises(self) -> None: """Resolver raises for unknown codec with no wasm and no native.""" resolver = Resolver(codec_store=Path("/nonexistent")) diff --git a/tests/test_wasm_download.py b/tests/test_wasm_download.py index 61c58fd..fea6ccb 100644 --- a/tests/test_wasm_download.py +++ b/tests/test_wasm_download.py @@ -1,15 +1,10 @@ import io -import tempfile from pathlib import Path from unittest.mock import MagicMock, patch import pytest -from chonkle.wasm_download import ( - download_https, - download_oci, - get_cache_dir, -) +from chonkle.wasm_download import resolve_uri URLOPEN = "chonkle.wasm_download.urllib.request.urlopen" ORAS_CLIENT = "oras.client.OrasClient" @@ -23,67 +18,57 @@ def _fake_response(data: bytes) -> MagicMock: return resp -class TestGetCacheDir: - def test_default_uses_tempdir( - self, monkeypatch: pytest.MonkeyPatch, tmp_path: Path - ) -> None: - monkeypatch.delenv("CHONKLE_CACHE_DIR", raising=False) - monkeypatch.setenv("TMPDIR", str(tmp_path)) - monkeypatch.setattr(tempfile, "tempdir", None) - result = get_cache_dir() - assert result == tmp_path / "chonkle" / "wasm" - assert result.exists() +class TestResolveUriFile: + def test_file_uri_yields_path(self, tmp_path: Path) -> None: + wasm = tmp_path / "codec.wasm" + wasm.write_bytes(b"\x00asm\x01\x00\x00\x00") + with resolve_uri(f"file://{wasm}") as path: + assert path == wasm - def test_env_var_override( - self, monkeypatch: pytest.MonkeyPatch, tmp_path: Path - ) -> None: - monkeypatch.setenv("CHONKLE_CACHE_DIR", str(tmp_path / "custom")) - result = get_cache_dir() - assert result == tmp_path / "custom" - assert result.exists() + def test_http_raises(self) -> None: + with ( + pytest.raises(ValueError, match="HTTP is not supported"), + resolve_uri("http://example.com/codec.wasm"), + ): + pass + + def test_unsupported_scheme_raises(self) -> None: + with ( + pytest.raises(ValueError, match="Unsupported URI scheme"), + resolve_uri("ftp://example.com/codec.wasm"), + ): + pass class TestDownloadHttps: - def test_downloads_and_caches(self, tmp_path: Path) -> None: + def test_downloads_wasm(self) -> None: wasm_bytes = b"\x00asm\x01\x00\x00\x00" resp = _fake_response(wasm_bytes) - with patch(URLOPEN, return_value=resp): - path = download_https( - "https://example.com/releases/v1/codec.wasm", - cache_dir=tmp_path, - ) - - assert path.exists() - assert path.name == "codec.wasm" - assert path.read_bytes() == wasm_bytes - - def test_cache_hit_skips_download(self, tmp_path: Path) -> None: - url = "https://example.com/releases/v1/codec.wasm" - resp = _fake_response(b"\x00asm\x01\x00\x00\x00") - - with patch(URLOPEN, return_value=resp) as mock: - path1 = download_https(url, cache_dir=tmp_path) - path2 = download_https(url, cache_dir=tmp_path) - - assert path1 == path2 - # One call for the .wasm download; second download_https is a cache hit. - assert mock.call_count == 1 + with ( + patch(URLOPEN, return_value=resp), + resolve_uri("https://example.com/releases/v1/codec.wasm") as path, + ): + assert path.exists() + assert path.name == "codec.wasm" + assert path.read_bytes() == wasm_bytes - def test_force_redownloads(self, tmp_path: Path) -> None: - url = "https://example.com/releases/v1/codec.wasm" - resp = _fake_response(b"\x00asm\x01\x00\x00\x00") + def test_temp_dir_cleaned_up_after_exit(self) -> None: + wasm_bytes = b"\x00asm\x01\x00\x00\x00" + resp = _fake_response(wasm_bytes) + captured: list[Path] = [] - with patch(URLOPEN, return_value=resp) as mock: - download_https(url, cache_dir=tmp_path) - download_https(url, cache_dir=tmp_path, force=True) + with ( + patch(URLOPEN, return_value=resp), + resolve_uri("https://example.com/releases/v1/codec.wasm") as path, + ): + captured.append(path) - # Two downloads, one .wasm file each. - assert mock.call_count == 2 + assert not captured[0].exists() class TestDownloadOci: - def test_full_flow(self, tmp_path: Path) -> None: + def test_full_flow(self) -> None: wasm_bytes = b"\x00asm\x01\x00\x00\x00" def fake_pull(*, target, outdir): @@ -94,66 +79,27 @@ def fake_pull(*, target, outdir): mock_client = MagicMock() mock_client.pull.side_effect = fake_pull - with patch(ORAS_CLIENT, return_value=mock_client): - path = download_oci( - "oci://ghcr.io/org/repo:v1.0", - cache_dir=tmp_path, - ) - - assert path.exists() - assert path.read_bytes() == wasm_bytes - mock_client.pull.assert_called_once() - - def test_cache_hit_skips_pull(self, tmp_path: Path) -> None: - # Pre-populate cache directory with a .wasm file. - ref_dir = tmp_path / "oci" / "ghcr.io" / "org" / "repo" / "v1.0" - ref_dir.mkdir(parents=True) - cached = ref_dir / "codec.wasm" - cached.write_bytes(b"\x00asm\x01\x00\x00\x00") - - mock_client = MagicMock() - - with patch(ORAS_CLIENT, return_value=mock_client): - path = download_oci( - "oci://ghcr.io/org/repo:v1.0", - cache_dir=tmp_path, - ) - - assert path == cached - mock_client.pull.assert_not_called() - - def test_force_bypasses_cache(self, tmp_path: Path) -> None: - ref_dir = tmp_path / "oci" / "ghcr.io" / "org" / "repo" / "v1.0" - ref_dir.mkdir(parents=True) - cached = ref_dir / "codec.wasm" - cached.write_bytes(b"\x00asm\x01\x00\x00\x00") - - mock_client = MagicMock() - mock_client.pull.return_value = [str(cached)] - - with patch(ORAS_CLIENT, return_value=mock_client): - download_oci( - "oci://ghcr.io/org/repo:v1.0", - cache_dir=tmp_path, - force=True, - ) + with ( + patch(ORAS_CLIENT, return_value=mock_client), + resolve_uri("oci://ghcr.io/org/repo:v1.0") as path, + ): + assert path.exists() + assert path.read_bytes() == wasm_bytes mock_client.pull.assert_called_once() - def test_no_wasm_file_raises(self, tmp_path: Path) -> None: - txt_file = tmp_path / "oci" / "ghcr.io" / "org" / "repo" / "v1.0" / "readme.txt" - txt_file.parent.mkdir(parents=True) - txt_file.write_bytes(b"hello") + def test_no_wasm_file_raises(self) -> None: + def fake_pull(*, target, outdir): + txt = Path(outdir) / "readme.txt" + txt.write_bytes(b"hello") + return [str(txt)] mock_client = MagicMock() - mock_client.pull.return_value = [str(txt_file)] + mock_client.pull.side_effect = fake_pull with ( patch(ORAS_CLIENT, return_value=mock_client), pytest.raises(ValueError, match=r"No \.wasm file found"), + resolve_uri("oci://ghcr.io/org/repo:v1.0"), ): - download_oci( - "oci://ghcr.io/org/repo:v1.0", - cache_dir=tmp_path, - force=True, - ) + pass From 639423c74acd329709fa4a2caf8cc9a6016b4750 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Sat, 28 Mar 2026 09:30:58 -0500 Subject: [PATCH 35/52] docs: rewrite documentation for three-backend codec architecture Update README, CODEC_CONTRACT, PIPELINE_SCHEMA, DATA_COPIES, and supporting docs to cover core wasm, component model, and native backends. Expand codec contract with signature format and per-backend sections. Rewrite data copy accounting with full edge-by-edge breakdown. Remove PLAN_MIXED_CODEC_ARCHITECTURE (implemented). --- README.md | 397 ++++++-------- codec/README.md | 67 ++- docs/CODEC_RUNTIME.md | 126 ++++- docs/PLAN_MIXED_CODEC_ARCHITECTURE.md | 754 -------------------------- docs/README.md | 12 +- docs/internals/CACHING.md | 57 +- docs/internals/CANONICAL_ABI_PERF.md | 35 +- docs/internals/DATA_COPIES.md | 166 +++--- docs/reference/CODEC_CONTRACT.md | 124 ++++- docs/reference/PIPELINE_SCHEMA.md | 260 ++++----- docs/wasm/MULTI_MEMORY.md | 32 +- 11 files changed, 678 insertions(+), 1352 deletions(-) delete mode 100644 docs/PLAN_MIXED_CODEC_ARCHITECTURE.md diff --git a/README.md b/README.md index 614800e..6ea4843 100644 --- a/README.md +++ b/README.md @@ -1,248 +1,205 @@ # chonkle -Chonkle is a codec pipeline executor for chunked array and columnar data -formats (e.g., Zarr, COG, Parquet, ORC, Arrow). Built on the -[WebAssembly Component Model](https://component-model.bytecodealliance.org/) -and executed by a Python orchestrator backed by -[Wasmtime](https://wasmtime.dev/). - -This realization of chonkle is the successor to an earlier proof of concept, which -demonstrated that WebAssembly is a viable codec delivery mechanism for chunked array -formats. That proof of concept mixed Python (numcodecs) and Wasm codecs in a simple -linear pipeline. In this version, all codecs are Wasm components, pipelines are directed -acyclic graphs (DAGs), and the interface contract is machine-verifiable. - -## What chonkle established - -The original version of chonkle showed that: - -- Wasm codecs can be fetched remotely, cached locally, and executed in a - sandboxed runtime -- Codecs can be authored in multiple languages — Rust, C, and Python (via - componentize-py), among others — each compiled to Wasm by their respective - toolchains -- Python and Wasm codecs can be freely mixed in a pipeline - -What the first version of chonkle did not address: pipelines where codec steps have -multiple inputs or outputs (fan-in / fan-out), and the data copy overhead of moving -chunk data between steps via Python. - -## Why the Component Model - -A real-world codec pipeline is not a simple linear chain. Consider a Parquet -column page: it must be decompressed, then split into three separate streams -(repetition levels, definition levels, and values), each of which is then -decoded independently. That is a 1-to-3 fan-out. Dictionary-encoded columns -require two inputs to a single codec step — the encoded indices and a -separately-stored dictionary page. That is a 2-to-1 fan-in. - -Modeling these pipelines correctly requires named, typed ports — not just `bytes in, -bytes out`. The WebAssembly Component Model provides this through WIT (WebAssembly -Interface Types): every codec component must export `encode` and `decode` functions that -accept a named port map. Configuration is passed as ports, the same way data is. -Wasmtime verifies the contract at instantiation time, rejecting a component with wrong -signatures immediately. The specific ports a codec expects inside the port map are -declared in a JSON signature sidecar and validated by the orchestrator before any -component is called. - -The Component Model also makes this practical at ecosystem scale. Any language -with a Component Model toolchain — Rust, C, Python via componentize-py, and -others — can implement the WIT interface, so codec authors work in whatever -language suits them and participate in the same ecosystem without needing to -know each other's. Each component runs in the Wasmtime sandbox with no access -to the host filesystem, network, or memory outside its own linear region, so -distributing and executing third-party codecs is safe by construction. - -The alternative — core Wasm modules with a bespoke multi-port calling -convention — could support fan-in/fan-out in principle, but would require -every codec author to implement a shared protocol with no tooling support and -no interface verification. The Component Model removes that burden. - -For a full accounting of copy counts per edge type and per pipeline step, and analysis of copy-reduction approaches, see [docs/internals/DATA_COPIES.md](docs/internals/DATA_COPIES.md). - -## Architecture overview - -``` -+------------------------------------------------------+ -| Python Host | -| | -| +----------------+ +---------------------------+ | -| | Codec Cache | | Orchestrator | | -| | | | | | -| | fetch .wasm | | parse pipeline JSON | | -| | cache local | | topological sort DAG | | -| | | | wire ports by name | | -| | | | drive execution loop | | -| +----------------+ +---------------------------+ | -| | -+----------------------------+-------------------------+ - | Wasmtime - +---------------+---------------+ - | | | - +-------+-------+ +-----+-------+ +-----+-------+ - | Component A | | Component B | | Component C | - | (Rust) | | (C) | | (Python) | - | | | | | | - | WIT: encode | | WIT: encode | | WIT: encode | - | decode | | decode | | decode | - +---------------+ +-------------+ +-------------+ +A Python host for Wasm codec pipelines, built for satellite imagery processing as part of the NASA-IMPACT VEDA ecosystem. Pipelines are directed acyclic graphs (DAGs) of codec steps defined in JSON. The orchestrator parses the DAG, validates wiring against codec signatures, and executes the pipeline via [Wasmtime](https://wasmtime.dev/). + +Status: proof of concept. + +## Codec backends + +chonkle supports three codec backends. Each implements the same `Codec` ABC (`call(direction, port_map)` and `signature()`), so backends can be mixed freely within a single pipeline. + +**Component Model Wasm** -- `.wasm` components implementing the `chonkle:codec/transform@0.1.0` WIT interface. Data transfer uses the canonical ABI (~1.7 MB/s measured throughput in the Python binding). Any language with a Component Model toolchain (Rust, C, Python via componentize-py) can implement the WIT interface. The Wasmtime sandbox isolates each component from the host. + +**Core Wasm** -- wasm32-wasi reactor modules using a binary port-map wire format via `Memory.read`/`Memory.write`. Data transfer throughput is ~10 GB/s. When consecutive pipeline steps are both core wasm, data transfers between their linear memories use `ctypes.memmove` (single-copy, no serialization round-trip). Core wasm modules export `memory`, `alloc`, `dealloc`, `encode`, and `decode`. The wire format is specified in `docs/reference/CORE_ABI.md`. + +**Native (numcodecs)** -- Python codecs from the [numcodecs](https://numcodecs.readthedocs.io/) library. No Wasm overhead. `numcodecs` and `numpy` are optional dependencies, imported lazily. Signatures are bundled as JSON files in `src/chonkle/signatures/numcodecs/`. Adding a new numcodecs codec requires only adding a signature file. + +The `Resolver` selects among available implementations using a configurable backend preference list. The default preference order is `["native", "core", "component"]`. + +## Architecture + +```text ++-------------------------------------------------------+ +| Python Host | +| | +| +----------------+ +---------------------------+ | +| | Codec Cache | | Orchestrator | | +| | | | | | +| | fetch .wasm | | parse pipeline JSON | | +| | cache local | | topological sort DAG | | +| | | | wire ports by name | | +| | | | validate signatures | | +| | | | drive execution loop | | +| +----------------+ +---------------------------+ | +| | ++----------------------------+---------------------------+ + | + +------------------+------------------+ + | | | + +-------+-------+ +------+------+ +--------+------+ + | Component | | Core Wasm | | Native | + | Model Wasm | | Module | | (numcodecs) | + | | | | | | + | WIT interface | | Binary | | Python codec | + | canonical ABI | | port-map | | object | + +---------------+ +-------------+ +---------------+ ``` The Python host has two responsibilities: -**Codec cache:** Fetches `.wasm` component files and their `.signature.json` -sidecars referenced in the pipeline JSON (via `file://`, `https://`, or -`oci://` URIs) and caches them locally to avoid redundant network requests. -Wasmtime's built-in compilation cache handles compiled `.cwasm` artifacts -separately and transparently. +**Codec cache:** Fetches `.wasm` files referenced in the pipeline JSON (via `file://`, `https://`, or `oci://` URIs) and caches them locally to avoid redundant network requests. Signatures are embedded in the `.wasm` binary as `chonkle:signature` custom sections -- no sidecar files. Wasmtime's built-in compilation cache handles compiled `.cwasm` artifacts separately. -**Orchestrator:** Parses the pipeline DAG JSON, resolves wiring between step -outputs and inputs by name, determines execution order via topological sort, -validates each step's port declarations against its signature before execution, -and drives the Wasmtime execution loop — calling each component's `encode` or -`decode` function in order and routing the named port outputs to the -appropriate next step inputs. +**Orchestrator:** Parses the pipeline DAG JSON, resolves codec_ids to `Codec` instances via the `Resolver` (local store, native signatures, or pipeline source URIs), validates wiring against codec signatures, and executes the DAG by calling each codec's `encode` or `decode` in topological order. Pipeline direction inversion is supported: running a pipeline in the opposite direction reverses step order and calls the opposite function. ## Pipeline JSON -A pipeline is a directed acyclic graph of codec steps. Each step names a codec -component (by URI) and wires its inputs to pipeline inputs, constants, or -outputs of previous steps. - -### Schema +A pipeline is a DAG of codec steps. Each step names a codec by `codec_id` and wires its inputs to pipeline inputs, constants, or outputs of other steps. ```json { - "codec_id": "parquet-page-decode", + "codec_id": "cog-decode", "direction": "decode", - "inputs": { - "bytes": {"type": "bytes"}, - "rep_length": {"type": "uint"}, - "def_length": {"type": "uint"} + "sources": { + "tiff-predictor-2": "oci://ghcr.io/nasa-impact/codec-tiff-predictor-2-c:v1.0" }, + "inputs": {"bytes": {"type": "bytes"}}, "constants": { - "index_bit_width": {"type": "int", "value": 4}, - "def_bit_width": {"type": "int", "value": 1}, - "rep_bit_width": {"type": "int", "value": 1} - }, - "outputs": { - "values": "decode_values.bytes", - "def": "decode_def.bytes", - "rep": "decode_rep.bytes" + "bytes_per_sample": {"type": "int", "value": 2}, + "width": {"type": "int", "value": 1024} }, + "outputs": {"bytes": "predictor2.bytes"}, "steps": { - "decompress": { - "codec_id": "zstd", - "src": "https://example.org/codecs/zstd.wasm", - "inputs": { - "bytes": "input.bytes" - }, - "outputs": ["bytes"] + "zlib": { + "codec_id": "zlib", + "inputs": {"bytes": "input.bytes"} }, - "split": { - "codec_id": "parquet-page-v2-split", - "src": "https://example.org/codecs/parquet-page-v2-split.wasm", + "predictor2": { + "codec_id": "tiff-predictor-2", "inputs": { - "bytes": "decompress.bytes", - "rep_length": "input.rep_length", - "def_length": "input.def_length" - }, - "outputs": ["rep_bytes", "def_bytes", "value_bytes"] - }, - "decode_values": { - "codec_id": "rle-parquet", - "src": "https://example.org/codecs/rle-parquet.wasm", - "inputs": { - "bytes": "split.value_bytes", - "bit_width": "constant.index_bit_width" - }, - "outputs": ["bytes"] - }, - "decode_def": { - "codec_id": "rle-parquet", - "src": "https://example.org/codecs/rle-parquet.wasm", - "inputs": { - "bytes": "split.def_bytes", - "bit_width": "constant.def_bit_width" - }, - "outputs": ["bytes"] - }, - "decode_rep": { - "codec_id": "rle-parquet", - "src": "https://example.org/codecs/rle-parquet.wasm", - "inputs": { - "bytes": "split.rep_bytes", - "bit_width": "constant.rep_bit_width" - }, - "outputs": ["bytes"] + "bytes": "zlib.bytes", + "bytes_per_sample": "constant.bytes_per_sample", + "width": "constant.width" + } } } } ``` -Each step declares both its `inputs` (wiring references) and its `outputs` -(port names). Technically, the orchestrator could derive output port names -entirely from each codec's signature, making `outputs` in the pipeline JSON -redundant. It is included here deliberately: a pipeline should be readable -and verifiable by a human without cross-referencing external signatures. -The orchestrator validates the declared `outputs` against the codec signature -in a pre-execution validation pass — a mismatch is an error. - -### Relationship to the codec inventory - -The schema is designed to align with the codec signature and pipeline -model defined in -[protospec/codec-inventory.md](https://github.com/cylf-dev/protospec/blob/main/codec-inventory.md). -The wiring syntax (`input.`, `.`, `constant.`), -the typed port model, and the distinction between `encode_only` and -bidirectional inputs all follow the inventory's definitions. However, a number of divergences exist between the protospec and the pipeline schema shown above: - -- **`"codec"` renamed to `"codec_id"` in steps.** `codec_id` is the consistent - term throughout the schema; `codec` would be the only place the shorter form - appeared. -- **`src` added to steps (required for now).** The protospec assumes a registry - that resolves codecs by `codec_id`; no registry exists yet. `src` is a direct - URI to the `.wasm` file and will become optional once a registry is in place. -- **Step `outputs` is an array of port names, not an alias object.** The - protospec maps codec port names to local wiring aliases - (`{"bytes": "raw_uints"}`). Our wiring references use codec port names - directly (`step_name.port_name`), making the alias layer unnecessary. -- **`encode_only` permitted on pipeline inputs.** The protospec shows - `encode_only` only on codec signature inputs. A pipeline's derived codec - signature needs these annotations so outer pipelines know which inputs to - omit during decode. -- **`encode_only_inputs` added to steps.** The protospec records `encode_only` - in the codec signature. Surfacing it on the step keeps the pipeline - self-contained for routing at parse time, before signatures are loaded. - -The full divergence log lives in [docs/reference/PIPELINE_SCHEMA.md](docs/reference/PIPELINE_SCHEMA.md). - -## Format drivers and the executor boundary - -This executor is format-agnostic. It accepts a pipeline DAG and chunk data, -runs the codecs in order, and returns the result. It has no knowledge of -Zarr, Parquet, COG, ORC, or any other file format. - -A **format driver** is the layer above the executor that bridges a specific -file format and this executor. Its responsibilities are: - -- Read format-specific metadata (Zarr `.zarray`, Parquet page headers, TIFF - IFDs, etc.) and translate it into a pipeline DAG JSON that this executor - can run -- Supply pipeline inputs that come from file metadata rather than chunk data - — for example, `rep_length` and `def_length` from a Parquet page header, - or `element_size` from a Zarr array descriptor -- Manage chunk I/O — fetching raw chunk bytes from storage and passing them - to the executor, then storing the results - -Format drivers are outside the scope of this repository. The pipeline JSON -examples here are written as a format driver would produce them, not as -something a user would typically author by hand. In production use, pipelines -would be generated programmatically from file metadata, not hand-rolled. - -## Status - -Proof of concept. Not production ready. +Key schema points: + +- `codec_id` at the pipeline level identifies the pipeline itself (a pipeline is itself a codec) +- Each key in `steps` is the unique DAG node identifier, used in wiring references +- `sources` (pipeline level, optional) maps codec_ids to download URIs, used as advisory fetch hints when a codec is not in the local store +- Wiring reference forms: `input.`, `constant.`, `.` +- Step output ports are not declared in the pipeline; they come from codec signatures and are validated at `prepare()` time +- Constants are JSON-encoded as bytes and passed through port-maps alongside data ports + +## Codec signatures + +Each `.wasm` binary contains a `chonkle:signature` custom section with the codec signature as JSON: + +```json +{ + "codec_id": "zstd", + "implementation": "zstd-rs", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "level": {"type": "int", "required": false, "default": 3, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` + +Signatures are embedded at build time using `chonkle embed-signature `. The `implementation` field identifies the specific build that produced the binary. Ports marked `encode_only` are excluded from the valid input set during decode. + +## WIT interface (Component Model) + +Defined in `wit/codec.wit`: + +```wit +package chonkle:codec@0.1.0; + +interface transform { + type port-name = string; + type port-map = list>>; + + encode: func(inputs: port-map) -> result; + decode: func(inputs: port-map) -> result; +} + +world codec { + export transform; +} +``` + +Component Model codecs implement this interface. Any language with a Component Model toolchain can produce a conforming `.wasm` component. + +## Usage + +### CLI + +```bash +# Run a pipeline +chonkle run --pipeline pipeline.json --input bytes=chunk.bin --output bytes=out.bin + +# With resolver options +chonkle run --pipeline pipeline.json --input bytes=chunk.bin \ + --codec-store ./codec/ \ + --preference core,component,native \ + --override zlib=./my-zlib.wasm + +# List installed codecs +chonkle codecs + +# Show details for a specific codec +chonkle codecs zlib + +# Embed a signature into a .wasm binary (build-time tool) +chonkle embed-signature codec.wasm signature.json +``` + +### Python API + +```python +from chonkle.pipeline import prepare +from chonkle.executor import run + +prepared = prepare("pipeline.json", direction="decode") +outputs = run(prepared, {"bytes": chunk_bytes}) +``` + +## Format drivers + +The executor is format-agnostic. It accepts a pipeline DAG and chunk data, runs the codecs, and returns the result. It has no knowledge of Zarr, Parquet, COG, ORC, or any other file format. + +A **format driver** is the layer above the executor that bridges a specific file format and the pipeline executor. It reads format-specific metadata, translates it into a pipeline DAG, supplies metadata-derived inputs, and manages chunk I/O. Format drivers are outside the scope of this repository. + +## Development + +- **Package manager**: uv +- **Build backend**: hatchling +- **Python**: >= 3.13 +- **Linting/formatting**: ruff +- **Type checking**: mypy +- **Testing**: pytest +- **Pre-commit**: ruff check, ruff format, mypy, yaml/toml validation +- **CI**: GitHub Actions (lint on 3.14, test on 3.13 and 3.14) + +```bash +# Install dependencies +uv sync + +# Run tests +uv run pytest + +# Run linter +uv run ruff check + +# Network tests (downloads codecs from OCI registries) +uv run pytest --run-network +``` ## Acknowledgements diff --git a/codec/README.md b/codec/README.md index 58bc659..3483f06 100644 --- a/codec/README.md +++ b/codec/README.md @@ -1,12 +1,19 @@ # codec/ -Wasm Component Model codec implementations for the chonkle pipeline. +Wasm codec implementations for the chonkle pipeline. Codecs fall into two categories: -Each codec exports `chonkle:codec/transform` (`encode` + `decode`). See -[docs/reference/CODEC_CONTRACT.md](../docs/reference/CODEC_CONTRACT.md) for -the full contract, port conventions, and signature sidecar format. +- **Component Model codecs** implement the `chonkle:codec/transform` WIT interface and are lifted to Component Model `.wasm` binaries. See [docs/reference/CODEC_CONTRACT.md](../docs/reference/CODEC_CONTRACT.md). +- **Core Wasm codecs** are wasm32-wasi reactor modules that export `memory`, `alloc`, `dealloc`, `encode`, and `decode` using the binary port-map wire format. See [docs/reference/CORE_ABI.md](../docs/reference/CORE_ABI.md). -## Codecs +All codec build processes include a post-build step to embed the codec signature into the `.wasm` binary: + +``` +chonkle embed-signature signature.json +``` + +Each codec directory contains a `signature.json` build input that is embedded as a `chonkle:signature` custom section. + +## Component Model codecs ### identity-c/ @@ -21,6 +28,7 @@ Toolchain: C + `zig cc` → wasm32-wasi reactor → `wasm-tools` component lift. cd codec/identity-c zig build cp zig-out/identity.wasm identity.wasm +chonkle embed-signature identity.wasm signature.json ``` ### tiff-predictor-2-c/ @@ -38,6 +46,7 @@ Same toolchain as identity-c. cd codec/tiff-predictor-2-c zig build -Doptimize=ReleaseFast cp zig-out/tiff-predictor-2.wasm tiff-predictor-2.wasm +chonkle embed-signature tiff-predictor-2.wasm signature.json ``` ### zlib-rs/ @@ -54,19 +63,39 @@ Toolchain: `cargo-component` targeting `wasm32-wasip2`. cd codec/zlib-rs cargo component build --target wasm32-wasip2 --release cp target/wasm32-wasip1/release/zlib.wasm zlib.wasm +chonkle embed-signature zlib.wasm signature.json +``` + +## Core Wasm codecs + +### identity-core-c/ + +Passthrough codec for benchmarking using the core ABI. `encode` and `decode` are both no-ops: output `bytes` = input `bytes`. Uses the binary port-map wire format instead of the Component Model canonical ABI. + +Ports: `bytes` in → `bytes` out. + +Exports: `memory`, `alloc`, `dealloc`, `encode`, `decode`. + +Toolchain: C + `zig cc` → wasm32-wasi reactor (no Component Model lift step). Same build toolchain as identity-c and tiff-predictor-2-c but without the `wasm-tools component new` step. + +``` +cd codec/identity-core-c +zig build +cp zig-out/identity-core.wasm identity-core.wasm +chonkle embed-signature identity-core.wasm signature.json ``` --- ## Shared C infrastructure — shared/ -Used by all C+Zig codecs: +Used by C+Zig codecs: -- **codec.h** / **codec.c** — WIT-generated canonical ABI bindings -- **codec_component_type.o** — component type object produced by wit-bindgen; - passed to `zig cc` as a source file alongside the C sources +- **codec.h** / **codec.c** — WIT-generated canonical ABI bindings for Component Model codecs +- **codec_component_type.o** — component type object produced by wit-bindgen; passed to `zig cc` as a source file alongside the C sources +- **core_abi.h** / **core_abi.c** — C reference implementation of the core ABI port-map parse/serialize/find operations, used by core wasm codecs like identity-core-c -Regenerate after any WIT interface change: +Regenerate WIT bindings after any WIT interface change: ``` wit-bindgen c wit/ --world codec --out-dir codec/shared/ @@ -83,10 +112,20 @@ GitHub release to match the `wasmtime` Python package version. ## Adding a codec +### Component Model codec + 1. Implement `encode` and `decode` for the `chonkle:codec/transform` WIT interface. 2. Build to a Component Model `.wasm` and place it in `codec//`. -3. Write a `.signature.json` sidecar in the same directory. -4. Add a `.gitignore` for your toolchain's build artifacts. +3. Write a `signature.json` in the codec directory. +4. Embed the signature: `chonkle embed-signature .wasm signature.json`. +5. Add a `.gitignore` for your toolchain's build artifacts. + +### Core Wasm codec + +1. Implement and export `memory`, `alloc`, `dealloc`, `encode`, and `decode` per the [core ABI spec](../docs/reference/CORE_ABI.md). +2. Build to a core wasm32-wasi `.wasm` and place it in `codec//`. +3. Write a `signature.json` in the codec directory. +4. Embed the signature: `chonkle embed-signature .wasm signature.json`. +5. Add a `.gitignore` for your toolchain's build artifacts. -See [docs/reference/CODEC_CONTRACT.md](../docs/reference/CODEC_CONTRACT.md) -for the signature format and port conventions. +See [docs/reference/CODEC_CONTRACT.md](../docs/reference/CODEC_CONTRACT.md) for the Component Model signature format and port conventions, or [docs/reference/CORE_ABI.md](../docs/reference/CORE_ABI.md) for the core ABI contract. diff --git a/docs/CODEC_RUNTIME.md b/docs/CODEC_RUNTIME.md index 6735d17..88082b8 100644 --- a/docs/CODEC_RUNTIME.md +++ b/docs/CODEC_RUNTIME.md @@ -1,45 +1,125 @@ -# Running Custom Codecs with WebAssembly +# Codec Runtime -This document covers how chonkle uses WebAssembly (Wasm) for custom codecs. For general Wasm background, see the [knowledge base](wasm/) or the [docs index](README.md). +This document covers how chonkle loads and executes codecs. For general Wasm background, see the [knowledge base](wasm/) or the [docs index](README.md). -## Why Wasm and Python? +## Why Wasm for custom codecs? -### Why Wasm for custom codecs? - -Custom codecs should be fast, portable, and safe. The traditional options for fast codecs — C extensions or Cython — require platform-specific compilation and complex build tooling. Furthermore, native code loaded into your process (via C extensions, shared libraries, etc.) runs with the same privileges as your program: it can read and write any of your process's memory, access the filesystem, and make network calls. There is no built-in boundary between your code and the native extension. +Custom codecs should be fast, portable, and safe. The traditional options for fast codecs -- C extensions or Cython -- require platform-specific compilation and complex build tooling. Furthermore, native code loaded into your process (via C extensions, shared libraries, etc.) runs with the same privileges as your program: it can read and write any of your process's memory, access the filesystem, and make network calls. There is no built-in boundary between your code and the native extension. Wasm gives us all three properties: - **Fast:** Compiled C/Rust code runs at near-native speed. -- **Portable:** The same `.wasm` binary runs on any OS and architecture — the runtime compiles it to native code, so codec authors distribute one file instead of per-platform builds. -- **Safe:** The runtime's sandbox ensures a codec module can only access its own memory — it cannot touch the host process, the filesystem, or the network unless explicitly permitted. +- **Portable:** The same `.wasm` binary runs on any OS and architecture -- the runtime compiles it to native code, so codec authors distribute one file instead of per-platform builds. +- **Safe:** The runtime's sandbox ensures a codec module can only access its own memory -- it cannot touch the host process, the filesystem, or the network unless explicitly permitted. + +## Why Python as the host? + +Python is widely used in the geospatial and scientific data communities (our target audience), which means more people can read, understand, and contribute to the host code than if it were written in a compiled language like Rust or C++. + +The tradeoff is performance for Component Model codecs: the wasmtime Python bindings implement canonical ABI lifting and lowering through Python object allocation rather than direct memory operations, running at approximately 1.7 MB/s. Core Wasm codecs bypass this bottleneck entirely by using `Memory.read()`/`Memory.write()`, which are single C-level calls achieving approximately 10 GB/s. A native-language host (Rust, C++) would eliminate the Python overhead for all codec types but limit accessibility. See [CANONICAL_ABI_PERF.md](internals/CANONICAL_ABI_PERF.md) for measurements. + +## Codec backends + +chonkle supports three codec backends. All three implement the `Codec` ABC with `call(direction, port_map)` and `signature()` methods. + +### Component Model Wasm + +`.wasm` components implementing the `chonkle:codec/transform@0.1.0` WIT interface (defined in `wit/codec.wit`). Uses the canonical ABI for data transfer. The executor discovers `encode`/`decode` functions by introspecting the component's type via the `chonkle:codec/transform@0.1.0` interface key. Components must be WASIp2-compatible. + +`ComponentCodec` caches `Component.from_file()` at init time (not per-call). If the component returns the `Err` variant, chonkle raises `RuntimeError` with the error string. + +Throughput is limited by the Python canonical ABI binding (approximately 1.7 MB/s measured). + +See [CODEC_CONTRACT.md](reference/CODEC_CONTRACT.md) for the full interface specification. + +### Core Wasm + +wasm32-wasi reactor modules using a binary port-map wire format via `Memory.read()`/`Memory.write()`. These modules export `memory`, `alloc`, `dealloc`, `encode`, and `decode`. The binary wire format (little-endian u32 lengths, UTF-8 names, raw data) replaces the canonical ABI, achieving approximately 10 GB/s throughput. + +`CoreWasmCodec` keeps the module instance alive for the codec's lifetime. This is required for single-copy transfer: when sequential steps are both core wasm codecs, data transfers use `ctypes.memmove` between linear memories via `Memory.data_ptr()`, avoiding any round-trip through Python objects. + +`CoreWasmCodec.call()` returns `CoreWasmRef` deferred values -- bulk data stays in linear memory until consumed by a downstream codec. Non-core downstream codecs receive materialized bytes. + +See [CORE_ABI.md](reference/CORE_ABI.md) for the wire format specification. + +### Native (numcodecs) + +Python codecs from the numcodecs library. Zero Wasm overhead. `numcodecs` and `numpy` are optional dependencies, imported lazily at `NativeCodec` instantiation. + +`NativeCodec` supports two calling conventions via the `data_format` signature field: + +- `"bytes"` -- data passed through as Python bytes objects +- `"ndarray"` -- buffer conversion using a `dtype` port + +Non-`bytes` ports are JSON-decoded and passed as constructor kwargs to the numcodecs codec. + +## Codec detection and resolution + +### Binary detection + +`detect_codec_type()` reads the 8-byte wasm header to route between backends: + +- Core module: layer field `01 00 00 00` +- Component: layer field `0d 00 01 00` + +### Resolution + +The `Resolver` maps codec_ids to `Codec` instances via a resolution chain: + +1. **Explicit paths** -- a `--codec-path` CLI flag or `paths` dict mapping a codec_id directly to a `.wasm` file. Useful for testing. +2. **Force sources** -- a `--source ID=URI` CLI flag or `force_sources` dict. Downloads the binary from the URI unconditionally, installs it into the store (overwriting any existing entry with the same implementation name), and returns the newly installed codec. Use this to fetch a specific remote build regardless of what is already in the store. +3. **Per-codec overrides** -- an `overrides` dict mapping a codec_id to a specific implementation name, bypassing the preference system entirely. +4. **Local codec store and native** -- all implementations for the codec_id are collected from the store and from bundled native signatures, then selected by backend preference. +5. **Pipeline sources** -- if no local match is found, a `sources` URI from the pipeline JSON is downloaded, installed into the store, and instantiated. + +#### Backend preference + +When step 4 finds candidates, the resolver walks an ordered preference list (default: `["native", "core", "component"]`) and returns the first candidate whose backend matches. This selects between backend *types*, not between implementations of the same type. + +#### Multiple implementations of the same backend + +If the store contains more than one implementation of the same backend for a given codec_id (e.g. two different core wasm builds), the resolver returns whichever appears first in the store index. The store index is built by scanning `.wasm` files in sorted filename order, so the implementation whose filename sorts first alphabetically wins. This is a deterministic but arbitrary tiebreak -- use an explicit override to select a specific implementation when it matters. + +## Signatures -### Why Python as the host? +Signatures are embedded in `.wasm` binaries as `chonkle:signature` custom sections containing JSON. They are read by a pure-Python parser (`wasm_signature.py`) at codec instantiation -- no wasmtime dependency required for reading. Native codecs load signatures from bundled JSON files in `src/chonkle/signatures/numcodecs/`. -Python is widely used in the geospatial community (our initial target audience), which means more people can read, understand, and contribute to the host code than if it were written in a compiled language like Rust or C++. +Signatures are embedded at build time using `chonkle embed-signature`. Source `signature.json` files in each codec's source directory are build inputs (not distribution artifacts). Downloads (`https://`, `oci://`) fetch only the `.wasm` file. -However, Python as a host carries a significant performance cost with the Component Model — the architecture all chonkle codecs use, for reasons explained in the next section. The wasmtime Python bindings implement canonical ABI lifting and lowering through Python object allocation rather than the direct `Memory.write()`/`Memory.read()` calls available with Core modules, running at approximately 1.7 MB/s rather than the ~10 GB/s achievable in a native host. The Python executor should be treated as a development and test host, not a production runtime. The correct production path is a native (most likely Rust) orchestrator, which will require no changes to any codec and will perform the same canonical ABI lifting and lowering at C memcpy speeds. See [CANONICAL_ABI_PERF.md](internals/CANONICAL_ABI_PERF.md) for performance measurements. +Validation rules: -## How this project uses Wasm +- Both inputs and outputs use subset checks -- the step need not use every port the codec declares +- Input validation is direction-aware: ports marked `encode_only: true` are excluded from the valid input set when running in decode direction +- `prepare()` validates everything before execution; `run()` just executes the DAG -All chonkle codecs are Component Model components implementing the `chonkle:codec/transform` WIT interface (defined in `wit/codec.wit`). The Component Model uses WIT definitions and a Canonical ABI to marshal rich types like `list` and named port maps across the host-component boundary; see [CODEC_CONTRACT.md](reference/CODEC_CONTRACT.md) for the full interface specification. Custom codec source code and build tooling live in separate repositories; this project contains only the host-side runner. +## Data copies -`executor.py` loads and executes codec components from Python using Wasmtime. It discovers the `encode`/`decode` functions at runtime by introspecting the component's type. Before any component is called, the executor validates each step's declared ports against a `.signature.json` sidecar file located alongside the `.wasm` file; if any step fails validation, a `ValueError` listing all problems is raised before execution begins. Components must be WASIp2-compatible. If the component returns the `Err` variant, chonkle raises `RuntimeError` with the error string. +### Copy counts per inter-step edge -## Why the Component Model and not the Core ABI? +| Source backend | Dest backend | Copies | Mechanism | +| --- | --- | --- | --- | +| Core Wasm | Core Wasm | 1 | single-copy via `ctypes.memmove` between linear memories (~10 GB/s) | +| Core Wasm | Component Model | 2 | materialize from linear memory + canonical ABI lower | +| Core Wasm | Native | 1 | materialize from linear memory | +| Component Model | Core Wasm | 2 | canonical ABI lift + `Memory.write()` | +| Component Model | Component Model | 2 | canonical ABI lift + canonical ABI lower | +| Component Model | Native | 1 | canonical ABI lift | +| Native | Core Wasm | 1 | `Memory.write()` | +| Native | Component Model | 1 | canonical ABI lower | +| Native | Native | 0 | Python reference pass-through | -An earlier chonkle implementation used Core Wasm modules directly, accessing linear memory via `Memory.write()` and `Memory.read()` — single C-level copies, fast. The migration to the Component Model was made for two reasons that ruled out keeping the Core ABI path: +Final pipeline outputs are always materialized to bytes. -1. **The port-map cannot be represented cleanly in the Core ABI.** The old runner was hardcoded to two ports (one data buffer, one JSON config). A general-purpose pipeline needs more: a codec step may consume or produce multiple large data streams — a Parquet step, for instance, might emit separate column buffers — and the pipeline needs to route those streams by name to wire steps together correctly. The port-map's `list>>` design supports fan-in, fan-out, and named routing naturally. The Core ABI has no equivalent; encoding a variable set of named, potentially large buffers over raw pointers and lengths would require a custom serialisation layer — reintroducing exactly the marshaling complexity the Canonical ABI already handles automatically. +For a deeper analysis of copy-reduction approaches, see [DATA_COPIES.md](internals/DATA_COPIES.md). -2. **Python-authored codecs require it.** `componentize-py` produces Component Model components; there is no toolchain path from Python source to a core module with the right `alloc`/`memory` exports. Restricting codec authorship to compiled languages would raise the barrier significantly for the scientific and geospatial communities that are our primary audience. +### Sandbox constraint -See [Component Model](wasm/COMPONENT_MODEL.md) for background on components vs. Core modules, composition, and language toolchains. +Wasm's sandbox model means a module can only read and write its own linear memory -- it cannot dereference a host pointer or access the Python heap. The host can read and write the module's linear memory, but not the reverse. Every Wasm codec call therefore requires at least one copy in and one copy out. -## Memory and the copy cost +The exception is core-to-core edges: because `CoreWasmCodec` keeps module instances alive and exposes `Memory.data_ptr()`, the executor can `ctypes.memmove` directly between two modules' linear memories, reducing two copies to one. -A natural question when passing potentially large chunks through Wasm codecs is: *can we avoid copying data into Wasm linear memory?* +## Execution model -The answer is **no** — at least not today. Wasm's sandbox model means a module can only read and write its own linear memory — it cannot dereference a host pointer or access the Python heap. The host can read and write the module's linear memory, but not the reverse. Every codec call therefore requires one copy in (host → Wasm) and one copy out (Wasm → host): 2 copies per invocation, 2N copies for an N-step pipeline. +`prepare(source, direction)` parses the pipeline JSON, resolves codec_ids, validates wiring against codec signatures, and returns a `PreparedPipeline`. `run(prepared, inputs)` executes the DAG by calling `codec.call(direction, port_map)` for each step in topological order. -For the full edge-type accounting and analysis of copy-reduction approaches, see [DATA_COPIES.md](internals/DATA_COPIES.md). For Python vs. native host performance figures and practical mitigations, see [CANONICAL_ABI_PERF.md](internals/CANONICAL_ABI_PERF.md). +Data flows between steps through `value_store: dict[str, bytes | CoreWasmRef]`. Port-map builders materialize `CoreWasmRef` for non-core downstream codecs and pass them through for core downstream codecs (enabling single-copy transfer). diff --git a/docs/PLAN_MIXED_CODEC_ARCHITECTURE.md b/docs/PLAN_MIXED_CODEC_ARCHITECTURE.md deleted file mode 100644 index 087886e..0000000 --- a/docs/PLAN_MIXED_CODEC_ARCHITECTURE.md +++ /dev/null @@ -1,754 +0,0 @@ -# Plan: Mixed-Codec DAG Architecture with Single-Copy Core Wasm Transfer - -## Goal - -Unify three codec backends — Component Model Wasm, Core Wasm, and native Python -(numcodecs) — under the existing DAG pipeline schema, while enabling a single-copy -data transfer optimization between sequential core wasm modules. - -## Codec Type Taxonomy - -| Type | Binary | Interface | Data transfer speed (Python host) | Copies per invocation | -|---|---|---|---|---| -| Component Model | `.wasm` (version `0d 00 01 00`) | WIT `port-map` → `result` | ~1.7 MB/s (canonical ABI) | 2 | -| Core Wasm | `.wasm` (version `01 00 00 00`) | Serialized port-map via `Memory.read/write` | ~10 GB/s | 2 (or 1 with single-copy) | -| Native (numcodecs) | none | `codec.encode(bytes)` / `codec.decode(bytes)` | Python object reference | 0 | - -## Codec Wrapper Classes - -A `Codec` abstract base class normalizes the three backends. The executor -interacts only with this interface. - -``` -Codec (ABC) -├── ComponentCodec — wraps a Component Model instance -├── CoreWasmCodec — wraps a Core module instance, exposes Memory -└── NativeCodec — wraps a numcodecs codec object -``` - -### Base class - -```python -class Codec(ABC): - name: str - codec_type: Literal["component", "core", "native"] - - @abstractmethod - def signature(self) -> dict: - """Return the codec's signature (loaded at instantiation).""" - ... - - @abstractmethod - def call(self, direction: Direction, port_map: PortMap) -> DeferredPortMap: - """Execute encode or decode.""" - ... -``` - -### ComponentCodec - -- Instantiates a Wasmtime Component Model component (current `_call_component` logic) -- Passes the port-map directly to the WIT interface -- Returns `list[tuple[str, bytes]]` -- Signature loaded from `chonkle:signature` custom section in `.wasm` at init - -### CoreWasmCodec - -- Instantiates a Wasmtime core module; keeps `Instance`, `Store`, and `Memory` alive -- Serializes the input port-map into the module's linear memory using the core - port-map wire format (see [Core ABI](#core-abi)) -- Calls `encode`/`decode`, reads the output port-map from linear memory -- Returns `list[tuple[str, bytes | CoreWasmRef]]` — bulk data can remain in - linear memory as a deferred reference for single-copy transfer -- Signature loaded from `chonkle:signature` custom section in `.wasm` at init - -### NativeCodec - -- Instantiated dynamically from any `codec_id` in the numcodecs registry -- Extracts `"bytes"` port as data input; passes remaining port-map entries as - constructor kwargs to the numcodecs codec -- Handles bytes-to-bytes vs ndarray-to-ndarray calling convention based on the - `data_format` field in the signature file -- Returns `list[tuple[str, bytes]]` -- Signature loaded from `src/chonkle/signatures/native/{codec_id}.json` at init -- `numcodecs` is an optional dependency — imported lazily at `NativeCodec` - instantiation. Users who only use wasm codecs do not need it installed. - `prepare()` raises a clear error if a pipeline contains a native step and - numcodecs is not available - -### Lifecycle - -All codec instances are created during preparation (by the resolver) and remain -alive for the duration of pipeline execution. This is required -for single-copy: the source module's `Memory` must be readable when the downstream -module's input is being written. - -### New module - -`src/chonkle/codecs.py` — contains the `Codec` protocol and all three wrapper classes. -The existing `executor.py` `_call_component` / `_get_function` logic moves into -`ComponentCodec`. - -## Signatures - -### Format - -```json -{ - "codec_id": "zstd", - "implementation": "zstd-rs", - "inputs": { - "bytes": {"type": "bytes", "required": true}, - "level": {"type": "int", "required": false, "default": 3, "encode_only": true} - }, - "outputs": { - "bytes": {"type": "bytes"} - } -} -``` - -The `implementation` field identifies the specific build/project that produced this -binary. It is set by the implementer at build time and embedded in the wasm -binary. The resolver uses it to distinguish multiple implementations of the same -codec_id in the local store. - -### Source of truth - -Each codec type has exactly one source of truth for its signature: - -| Codec type | Signature source | Authored where | -|---|---|---| -| Component Model | `chonkle:signature` custom section in `.wasm` | `signature.json` in codec source dir (build input) | -| Core Wasm | `chonkle:signature` custom section in `.wasm` | `signature.json` in codec source dir (build input) | -| Native (numcodecs) | JSON file distributed with chonkle | `src/chonkle/signatures/numcodecs/{codec_id}.json` | - -### Runtime access - -Every wrapper class loads its signature at instantiation and exposes it via -`codec.signature()`. The executor calls this uniformly during validation: - -```python -for step_name in execution_order: - codec = codecs[step_name] - sig = codec.signature() - validate(step, sig, direction, pipeline) -``` - -### Wasm custom section: `chonkle:signature` - -- Embedded in both core and component model `.wasm` binaries -- Added as a post-build step (after `wasm-tools component new` for C+Zig codecs, - after `cargo component build` for Rust codecs) -- Read with a pure-Python binary parser (~30 lines, no wasmtime needed, no - instantiation) -- ~130 bytes overhead per binary - -Build integration: -```bash -chonkle embed-signature codec.wasm signature.json -``` - -The `signature.json` in each codec's source directory is a build input (like a -Cargo.toml or header file), not a distribution artifact. It is version-controlled -with the codec source. The `.signature.json` sidecar files currently alongside -`.wasm` outputs are eliminated. - -### Native codec signature files - -A directory of individual JSON files, one per supported numcodecs codec: - -``` -src/chonkle/signatures/numcodecs/ -├── blosc.json -├── zstd.json -├── lz4.json -├── gzip.json -├── zlib.json -├── bz2.json -├── lzma.json -├── delta.json -├── shuffle.json -└── ... -``` - -Each file is a complete signature in the standard format, plus an additional -`data_format` field (`"bytes"` or `"ndarray"`) that tells the `NativeCodec` -wrapper how to call the codec. - -Adding support for a new numcodecs codec means authoring one JSON file. No Python -code changes needed. `NativeCodec("zstd")` loads the corresponding file from -`signatures/numcodecs/`; if the file does not exist, instantiation fails with a -clear error. - -### What this eliminates - -- `.signature.json` sidecar files alongside `.wasm` outputs -- `_derive_signature_url()` in `wasm_download.py` -- Dual-file downloads (only the `.wasm` is fetched) -- Any WIT change (WIT stays at `@0.1.0`) - -## Core ABI - -A formalized contract for core wasm modules, documented alongside the existing -Component Model contract in `docs/reference/`. - -### Required exports - -``` -memory: Memory -alloc: func(size: i32) -> i32 -dealloc: func(ptr: i32, size: i32) -encode: func(port_map_ptr: i32, port_map_len: i32) -> i64 -decode: func(port_map_ptr: i32, port_map_len: i32) -> i64 -``` - -### Port-map wire format (little-endian) - -``` -u32: entry_count -For each entry: - u32: name_len - u8[name_len]: name (UTF-8) - u32: data_len - u8[data_len]: data -``` - -The host serializes the input port-map into the module's linear memory via -`Memory.write()`, calls `encode`/`decode`, and parses the output port-map from -the returned pointer. - -### Return value - -`i64 = (output_ptr << 32) | output_len` — pointer and length of the serialized -output port-map in linear memory. - -### Error signaling - -Return `(ptr=0, len=0)` on error. - -### Port-map helpers - -The wire format is the contract. It is simple enough to implement in any language -(~20 lines). We provide reference implementations for the languages used in our -codecs: - -- C header/source in `codec/shared/` (alongside existing WIT-generated bindings) -- Rust crate (small library crate in `codec/shared/` or as a published crate) - -These are convenience, not requirements. Any language that compiles to wasm32 can -implement the format from the spec. - -### Relationship to Component Model WIT - -The WIT interface (`chonkle:codec/transform@0.1.0`) is unchanged. Component Model -codecs continue to use WIT port-maps via the canonical ABI. Core Wasm codecs use -the binary port-map wire format via `Memory.read/write`. The executor's codec -wrapper classes bridge the difference — the executor always works with -`list[tuple[str, bytes]]` regardless of backend. - -Both core and component model codecs support multi-port inputs and outputs. - -## Pipeline Schema Changes - -### `src` and `outputs` removed from steps - -Steps are identified solely by `codec_id`. The `src` field is removed from -`StepSpec` — a step declares *what* codec to run and how it is wired, not *where* -to find the implementation. Implementation selection is the resolver's -responsibility (see [Codec Resolution](#codec-resolution)). - -The `outputs` field is also removed from steps. Output port information is -available in the codec's signature (with full type descriptors), making the -step-level `outputs` list (bare port names, no types) duplicative. Wiring -reference validation (e.g., confirming that `zlib.bytes` is a real output port) -moves from parse time to `prepare()` time, where signatures are loaded. The -topological sort is unaffected — it works from input dependencies, not outputs. - -A step now contains only `codec_id` and `inputs`. - -### `encode_only_inputs` removed from steps - -The `encode_only_inputs` field is removed from `StepSpec`. The codec's signature -already marks individual ports with `"encode_only": true`. During `prepare()`, -the executor reads each codec's signature and derives which inputs to omit in -decode direction — there is no need for the step to repeat this information. This -eliminates a redundant second source of truth and removes the ambiguity of what -should happen when the step-level list disagrees with the signature. - -### `sources` field at pipeline level - -An optional top-level `sources` object maps codec_ids to download URIs. This -allows software that generates pipelines to embed fetch hints for the codecs it -expects, making the pipeline self-contained for distribution without coupling -implementation details into individual steps. - -- Keys are codec_ids (matching step `codec_id` values) -- Values are URI strings (`https://`, `oci://`, `file://`) -- The field is optional — all, some, or none of the codec_ids may have entries -- Sources are advisory — the resolver may ignore them if a preferred - implementation is already available locally - -### Codec type detection - -Detected from the resolved binary, not from the pipeline schema: - -- `.wasm` file with core version header (`01 00 00 00`) → `CoreWasmCodec` -- `.wasm` file with component version header (`0d 00 01 00`) → `ComponentCodec` -- No wasm binary (resolved via numcodecs registry) → `NativeCodec` - -No `type` field in the schema. Backend type is a property of the resolved -implementation. - -### Example: mixed pipeline - -```json -{ - "codec_id": "cog-decode", - "direction": "decode", - "sources": { - "tiff-predictor-2": "oci://ghcr.io/nasa-impact/codec-tiff-predictor-2-c:v1.0" - }, - "inputs": {"bytes": {"type": "bytes"}}, - "constants": { - "bytes_per_sample": {"type": "int", "value": 2}, - "width": {"type": "int", "value": 1024}, - "level": {"type": "int", "value": 9} - }, - "outputs": {"bytes": "predictor2.bytes"}, - "steps": { - "zlib": { - "codec_id": "zlib", - "inputs": {"bytes": "input.bytes", "level": "constant.level"} - }, - "predictor2": { - "codec_id": "tiff-predictor-2", - "inputs": { - "bytes": "zlib.bytes", - "bytes_per_sample": "constant.bytes_per_sample", - "width": "constant.width" - } - } - } -} -``` - -Neither step has a `src` field or `encode_only_inputs`. `zlib` might resolve to -a native numcodecs codec, a core wasm binary, or a component model binary — the -resolver decides. -`tiff-predictor-2` has a source hint in the pipeline-level `sources` field; the -resolver uses it as a fetch fallback if no local implementation is available. - -## Codec Resolution - -### Resolver interface - -The resolver maps a `codec_id` to a concrete `Codec` instance. It is passed to -`prepare()`: - -```python -prepare(pipeline_json, direction, resolver=None) → PreparedPipeline -``` - -When `resolver` is `None`, a default resolver is constructed from environment -configuration. The CLI builds a resolver from `--codec-path`, env vars, and the -pipeline's `sources` field. Tests inject custom resolvers. - -### Resolution chain - -For each codec_id in the pipeline, the resolver tries sources in order: - -1. **Local store** — scan the local codec store for installed implementations - matching this codec_id. If multiple exist, select based on the preference - system (see below). -2. **Native** — check if a signature file exists at - `signatures/numcodecs/{codec_id}.json` and numcodecs is importable. If so, - return a `NativeCodec`. -3. **Pipeline sources** — if the pipeline's `sources` field has an entry for - this codec_id, fetch the artifact, install it in the local store, and - resolve from there. -4. **Not found** — `prepare()` raises with a clear error listing the codec_id - and what was tried. - -The ordering of steps 1 and 2 is controlled by the preference system. - -### Local codec store - -A directory of wasm binaries organized by codec_id: - -``` -~/.chonkle/codecs/ -├── zlib/ -│ ├── a1b2c3d4.wasm ← signature: codec_id=zlib, implementation=zlib-rs, component -│ └── e5f6g7h8.wasm ← signature: codec_id=zlib, implementation=zlib-c, core -├── tiff-predictor-2/ -│ └── f9g0h1i2.wasm ← signature: codec_id=tiff-predictor-2, implementation=tiff-predictor-2-c, core -``` - -Filenames are content-addressed (hash of file contents). All identity metadata -lives in the embedded `chonkle:signature` custom section — the store imposes no -naming conventions on implementers. Backend type (core vs component) is detected -from the binary header. - -The resolver scans the store directory, reads embedded signatures, and builds an -in-memory index. The scan is lightweight (custom sections are at known offsets, -the reader is ~30 lines, installed codec count is small) and can be cached by -mtime if needed. - -The existing fetch cache (`CHONKLE_CACHE_DIR`, keyed by URL hash) evolves into -this store, re-keyed by codec_id and content-addressed within each codec_id -directory. The wasmtime compilation cache (`.cwasm`) remains separate and -unchanged. - -### Preference system - -Two levels of preference control which implementation the resolver selects: - -**Global backend preference** — an ordered list of backend types. When the local -store contains multiple implementations of a codec_id, the resolver prefers -implementations whose backend type appears earlier in this list: - -```python -resolver = Resolver(preference=["native", "core", "component"]) -``` - -**Per-codec implementation override** — selects a specific implementation by its -`implementation` field value, bypassing the global backend preference: - -```python -resolver = Resolver( - preference=["native", "core", "component"], - overrides={"zlib": "zlib-rs"}, -) -``` - -When an override is set, the resolver looks for an implementation with that exact -`implementation` value in the local store. If not found, resolution fails — the -override is a hard constraint, not a preference. - -### Discoverability - -Users need to know what implementations are available to make informed override -choices. - -**CLI**: `chonkle codecs` scans the local store and lists installed -implementations: - -``` -$ chonkle codecs -codec_id implementation backend -zlib zlib-rs component -zlib zlib-c core -zlib (native) native -tiff-predictor-2 tiff-predictor-2-c core - -$ chonkle codecs zlib -codec_id: zlib -implementations: - zlib-rs component ~/.chonkle/codecs/zlib/a1b2c3d4.wasm - zlib-c core ~/.chonkle/codecs/zlib/e5f6g7h8.wasm - (native) native numcodecs.zlib -``` - -**Programmatic**: `PreparedPipeline` exposes the resolved codec for each step: - -```python -prepared = prepare(pipeline, direction, resolver) -for step, codec in prepared.codecs.items(): - print(f"{step}: {codec.codec_id} → {codec.implementation} ({codec.codec_type})") -``` - -### Configuration - -Three layers with standard precedence: CLI flags > env vars > config file > defaults. - -| Setting | CLI flag | Env var | Config file key | Default | -| --- | --- | --- | --- | --- | -| Store path | `--codec-store PATH` | `CHONKLE_CODEC_STORE` | `codec_store` | `~/.chonkle/codecs` | -| Backend preference | `--preference LIST` | `CHONKLE_PREFERENCE` | `preference` | `["core", "component", "native"]` | -| Per-codec override | `--override ID=IMPL` (repeatable) | — | `overrides` | `{}` | - -Config file at `~/.chonkle/config.json`: - -```json -{ - "codec_store": "~/.chonkle/codecs", - "preference": ["core", "component", "native"], - "overrides": { - "zlib": "zlib-rs" - } -} -``` - -The default preference is wasm-first (`core` > `component` > `native`) since the -purpose of chonkle is wasm codec pipelines. Users who want native-first for -development set it in their config file. - -Per-codec overrides are not exposed as env vars — codec_ids can contain hyphens -which makes `CHONKLE_OVERRIDE_*` naming awkward, and the use case (benchmarking, -comparison) is interactive rather than CI-driven. CLI flags and config file -cover it. - -The CLI builds the resolver by layering these sources: - -```python -def default_resolver(pipeline_sources: dict[str, str] | None = None) -> Resolver: - config = load_config() # ~/.chonkle/config.json - # Layer: defaults < config < env < cli - return Resolver( - codec_store=..., # CLI --codec-store > CHONKLE_CODEC_STORE > config > default - preference=..., # CLI --preference > CHONKLE_PREFERENCE > config > default - overrides=..., # config overrides, then CLI --override on top - pipeline_sources=pipeline_sources, - ) -``` - -## Single-Copy Transfer - -### Deferred values in the value store - -Currently `value_store: dict[str, bytes]` stores materialized Python bytes for -every inter-step value. For single-copy optimization, core wasm codec outputs can -remain in linear memory as deferred references. - -```python -@dataclass -class CoreWasmRef: - """Deferred reference to data in a core wasm module's linear memory.""" - codec: CoreWasmCodec - ptr: int - length: int - - def materialize(self) -> bytes: - return self.codec.memory.read(self.codec.store, self.ptr, self.ptr + self.length) -``` - -Value store type becomes: `dict[str, bytes | CoreWasmRef]` - -### Resolution rules - -When building a downstream step's input port-map: - -| Downstream type | Value is `bytes` | Value is `CoreWasmRef` | -|---|---|---| -| CoreWasmCodec | `Memory.write()` (1 copy) | Single-copy via `ctypes.memmove` (1 copy) | -| ComponentCodec | Canonical ABI lower (1 copy, slow) | Materialize + canonical ABI lower (2 copies) | -| NativeCodec | Use directly (0 copies) | Materialize (1 copy) | - -### Single-copy mechanics - -When both source and destination are core wasm modules, the host transfers data -directly between linear memories using `Memory.data_ptr()` (confirmed available -in wasmtime-py 41): - -```python -def _single_copy_transfer(src_ref: CoreWasmRef, dst: CoreWasmCodec, size: int) -> CoreWasmRef: - # Allocate in destination (does NOT grow source memory) - dst_ptr = dst.alloc(size) - - # Get raw ctypes pointers to both memories - src_raw = src_ref.codec.memory.data_ptr(src_ref.codec.store) - dst_raw = dst.memory.data_ptr(dst.store) - - src_addr = ctypes.addressof(src_raw.contents) + src_ref.ptr - dst_addr = ctypes.addressof(dst_raw.contents) + dst_ptr - - # One memcpy at C speed - ctypes.memmove(dst_addr, src_addr, size) - - return CoreWasmRef(dst, dst_ptr, size) -``` - -Safety: the source pointer is obtained before the destination allocation. Since -`alloc` is called on the destination module (not the source), the source module's -memory is not grown and the source pointer remains valid. - -### Lazy output port-map parsing - -When a core wasm codec returns, the host parses only the output port-map metadata -(names + offsets + lengths) from linear memory. Bulk data is recorded as -`CoreWasmRef` entries in the value store, not materialized. Materialization happens -only when a non-core downstream step consumes the value. - -### Fan-out - -A `CoreWasmRef` can be read multiple times — `data_ptr` is a view, not a -destructive read. Each downstream step independently reads from the same memory -region. Allocation cleanup is deferred to pipeline completion. - -### Fallback - -If `Memory.data_ptr()` does not work as expected in practice, the fallback is -`Memory.read()` + `Memory.write()` — 2 copies at ~10 GB/s (ctypes speed). Still -orders of magnitude faster than the canonical ABI path. - -## Copy Count Matrix (per inter-step edge) - -| Source ↓ / Dest → | Core Wasm | Component Model | Native | -|---|---|---|---| -| **Core Wasm** | **1** (single-copy, ~10 GB/s) | 2 (materialize + canonical ABI) | 1 (materialize, ~10 GB/s) | -| **Component Model** | 2 (canonical ABI lift + Memory.write) | 2 (canonical ABI lift + lower) | 1 (canonical ABI lift) | -| **Native** | 1 (Memory.write, ~10 GB/s) | 1 (canonical ABI lower) | **0** (Python object ref) | - -Notes: -- "Canonical ABI" copies are slow in Python (~1.7 MB/s) -- "Materialize" and "Memory.write/read" copies are fast (~10 GB/s) -- These are inter-step edge copies, not per-invocation totals - -## Executor Refactoring - -### Phases - -Preparation and execution are separate entry points. A pipeline DAG must be fully -validated before any step executes. - -``` -prepare(pipeline_json, direction, resolver=None) → PreparedPipeline: - 1. Parse pipeline (pipeline.py — unchanged) - 2. Resolve codec_ids via resolver (resolver chain: local store, native, pipeline sources) - 3. Read signatures and validate (reads from codec.signature(), direction-aware) - -run(prepared, inputs) → dict[str, bytes]: - 4. Execute DAG (uses codec.call(), deferred values) - 5. Cleanup (dealloc core wasm memory) -``` - -`prepare()` raises on any validation failure: unresolvable codec_ids, missing -dependencies (e.g., numcodecs not installed for a native codec), signature -mismatches, or type incompatibility. Encode-only port filtering is derived from -the signature's `encode_only` field on each port descriptor. If `prepare()` -returns successfully, the pipeline is guaranteed executable for the given -direction. - -`run()` performs no validation — it assumes a valid `PreparedPipeline`. Callers -can use `prepare()` independently to verify a pipeline without executing it (e.g., -in CI, dry-run tooling, or editor integration). - -### Execution loop - -```python -for step_name in execution_order: - codec = codecs[step_name] - port_map = _resolve_port_map(step, value_store, codec) - output = codec.call(direction, port_map) - for port_name, value in output: - value_store[f"{step_name}.{port_name}"] = value -``` - -`_resolve_port_map` handles deferred value resolution: detects `CoreWasmRef` -entries and applies single-copy transfer or materialization based on the -downstream codec type. - -### What moves out of executor.py - -- `_call_component`, `_get_function` → `ComponentCodec` -- Signature file reading → `read_custom_section()` utility -- URI resolution → resolver (replaces `wasm_download.py` for codec lookup) -- Signature validation logic stays in `executor.py`, exposed through `prepare()` (operates on `codec.signature()` dicts) - -## Implementation Phases - -### Phase 1: Signature embedding infrastructure - -- Add `implementation` field to signature format -- Implement `chonkle:signature` custom section writer (`chonkle embed-signature` CLI subcommand) -- Implement pure-Python custom section reader -- Embed signatures into existing codec `.wasm` files (move `signature.json` to - source dirs, add post-build embed step) -- Remove `.signature.json` sidecar files from codec output directories -- Update executor signature validation to read from custom section via a utility function - -### Phase 2: Codec wrapper classes and `prepare()`/`run()` split - -- Create `src/chonkle/codecs.py` with `Codec` ABC -- Implement `ComponentCodec` (refactor from current `_call_component`) -- Add binary header detection for core-vs-component routing -- Split executor into `prepare()` (validation) and `run()` (execution) -- Existing Component Model tests continue to pass (no behavioral change) - -### Phase 3: Codec resolution and local store - -- Remove `src` and `outputs` from `StepSpec` in `pipeline.py` -- Add `sources` field to pipeline schema (optional, pipeline-level) -- Implement `Resolver` with resolution chain (local store → native → pipeline sources) -- Implement local codec store (content-addressed, indexed by embedded signature) -- Implement global backend preference and per-codec implementation overrides -- Replace `wasm_download.py` with local codec store (clean break, no migration) -- Add `chonkle codecs` CLI command for discoverability -- Expose resolved codec metadata on `PreparedPipeline` -- Update all pipeline fixture JSONs to remove `src` fields - -### Phase 4: Core ABI - -- Define port-map wire format specification (reference doc) -- Implement `CoreWasmCodec` (core ABI with serialized port-map) -- Provide C reference implementation in `codec/shared/` -- Provide Rust reference implementation -- Build a test core wasm codec (adapt identity-c to export core ABI without - lifting to Component Model) -- Add tests for core wasm steps in DAG pipelines - -### Phase 5: Single-copy optimization - -- Introduce `CoreWasmRef` and widen value store type -- Implement lazy output port-map parsing for core codecs -- Implement `_single_copy_transfer` (ctypes path, with Memory.read/write fallback) -- Implement `_resolve_port_map` with type-aware deferred value resolution -- Add tests with sequential core wasm steps verifying single-copy behavior -- Add benchmarks comparing transfer strategies - -### Phase 6: Native (numcodecs) integration - -- Create `src/chonkle/signatures/numcodecs/` with signature files for supported codecs -- Implement `NativeCodec` (dynamic instantiation from numcodecs registry) -- Handle bytes-to-bytes and ndarray-to-ndarray calling conventions via `data_format` -- Add `numcodecs` as an optional dependency (lazy import in `NativeCodec`) -- Add tests for native codec steps and mixed pipelines - -### Phase 7: Documentation - -- New reference doc: Core ABI contract (port-map wire format, exports, error signaling) -- Rewrite `README.md` (no longer component-only, architecture diagram updated for three backends, pipeline example updated for new schema, "Why the Component Model" section revised, sidecar and `src`/`outputs`/`encode_only_inputs` references removed) -- Update `docs/CODEC_RUNTIME.md` (no longer component-only, core ABI reintroduced, sidecar references removed, copy count claims updated for single-copy transfer) -- Update `docs/README.md` (add entry for new Core ABI reference doc) -- Update `docs/reference/PIPELINE_SCHEMA.md` (`src`, `outputs`, and `encode_only_inputs` removed from steps, `sources` added, codec type detection) -- Update `docs/reference/CODEC_CONTRACT.md` (both Component Model and Core ABI) -- Update `docs/internals/CACHING.md` (fetch cache replaced by content-addressed local codec store) -- Update `docs/internals/DATA_COPIES.md` (new copy count matrix) -- Update `docs/ai/SYSTEM_OVERVIEW.md` (codec classes, resolver, signatures) -- Update `docs/ai/REPO_MAP.md` (new files and directories) -- Update `docs/wasm/MULTI_MEMORY.md` ("current design" section and comparison table reflect separate-memory single-copy approach, not shared-memory zero-copy) -- Update `codec/README.md` (core ABI build process, signature embedding) -- Remove all references to sidecar files and `src` in steps - -## Open Questions - -**Core ABI error handling**: `(ptr=0, len=0)` return is minimal. A future revision -could add an `error_message` export or encode errors in the output port-map. For -now, the simple convention matches the existing main-branch behavior. - -**ndarray codecs**: Native codecs that operate on ndarray (delta, shuffle, quantize) -require the wrapper to convert `bytes → ndarray → codec → ndarray → bytes`. The -`data_format` field in the signature file controls this. The dtype must flow through -the port-map as a config parameter. This is workable but adds complexity to the -NativeCodec wrapper. - -**`data_ptr()` reliability**: Confirmed available in wasmtime-py 41. Needs empirical -testing under the single-copy transfer pattern. If it doesn't work as expected, -the fallback (Memory.read + Memory.write at ctypes speed) is still a large -improvement over the canonical ABI path. - -**Custom section preservation**: Custom sections added to the `.wasm` must be added -after the Component Model lift step (`wasm-tools component new`), not before. -Sections added to the core module get nested inside the component and are not -visible to a top-level parser. - -**WIT interface stability**: The WIT stays at `@0.1.0`. No changes are needed for -any part of this plan. A future bump would only be needed if the WIT interface -itself changes (e.g., adding resource types for streaming). - -**Remote resolution details**: The pipeline-level `sources` field provides fetch -hints, but there is no automatic mapping from codec_id to a remote URI. Codec -artifacts are currently stored as GitHub release artifacts and GHCR OCI artifacts -with repo names that do not follow a derivable convention from codec_id. For now, -remote fetching requires explicit `sources` entries. A future registry service or -organizational naming convention could enable automatic remote resolution, but -this is deferred. diff --git a/docs/README.md b/docs/README.md index 784cdae..826b78e 100644 --- a/docs/README.md +++ b/docs/README.md @@ -1,26 +1,28 @@ # chonkle -chonkle is a Python host for running data codec pipelines composed of WebAssembly components. +chonkle is a Python host for running data codec pipelines. Pipelines are DAGs of codec steps backed by Component Model Wasm, Core Wasm, or native Python (numcodecs) implementations. ## Architecture -- [CODEC_RUNTIME.md](CODEC_RUNTIME.md) — Why Wasm, why the Component Model, Python host limitations, and how the executor works +- [CODEC_RUNTIME.md](CODEC_RUNTIME.md) — Codec backends, data transfer costs, Python host tradeoffs, and execution model ## Reference Specs for codec and pipeline authors. -- [reference/CODEC_CONTRACT.md](reference/CODEC_CONTRACT.md) — WIT interface contract: what a codec component must implement +- [reference/CODEC_CONTRACT.md](reference/CODEC_CONTRACT.md) — Codec contract: what each backend must implement (Component Model WIT, Core ABI, native) +- [reference/CORE_ABI.md](reference/CORE_ABI.md) — Core ABI contract: port-map wire format, required exports, calling convention - [reference/PIPELINE_SCHEMA.md](reference/PIPELINE_SCHEMA.md) — Pipeline JSON schema: DAG structure, wiring references, step fields - [reference/protospec/](reference/protospec/) — Codec inventory: named codecs with typed signatures +- [reference/comparisons/](reference/comparisons/) — Codec pipeline tradeoff analysis and F3 comparison ## Internals Details for maintaining or more thoroughly understanding chonkle. -- [internals/CACHING.md](internals/CACHING.md) — Wasm download cache and wasmtime compiled-code cache +- [internals/CACHING.md](internals/CACHING.md) — Local codec store, download cache, and wasmtime compilation cache - [internals/CANONICAL_ABI_PERF.md](internals/CANONICAL_ABI_PERF.md) — Performance investigation: where the time goes, Python vs. native host throughput, mitigations -- [internals/DATA_COPIES.md](internals/DATA_COPIES.md) — Why data copies are unavoidable in the Wasm codec path, and approaches explored to reduce them +- [internals/DATA_COPIES.md](internals/DATA_COPIES.md) — Copy counts per inter-step edge across all backend combinations, and approaches to reduce them - [internals/DISTRIBUTION.md](internals/DISTRIBUTION.md) — Options for distributing `.wasm` codec artifacts (GitHub Releases, GHCR/OCI, warg) ## Wasm background diff --git a/docs/internals/CACHING.md b/docs/internals/CACHING.md index 04cbd03..fcfae7d 100644 --- a/docs/internals/CACHING.md +++ b/docs/internals/CACHING.md @@ -1,39 +1,52 @@ # Caching -This document describes how caching currently works in chonkle and what we've considered but haven't implemented yet. +Chonkle uses three layers of caching to avoid redundant downloads, recompilation, and re-instantiation. Each layer answers a different question: -## Wasm file download cache +| Layer | What it caches | Where | Managed by | +| ----------------- | ----------------------------------- | -------------------- | --------------------- | +| Codec store | Downloaded `.wasm` binaries | `~/.chonkle/codecs/` | chonkle | +| Compilation cache | Compiled native machine code | OS cache dir | wasmtime | +| In-process | Compiled modules and live instances | Memory | codec wrapper objects | -Downloaded `.wasm` files are cached on disk to avoid redundant network fetches. See `wasm_download.py`. +A cold start (first run with a new codec) hits all three layers. A warm start (same codec, same wasmtime version) skips the download and recompilation entirely. -- **HTTPS**: keyed by `sha256(url)`, stored at `/https//` -- **OCI**: keyed by registry reference, stored at `/oci//` -- **Default location**: `$TMPDIR/chonkle/wasm/` (overridable via `CHONKLE_CACHE_DIR`) -- **Force re-download**: `CHONKLE_FORCE_DOWNLOAD=1` or `force=True` parameter -- **Atomic writes**: HTTPS downloads use tempfile + rename to avoid partial files +## Codec store -There is no eviction, TTL, or size management. However, Wasm modules are small (typically KBs), the default `$TMPDIR` location is cleaned by the OS periodically, and the force-download provides an escape hatch for stale cache scenarios. A more robust cache can be implemented in the future if needed. +The codec store is the only durable cache for downloaded Wasm binaries. It lives at `~/.chonkle/codecs/` (overridable via `CHONKLE_CODEC_STORE`) and is organized by codec_id: -## wasmtime compiled-code disk cache +```text +~/.chonkle/codecs/ + zlib/ + zlib-rs.wasm + tiff-predictor-2/ + tiff-predictor-2-c.wasm +``` -Every codec call in `executor.py` creates a `wasmtime.Engine` and compiles the `.wasm` file to native machine code — via `Module.from_file()` on the Core path or `Component.from_file()` on the Component path. This compilation is the most expensive per-call overhead in the Wasm path. +The filename comes from the `implementation` field in the binary's embedded signature. -To avoid this repeated compilation, the Engine is configured with wasmtime's built-in compiled-code cache (`config.cache = True`). wasmtime transparently stores compiled native code on disk. When `Module.from_file()` or `Component.from_file()` is called for a `.wasm` file that has already been compiled with the same wasmtime version, the cached native code is loaded instead of recompiling. +**Population:** When a pipeline declares a `sources` URI for a codec that is not already in the store, the binary is downloaded to a temporary directory, then copied into the store. Subsequent resolutions for the same codec_id skip the download. -This is separate from the download cache above: the download cache stores `.wasm` files to avoid network fetches, while the compilation cache stores native machine code to avoid recompilation. +**Invalidation:** Manual. Delete the directory or set `CHONKLE_FORCE_INSTALL=1` to overwrite an existing entry on next download. -wasmtime manages the cache location and eviction automatically (`~/.cache` on Linux, `~/Library/Caches` on macOS). The cache invalidates automatically when the wasmtime version changes. +**Integrity:** HTTPS downloads write to a tempfile and rename on completion, avoiding partial files. -## In-process caching +## Compilation cache -`executor.py` currently creates a new `wasmtime.Engine`, `wasmtime.component.Linker`, and `wasmtime.component.Component` on each `_call_component()` invocation. Timing instrumentation in `_call_component()` (see [CANONICAL_ABI_PERF.md](CANONICAL_ABI_PERF.md)) showed that with a warm disk cache, `Component.from_file()` costs ~0.003s and `Store`/`Linker` construction is essentially free. +Wasmtime maintains a separate disk cache of compiled native machine code (`config.cache = True`). When a `.wasm` file is loaded, wasmtime checks this cache before compiling. On a hit, precompiled native code is loaded directly. -Although negligible, if these initialization costs were a concern, the approach would be to cache at module level: +This is orthogonal to the codec store: the codec store holds portable `.wasm` binaries; the compilation cache holds platform-specific compiled output derived from them. -- `_engine` — `wasmtime.Engine` singleton, created once with `cache = True` -- `_linker` — `wasmtime.component.Linker` singleton, created once with `add_wasip2()` -- `_component_cache` — `dict[Path, wasmtime.component.Component]`, keyed by resolved `.wasm` path +**Location:** Managed by wasmtime (`~/.cache` on Linux, `~/Library/Caches` on macOS). -Cache invalidation on `force_download=True` would require evicting `_component_cache` entries for affected paths after URI resolution. +**Invalidation:** Automatic when the wasmtime version changes. -Note that `Store` and `Instance` hold mutable Wasm linear memory and should still be created fresh per call. +**Cost:** With a warm compilation cache, loading a component costs ~0.003s (see [CANONICAL_ABI_PERF.md](CANONICAL_ABI_PERF.md)). + +## In-process lifetime + +Codec wrapper objects compile and instantiate Wasm modules once during pipeline preparation, not on every codec call: + +- **Component codecs** load and compile the component at init time. Each call creates only a new store and instance (mutable Wasm state that cannot be reused across calls). +- **Core codecs** load, compile, and instantiate the module at init time, keeping the instance and its linear memory alive for the codec's lifetime. The persistent instance enables single-copy data transfer between core codecs via direct memory access. + +All codec instantiations share a single wasmtime engine, which in turn shares the compilation cache. diff --git a/docs/internals/CANONICAL_ABI_PERF.md b/docs/internals/CANONICAL_ABI_PERF.md index 3fd647e..bea1cba 100644 --- a/docs/internals/CANONICAL_ABI_PERF.md +++ b/docs/internals/CANONICAL_ABI_PERF.md @@ -2,11 +2,9 @@ ## Background -The `TestCogChunkPipeline` tests take 4–9 seconds each. These are the -only tests that run the full executor against real compiled codec components, -so they are the only ones that exercise the canonical ABI with actual data. To -find where the time is going, `time.perf_counter()` splits were added around -each operation in `_call_component()`: +Integration tests that run the full executor against real compiled Component Model +codecs take 4–9 seconds each. To find where the time is going, `time.perf_counter()` +splits were added around each operation in `ComponentCodec.call()`: ``` from_file store+linker instantiate fn post_return normalize @@ -101,7 +99,7 @@ Python bytes ── step N output ``` Each copy is charged at the rate for its own data size (input of step N for -copy 1, output of step N for copy 2). For a 2-step COG pipeline (2 MB tiles), +copy 1, output of step N for copy 2). For a 2-step Component Model codec pipeline with 2 MB tiles, total ABI traffic is ~7.5 MB across 4 copies, taking ~4–5 s. The result is **2 copies per step edge**. Both copies pass through Python's @@ -110,23 +108,6 @@ speed — the Python binding is the amplifier, not the architecture itself. For the full edge-type accounting, see [DATA_COPIES.md](DATA_COPIES.md). -## History - -The pre-Component-Model `wasm_runner.py` used the **core module** (not the -component) and accessed WASM memory directly: - -```python -input_ptr = alloc_fn(store, input_len) -memory.write(store, data, input_ptr) # ctypes — fast -result = codec_fn(store, input_ptr, input_len, config_ptr, config_len) -output = memory.read(store, out_ptr, out_ptr + out_len) # ctypes — fast -``` - -Core modules export `memory` as a plain wasmtime `Memory` object, so -`Memory.write()` and `Memory.read()` — which are single C-level memcpy calls — -are available. This was fast. The migration to the Component Model removed this -path. - ## Mitigation for the Python Orchestrator The correct long-term fix is a native orchestrator. While the Python executor remains in @@ -179,14 +160,14 @@ per buffer, not per byte. PyO3 exposes `Engine`, `Component`, and `Store` as single C-level memcpy (~44 ns total PyO3 call overhead), not an O(N) Python operation. -The executor's `_call_component()` replaces its wasmtime-py function call with -the extension. No other executor logic changes. No codec changes. +`ComponentCodec.call()` replaces its wasmtime-py function call with the extension. +No other executor logic changes. No codec changes. #### Expected outcome All 2N copies that currently run at ~1.7 MB/s run at memcpy speed (~10 GB/s). -For the 2-step COG pipeline at 2 MB tiles, per-step call time drops from ~2.5 s -to the range shown in `bench/rust-host/` (~1 ms). The 4–9 s test times become +For a 2-step Component Model codec pipeline at 2 MB tiles, per-step call time drops +from ~2.5 s to the range shown in `bench/rust-host/` (~1 ms). The 4–9 s test times become sub-10 ms. #### Engineering cost diff --git a/docs/internals/DATA_COPIES.md b/docs/internals/DATA_COPIES.md index a70900f..4746407 100644 --- a/docs/internals/DATA_COPIES.md +++ b/docs/internals/DATA_COPIES.md @@ -1,117 +1,77 @@ -# Data Copy Accounting for the Wasm Codec Path - -This document covers why data copies are unavoidable in the Wasm codec path, -how many occur per call, and what approaches have been explored to eliminate -them. For performance measurements and mitigations that apply while the Python -orchestrator remains in use, see [CANONICAL_ABI_PERF.md](CANONICAL_ABI_PERF.md). - -## Fundamental Constraint - -Wasm's sandbox model means a module can only read and write its own linear memory — it -cannot dereference a host pointer or access the Python heap. The host can read and write -the module's linear memory, but not the reverse. This is why copies are currently -unavoidable: data must be copied in before processing and copied out after. - -## Per-Call Copy Anatomy - -Each Wasm codec invocation requires two copies regardless of host language: - -```text - host bytes - │ - copy in (copy 1: lower — host → Wasm linear memory) - │ - ▼ -Wasm linear memory - │ - codec runs - │ - ▼ -Wasm linear memory - │ - copy out (copy 2: lift — Wasm linear memory → host) - │ - ▼ - host bytes -``` - -In a native host (Rust/Go) both copies run at C memcpy speed (~10 GB/s) -regardless of whether the codec is a Core module or a Component Model component, -making them very small — under 1 ms total for a 2-step pipeline with 2 MB -chunks. In Python with a Core module, `Memory.write()` and `Memory.read()` are -also single C-level memcpy calls and are similarly fast. In Python with a -Component Model component (which is what all codecs are in chonkle v2), the canonical -ABI lifting and lowering goes through Python object allocation at approximately -1.7 MB/s, making each copy approximately 1.2 s for a 2 MB chunk. See -[CANONICAL_ABI_PERF.md](CANONICAL_ABI_PERF.md) for throughput -measurements. - -## Copy Counts by Edge Type - -The table below shows per-inter-step-edge copy counts for different combinations -of adjacent codec types, using the Python executor. - -| Edge type | Copies per inter-step edge | -| --- | --- | -| numcodecs → numcodecs | 0 (Python passes object reference; codec B reads directly from codec A's output buffer) | -| numcodecs → Wasm | 1 (Wasmtime writes Python bytes into Wasm linear memory) | -| Wasm → numcodecs | 1 (Python reads Wasm linear memory into a Python `bytes` object) | -| Wasm → Wasm (Core module, Python executor) | 2 (read from linear memory into Python bytes via `Memory.read()` at ctypes speed; write Python bytes via `Memory.write()` at ctypes speed) | -| Wasm → Wasm (Component Model, Python executor) | 2 (lift to Python bytes + lower from Python bytes; both copies through canonical ABI at ~1.7 MB/s) | - -Both Wasm→Wasm rows have the same copy count (2). The difference is cost: Core -module copies use `Memory.read()`/`Memory.write()`, which are single C-level -calls; Component Model copies go through the canonical ABI's Python object -allocation path at ~1.7 MB/s. In a native (Rust/Go) orchestrator both rows -have 2 copies at C memcpy speed — the cost difference between Core modules and -Component Model disappears. - -The numcodecs rows describe the original chonkle architecture, which mixed numcodecs -Python codecs with both Core and Component Model Wasm codecs in a linear pipeline. -Chonkle v2 uses Component Model exclusively and drops numcodecs, so only the Component -Model row applies today. Compared to all-numcodecs pipelines, the Wasm path incurs a -copy overhead at each step boundary. +# Data Copy Accounting -## Copy Reduction +This document covers the number of data copies at each inter-step edge in a chonkle pipeline, broken down by source and destination codec backend. For canonical ABI throughput measurements, see [CANONICAL_ABI_PERF.md](CANONICAL_ABI_PERF.md). + +## Codec Backends + +chonkle has three codec backends: + +- **Core Wasm** (`CoreWasmCodec`) — core wasm32-wasi reactor modules. The host accesses linear memory directly via `Memory.data_ptr()` and `Memory.read()`/`Memory.write()`. Outputs are returned as `CoreWasmRef` (a deferred reference to data in the module's linear memory). +- **Component Model** (`ComponentCodec`) — Component Model components. Linear memory is hidden from the host; all data crosses the boundary through the canonical ABI. +- **Native** (`NativeCodec`) — numcodecs Python codecs. Data lives on the Python heap as `bytes` objects. + +## Fundamental Constraints + +Each backend holds data in a different memory space. Wasm modules (core and component) each have their own isolated linear memory. Native codecs hold Python `bytes` on the Python heap. No backend can access another's memory directly, so moving data between steps requires at least one copy — except native-to-native, where Python passes the `bytes` object by reference. + +The cost of a copy depends on the mechanism. Core module transfers use `Memory.read()`/`Memory.write()` and `ctypes.memmove`, which are single C-level calls running at ~10 GB/s. Component Model transfers go through the canonical ABI, which allocates Python objects at ~1.7 MB/s in the Python host. In a native (Rust/Go) orchestrator, the canonical ABI bottleneck disappears and all Wasm copies run at memcpy speed. + +## Inter-Step Copy Counts + +The table below shows the number of copies per inter-step edge in the Python executor. These are inter-step copies only, not per-invocation totals. + +| Source / Dest | Core Wasm | Component Model | Native | +| --- | --- | --- | --- | +| Core Wasm | 1 | 2 | 1 | +| Component Model | 2 | 2 | 1 | +| Native | 1 | 1 | 0 | + +### Edge-by-edge breakdown + +**Core Wasm to Core Wasm (1 copy):** The source codec returns a `CoreWasmRef` pointing into its linear memory. The port-map builder detects a core-to-core edge, allocates in the destination module via `alloc()`, obtains raw pointers to both memories via `Memory.data_ptr()`, and performs `ctypes.memmove`. The source pointer is obtained before destination allocation so the source memory is not invalidated. One copy at ~10 GB/s. + +**Core Wasm to Component Model (2 copies):** The `CoreWasmRef` is materialized to Python `bytes` via `Memory.read()` (~10 GB/s). The bytes are then lowered into the component's linear memory through the canonical ABI (~1.7 MB/s). Two copies; the second is the bottleneck. -The two copies per codec invocation are a property of Wasm's sandbox model. -Several approaches have been explored. +**Core Wasm to Native (1 copy):** The `CoreWasmRef` is materialized to Python `bytes` via `Memory.read()` (~10 GB/s). The native codec reads from the `bytes` object directly. One copy. -### Shared memory (threads proposal) +**Component Model to Core Wasm (2 copies):** The component's output is lifted to Python `bytes` through the canonical ABI (~1.7 MB/s). The bytes are then written into the core module's linear memory via `Memory.write()` (~10 GB/s). Two copies; the first is the bottleneck. -The Wasm threads proposal adds `SharedMemory`: a linear memory instance that -both the host and one or more Wasm instances can access simultaneously, without -each having their own private copy. The appeal is that if host and module share -the same memory backing, data written on one side is immediately visible on the -other — no explicit transfer required. +**Component Model to Component Model (2 copies):** Output is lifted to Python `bytes` via the canonical ABI, then lowered into the next component's memory via the canonical ABI. Two copies, both at ~1.7 MB/s. -This does not apply to Component Model components, which do not support -`SharedMemory`. WIT interfaces are defined in terms of owned value types -(`list`, etc.); there is no mechanism to pass a reference into a shared -region across the component boundary. +**Component Model to Native (1 copy):** Output is lifted to Python `bytes` via the canonical ABI (~1.7 MB/s). The native codec reads from the `bytes` object directly. One copy. -For core modules it is technically possible, but does not eliminate copies. -Data still needs to travel from its origin — the previous step's output buffer, -a file read, a network receive — into the shared region. That transfer is itself -a copy. `SharedMemory` moves where the copy happens, not whether it happens. +**Native to Core Wasm (1 copy):** The native codec returns Python `bytes`. The executor writes these into the core module's linear memory via `Memory.write()` (~10 GB/s). One copy. -### Custom memory backing +**Native to Component Model (1 copy):** The native codec returns Python `bytes`. These are lowered into the component's memory through the canonical ABI (~1.7 MB/s). One copy. -Wasmtime's Rust API exposes a `MemoryCreator` trait that allows customizing how -linear memory is allocated. This controls where memory lives, not how many times -data crosses the host-guest boundary. The canonical ABI still requires a copy in -and a copy out regardless of the backing allocator. +**Native to Native (0 copies):** Python passes the `bytes` object by reference. No copy. + +### Cost summary + +Copies involving the canonical ABI are the bottleneck. At ~1.7 MB/s, a single canonical ABI copy of 2 MB takes ~1.2 s. All other copies (materialize, `Memory.read`/`Memory.write`, `ctypes.memmove`) run at ~10 GB/s and are negligible in comparison. + +## Value Store + +The executor's `value_store` holds `bytes | CoreWasmRef`. Core Wasm codec outputs remain as `CoreWasmRef` (deferred references in linear memory) until consumed. Port-map builders materialize `CoreWasmRef` for non-core downstream codecs and pass them through for core downstream codecs. Final pipeline outputs are always materialized to `bytes`. + +## Copy Reduction + +### Single-copy transfer (implemented) + +When both source and destination are core wasm modules, the executor uses `_single_copy_transfer`: allocate in the destination module, get raw pointers to both memories, `ctypes.memmove`. This avoids materializing to Python `bytes` and achieves one copy at ~10 GB/s instead of two copies through `Memory.read()` then `Memory.write()`. + +### Shared memory between core modules + +Each core wasm module has its own isolated linear memory. The Wasm multi-memory proposal allows a module to define more than one memory. In theory, two modules could each import the same shared memory alongside their private one, enabling zero-copy transfers through that shared region. In practice, C and Rust compilers (LLVM) can only emit code that targets a module's default memory — there is no way to compile code that reads from or writes to a second memory. Until toolchain support exists, shared memory between modules is not viable. See [../wasm/MULTI_MEMORY.md](../wasm/MULTI_MEMORY.md) for details. ### Pipeline composition -`wasm-tools compose` can merge multiple components into one. Intra-component -calls share a single linear memory, so the N-1 inter-step copies disappear — -the composed pipeline pays only 2 copies total regardless of step count. This -works today but requires a static pipeline known at build time, which is -incompatible with the dynamic DAG model used here. +`wasm-tools compose` can merge multiple Component Model components into a single component. Intra-component calls share linear memory, so inter-step copies disappear. This requires a static pipeline known at build time, which is incompatible with the dynamic DAG model. Even with a static DAG, composition links function calls rather than data flow: in a fan-out, each downstream component independently calls the upstream component, causing it to run once per consumer instead of once for the graph. ### Caller-supplied buffers (not yet available) -The [WASI roadmap](https://wasi.dev/roadmap) includes caller-supplied buffers, -which would allow a host to pass a pre-allocated buffer for the module to write -into, eliminating the copy-out step. This is not yet part of the spec. +The [WASI roadmap](https://wasi.dev/roadmap) includes caller-supplied buffers, which would allow a host to pass a pre-allocated buffer for the module to write into, eliminating the copy-out step. This is not yet part of the spec. + +### Native Python extension for canonical ABI + +A Rust extension (PyO3 + wasmtime-rs) could replace the Python canonical ABI path with typed bindings that use `memory.write()` per buffer instead of per-byte Python iteration. This would bring Component Model copies to memcpy speed (~10 GB/s), making all Wasm-involving edges equivalent in cost to core module edges. See [CANONICAL_ABI_PERF.md](CANONICAL_ABI_PERF.md) for details. diff --git a/docs/reference/CODEC_CONTRACT.md b/docs/reference/CODEC_CONTRACT.md index e411fab..d0234d8 100644 --- a/docs/reference/CODEC_CONTRACT.md +++ b/docs/reference/CODEC_CONTRACT.md @@ -1,14 +1,65 @@ # Codec Contract -This document specifies the interface contract between chonkle (the host) and a `.wasm` codec module. All codecs are Wasm components implementing the `chonkle:codec/transform` interface defined in `wit/codec.wit`. +This document specifies the interface contracts between chonkle (the host) and codec implementations. Three codec backends are supported: Component Model Wasm, Core Wasm, and Native (numcodecs). All three are wrapped by the `Codec` ABC and present a uniform `call(direction, port_map)` / `signature()` interface to the executor. -## Component interface +## Common requirements -Component codecs use the WIT/Canonical ABI; the toolchain generates all memory management glue. Codec authors work only with high-level types. +Every codec, regardless of backend, must satisfy: + +- **Signature**: a JSON object declaring `codec_id`, `implementation`, `inputs`, and `outputs`. For wasm codecs, the signature is embedded in the `.wasm` binary as a `chonkle:signature` custom section. For native codecs, the signature is a bundled JSON file in `src/chonkle/signatures/numcodecs/`. Preparation (`prepare()`) raises `ValueError` if a codec has no signature. +- **Port-map interface**: codecs receive a port-map (a list of named byte buffers) and return a port-map. The executor routes data between pipeline steps by matching port names. +- **Encode and decode**: every codec exposes both an `encode` and a `decode` operation. The executor selects which to call based on the pipeline direction. + +### Signature format + +```json +{ + "codec_id": "zstd", + "implementation": "zstd-rs", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "level": {"type": "int", "required": false, "default": 3, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` + +Fields: + +- `codec_id` — logical codec identifier (e.g. `"zlib"`, `"tiff-predictor-2"`) +- `implementation` — identifies the specific build or project that produced the codec (e.g. `"zlib-rs"`, `"numcodecs.zlib"`) +- `inputs` — map of input port descriptors. Each has `type` (required), and optional `required` (default `true`), `default`, and `encode_only` (default `false`). +- `outputs` — map of output port descriptors. Each has `type`. +- `data_format` (native codecs only) — `"bytes"` or `"ndarray"`, controls the calling convention + +Validation rules: + +- Both inputs and outputs use **subset checks** — a step need not use every port the codec declares +- Input validation is **direction-aware**: ports marked `encode_only: true` are excluded from the valid input set when running in decode direction +- Active step inputs = `step.inputs.keys() - encode_only_inputs` + +### Codec parameters + +Codec parameters (constants) arrive as named port entries with values serialized as UTF-8 JSON bytes. A codec that accepts a compression level, for example, reads a `"level"` port entry and deserializes its bytes as JSON. + +### Codec type detection + +For wasm binaries, `detect_codec_type()` reads the 8-byte header (4-byte magic + 4-byte version) to distinguish backends: + +- `00 61 73 6d` + `0d 00 01 00` → Component Model +- `00 61 73 6d` + `01 00 00 00` → Core Wasm + +Native codecs are not `.wasm` files and are identified by the presence of a bundled signature file. + +## Component Model Wasm + +Component Model codecs implement the `chonkle:codec/transform@0.1.0` WIT interface. The toolchain (e.g. `cargo-component`, `wit-bindgen`, `wasm-tools component new`) generates all memory management and canonical ABI glue. Codec authors work only with high-level types. ### WIT interface -A component must export the `chonkle:codec/transform` interface. The full WIT definition: +A component must export the `chonkle:codec/transform` interface. The full WIT definition (from `wit/codec.wit`): ```wit package chonkle:codec@0.1.0; @@ -28,13 +79,11 @@ world codec { Port maps are ordered lists of `(port-name, bytes)` pairs. Port names are runtime conventions used to route data between pipeline steps — the executor matches step outputs to downstream step inputs by name. -Codec parameters (constants) arrive as named port entries serialized as UTF-8 JSON bytes. A codec that accepts a compression level, for example, would read a `"level"` port entry and deserialize its bytes as JSON. - ### Export location -A compiled codec component must export the `transform` interface under the key `"chonkle:codec/transform"`. This is the key that the Component Model toolchain (`cargo-component`, `componentize-py`, etc.) embeds when a component is built against `codec.wit`. +A compiled component must export the `transform` interface under the key `"chonkle:codec/transform@0.1.0"`. This is the key that the Component Model toolchain embeds when a component is built against `codec.wit`. -`executor.py` looks up this exact key in the component's exports (via the `CODEC_TRANSFORM_IFACE` constant in `executor.py`) and retrieves `encode` or `decode` from within it. If the key is absent the component is rejected with a `RuntimeError`. Components not compiled against `codec.wit` will not have this key and will fail at this point. +The host looks up this exact key in the component's exports (via the `CODEC_TRANSFORM_IFACE` constant) and retrieves `encode` or `decode` from within it. If the key is absent the component is rejected with a `RuntimeError`. ### Runtime requirements @@ -43,3 +92,62 @@ Components must be **WASIp2-compatible**. The host calls `linker.add_wasip2()` u ### Error signaling Return the `Err` variant of `result` to signal failure. The host raises `RuntimeError` with the error string as the message. Return `Ok(port-map)` on success. + +### Signature embedding + +The signature is embedded in the `.wasm` binary as a `chonkle:signature` custom section at build time: + +```bash +chonkle embed-signature codec.wasm signature.json +``` + +## Core Wasm + +Core Wasm codecs are wasm32-wasi reactor modules that use a binary port-map wire format instead of the Component Model canonical ABI. The full specification, including the wire format, calling convention, call sequence diagram, and reference implementations in C and Rust, is in [`CORE_ABI.md`](CORE_ABI.md). + +### Required exports + +| Export | Type | Description | +| --- | --- | --- | +| `memory` | Memory | Linear memory accessible to the host | +| `alloc` | `func(size: i32) -> i32` | Allocate `size` bytes; return pointer or 0 on failure | +| `dealloc` | `func(ptr: i32, size: i32)` | Free a buffer previously returned by `alloc` or by `encode`/`decode` | +| `encode` | `func(ptr: i32, len: i32) -> i64` | Encode operation | +| `decode` | `func(ptr: i32, len: i32) -> i64` | Decode operation | + +### Return value + +`encode` and `decode` return a packed `i64`: `(output_ptr << 32) | output_len`. Return `0` to signal an error. + +### Signature embedding + +Identical to Component Model codecs — a `chonkle:signature` custom section is embedded in the `.wasm` binary: + +```bash +chonkle embed-signature codec.wasm signature.json +``` + +### Single-copy transfer + +When two adjacent pipeline steps are both core wasm codecs, the executor transfers data between their linear memories using `ctypes.memmove` via `Memory.data_ptr()`. This avoids copying data out of wasm memory and back in. Non-core downstream codecs receive materialized bytes. + +## Native (numcodecs) + +Native codecs have no binary artifact. The `NativeCodec` wrapper dynamically instantiates a numcodecs codec object at runtime. `numcodecs` and `numpy` are optional dependencies, imported lazily at `NativeCodec` instantiation — users who only run wasm codecs do not need them installed. + +### Signature source + +Signatures are bundled as JSON files in `src/chonkle/signatures/numcodecs/`, one file per supported codec (e.g. `zlib.json`, `delta.json`). Adding support for a new numcodecs codec requires adding a JSON file to this directory. + +Native signatures use the same format as wasm codec signatures, with one additional field: `data_format`. + +### Data format and calling convention + +The `data_format` field in the signature controls how the `bytes` port is handled: + +- **`"bytes"`** (default): the `bytes` port value is passed directly to `codec.encode()` / `codec.decode()`. Used by compression codecs (zlib, gzip, bz2, lzma, zstd, lz4, blosc). +- **`"ndarray"`**: the `bytes` port is interpreted as a raw buffer and converted to a numpy ndarray using the `dtype` port (required for ndarray-format codecs). The result is converted back to bytes after processing. Used by array-level codecs (delta, shuffle). + +### Parameter handling + +Non-`bytes` ports in the input port-map (excluding `dtype` for ndarray-format codecs) are JSON-decoded and passed as constructor kwargs to the numcodecs codec via `numcodecs.get_codec()`. For ndarray-format codecs, `dtype` is first attempted as a constructor kwarg; if the codec does not accept it, it is used only for buffer conversion. diff --git a/docs/reference/PIPELINE_SCHEMA.md b/docs/reference/PIPELINE_SCHEMA.md index 0429151..91f2699 100644 --- a/docs/reference/PIPELINE_SCHEMA.md +++ b/docs/reference/PIPELINE_SCHEMA.md @@ -1,104 +1,78 @@ # Pipeline JSON Schema -A pipeline is a DAG of codec steps defined in a JSON file. A pipeline JSON is -an *implementation* — it describes the DAG, the wiring, and the baked-in -constants. It is not a codec signature, and its schema is not the same as a -signature's. - -However, a pipeline is conceptually a codec: a codec signature for the pipeline can be -derived from the pipeline JSON. The input names and types come directly from the -`inputs` field; constants appear as optional inputs with their baked-in value as -the default; and output types are inferred by tracing each output wiring reference -back through the step signatures. - -A pipeline can therefore appear as a step inside another pipeline. This is not -yet implemented: the executor currently requires every step `src` to resolve to -a `.wasm` component. Nested pipeline support (detecting a `.json` `src` and -recursing into `run()`) is planned. +A pipeline is a DAG of codec steps defined in a JSON file. A pipeline JSON is an *implementation* -- it describes the DAG, the wiring, and the baked-in constants. It is not a codec signature, and its schema is not the same as a signature's. + +However, a pipeline is conceptually a codec: a codec signature for the pipeline can be derived from the pipeline JSON. The input names and types come directly from the `inputs` field; constants appear as optional inputs with their baked-in value as the default; and output types are inferred by tracing each output wiring reference back through the step signatures. ## Top-level fields ```json { - "codec_id": "zstd-linear", - "direction": "encode", - "inputs": { - "bytes": {"type": "bytes"}, - "dtype": {"type": "string", "encode_only": true} + "codec_id": "cog-decode", + "direction": "decode", + "sources": { + "tiff-predictor-2": "oci://ghcr.io/nasa-impact/codec-tiff-predictor-2-c:v1.0" }, + "inputs": {"bytes": {"type": "bytes"}}, "constants": { - "level": {"type": "int", "value": 3} - }, - "outputs": { - "bytes": "zstd.bytes" + "bytes_per_sample": {"type": "int", "value": 2}, + "width": {"type": "int", "value": 1024} }, - "steps": {...} + "outputs": {"bytes": "predictor2.bytes"}, + "steps": { + "zlib": { + "codec_id": "zlib", + "inputs": {"bytes": "input.bytes"} + }, + "predictor2": { + "codec_id": "tiff-predictor-2", + "inputs": { + "bytes": "zlib.bytes", + "bytes_per_sample": "constant.bytes_per_sample", + "width": "constant.width" + } + } + } } ``` ### `codec_id` (string, required) -The canonical identifier for this pipeline. Used in any derived codec signature -and in a future registry for resolving this pipeline as a step in outer pipelines. + +The canonical identifier for this pipeline. A pipeline is itself a codec per protospec. Used in any derived codec signature and in a future registry for resolving this pipeline as a step in outer pipelines. ### `direction` (string, required) -`"encode"` or `"decode"`. Declares which direction this pipeline definition -represents. Pass a `direction` to `run()` that differs from `pipeline.direction` -to execute the pipeline in the opposite direction. + +`"encode"` or `"decode"`. Declares which direction this pipeline definition represents. Pass a `direction` to `run()` that differs from `pipeline.direction` to execute the pipeline in the opposite direction (inverted step order, opposite encode/decode function). ### `inputs` (object, required) -The pipeline's public input ports — what callers must supply. Each key is a port -name; each value is a descriptor: -- `type` (string, required): the semantic type of the port. Valid values follow - the protospec type vocabulary (see the [Types section of the codec inventory](https://github.com/cylf-dev/protospec/blob/main/codec-inventory.md#types)): `"bytes"`, `"string"`, `"int"`, `"uint"`, `"float"`, - `"bool"`, `"uint[]"`, `"dtype_desc"`. -- `encode_only` (bool, optional): if true, this input is only meaningful during - encoding. It is omitted from the port-map during decode, and any derived codec - signature will carry this annotation so that outer pipelines can handle it - correctly. +The pipeline's public input ports -- what callers must supply. Each key is a port name; each value is a descriptor: + +- `type` (string, required): the semantic type of the port. Valid values follow the protospec type vocabulary (see the [Types section of the codec inventory](https://github.com/cylf-dev/protospec/blob/main/codec-inventory.md#types)): `"bytes"`, `"string"`, `"int"`, `"uint"`, `"float"`, `"bool"`, `"uint[]"`, `"dtype_desc"`. +- `encode_only` (bool, optional): if true, this input is only meaningful during encoding. It is omitted from the port-map during decode, and any derived codec signature will carry this annotation so that outer pipelines can handle it correctly. -`required` and `default` are absent. All pipeline inputs are caller-supplied — -there is no fallback at the pipeline boundary. Parameters with baked-in values -belong in `constants`. +`required` and `default` are absent. All pipeline inputs are caller-supplied -- there is no fallback at the pipeline boundary. Parameters with baked-in values belong in `constants`. ### `constants` (object, optional) -Values baked into the pipeline definition. Constants are never supplied by the -caller. Each key is a constant name; each value is a descriptor: -- `type` (string, required): determines how the value is serialized into the - port-map. Valid values: `"bytes"`, `"string"`, `"int"`, `"uint"`, `"float"`, - `"bool"`, `"uint[]"`, `"dtype_desc"`. +Values baked into the pipeline definition. Constants are never supplied by the caller. Each key is a constant name; each value is a descriptor: + +- `type` (string, required): determines how the value is serialized into the port-map. Valid values: `"bytes"`, `"string"`, `"int"`, `"uint"`, `"float"`, `"bool"`, `"uint[]"`, `"dtype_desc"`. - `value` (required): the constant's value. -`required` and `encode_only` do not apply to constants directly. Encode-only -routing for constant-sourced ports is handled at the step level via -`encode_only_inputs`. - -Constants use the `constant.` wiring namespace, which is distinct from -`input.`. During pipeline inversion, pipeline inputs become pipeline outputs -(and vice versa), but constants remain constants — available as configuration in -both directions. The executor implements this by identifying `constant.*` wiring -refs in `_inverted_port_map` and injecting them into the step port-map regardless -of direction, following the protospec inversion rule: "constants remain constants." -The same behavior could be expressed without a separate namespace by checking the -input descriptor (`required: false` with a `default`); the `constant.*` namespace -is kept because it makes the intent explicit at the wiring ref level. - -In a derived codec signature, each constant appears as an optional input with the -constant's baked-in value as the default. A constant is conceptually an input the -pipeline author has pre-decided. When nested pipeline support is implemented, the -executor will allow callers to supply a value in `inputs` to override a constant; -until then, the baked-in value is always used. +Constants use the `constant.` wiring namespace, which is distinct from `input.`. During pipeline inversion, pipeline inputs become pipeline outputs (and vice versa), but constants remain constants -- available as configuration in both directions. + +### `sources` (object, optional) + +Maps codec_ids to download URIs for codec artifacts. Supported URI schemes: `file://`, `https://`, `oci://` (`http://` raises `ValueError`). These are advisory fetch hints for the `Resolver`: if a codec_id is not found in the local store or via other resolution mechanisms, the resolver downloads from the URI listed here. ### `outputs` (object, required) -Maps each pipeline output port name to the step port that produces it. The key -is the name callers use to retrieve results from the returned port-map; the value -is a wiring reference of the form `step_name.port_name`. An output port may be -renamed relative to the source step's port name. Types are not declared here — -they are derived from the source step's codec signature during validation. + +Maps each pipeline output port name to the step port that produces it. The key is the name callers use to retrieve results from the returned port-map; the value is a wiring reference of the form `step_name.port_name`. An output port may be renamed relative to the source step's port name. Types are not declared here -- they are derived from the source step's codec signature during validation. ### `steps` (object, required) -A named map of step objects. Keys are step names (unique DAG node identifiers). See [Steps](#steps) below. + +A named map of step objects. Keys are step names (unique DAG node identifiers used in wiring references). Order in JSON does not matter -- topological sort determines execution order. See [Steps](#steps) below. --- @@ -106,51 +80,36 @@ A named map of step objects. Keys are step names (unique DAG node identifiers). ```json "steps": { - "zstd": { - "codec_id": "zstd", - "src": "file:///path/to/zstd_rs.wasm", + "zlib": { + "codec_id": "zlib", + "inputs": {"bytes": "input.bytes"} + }, + "predictor2": { + "codec_id": "tiff-predictor-2", "inputs": { - "bytes": "input.bytes", - "level": "constant.level" - }, - "outputs": ["bytes"], - "encode_only_inputs": ["level"] + "bytes": "zlib.bytes", + "bytes_per_sample": "constant.bytes_per_sample", + "width": "constant.width" + } } } ``` -Each key in the `steps` object is the step name — the unique DAG node identifier -used in wiring references (`step_name.port_name`). Multiple steps may share a -`codec_id` but must have distinct keys. +Each key in the `steps` object is the step name -- the unique DAG node identifier used in wiring references (`step_name.port_name`). Multiple steps may share a `codec_id` but must have distinct keys. ### `codec_id` (string, required) -The logical codec identifier. Matched against the codec signature's `codec_id` -during validation. -### `src` (string, required) -URI of the codec artifact. Supported schemes: `file://`, `https://`, `oci://`. -The artifact must be a `.wasm` component; a `.signature.json` sidecar is -expected at the same location (or as a layer in the same OCI artifact). -Pipeline JSON artifacts as step sources are not yet supported. +The logical codec identifier. The `Resolver` maps this to a `Codec` instance. Matched against the codec signature's `codec_id` during validation. ### `inputs` (object, required) -Maps each codec input port name to a wiring reference. The key is the port name -as declared in the codec signature; the value is a wiring reference (see -[Wiring References](#wiring-references)). No type information is included — -types are in the codec signature. - -### `outputs` (array of strings, required) -The output port names this step exposes for downstream wiring. Port names must -match ports declared in the codec signature. Types are not included — they are in -the codec signature. This field is retained (rather than being omitted entirely) to enable parse-time -wiring validation: a parser can confirm that every downstream reference to -`step_name.port_name` points to a declared output without loading any signature. - -### `encode_only_inputs` (array of strings, optional) -Input port names that are excluded from the port-map when running in the decode -direction. Entries must be present in `inputs`. Typically used for tuning -parameters (compression level, acceleration factor) that are only meaningful -during encoding. + +Maps each codec input port name to a wiring reference. The key is the port name as declared in the codec signature; the value is a wiring reference (see [Wiring References](#wiring-references)). No type information is included -- types come from the codec signature. + +### Fields absent from steps + +- **`src`**: removed. Implementation selection is the resolver's responsibility. The pipeline-level `sources` field provides optional download hints, but the resolver controls which backend (core wasm, component model, or native) is used for each codec_id. +- **`outputs`**: removed. Output port names come from codec signatures and are validated at `prepare()` time against wiring references that target a step's outputs. +- **`encode_only_inputs`**: removed. Encode-only ports are derived from codec signature `encode_only` fields at `prepare()` time. `PreparedPipeline` precomputes the encode-only input set for each step. --- @@ -164,83 +123,60 @@ A wiring reference is a dot-notation string identifying the source of a value: | `constant.` | A pipeline-level constant | | `.` | An output port of a named step | -All wiring references are validated at parse time against declared inputs, -constants, and step outputs. Signature-level type compatibility (checking that -the source type matches the destination type) is validated in a separate -pre-execution pass once all codec signatures are loaded. +Wiring references are parsed into `WiringRef` objects at pipeline construction time. Step existence and input/constant refs are validated at parse time. Step output port refs (references to `.`) are validated at `prepare()` time against codec signatures. + +--- + +## Codec Type Detection + +The codec type for each step is not declared in the pipeline schema. It is detected from the resolved binary by reading the 8-byte wasm header: + +- `.wasm` with core version header (`01 00 00 00`) -- `CoreWasmCodec` +- `.wasm` with component version header (`0d 00 01 00`) -- `ComponentCodec` +- No wasm binary (numcodecs registry) -- `NativeCodec` --- ## Divergences from the Protospec -The protospec pipeline format is the upstream reference. The following changes -were made deliberately. +The protospec pipeline format is the upstream reference. The following changes were made deliberately. -### `"codec"` renamed to `"codec_id"` in steps +### `sources` at pipeline level instead of `src` per step -**Protospec**: -`"codec": "zstd"` +**Protospec**: no equivalent (codec resolution is implicit via registry) -**Ours**: -`"codec_id": "zstd"` +**Ours**: `"sources": {"codec_id": "oci://..."}` at the pipeline level -`codec_id` is the consistent term for a codec identifier throughout the rest -of the schema (top-level `codec_id`, codec signatures). Using `codec` in steps -would be the only place the shorter form appeared. +The protospec assumes a registry from which codecs are resolved by `codec_id`. `sources` provides advisory download URIs for the resolver when a codec is not available locally. This is a pipeline-level map rather than a per-step field because multiple steps may share the same codec_id, and implementation selection (which backend to use) is the resolver's concern, not the pipeline's. -### `src` added to steps +### `"codec"` renamed to `"codec_id"` in steps -**Protospec**: -no equivalent +**Protospec**: `"codec": "zstd"` -**Ours**: -`"src": "file:///path/to/codec.wasm"` +**Ours**: `"codec_id": "zstd"` -The protospec assumes a registry from which codecs are resolved by `codec_id`. -No such registry exists yet. `src` provides a direct URI to the `.wasm` file -and will become optional once a registry is in place. +`codec_id` is the consistent term for a codec identifier throughout the rest of the schema (top-level `codec_id`, codec signatures). Using `codec` in steps would be the only place the shorter form appeared. -### Step `outputs` is an array of port names, not an object +### No `configuration` field -**Protospec**: -`"outputs": { "bytes": "raw_uints" }` — an object mapping codec -port names to local wiring aliases +**Protospec**: `"configuration": {"level": 3}` on steps -**Ours**: -`"outputs": ["bytes"]` — a list of port names +**Ours**: absent -The protospec's alias mechanism adds a rename layer between a step's codec port -name and how downstream steps refer to it (`step_name.alias`). Our wiring -references use the codec port name directly (`step_name.port_name`), making the -alias layer unnecessary. Removing it also removes the only reason for the value -side of the object. A list of port names is sufficient: it keeps the pipeline -human-readable without signatures, and enables parse-time wiring validation. +All codec parameters flow through port-maps via pipeline-level constants. A step wires `"level": "constant.level"` in its `inputs`. This keeps the data flow uniform -- every value a codec receives arrives through the same port-map mechanism. -### `encode_only` on pipeline inputs +### `encode_only` is a codec signature property -**Protospec**: -pipeline inputs have only `type`; `encode_only` does not appear -on pipeline inputs in any protospec example +**Protospec**: `encode_only` is a property of codec signature inputs -**Ours**: -`encode_only` is permitted on pipeline inputs +**Ours**: same, but the pipeline schema does not redeclare it on steps -A pipeline's derived codec signature needs `encode_only` annotations so that -outer pipelines know which inputs to omit during decode. The protospec does not show this on pipeline -inputs, but it is a logical extension of the same property on codec signature -inputs. +Encode-only routing is derived from codec signatures at `prepare()` time and precomputed on `PreparedPipeline`. The pipeline JSON does not carry `encode_only_inputs` on steps. Pipeline-level inputs may carry `encode_only: true` for derived codec signature purposes. -### `encode_only_inputs` added to steps +### `encode_only` on pipeline inputs -**Protospec**: -`encode_only` is a property of codec signature inputs, not pipeline -steps +**Protospec**: pipeline inputs have only `type`; `encode_only` does not appear on pipeline inputs in any protospec example -**Ours**: -`"encode_only_inputs": ["level"]` on the step +**Ours**: `encode_only` is permitted on pipeline inputs -The protospec records `encode_only` in the codec signature. Our pipeline executor needs -to know which inputs to skip during decode at parse time, before signatures are -loaded. Surfacing this on the step makes the pipeline self-contained for routing -purposes and allows validation at parse time. It is expected to be consistent -with the codec signature; a future validation pass may enforce this. +A pipeline's derived codec signature needs `encode_only` annotations so that outer pipelines know which inputs to omit during decode. The protospec does not show this on pipeline inputs, but it is a logical extension of the same property on codec signature inputs. diff --git a/docs/wasm/MULTI_MEMORY.md b/docs/wasm/MULTI_MEMORY.md index 78610fc..7d53eef 100644 --- a/docs/wasm/MULTI_MEMORY.md +++ b/docs/wasm/MULTI_MEMORY.md @@ -4,9 +4,11 @@ This document summarizes the feasibility of using the WASM multi-memory feature ## The current design -Chonkle creates one `wasmtime.Memory` per pipeline run. Every codec module imports it as its sole memory (memory index 0). The host writes pipeline input at `DATA_PLANE_BASE` (4 MB) and each step's output is appended via a bump allocator. Between steps, only an `(offset, length)` tuple is handed off — zero copies. +Each core wasm codec module has its own linear memory (created at instantiation via `CoreWasmCodec`). The host serializes input port-maps into the destination module's memory via `Memory.write()`, and reads output port-maps after the codec call. -The region below `DATA_PLANE_BASE` (0–4 MB) is reserved for each module's internal state: data segments, shadow stack, and heap. These are placed at compile-time-fixed offsets starting near address 0. +Between sequential core wasm steps, data transfers use single-copy: the host allocates in the destination module via `alloc()`, obtains raw pointers to both memories via `Memory.data_ptr()`, and performs `ctypes.memmove` — one copy at native speed (~10 GB/s). Bulk data stays in linear memory as `CoreWasmRef` deferred references until consumed. + +This design replaced an earlier shared-memory approach where all modules operated on a single `wasmtime.Memory`. The separate-memory design enables module instances to coexist (required for single-copy transfer) and avoids the data segment collision problem described below. ## The data segment collision problem @@ -89,23 +91,25 @@ This is the most practical path to simultaneous instantiation if it becomes nece ## Where the current design stands -For sequential execution of library-wrapping codecs, the current single-shared-memory design is optimal: +The current separate-memory design with single-copy transfer is a practical middle ground: -- 0 copies between steps (pointer hand-off via `pointer_store`) -- 0 copies within a step (the library reads/writes the shared memory directly because it is memory 0) +- 1 copy between core wasm steps (ctypes.memmove at ~10 GB/s) +- 0 copies within a step (the library reads/writes its own memory 0 directly) - No toolchain constraints (standard `wasm32-wasip1` compilation works) -- Data segment collision is harmless because only one module is active at a time +- Module instances can coexist (each has its own linear memory) +- No data segment collision (each module writes to its own memory) -Multi-memory would only become worth the complexity if parallel execution of independent DAG branches is needed and the intra-step copy penalty (for library-wrapping codecs) or compile-time `--global-base` coordination is acceptable. +Multi-memory would only become worth the complexity if zero-copy between steps is needed and the intra-step copy penalty (for library-wrapping codecs) or compile-time `--global-base` coordination is acceptable. The current single-copy approach already achieves ~10 GB/s throughput per edge, which is orders of magnitude faster than the canonical ABI path. -## Component Model comparison +## Comparison across approaches -The Component Model provides composability and isolation but at a higher copy cost. Each component has its own linear memory, and the canonical ABI copies data across every component boundary. For a pipeline of N codec steps: +Each approach has different copy characteristics for a pipeline of N codec steps: -| Approach | Copies between steps | -|----------|---------------------| -| Core modules, shared memory (current chonkle) | 0 | -| Component Model, sync `list` (WASI 0.2) | N-1 | -| Component Model, `stream` (WASI 0.3) | N-1 per chunk | +| Approach | Copies between steps | Copy speed | +|----------|----------------------|------------| +| Core modules, separate memories (current chonkle) | 1 per edge (~10 GB/s) | ctypes.memmove | +| Core modules, shared memory (former chonkle design) | 0 | n/a | +| Component Model, sync `list` (WASI 0.2) | 2 per edge (~1.7 MB/s) | canonical ABI | +| Component Model, `stream` (WASI 0.3) | 2 per edge per chunk | canonical ABI | Features that could reduce Component Model copy overhead (caller-supplied buffers, copy-on-write blob resources) are post-0.3.0 or post-MVP with no committed timeline. See [COMPONENT_MODEL.md](COMPONENT_MODEL.md) for more on the Component Model. From 9ab83576f84106f1af89739d4cf4fd96dc31d55d Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Sat, 28 Mar 2026 09:59:15 -0500 Subject: [PATCH 36/52] docs: rewrite DISTRIBUTION.md as an ADR MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Restructures the distribution doc from a comparison-first reference into a decision record: context (three backends and their constraints) → decision → options (compressed to key trade-off each) → rationale → consequences. Removes the redundant comparison table and GitHub Packages section. --- docs/ai/RECENT_CHANGES.md | 340 --------------------------------- docs/ai/REPO_MAP.md | 195 ------------------- docs/ai/SYSTEM_OVERVIEW.md | 316 ------------------------------ docs/internals/DISTRIBUTION.md | 147 +++----------- 4 files changed, 31 insertions(+), 967 deletions(-) delete mode 100644 docs/ai/RECENT_CHANGES.md delete mode 100644 docs/ai/REPO_MAP.md delete mode 100644 docs/ai/SYSTEM_OVERVIEW.md diff --git a/docs/ai/RECENT_CHANGES.md b/docs/ai/RECENT_CHANGES.md deleted file mode 100644 index 82550fe..0000000 --- a/docs/ai/RECENT_CHANGES.md +++ /dev/null @@ -1,340 +0,0 @@ -# Recent Changes - -Only architectural, structural, and workflow changes. Not bug fixes or minor tweaks. - -## March 2026 - -- **Step dict and PreparedPipeline precomputation**: `Pipeline.steps` changed - from `list[StepSpec]` to `dict[str, StepSpec]` with keys in topological - execution order. `Pipeline.execution_order` removed — `list(pipeline.steps)` - gives the same order. `PreparedPipeline.step_by_name` removed (redundant - now that steps is a dict). `PreparedPipeline` gained two precomputed fields: - `encode_only_inputs: Mapping[str, frozenset[str]]` and - `output_ports: Mapping[str, tuple[str, ...]]`, eliminating all - `codec.signature()` calls from the executor. `_execute_forward` and - `_execute_inverted` now take `(prepared, inputs)` instead of 5 unpacked - parameters. Duplicate-name check removed from `_validate_pipeline` (dict - keys from JSON parsing are inherently unique). - -- **Typed pipeline descriptors**: `Pipeline.inputs` changed from - `dict[str, dict[str, Any]]` to `dict[str, InputDescriptor]` and - `Pipeline.constants` changed to `dict[str, ConstantDescriptor]`. Both - are frozen dataclasses in `pipeline.py`. All dict-based access - (`.get("encode_only", False)`, `["value"]`, `.get("type")`) replaced - with attribute access throughout `pipeline.py` and `executor.py`. - -- **Pipeline type safety refactoring**: four changes to `pipeline.py` and - `codecs/_base.py` eliminating stringly-typed patterns. - - `Pipeline` construction fixed: `_validate_pipeline` and `_check_ref` now - take individual fields instead of a `Pipeline` object, allowing validation - and topological sort to run before the frozen dataclass is constructed. - - `WiringRef` parsed at construction: `StepSpec.inputs` is now - `dict[str, WiringRef]` and `Pipeline.outputs` is `dict[str, WiringRef]`, - parsed in `Pipeline.parse()`. `WiringRef.__str__` provides round-trip - formatting. Downstream code uses `.kind`, `.source`, `.port` instead of - string splitting. - - `_validate_signature` split: extracted `_extract_output_types()` for output - port type checking. `_validate_signature` returns `None` (was returning - encode_only set). Consolidated encode_only derivation into `active_inputs` - passed to `_check_input_types`. - - `Signature` dataclass: added `Signature` and `PortDescriptor` frozen - dataclasses to `codecs/_base.py`. `Codec.signature()` returns `Signature` - instead of `dict[str, Any]`. All dict-based signature access replaced with - attribute access. `Signature.from_dict()` converts raw JSON at codec - instantiation. Helper methods: `encode_only_inputs()`, `output_types()`. - -- **Merged parse and prepare into single entry point**: `prepare()`, - `PreparedPipeline`, and all validation functions moved from `executor.py` - to `pipeline.py`. Callers now use `prepare(source, direction) → run()` instead - of `Pipeline.parse() → prepare() → run()`. `Pipeline.parse()` remains as an - internal classmethod. `executor.py` retains only `run()` and DAG execution - helpers. `Codec` import in `pipeline.py` uses `TYPE_CHECKING` and `Resolver` - uses a lazy import inside `prepare()` to avoid circular imports. Updated - `cli.py`, `test_executor.py`, `test_native_codec.py`, and - `bench/chonkle-host/time_codec.py`. - -- **`tools/` package removed**: `embed_signature` CLI moved from - `python -m chonkle.tools.embed_signature` to `chonkle embed-signature` - subcommand in `cli.py`. The `src/chonkle/tools/` package is deleted. - -- **`__init__.py` cleanup**: removed all re-exports from both - `chonkle/__init__.py` and `chonkle/codecs/__init__.py`. Both are now - docstring-only. All internal and test imports point directly at the - defining module (e.g. `from chonkle.codecs._base import Codec`). - -- **Code review refactor**: comprehensive review and cleanup of `src/chonkle/`. - - Split `codecs.py` (620 lines) into `codecs/` package: `_base.py` (ABC, - `PortMap`, `detect_codec_type`), `component.py`, `core.py`, `native.py`, - `__init__.py` (docstring-only). - - Type safety: added `OutputPortMap` type alias for `list[tuple[str, bytes | - CoreWasmRef]]`, widened `Codec.call()` return annotation, removed 4 - `type: ignore` suppressions from executor and codecs. - - `ComponentCodec` caches `Component.from_file()` at init (was re-parsing - per call). `_get_function` became a method (was 6-param module function). - - `CoreWasmCodec` gained `close()` for explicit resource cleanup. - - `PreparedPipeline` gained `step_by_name` field (was recomputed in `run()`). - - `SIGNATURES_DIR` renamed from `_SIGNATURES_DIR` (was cross-module private - import). - - CLI default preference defers to `Resolver` when unspecified (was hardcoded - to `("core", "component")`, missing `"native"`). - - Deleted dead `_select_by_preference` from resolver. Fixed `_resolve_override` - double filesystem read. Tightened `Pipeline.inputs`/`constants` types from - `dict[str, Any]` to `dict[str, dict[str, Any]]`. Fixed `WiringRef.source` - docstring. - -- **Native (numcodecs) integration** (Phase 6 of mixed-codec architecture): - native Python codecs are now the third backend alongside Component Model - and Core Wasm. - - Added `NativeCodec` to `codecs.py`: wraps a numcodecs codec object. - Signature loaded from bundled JSON files in - `src/chonkle/signatures/numcodecs/`. `numcodecs` and `numpy` are optional - dependencies, imported lazily at `NativeCodec` instantiation. Two calling - conventions via `data_format` signature field: `"bytes"` (direct - pass-through) and `"ndarray"` (buffer conversion using `dtype` port). - Non-`bytes` ports are JSON-decoded and passed as constructor kwargs. - For ndarray codecs, `dtype` is tried as a constructor arg first (needed - by `Delta`) with fallback for codecs that do not accept it (`Shuffle`). - - Added `src/chonkle/signatures/numcodecs/` with signature files for: - zlib, gzip, bz2, lzma, zstd, lz4, blosc (bytes-format), delta, shuffle - (ndarray-format). - - Updated `Resolver`: default preference changed from - `("core", "component")` to `("core", "component", "native")`. Resolution - chain step 2 now combines local store entries and native signatures, - selecting by preference. `list_codecs()` includes native entries. - Per-codec overrides can select native implementations. - - Exported `NativeCodec` from `chonkle.__init__`. - - Added `tests/test_native_codec.py`: instantiation tests, bytes-format - round-trips (zlib, gzip, bz2, lzma), ndarray-format round-trips (delta, - shuffle), pipeline integration (single step, chained, mixed with fake - wasm, encode-only handling), resolver native integration tests. - -- **Single-copy optimization** (Phase 5 of mixed-codec architecture): data - transfer between sequential core wasm codec steps now uses a single - `ctypes.memmove` between linear memories instead of two copies through Python. - - Added `CoreWasmRef` dataclass to `codecs.py`: deferred reference to data in - a core wasm module's linear memory. `materialize()` copies to Python bytes - only when needed (e.g., for non-core downstream codecs or final output). - - `CoreWasmCodec.call()` now returns lazy output port-maps: metadata (port - names, lengths) is parsed from linear memory but bulk data stays as - `CoreWasmRef` entries. Input port-maps with `CoreWasmRef` entries are - serialized into the destination module's memory using `_copy_between_memories` - (ctypes.memmove via `Memory.data_ptr()`, with `Memory.read`/`Memory.write` - fallback). - - Added `_deserialize_port_map_lazy()`, `_copy_between_memories()`, and - `_single_copy_transfer()` to `codecs.py`. - - Executor `value_store` widened to `dict[str, bytes | CoreWasmRef]`. - Port-map builders (`_forward_port_map`, `_inverted_port_map`) pass - `CoreWasmRef` values through for core wasm codecs and materialize them for - other backends. `_materialize()` helper resolves final pipeline outputs. - - Exported `CoreWasmRef` from `chonkle.__init__`. - - Added `TestSingleCopyWiring` (mock-based executor materialization tests) and - `TestSingleCopyCorePipeline` (integration tests with real core identity - codec: two-step, three-step chain, inverted execution, lazy output - verification). - -- **Core ABI** (Phase 4 of mixed-codec architecture): core wasm codecs are now - supported as a second backend alongside Component Model codecs. - - Added `CoreWasmCodec` to `codecs.py`: wraps a wasm32-wasi reactor module, - serializes/deserializes port-maps using a binary wire format via - `Memory.read`/`Memory.write`, calls `alloc`/`dealloc`/`encode`/`decode` - exports. Module instance is kept alive for the codec's lifetime so - downstream core codecs can single-copy transfer from its linear memory. - - Added port-map wire format helpers (`_serialize_port_map`, - `_deserialize_port_map`) in `codecs.py`. - - Added `docs/reference/CORE_ABI.md`: normative spec for the core ABI - contract (wire format, required exports, calling convention, error - signaling). Includes C and Rust reference implementations. - - Added `codec/shared/core_abi.h` and `core_abi.c`: C reference - implementation for port-map parse/serialize/find operations. - - Added `codec/identity-core-c/`: identity passthrough codec using the core - ABI (no Component Model lift). C + Zig build producing a core wasm module. - - Updated `Resolver._instantiate_path()` and `_instantiate()` to create - `CoreWasmCodec` for core wasm binaries (was `ValueError`). - - Exported `CoreWasmCodec` from `chonkle.__init__`. - - Added `TestCoreWasmPipeline` in `test_executor.py`: single-step - encode/decode, two-step routing, inverted execution, resolver type - detection. Added `TestPortMapSerialization` in `test_codecs.py`. - -- **Codec resolution and local store** (Phase 3 of mixed-codec architecture): - codec resolution is decoupled from pipeline JSON via a `Resolver` class. - - Added `resolver.py` with `Resolver` class, `CodecEntry` dataclass, and - `_scan_store()`. Resolution chain: explicit paths → per-codec overrides → - local codec store (`~/.chonkle/codecs/{codec_id}/{hash}.wasm`) → pipeline - sources download. Backend preference system (`core` vs `component`). - - `StepSpec` in `pipeline.py` reduced to `name`, `codec_id`, `inputs` only. - Removed `src`, `outputs`, and `encode_only_inputs` from steps. - - `Pipeline` gained `sources: dict[str, str]` field (optional, pipeline-level - codec_id → URI mapping used as advisory fetch hints). - - `executor.py`: `prepare()` now takes `resolver: Resolver | None` instead of - `force_download: bool`. Added `_validate_wiring_against_signatures()` for - deferred output port validation. `_get_encode_only_inputs()` derives - encode-only from codec signatures instead of step declarations. - - CLI: added `chonkle codecs [codec_id]` subcommand and `--codec-store`, - `--preference`, `--override` flags. Removed `--force-download`. - - `Codec` ABC gained `codec_id` and `implementation` abstract properties. - - All pipeline fixture JSONs and test inline dicts updated to remove `src`, - `outputs`, `encode_only_inputs` from steps. Test fixtures use `Resolver(paths={...})` - for codec resolution. - - `__init__.py` exports `Resolver`, `CodecEntry`; removed `resolve_uri`. - -- **Codec wrapper classes and prepare/run split** (Phase 2 of mixed-codec - architecture): the executor is refactored into preparation and execution - phases with a codec abstraction layer. - - Added `codecs.py` with `Codec` ABC, `ComponentCodec`, `detect_codec_type()`, - and `PortMap` type alias. `ComponentCodec` wraps the Component Model - instantiation logic previously in `executor.py` (`_call_component`, - `_get_function`). `detect_codec_type()` reads the 8-byte wasm header to - distinguish core (`01 00 00 00`) from component (`0d 00 01 00`). - - Split `executor.py` into `prepare(pipeline, direction)` → - `PreparedPipeline` and `run(prepared, inputs)` → outputs. `prepare()` - handles URI resolution, codec instantiation, and signature validation. - `run()` performs only DAG execution — no validation. Callers can use - `prepare()` independently to validate without executing. - - `_validate_signature()` now reads from `codec.signature()` (loaded at - codec instantiation) instead of from the wasm file during validation. - - Exported `Codec`, `ComponentCodec`, `PortMap`, `detect_codec_type`, - `PreparedPipeline`, `prepare` from `chonkle.__init__`. - - Updated CLI (`cli.py`) to use `prepare()` + `run()`. - - Added `tests/test_codecs.py` for `detect_codec_type`. Updated - `test_executor.py`: wiring tests use `_FakeCodec` + `PreparedPipeline` - directly (no mocking), signature tests call `prepare()`, COG codec - round-trip tests use `prepare()` + `run()`. - -- **Signature embedding infrastructure** (Phase 1 of mixed-codec architecture): - signatures are now embedded in `.wasm` binaries as `chonkle:signature` custom - sections instead of distributed as `.signature.json` sidecar files. - - Added `wasm_signature.py` — pure-Python reader/writer for the custom section. - `read_signature()`, `read_signature_bytes()`, and `embed_signature()`. - - Added `tools/embed_signature.py` — CLI tool to embed signatures at build time. - - Added `implementation` field to signature format (identifies the specific - build/project, e.g. `"zlib-rs"`, `"tiff-predictor-2-c"`). - - Renamed codec sidecar files from `{name}.signature.json` to `signature.json` - (build input convention, not a distribution artifact). - - Executor `_validate_signature()` now reads from the embedded custom section - via `read_signature()` instead of looking for a sidecar file. - - `wasm_download.py` no longer downloads sidecar files — only the `.wasm` is - fetched. Removed `_derive_signature_url()`. - - Exported `read_signature` and `embed_signature` from `chonkle.__init__`. - -- **Bench and codec infrastructure**: added `bench/` directory with Rust host, - Python host, and chonkle host benchmarks. Added `codec/README.md` documenting - the build process for each codec and shared infrastructure. Added - `codec/identity-c/` passthrough codec for benchmarking. - -- **Codec pipeline tradeoff analysis**: added `docs/reference/comparisons/` with - `CODEC_PIPELINE_TRADEOFFS.md` and `F3_COMPARISON.md`. - -- **`steps` changed from array to named map**: pipeline JSON `steps` field changed - from an array of objects with a `name` field (`[{"name": "step_name", ...}]`) to a - named map keyed by step name (`{"step_name": {...}}`), aligning with protospec. - Updated `pipeline.py` parser, all test inline dicts, and all fixture JSONs. - -- **COG chunk pipeline and tests**: added `codec/zlib-rs/` (Rust zlib codec via - `cargo-component`, `flate2` rust_backend). Added `tests/fixtures/chunks/cog-chunk-0` - (real 1024x1024 uint16 Sentinel-2 tile). Added - `tests/fixtures/pipelines/cog-decode-pipeline.json` (two-step decode: zlib → - tiff-predictor-2) and `cog-encode-pipeline.json` (two-step encode: tiff-predictor-2 - → zlib); removed `zstd-linear.json`. Replaced `zstd_pipeline_json` fixture in - conftest with `cog_chunk`, `cog_decode_pipeline_json`, and `cog_encode_pipeline_json` - fixtures (with real `file://` URIs). Added `TestCogChunkPipeline` in - `test_executor.py` with three tests (decode size, decode type, encode/decode - roundtrip via DAG inversion) gated on `COG_CODECS_REQUIRED` (checks file - existence). Updated `TestParsePipeline` fixture refs. - -- **`_inverted_port_map` fix**: inverted execution now includes constant-wired non-encode_only - inputs in the port map. Previously, codecs with required configuration parameters wired from - constants (e.g. tiff-predictor-2's `bytes_per_sample`, `width`) would receive an empty - port-map in the inverted direction, causing a missing-port error. - -- **Module-level function idiom applied**: in `executor.py`, inlined - `_resolve_uris` and `_store_inverted_outputs` (single-caller helpers) and - dropped the redundant `_build_` prefix from the port-map builders. In - `pipeline.py`, extracted `_validate_pipeline`, `_check_ref`, and - `_topological_sort` from the `Pipeline` class to module-level private - functions. `Pipeline` is now a pure dataclass (fields + `parse()` classmethod - factory); no instance methods or `@staticmethod`s remain on the class. - -- **Pipeline direction inversion**: `run()` gains required positional `direction: - Direction` parameter. `pipeline.direction` is now metadata (authoring direction) - not an execution constraint. Forward execution (`direction == pipeline.direction`) - is unchanged. Inverted execution (`direction != pipeline.direction`) reverses - `execution_order`, calls the opposite WIT function per step, builds port-maps from - `step.outputs` (plus `encode_only_inputs` when calling encode), and routes results - back through `step.inputs` wiring refs. Inverted inputs are keyed by - `pipeline.outputs` names; inverted outputs by `pipeline.inputs` names. CLI gains - optional `--direction` flag (defaults to `pipeline.direction`). `Direction` type - exported from `__init__.py`. - -- **Pipeline JSON schema refined** (`docs/reference/PIPELINE_SCHEMA.md`): schema diverges - from protospec in two newly-implemented ways. (1) Step `outputs` is now an - array of port name strings (`["bytes"]`) instead of a typed object; `pipeline.py` - parser changed from `.keys()` extraction to direct list parsing; all fixture - JSONs and inline test dicts updated. (2) Pipeline-level inputs now support - `encode_only: true`; `executor.py` skips requiring and loading such inputs - when `direction == "decode"`. New tests cover both directions for pipeline-level - `encode_only`. - -- **Pipeline JSON schema aligned with protospec**: four structural - inconsistencies resolved. `Pipeline.inputs` changed from `list[str]` to - `dict[str, Any]` (typed port descriptors). Step `outputs` changed from - `list[str]` in JSON to a typed object; parser extracts keys internally so - `StepSpec.outputs` remains `list[str]`. `constants` values changed from flat - scalars to typed descriptors `{"type": ..., "value": ...}`; executor - serializes `descriptor["value"]`. `configuration` field removed from steps; - `cfg` passed to codec components is always `b"{}"`. All fixture JSONs, tests, - README, and docs/ai/ files updated. - -- **Signature format and validation**: codec signature sidecar format changed from a - flat list format to the protospec codec signature (ports as dict keys with `type`, - `required`, `default`, `encode_only` descriptors). Validation now covers both inputs - and outputs using subset checks. Input validation is direction-aware: `encode_only` - ports are excluded from valid inputs during decode. `_validate_signature` receives - `direction`. `pipeline.py` `_validate()` now checks that every `encode_only_inputs` - entry is declared in `step.inputs`. - -- **DAG pipeline orchestrator**: replaced the linear pipeline model with a full - DAG pipeline. New `pipeline.py` parses pipeline JSON into a `Pipeline` - dataclass, validates wiring references at parse time, and produces a - topologically sorted `execution_order` (Kahn's algorithm). New `executor.py` - drives execution via Wasmtime Component Model, routing named port-map outputs - between steps. Old `pipeline.py` (linear, numcodecs-based) removed. - -- **WIT interface**: added `wit/codec.wit` defining `chonkle:codec@0.1.0` with - the `transform` interface (`encode`/`decode` taking `port-map` and `config` - as `list`). All codecs must implement this interface. Supersedes the ad-hoc - per-codec WIT used by `tiff-predictor-2-python`. - -- **`wasm_download.py` extended**: added `resolve_uri()` consolidating URI - resolution previously scattered in `wasm_runner.py`. Supports `file://` and - `https://`; raises `NotImplementedError` for `oci://` (not yet implemented). - -- **Signatures required + auto-downloaded**: codec signatures (`.signature.json` - sidecar alongside `.wasm`) are now required. `_validate_signature()` raises - `FileNotFoundError` if the sidecar is absent. Naming convention changed from - `{stem}.json` to `{stem}.signature.json`. `download_https()` now derives the - signature URL from the `.wasm` URL and downloads both atomically. `download_oci()` - verifies that the OCI artifact contains a `.signature.json` layer and raises - `ValueError` if absent. OCI support implemented in `resolve_uri()` (was - `NotImplementedError`); `_derive_signature_url()` and `_download_url_to()` helpers - added to `wasm_download.py`. - -- **Removed numcodecs/numpy**: `codecs.py` (TiffPredictor2, BytesCodec) and - `wasm_runner.py` removed. All codecs are now Wasm components; no Python/ - numcodecs codecs remain. `numcodecs` and `numpy` removed from dependencies. - -- **Test fixtures**: replaced binary chunk fixtures (`tests/fixtures/chunks/`) - with programmatically generated test data in `conftest.py`. Pipeline JSON - fixtures added at `tests/fixtures/pipelines/` (zstd-linear, page-split-dag). - -- **CLI replaced**: `chonkle encode`/`chonkle decode` commands (array-centric) - replaced by `chonkle run --pipeline … --input name=file` (format-agnostic). - -## February 2026 - -- **COG extraction** (98741d4): removed entire `cog/` subpackage. COG - functionality now lives in the external `chunk-utils` repo. -- **Module flattening** (db43fd0): moved `chonkle.decode.*` to top-level - `chonkle.*`. The `decode/` subdirectory no longer exists. -- **Encode support** (db43fd0): added `encode()` to the pipeline (now removed). -- **WASM download system** (e459be5): added `wasm_download.py`. -- **Python version** (3ebacbb): minimum lowered from 3.14 to 3.13. diff --git a/docs/ai/REPO_MAP.md b/docs/ai/REPO_MAP.md deleted file mode 100644 index 182d525..0000000 --- a/docs/ai/REPO_MAP.md +++ /dev/null @@ -1,195 +0,0 @@ -# Repository Map - -## WIT — `wit/` - -- **codec.wit** — WIT interface definition for all codec components: - `chonkle:codec@0.1.0`, world `codec`, interface `transform` with `encode` - and `decode` functions. All codecs implement this interface. - -## Codecs — `codec/` - -Each codec directory contains a `.wasm` binary (Component Model or core) with an -embedded `chonkle:signature` custom section, a `signature.json` build input, and -its build source. `codec/README.md` documents the build process for each codec. - -### Built - -- **tiff-predictor-2-c/** — TIFF horizontal differencing, C + Zig build, - Component Model Wasm. Ports: `bytes` in (+ `bytes_per_sample` + `width`, - both required), `bytes` out. Build: `zig cc` → wasm32-wasi core module → - `wasm-tools component new` with WASI adapter to produce Component Model. -- **zlib-rs/** — zlib compress/decompress, Rust via `cargo-component` with - `wit-bindgen-rt`. Implements `Guest` trait from WIT bindings. Ports: - `bytes` in (+ optional `level` encode-only, default 6), `bytes` out. - Build: `cargo component build --target wasm32-wasip2 --release`. -- **identity-c/** — passthrough codec for benchmarking (Component Model). - `encode`/`decode` are no-ops: output `bytes` = input `bytes`. Same C + Zig - toolchain as tiff-predictor-2-c. -- **identity-core-c/** — passthrough codec for benchmarking (Core Wasm). - Uses the core ABI binary port-map wire format instead of the Component Model - canonical ABI. C + Zig build, no Component Model lift step. Exports `memory`, - `alloc`, `dealloc`, `encode`, `decode`. - -### Shared infrastructure - -- **shared/** — WIT-generated canonical ABI C bindings (`codec.h`, `codec.c`) - and `codec_component_type.o`; used by Component Model C+Zig codecs. - Core ABI C helpers (`core_abi.h`, `core_abi.c`) for core wasm codecs; - provides port-map parse/serialize/find functions. Regenerate WIT bindings - with `wit-bindgen c wit/ --world codec --out-dir codec/shared/`. -- **wasi_snapshot_preview1.reactor.wasm** — WASI preview1 → preview2 adapter - for lifting wasm32-wasi core modules to Component Model at build time. - From wasmtime v41.0.0 GitHub release. - -### Planned - -- **zstd-rs/** — zstd encode/decode, Rust -- **page-split-rs/** — byte-range splitter, Rust, fan-out (1 input, 3 outputs) - -## Source — `src/chonkle/` - -Core library. `__init__.py` files are docstring-only; import from the -defining module directly (e.g. `from chonkle.pipeline import prepare`). - -- **pipeline.py** — DAG pipeline parsing, validation, and preparation. Entry - point: `prepare(source, direction, *, resolver=None)` → `PreparedPipeline`. - Parses pipeline JSON into a `Pipeline` dataclass, validates wiring - references, topologically sorts steps (stored as `dict[str, StepSpec]` in - topo order), resolves codec_ids via `Resolver`, validates wiring against - codec signatures, and validates all step signatures. `PreparedPipeline` - precomputes `encode_only_inputs` and `output_ports` per step. - Key types: `Pipeline`, `PreparedPipeline`, `StepSpec`, `WiringRef`, - `InputDescriptor`, `ConstantDescriptor`. -- **codecs/** — Codec wrapper package. `__init__.py` is docstring-only; - import from submodules directly. Submodules: - - **codecs/_base.py** — `Codec` ABC with `call(direction, port_map)` and - `signature()`. `Signature` and `PortDescriptor` frozen dataclasses for - typed codec signatures. `PortMap` type alias, `SIGNATURES_DIR`, - `CODEC_TRANSFORM_IFACE`, `detect_codec_type()`. - - **codecs/component.py** — `ComponentCodec`: wraps a Component Model - component. Caches `Component.from_file()` at init time. - - **codecs/core.py** — `CoreWasmCodec`: wraps a core wasm32-wasi reactor - module (binary port-map serialization, `alloc`/`dealloc` calls). Returns - `CoreWasmRef` entries (lazy output) and accepts them as input (single-copy - via `ctypes.memmove`). `close()` releases the store and linear memory. - `OutputPortMap` type alias. Port-map wire format helpers. Cross-module - transfer: `_copy_between_memories`, `_single_copy_transfer`. - - **codecs/native.py** — `NativeCodec`: wraps a numcodecs codec (lazy import, - signature from bundled JSON, bytes and ndarray calling conventions). - Key types: `Codec`, `ComponentCodec`, `CoreWasmCodec`, `NativeCodec`, - `CoreWasmRef`, `PortMap`, `OutputPortMap`, `Signature`, `PortDescriptor`. -- **resolver.py** — Codec resolution and local store. `Resolver` maps - codec_ids to `Codec` instances via: explicit paths → per-codec overrides → - local store and native (selected by preference) → pipeline sources - download. Default preference: `["core", "component", "native"]`. - `CodecEntry` holds store metadata. `_scan_store()` indexes the local store. - `_has_native_signature()` checks for bundled native signatures. - `list_codecs()` includes both wasm and native entries. - Key types: `Resolver`, `CodecEntry`. -- **executor.py** — DAG execution via `Codec` wrappers. Entry point: - `run(prepared, inputs)` → output dict. Executes the DAG via - `_execute_forward(prepared, inputs)` / `_execute_inverted(prepared, inputs)`. - `value_store` holds `bytes | CoreWasmRef`; port-map builders materialize - refs for non-core codecs, pass through for core codecs. Encode-only sets - and output ports come from precomputed `PreparedPipeline` fields. - `_materialize()` resolves final outputs. Key internals: `value_store`, - `_forward_port_map`, `_inverted_port_map`, `_materialize`. -- **wasm_download.py** — codec URI resolution and fetch cache. `resolve_uri()` - handles `file://`, `https://`, and `oci://`. Downloads only the `.wasm` file - (signatures are embedded). `download_https()` and `download_oci()` store - downloaded files locally keyed by SHA-256 or OCI reference. Respects - `CHONKLE_CACHE_DIR` and `CHONKLE_FORCE_DOWNLOAD` env vars. -- **wasm_signature.py** — pure-Python reader/writer for the `chonkle:signature` - custom section in Wasm binaries. `read_signature()` reads from file, - `read_signature_bytes()` from in-memory bytes, `embed_signature()` appends or - replaces the section. Works with both core and Component Model binaries. -- **cli.py** — `chonkle run` command. Accepts `--pipeline`, `--input NAME=FILE`, - `--output NAME=FILE`, `--codec-store`, `--preference`, `--override`. - `chonkle codecs [codec_id]` subcommand lists installed implementations. - `chonkle embed-signature ` embeds a signature into a - `.wasm` binary (build-time tool). -- **signatures/numcodecs/** — Bundled signature JSON files for native - (numcodecs) codecs. One file per supported codec (e.g., `zlib.json`, - `gzip.json`, `delta.json`). Each includes the standard signature fields - plus `data_format` (`"bytes"` or `"ndarray"`). Adding support for a new - numcodecs codec requires only adding a JSON file here. - -## Tests — `tests/` - -pytest-based. Network tests require `--run-network` flag. - -- **test_pipeline.py** — pipeline parsing, wiring validation, topological sort -- **test_codecs.py** — `detect_codec_type()` binary header detection tests -- **test_executor.py** — executor wiring logic (fake codec instances), signature - validation via `prepare()`, URI resolution integration, - CODEC_REQUIRED codec round-trip tests via `prepare()` + `run()`, - single-copy wiring tests (`TestSingleCopyWiring` with mock refs, - `TestSingleCopyCorePipeline` with real core identity codec) -- **test_native_codec.py** — `NativeCodec` instantiation, bytes-format codecs - (zlib, gzip, bz2, lzma round-trips), ndarray-format codecs (delta, shuffle - round-trips), native steps in DAG pipelines, mixed native+wasm pipelines, - encode-only parameter handling, resolver native integration -- **test_wasm_download.py** — cache behavior, HTTPS and OCI download mocking, - force-redownload -- **test_wasm_signature.py** — custom section reader/writer tests: round-trip - embed+read, error handling, real codec file validation -- **conftest.py** — pytest fixtures (`raw_chunk`, `page_split_input`, `cog_chunk`, - `cog_decode_pipeline_json`, `cog_encode_pipeline_json`, `page_split_pipeline_json`, - `cog_codec_resolver`), `--run-network` option - -## Test Fixtures — `tests/fixtures/pipelines/` - -Pipeline JSON files for testing and demonstration: - -- **cog-decode-pipeline.json** — two-step COG decode pipeline: zlib → tiff-predictor-2 -- **cog-encode-pipeline.json** — two-step COG encode pipeline: tiff-predictor-2 → zlib -- **page-split-dag.json** — fan-out DAG: page-split + three identity codec steps - -## Demo — `demo/` - -- **chonkle-pipeline.ipynb** — end-to-end demo notebook -- **tiff-predictor-2-c.wasm** — pre-compiled Wasm module for the demo -- **README.md** — setup and run instructions - -## Docs — `docs/` - -- **README.md** — docs index with links to all sub-sections -- **CODEC_RUNTIME.md** — how the executor loads and calls a Wasm codec component -- **wasm/** — general Wasm knowledge base (not project-specific): - - **OVERVIEW.md**, **WASI.md**, **MEMORY.md**, **WIT.md**, **COMPONENT_MODEL.md**, - **WIT_RESOURCES.md** (handles, own vs borrow, handle tables, resource-sharing - patterns, and why resources don't reduce copy counts in chonkle's pipeline) -- **internals/** — architectural decision records and internals: - - **DISTRIBUTION.md** — remote storage options for `.wasm` files - - **DATA_COPIES.md** — copy-count accounting, edge-type table, and analysis of copy-reduction approaches - - **CANONICAL_ABI_PERF.md** — measured throughput of the Python canonical ABI binding vs. native host - - **CACHING.md** — fetch cache and wasmtime compilation cache design -- **reference/** — normative reference documents: - - **CODEC_CONTRACT.md** — codec contract (ports, WIT interface, sidecar requirements) - - **CORE_ABI.md** — core ABI contract (port-map wire format, required exports, calling convention, C and Rust reference implementations) - - **PIPELINE_SCHEMA.md** — pipeline JSON schema reference - - **protospec/PROTOSPEC.md** — upstream protospec (informational) - - **protospec/PROTOSPEC_NOTES.md** — notes on where chonkle diverges from protospec - - **comparisons/CODEC_PIPELINE_TRADEOFFS.md** — codec pipeline tradeoff analysis - - **comparisons/F3_COMPARISON.md** — comparison with F3 - -## Docs — `docs/ai/` - -Persistent AI context files. Read by Claude Code at conversation start. - -## Bench — `bench/` - -See `bench/README.md` for usage. - -- **rust-host/** — standalone Rust crate, `wasmtime-rs 41` typed bindings. - `cd bench/rust-host && cargo build --release && cargo run --release` -- **python-host/time_abi_raw.py** — raw wasmtime-py call, bypasses chonkle - executor. PEP 723 inline deps (`wasmtime==41.*`). - `uv run bench/python-host/time_abi_raw.py` -- **chonkle-host/time_codec.py** — drives the chonkle executor across codec - types and sizes. PEP 723 inline dep (`chonkle @ ../..`). - `uv run bench/chonkle-host/time_codec.py` - -## CI — `.github/workflows/` - -- **ci.yml** — lint job (pre-commit on Python 3.14) + test matrix (3.13, 3.14) diff --git a/docs/ai/SYSTEM_OVERVIEW.md b/docs/ai/SYSTEM_OVERVIEW.md deleted file mode 100644 index 7b17530..0000000 --- a/docs/ai/SYSTEM_OVERVIEW.md +++ /dev/null @@ -1,316 +0,0 @@ -# System Overview - -## Purpose - -chonkle is a Wasm codec pipeline library. Pipelines are DAGs of codec steps, -each implemented as a Wasm Component Model component. The Python orchestrator -parses pipeline JSON, validates wiring, topologically sorts steps, and drives -execution via wasmtime-py's Component Model API. - -Part of the NASA-IMPACT VEDA / cylf-dev ecosystem for satellite imagery processing. - -## Architecture - -Pipeline DAG design where each execution is driven by a pipeline JSON file: - -- **Parsing and preparation**: `pipeline.py` parses JSON into a validated - `Pipeline` dataclass with topologically sorted steps, resolves codec_ids - via `Resolver`, validates wiring against codec signatures, and returns a - `PreparedPipeline`. Single entry point: `prepare(source, direction)` -- **Codec wrapper classes** (`codecs/`): `Codec` ABC normalizes different - backends. `ComponentCodec` wraps a Component Model component. - `CoreWasmCodec` wraps a core wasm32-wasi reactor module using the binary - port-map wire format. `NativeCodec` wraps a numcodecs codec object, - loading its signature from bundled JSON files in - `src/chonkle/signatures/numcodecs/`. `numcodecs` and `numpy` are optional - dependencies, imported lazily at `NativeCodec` instantiation. - `NativeCodec` supports two calling conventions via the `data_format` - signature field: `"bytes"` (pass-through) and `"ndarray"` (buffer - conversion using a `dtype` port). Non-`bytes` ports are JSON-decoded and - passed as constructor kwargs to the numcodecs codec. - `CoreWasmCodec.call()` returns lazy output port-maps - with `CoreWasmRef` entries (deferred references to data in linear memory). - When a downstream codec is also a `CoreWasmCodec`, data transfers use - `ctypes.memmove` via `Memory.data_ptr()` for single-copy between linear - memories. Non-core downstream codecs receive materialized bytes. - `detect_codec_type()` reads the 8-byte wasm header to distinguish core vs - component model binaries. Port-map serialization helpers - (`_serialize_port_map`, `_deserialize_port_map`, `_deserialize_port_map_lazy`) - implement the core ABI wire format. `_copy_between_memories` and - `_single_copy_transfer` handle cross-module data transfer. -- **Resolution** (`resolver.py`): `Resolver` maps codec_ids to `Codec` instances. - Resolution chain: explicit paths → per-codec overrides → local codec store - and native (combined, selected by preference) → pipeline sources (download - and install). Default preference: `["core", "component", "native"]`. - Native codecs are discovered from bundled signature files. Backend - preference system selects among multiple implementations. Key types: - `Resolver`, `CodecEntry`. -- **Execution** (`executor.py`): `run()` takes a `PreparedPipeline` and inputs, - executes the DAG by calling `codec.call(direction, port_map)` for each step. - Data flows between steps through `value_store: dict[str, bytes | CoreWasmRef]` - — core wasm codec outputs remain as deferred references in linear memory - until consumed. Port-map builders materialize `CoreWasmRef` for non-core - downstream codecs and pass them through for core downstream codecs (enabling - single-copy transfer). Final pipeline outputs are always materialized to - bytes. -- **Codec interface** (Component Model): each component implements - `chonkle:codec/transform@0.1.0` (defined in `wit/codec.wit`), exporting - `encode` and `decode` functions that take a `port-map` (list of named byte - buffers) and return a `result`. -- **Port routing** (v1): each codec step has exactly one data input port and one - data output port, both named `"bytes"`. Constants are JSON-encoded and passed - through port-maps alongside data ports. `value_store` maps wiring refs to - `bytes` values. Fan-out (a step producing multiple distinct data ports) is - deferred. -- **Direction**: `pipeline.direction` records which direction the DAG was authored - in (by convention, `"decode"`). The caller always specifies a runtime direction - when calling `prepare()` / `run()`. When `direction == pipeline.direction`, execution is - forward (current order, `encode`/`decode` function). When they differ, execution - is inverted: steps run in reversed topological order, the opposite function is - called, `value_store` is seeded from `pipeline.outputs`, and results are - routed back through `step.inputs` wiring refs. - -## Subsystems - -- **pipeline** (`pipeline.py`): parse, validate, and prepare pipelines for - execution. Entry point: `prepare(source, direction, *, resolver=None)` → - `PreparedPipeline`. Internally: `Pipeline.parse()` (structural validation, - wiring refs parsed into `WiringRef` at construction, topological sort via - Kahn's algorithm), codec resolution via `Resolver`, wiring validation - against codec signatures, signature validation. `StepSpec.inputs` and - `Pipeline.outputs` hold pre-parsed `WiringRef` objects (not raw strings). - `Pipeline.steps` is a `dict[str, StepSpec]` with keys in topological - execution order (no separate `execution_order` field). - `PreparedPipeline` precomputes `encode_only_inputs` and `output_ports` - per step, eliminating `codec.signature()` calls from the executor. - Validation uses `Signature` attributes directly. Key types: `Pipeline`, - `PreparedPipeline`, `StepSpec`, `WiringRef`, `InputDescriptor`, - `ConstantDescriptor` -- **codecs** (`codecs/`): codec wrapper package. `Codec` ABC defines the - `call(direction, port_map)` and `signature()` interface. `ComponentCodec` - wraps a Wasmtime Component Model component (instantiation, WIT function - lookup, encode/decode call). `CoreWasmCodec` wraps a core wasm32-wasi - reactor module (instantiation, binary port-map serialization via - `Memory.read`/`Memory.write`, `alloc`/`dealloc`/`encode`/`decode` calls). - `NativeCodec` wraps a numcodecs codec object (lazy import, signature from - bundled JSON, bytes and ndarray calling conventions via `data_format`). - The core wasm instance is kept alive for the codec's lifetime so downstream - core codecs can single-copy transfer from its linear memory. `CoreWasmRef` - is a deferred reference to data in a core module's linear memory — bulk - data stays in-place until materialized or single-copied. `CoreWasmCodec` - returns `CoreWasmRef` entries from `call()` (lazy output parsing) and - accepts them as input (single-copy via `ctypes.memmove`). - `detect_codec_type()` reads the wasm binary header to distinguish core - (`01 00 00 00`) from component (`0d 00 01 00`). - `Signature` and `PortDescriptor` frozen dataclasses provide typed codec - signatures; `Signature.from_dict()` converts raw JSON at codec - instantiation. `Codec.signature()` returns `Signature`. - Key types: `Codec`, `ComponentCodec`, `CoreWasmCodec`, `NativeCodec`, - `CoreWasmRef`, `PortMap`, `Signature`, `PortDescriptor` -- **resolver** (`resolver.py`): codec resolution and local store. `Resolver` - maps codec_ids to `Codec` instances via a resolution chain: explicit paths → - per-codec overrides → local store and native (selected by preference) → - pipeline sources download. Default preference: - `["core", "component", "native"]`. `_scan_store()` indexes the local codec - store directory. `_has_native_signature()` checks for bundled native - signatures. `list_codecs()` includes both wasm and native entries. - `CodecEntry` holds store metadata. Key types: `Resolver`, `CodecEntry`. -- **executor** (`executor.py`): execute a prepared pipeline. Entry point: - `run(prepared, inputs)` → outputs. `_execute_forward(prepared, inputs)` / - `_execute_inverted(prepared, inputs)` (split by direction, both use - `value_store: dict[str, bytes | CoreWasmRef]`; encode-only sets and - output ports come from precomputed `PreparedPipeline` fields, not - `codec.signature()` calls). `_forward_port_map()` / - `_inverted_port_map()` (build port-maps from value_store, materializing - `CoreWasmRef` for non-core codecs, passing through for core codecs). - `_materialize()` resolves deferred refs to bytes for final outputs -- **wasm_download** (`wasm_download.py`): resolve codec URIs to local paths and - cache remote downloads. `resolve_uri()` handles `file://`, `https://`, and - `oci://`. Downloads only the `.wasm` file (signatures are embedded as custom - sections). Cache keyed by SHA-256 of URL (HTTPS) or reference path (OCI). - Respects `CHONKLE_CACHE_DIR` and `CHONKLE_FORCE_DOWNLOAD` env vars. -- **wasm_signature** (`wasm_signature.py`): pure-Python reader and writer for the - `chonkle:signature` custom section in Wasm binaries. `read_signature()` reads - from a file path, `read_signature_bytes()` from in-memory bytes, - `embed_signature()` appends or replaces the section. Works with both core and - Component Model binaries. No wasmtime dependency. -- **cli** (`cli.py`): `chonkle run --pipeline pipeline.json --input name=file` - command with `--codec-store`, `--preference`, `--override` flags for - resolver configuration. `chonkle codecs [codec_id]` subcommand lists - installed codec implementations. `chonkle embed-signature ` - embeds a signature JSON file into a `.wasm` binary as a `chonkle:signature` - custom section (build-time tool). - -## Codec Interface (Component Model WIT) - -```wit -package chonkle:codec@0.1.0; - -interface transform { - type port-name = string; - type port-map = list>>; - - encode: func(inputs: port-map) -> result; - decode: func(inputs: port-map) -> result; -} - -world codec { - export transform; -} -``` - -Defined in `wit/codec.wit`. Component Model codecs implement this interface. -The executor locates functions via the `chonkle:codec/transform@0.1.0` -interface key in the component's exports. - -## Codec Interface (Core ABI) - -Core wasm codecs are wasm32-wasi reactor modules exporting: - -- `memory: Memory` — linear memory -- `alloc: func(size: i32) -> i32` — allocate bytes -- `dealloc: func(ptr: i32, size: i32)` — free bytes -- `encode: func(ptr: i32, len: i32) -> i64` — encode operation -- `decode: func(ptr: i32, len: i32) -> i64` — decode operation - -Port-maps are serialized to a binary wire format (little-endian u32 lengths, -UTF-8 names, raw data). Return value packs `(output_ptr << 32) | output_len`. -Error is signaled by returning `0`. Full spec in `docs/reference/CORE_ABI.md`. - -## Pipeline JSON Schema - -```json -{ - "codec_id": "my-pipeline", - "direction": "encode", - "inputs": {"bytes": {"type": "bytes"}}, - "constants": {"level": {"type": "int", "value": 3}}, - "sources": {"some-codec": "oci://ghcr.io/example/some-codec:v1"}, - "outputs": {"bytes": "step_name.port_name"}, - "steps": { - "step_name": { - "codec_id": "some-codec", - "inputs": {"bytes": "input.bytes", "level": "constant.level"} - } - } -} -``` - -Field notes: - -- `codec_id` at the pipeline level is required (a pipeline is itself a codec per protospec) -- Each step's key in the `steps` object is the unique DAG node identifier; used in wiring references; must be unique within the pipeline -- `codec_id` within each step is the logical codec identifier; the same codec may appear as multiple steps with different keys -- `sources` (pipeline level, optional) maps codec_ids to download URIs; used as advisory fetch hints by the `Resolver` when a codec is not in the local store -- Wiring reference forms: `input.`, `constant.`, `.` -- `inputs` (pipeline level) are typed dicts: `{"port": {"type": "..."}}`. Step inputs are `port_name → wiring_ref_string`. Step output ports are not declared in the pipeline; they come from codec signatures and are validated at `prepare()` time. -- `constants` are typed descriptors: `{"name": {"type": "...", "value": ...}}`; type info is stored but not validated (PoC scope) -- `encode_only` is a property of codec signature input ports, not the pipeline; the executor derives encode-only sets from signatures at `prepare()` time -- `configuration` field is absent; all codec parameters flow through port-maps via constants (JSON-encoded as bytes in the port-map) - -## Codec Signature (Embedded Custom Section) - -Each `.wasm` binary contains a `chonkle:signature` custom section with the -protospec codec signature as JSON. **Required** — `_validate_signature()` raises -`ValueError` if absent. The signature is embedded at build time using -`chonkle embed-signature`. Source `signature.json` files in each -codec's source directory are build inputs (not distribution artifacts). - -```json -{ - "codec_id": "zstd", - "implementation": "zstd-rs", - "inputs": { - "bytes": {"type": "bytes", "required": true}, - "level": {"type": "int", "required": false, "default": 3, "encode_only": true} - }, - "outputs": { - "bytes": {"type": "bytes"} - } -} -``` - -The `implementation` field identifies the specific build/project that produced -the binary. It is set by the implementer at build time. - -The `.signature.json` sidecar convention is eliminated — signatures are read -directly from the `.wasm` binary via `read_signature()` in `wasm_signature.py`. -Downloads (`https://`, `oci://`) fetch only the `.wasm` file. - -Validation rules: - -- Both inputs and outputs use **subset checks** — the step need not use every port - the codec declares -- Input validation is **direction-aware**: ports marked `encode_only: true` are - excluded from the valid input set when running in decode direction -- Active step inputs = `step.inputs.keys() - encode_only_inputs` (the executor - already skips encode_only_inputs during decode) - -## Codec Cache - -Two distinct layers: - -1. **Fetch cache** (`wasm_download.py`): stores downloaded `.wasm` files locally. - Keyed on SHA-256 of URL. Only the `.wasm` is fetched (signatures are - embedded). Controlled by `CHONKLE_CACHE_DIR` and `CHONKLE_FORCE_DOWNLOAD`. -2. **Compilation cache**: wasmtime's built-in disk cache for compiled `.cwasm` - artifacts. Enabled via `wasmtime.Config().cache = True`. Managed by wasmtime. - -## Major Rules - -- Three codec backends are implemented: Component Model Wasm - (`ComponentCodec`), Core Wasm (`CoreWasmCodec`), and native Python - (`NativeCodec`). All use the `Codec` ABC. Core wasm codecs use the binary - port-map wire format (see `docs/reference/CORE_ABI.md`) instead of the - Component Model canonical ABI. Native codecs wrap numcodecs objects; - `numcodecs` and `numpy` are optional dependencies imported lazily. -- Each codec step has exactly one data input port and one data output port, - both named `"bytes"` (v1 scope; write fan-out deferred) -- `encode_only` is derived from codec signatures at `prepare()` time, not - declared in pipeline JSON. Encode-only inputs are omitted from port-maps on - `decode` calls; included on `encode` calls (even when inverted). -- Constants are JSON-encoded as bytes and passed through port-maps alongside - data ports -- Wiring validation is split: step existence and input/constant refs are - checked at parse time; step output port refs are validated at `prepare()` time - against codec signatures. Signature validation runs in a pre-execution pass - (all steps validated before any component is called). -- Signatures are embedded in `.wasm` binaries as `chonkle:signature` custom - sections; execution raises `ValueError` if absent -- `http://` URIs raise `ValueError`; `file://`, `https://`, `oci://` are supported -- Pipeline inversion (encode ↔ decode DAG reversal) is implemented: pass `direction` opposite to `pipeline.direction` to `run()` - -## Development - -- **Package manager**: uv (lock file: `uv.lock`) -- **Build backend**: hatchling -- **Python**: >= 3.13, CI tests on 3.13 and 3.14 -- **Linting/formatting**: ruff (extensive rule set) -- **Type checking**: mypy (`ignore_missing_imports = true`) -- **Testing**: pytest -- **Pre-commit**: ruff check, ruff format, mypy, yaml/toml validation -- **CI**: GitHub Actions — lint job (Python 3.14) + test matrix (3.13, 3.14) -- **Runtime deps**: wasmtime, oras - -## Testing - -- Tests that require compiled codec `.wasm` files are marked `CODEC_REQUIRED` - (`skipif(True, ...)`) and will not pass until codecs are built -- Network tests gated behind `--run-network` / `@pytest.mark.network` -- Test data is generated programmatically in `conftest.py` (no binary blobs) - -## Writing Style - -- Avoid qualitative claims without data: do not use "significant", "dramatic", - "substantial", "greatly" unless backed by measurements or statistical analysis -- State facts directly without editorializing -- Skip self-congratulatory language in commit messages, code comments, and docs -- Use as few contractions as possible - -## Maintenance - -- Update this file when subsystems change or new patterns are established -- Update `REPO_MAP.md` when adding/removing directories or modules -- Update `RECENT_CHANGES.md` when making architectural changes (not bug fixes). - Prune entries older than ~3 months or when the file exceeds ~15 items. -- Keep all docs/ai/ files scannable: bullets over paragraphs, minimal code blocks diff --git a/docs/internals/DISTRIBUTION.md b/docs/internals/DISTRIBUTION.md index ac3e542..74f0e47 100644 --- a/docs/internals/DISTRIBUTION.md +++ b/docs/internals/DISTRIBUTION.md @@ -1,140 +1,55 @@ -# Remote Storage Options for .wasm Files +# Codec Distribution Strategy -This document compares approaches for making `.wasm` build artifacts publicly available for download. +## Context -## GitHub Releases +Chonkle produces three kinds of codec backends: -Releases let you attach binary assets to tagged versions of a repository. +- **Component Model Wasm** — compiled to a Component Model component binary with a typed WIT interface +- **Core Wasm** — compiled to a plain wasm module using a binary port-map wire format with raw `alloc`/`dealloc`/`encode`/`decode` exports; ABI is incompatible with the Component Model +- **Native** — Python numcodecs wrappers; distributed as Python packages through standard Python packaging, not as Wasm artifacts -### How it works +This document covers distribution of the two Wasm backends only. -1. Tag a version in the repo (e.g., `v0.1.0`) -2. CI builds the `.wasm` file -3. CI creates a release and attaches the `.wasm` as an asset using `gh release create` or the `softprops/action-gh-release` action +## Decision -Download URL follows a predictable pattern: +Publish Wasm codec artifacts to **GitHub Releases** (as release assets) and **GHCR** (as OCI artifacts) in parallel. Defer distribution via warg / wa.dev until the tooling matures. -```text -https://github.com/{owner}/{repo}/releases/download/{tag}/file.wasm -``` +## Options considered -The latest release can be queried via the GitHub API. +### GitHub Releases -### Pros +Attach `.wasm` files as assets to tagged releases via CI (`gh release create` or `softprops/action-gh-release`). Download URL follows a predictable pattern; no authentication required for public repos. Consumers fetch with a plain HTTP GET. -- Simple HTTP GET to download — no special tooling needed on the consumer side -- Trivial CI setup -- No authentication required for public repos -- Versioned naturally via git tags -- 2 GB per file limit +**Key trade-off:** zero consumer tooling requirement, but no registry semantics — no namespacing, media types, or manifest metadata. Not where the Wasm ecosystem is heading. -### Cons +### GitHub Container Registry (GHCR) with OCI artifacts -- Not a registry — no standardized discovery, search, or metadata beyond what GitHub provides -- No concept of namespaces, media types, or multi-artifact manifests -- Consumers must know the exact repo and tag to fetch from +Push `.wasm` files as OCI artifacts to `ghcr.io` using [`oras`](https://oras.land/). Anonymous pulls for public packages; supports rich metadata via OCI manifests. OCI is the distribution substrate the broader Wasm ecosystem is converging on — wasmCloud, Spin, and Bytecode Alliance tooling all use it. -## GitHub Packages (language-specific registries) +**Key trade-off:** consumers need an OCI client rather than a plain HTTP GET, and the Python OCI client ecosystem is less mature. The complexity is real but bounded. -GitHub Packages is an umbrella that hosts several package registries: npm, Maven, NuGet, and a Docker/OCI registry. The Docker/OCI registry is **GitHub Container Registry (GHCR)**, which is covered separately below because it works fundamentally differently — it supports arbitrary binary artifacts and anonymous public access. This section covers the language-specific registries only. +### warg / wa.dev -### How it works +The Bytecode Alliance's [warg](https://warg.io/) registry protocol, with [wa.dev](https://wa.dev/) as the public instance. Built around the Component Model: artifacts are expected to be component binaries that declare typed WIT interfaces; packages are addressed as `namespace:name@version`. Built on OCI transport; higher-level registries like wa.dev build the Component Model protocol on top of it. Active tooling lives in [`wasm-pkg-tools`](https://github.com/bytecodealliance/wasm-pkg-tools) (`wkg` CLI). -The language-specific registries have no generic binary support. To use them for `.wasm` files, you would need to wrap the artifact in a supported package format — for example, publishing an npm package that contains the `.wasm` file, which consumers would install via npm/yarn. +**Key trade-off:** the most semantically correct home for Component Model codecs, but the original warg registry implementation is no longer actively developed and the tooling is early-stage. Core Wasm codecs are incompatible with the Component Model ABI and cannot be published here regardless of tooling maturity. -### Pros +### GitHub Packages (language-specific registries) -- Integrates with existing package manager workflows if consumers already use npm, Maven, etc. -- Scoped to the repository that published it -- Free for public repos +npm, Maven, NuGet, etc. No native support for generic binary artifacts — distribution would require wrapping `.wasm` files in a language-specific package format. Not applicable. -### Cons +## Rationale -- No native support for generic binary artifacts — you must shoehorn `.wasm` into a package format -- npm packages require `npm install` to consume, adding a Node.js dependency for non-JS consumers -- Most GitHub Packages registries require authentication even for public packages (Docker/GHCR is the exception) -- Adds unnecessary packaging overhead and complexity for a single `.wasm` file +The dual Releases + GHCR approach covers both consumption patterns that matter today: -## GitHub Container Registry (GHCR) with OCI Artifacts +- Releases provides a zero-friction path for consumers who just need to download a file +- GHCR aligns with the ecosystem trajectory and supports richer metadata -GHCR (`ghcr.io`) is the OCI-compliant registry within GitHub Packages. While technically part of the same product, it behaves very differently from the language-specific registries above: it supports arbitrary OCI artifacts (not just Docker images), allows anonymous pulls for public packages, and is scoped to orgs/users rather than individual repos. +warg / wa.dev is the right long-term home for Component Model codecs specifically, but migrating to it requires both tooling maturity and a decision about how to handle Core Wasm codecs (which are ineligible). Until that is resolved, a format-agnostic mechanism is necessary anyway. -OCI is the distribution substrate the broader Wasm ecosystem is converging on; higher-level registries like warg/wa.dev build the Component Model registry protocol on top of it. +## Consequences -### How it works - -1. CI builds the `.wasm` file -2. Push the `.wasm` as an OCI artifact using a tool like [`oras`](https://oras.land/): - -```bash -oras push ghcr.io/{owner}/{repo}:v0.1.0 codec.wasm:application/wasm -``` - -1. Consumers pull it with: - -```bash -oras pull ghcr.io/{owner}/{repo}:v0.1.0 -``` - -Or use an OCI client library in their language of choice. - -### Pros - -- OCI registries are becoming the standard distribution mechanism for Wasm modules (used by wasmCloud, Spin, Bytecode Alliance tooling, etc.) -- Supports rich metadata via OCI manifests (media types, annotations, multi-platform artifacts) -- Public packages on GHCR do not require authentication to pull -- Free for public repos -- Standardized protocol enables interoperability — artifacts could move to any OCI-compliant registry - -### Cons - -- More complex CI setup than Releases -- Consumers need an OCI client rather than a simple HTTP GET -- Python OCI client library ecosystem is less mature than HTTP libraries -- Less familiar to contributors who haven't worked with OCI outside of Docker - -## Wasm Component Registry (warg / wa.dev) - -The Bytecode Alliance has developed [warg](https://warg.io/), a registry protocol for Wasm packages, with [wa.dev](https://wa.dev/) as the public registry instance. The underlying transport is OCI, and the active tooling lives in the [`wasm-pkg-tools`](https://github.com/bytecodealliance/wasm-pkg-tools) project (the `wkg` CLI). - -### Component Model orientation - -warg and wa.dev are built around the [WebAssembly Component Model](https://component-model.bytecodealliance.org/), a higher-level abstraction on top of core WebAssembly. The registry expects artifacts to be Component Model components — a binary format distinct from plain wasm modules. Components declare typed interfaces using WIT (WebAssembly Interface Types), and the registry can index that metadata for discovery. Packages are addressed as `namespace:name@version` (a warg protocol convention), and even WIT interface definitions are compiled to wasm and published as packages. - -chonkle codecs are **Component Model components** — they declare typed WIT interfaces and are compiled to component binaries. This is exactly what warg/wa.dev is designed to index and distribute, making it a natural fit for the project. - -### Pros - -- Purpose-built for Wasm distribution — the most "correct" long-term home for Wasm artifacts -- Federated and decentralized by design — multiple registries can be linked -- Rich metadata, namespacing, and type-safe interoperability for components -- Built on OCI, so the underlying transport is standardized - -### Cons - -- Still maturing — the original warg registry implementation is no longer actively developed, with work continuing in `wasm-pkg-tools` -- Tooling and ecosystem are early-stage - -## Comparison - -| | Releases | Packages | GHCR (OCI) | warg / wa.dev | -| --- | --- | --- | --- | --- | -| Setup complexity | Low | Medium | Medium | High | -| Consumer complexity | Low (HTTP GET) | Medium (package manager) | Medium (OCI client) | Medium (wkg CLI) | -| Auth required (public) | No | Yes (most registries) | No | No | -| Generic binary support | Yes | No (must wrap in package format) | Yes (OCI artifacts) | No (Component Model) | -| Discovery / metadata | Minimal | Package manager conventions | OCI manifests, annotations | Rich (Component Model interfaces, namespaces) | -| Ecosystem alignment | Generic | Language-specific | Wasm-native direction | Wasm-native (Component Model) | -| Versioning | Git tags | Package versions | OCI tags / digests | Semantic (namespace:name@ver) | -| Maturity | Stable | Stable | Stable | Early-stage | - -## Current approach - -Codec repositories use a single GitHub Actions workflow that publishes `.wasm` files to both **GitHub Releases** (as release assets) and **GHCR** (as OCI artifacts). This provides two consumption paths: - -- **GitHub Releases** — simple HTTP GET, no tooling required on the consumer side -- **GHCR** — OCI-based distribution, aligned with where the Wasm ecosystem is heading - -**warg / wa.dev** is the long-term target for distributing chonkle codecs — all codecs are Component Model components, which is exactly what the registry is designed for. Migration is deferred until the tooling matures further. - -**GitHub Packages** (npm, Maven, etc.) is not a good fit for this use case and can be ruled out. +- CI must push to both Releases and GHCR on each tagged release +- Consumers using OCI need `oras` or an OCI client library +- When warg tooling matures, Component Model codecs can be additionally published to wa.dev; Core Wasm codecs will continue to use Releases or GHCR +- Native codecs are out of scope here — they follow standard Python packaging From 8f89e28a70f5b0515968053e9782ca237e500062 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Sat, 28 Mar 2026 11:41:47 -0500 Subject: [PATCH 37/52] docs: fix Component Model assumptions and soften PoC tone in CODEC_PIPELINE_TRADEOFFS Several claims in the All-Wasm and Part 4 sections incorrectly assumed all Wasm codecs use the Component Model (WIT interface, 2-copy-per-edge, load-time verification). Corrected to distinguish Component Model from Core Wasm where the claims differ. Part 4 language softened to reflect proof-of-concept status: removed "only path", "canonical form", "preferred backend", "no plan to consolidate", and the "permanent residents" framing. --- .../comparisons/CODEC_PIPELINE_TRADEOFFS.md | 198 ++++++++++-------- 1 file changed, 108 insertions(+), 90 deletions(-) diff --git a/docs/reference/comparisons/CODEC_PIPELINE_TRADEOFFS.md b/docs/reference/comparisons/CODEC_PIPELINE_TRADEOFFS.md index 965270d..5464ad9 100644 --- a/docs/reference/comparisons/CODEC_PIPELINE_TRADEOFFS.md +++ b/docs/reference/comparisons/CODEC_PIPELINE_TRADEOFFS.md @@ -25,38 +25,48 @@ dereference a host pointer. The host can read and write the module's linear memory but not the reverse. This isolation is why data copies at step boundaries are currently unavoidable. -For any Wasm codec invocation, two copies occur regardless of host language: +For a Component Model codec invocation, two copies occur at each step boundary +regardless of host language — one to lower data into the component's linear +memory, one to lift output back to the host: ``` host bytes │ - copy in (lower: host → Wasm linear memory) + copy in (lower: host → component linear memory) │ ▼ -Wasm linear memory +component linear memory │ codec runs │ ▼ -Wasm linear memory +component linear memory │ - copy out (lift: Wasm linear memory → host) + copy out (lift: component linear memory → host) │ ▼ host bytes ``` -The *cost* of those copies depends heavily on the host language and the Wasm -interface style: - -| Step A → Step B | Copies | Transfer mechanism | Speed (Python host) | -|-----------------------------------------------|--------|-----------------------------|----------------------| -| Native → Native | 0 | Python object reference | — | -| Native → Core module | 1 | `Memory.write()` (ctypes) | ~10 GB/s | -| Core module → Native | 1 | `Memory.read()` (ctypes) | ~10 GB/s | -| Core module → Core module (Python host) | 2 | `Memory.read()` + `write()` | ~10 GB/s | -| Component → Component (Python host) | 2 | Canonical ABI lift + lower | 1.4–1.9 MB/s † | -| Component → Component (Rust/Go host) | 2 | Single memcpy per direction | ~10 GB/s | +Core Wasm codecs differ: the output stays in linear memory as a `CoreWasmRef` +deferred reference. When the next step is also a Core Wasm codec, the executor +does one `ctypes.memmove` between linear memories — one copy total for the +edge, not two. When the next step is Native, the output is read out of linear memory into +Python bytes — one copy. When the next step is Component Model, that read is +followed by a second copy to lower the bytes into the component's linear memory +via the canonical ABI. + +The number of copies per edge, and their cost, depend on both source and +destination backend: + +| Step A → Step B | Copies | Transfer mechanism | Speed (Python host) | +|-----------------------------------------------|--------|-------------------------------|----------------------| +| Native → Native | 0 | Python object reference | — | +| Native → Core module | 1 | `Memory.write()` (ctypes) | ~10 GB/s | +| Core module → Native | 1 | `Memory.read()` (ctypes) | ~10 GB/s | +| Core module → Core module (Python host) | 1 | `ctypes.memmove` (CoreWasmRef)| ~10 GB/s | +| Component → Component (Python host) | 2 | Canonical ABI lift + lower | 1.4–1.9 MB/s † | +| Component → Component (Rust/Go host) | 2 | Single memcpy per direction | ~10 GB/s | † Measured on wasmtime-py 41 against the `identity` and `predictor2` codecs with 1–2 MB buffers. The Python binding (`wasmtime._component._types.ListType`) iterates @@ -66,7 +76,7 @@ direction. The Rust binding for the same WASM binary does a single `memory.write call (one memcpy). Measured throughput: 1.7 MB/s (Python raw bench) vs. 9,113 MB/s (Rust bench) at identical buffer sizes. This bottleneck is in the Python binding layer; it is not a property of the Component Model architecture. The correct fix is -a native orchestrator. +a Rust or Go orchestrator. --- @@ -149,10 +159,10 @@ runtime (e.g., Wasmtime). The runtime's sandbox enforces memory isolation. **Pros** -- **Uniform interface contract.** Every codec implements the same WIT interface. - The orchestrator uses one calling convention for all steps. Interface - verification is uniform: the runtime rejects mismatched components before any - data is processed, not as a silent runtime failure. +- **Single orchestrator code path.** The orchestrator deals only with Wasm + codecs; there is no native dispatch branch to maintain in parallel. All + steps share the same artifact format, distribution infrastructure, and + signature-reading machinery. - **Portable artifacts.** The same `.wasm` binary runs on any OS and architecture that the runtime supports (Linux x86_64, macOS arm64, cloud serverless @@ -164,9 +174,9 @@ runtime (e.g., Wasmtime). The runtime's sandbox enforces memory isolation. runtime explicitly grants via WASI. The trust model is consistent across all pipeline steps. -- **Uniform distribution.** All codecs are `.wasm` artifacts. They use the same - registry, the same verification scheme (e.g., `.signature.json` sidecar), and - the same caching infrastructure. +- **Uniform distribution.** All codecs are `.wasm` artifacts carrying embedded + `chonkle:signature` custom sections. They use the same registry and caching + infrastructure. - **Language-agnostic authoring.** Any language with a Wasm toolchain — Rust (`cargo-component`), C/C++ (`wit-bindgen-c`), Python (`componentize-py`), Go @@ -182,16 +192,23 @@ runtime (e.g., Wasmtime). The runtime's sandbox enforces memory isolation. **Cons** -- **2 copies per step boundary.** Wasm's sandbox requires data to cross the - host–codec boundary at each step edge. An N-step pipeline incurs 2N total - copies. (Static composition reduces this to 2, but only for fixed topologies.) - -- **Canonical ABI cost under Python orchestrators.** With wasmtime-py, each - copy direction through the Component Model Canonical ABI runs at 1.4–1.9 MB/s - for `list` data. A 2-step pipeline processing 2 MB tiles takes - approximately 4–5 s. A native (Rust/Go) orchestrator eliminates this: both - copy directions run at memcpy speed (~10 GB/s). The Wasm architecture is not - at fault; the bottleneck is the Python binding implementation. +- **At least 1 copy per step boundary.** Wasm's sandbox requires data to cross + the host–codec boundary at each step edge. Component Model codecs incur 2 + copies per edge (lower + lift through the Canonical ABI). Core Wasm codecs + incur 1 copy per edge (a `memmove` between linear memories for adjacent Core + steps, or a single read-out for non-Core downstream codecs). Neither matches + the 0-copy path available when two native codecs share process memory. + (Static composition reduces Component Model pipeline cost to 2 total, but + only for fixed topologies.) + +- **Canonical ABI overhead under Python orchestrators (Component Model only).** + With wasmtime-py, each copy direction through the Component Model Canonical + ABI runs at 1.4–1.9 MB/s for `list` data. A 2-step pipeline processing + 2 MB tiles takes approximately 4–5 s. Core Wasm codecs do not use the + Canonical ABI; their copy path runs at `memmove` speed. A native (Rust/Go) + orchestrator eliminates the Canonical ABI overhead entirely: both copy + directions run at memcpy speed (~10 GB/s). The Wasm architecture is not at + fault; the bottleneck is the Python binding implementation. - **Limited hardware access.** GPU compute, architecture-specific SIMD beyond what the Wasm SIMD proposal covers, and OS-level I/O not exposed through WASI @@ -221,15 +238,15 @@ runtime (e.g., Wasmtime). The runtime's sandbox enforces memory isolation. | Property | Mixed Native + Wasm | All-Wasm | |-----------------------------|--------------------------------------|---------------------------------------| -| Interface uniformity | No — dual calling convention | Yes — one WIT contract | +| Interface uniformity | No — dual calling convention | ABI-dependent: WIT or binary port-map | | Security isolation | Inconsistent (weakest codec wins) | Uniform sandbox per codec | | Portability | Limited by native codecs | Platform-agnostic `.wasm` artifact | -| Step boundary copies | 0 (native→native); 1 (native↔Wasm); 2 (Wasm→Wasm) | 2 per step edge | +| Step boundary copies | 0–2; varies by step backend pair | 1 (Core→Core); 2 (Component Model) | | Static composition | Not applicable | Available (Component Model, fixed topology) | | Distribution uniformity | No — packages + `.wasm` files | Yes — `.wasm` artifacts only | | Migration barrier | Low — existing codecs reusable | Higher — requires Wasm toolchain | | Hardware access | Full (native steps) | Limited to WASI + host functions | -| Load-time verification | Wasm steps only | All steps | +| Load-time verification | Wasm steps only | Component Model steps only | | Debugging | Native steps: standard tools; Wasm steps: runtime-aware | Runtime-aware throughout | | Orchestrator code paths | Multiple (by codec type) | One | @@ -374,7 +391,7 @@ from the host — there is no `Memory.write()` path available. one `isinstance()` check and one ctypes field write per byte, plus Python loop overhead. At 2 MB, this is approximately 2 million Python iterations per copy direction. Measured throughput: ~1.7 MB/s. The Rust binding for the - same Wasm binary: ~9,100 MB/s. A native orchestrator eliminates this + same Wasm binary: ~9,100 MB/s. A Rust or Go orchestrator eliminates this discrepancy entirely; both directions run at memcpy speed. - **Linear memory hidden from host.** Unlike Core modules, there is no @@ -457,9 +474,10 @@ multiple languages. treat components as first-class artifacts. Core modules require separate distribution infrastructure or must be treated as opaque blobs. -- **Not a stable architectural target.** The hybrid state introduces complexity - that pays off only during a migration. It does not eliminate the underlying - trade-offs — it defers them. +- **Increased orchestrator complexity without a clear resolution point.** The + dual calling convention adds code paths that cannot be unified. Unlike a + temporary migration, this complexity persists as long as both backend types + are in use. --- @@ -512,60 +530,60 @@ is not the direction of new development. **Static composition and native orchestration have different cost profiles.** Static composition eliminates inter-step copies by merging the pipeline at build -time. A native orchestrator eliminates the Python binding cost but keeps the 2N +time. A Rust or Go orchestrator eliminates the Python binding cost but keeps the 2N copies. For large tiles in a many-step pipeline, static composition reduces -memory traffic; a native orchestrator reduces per-copy overhead. Both improvements +memory traffic; a Rust or Go orchestrator reduces per-copy overhead. Both improvements are independent and composable. --- -## Part 4: Decision Guidance - -The following summarizes conditions under which each option is appropriate. - -### Use mixed native + Wasm when - -- Legacy native codecs are in use and a full rewrite is not feasible. -- A codec requires hardware access (GPU, specific SIMD, hardware crypto) that - is not expressible through WASI or host-function bindings. -- The pipeline is in a defined transition period toward all-Wasm. - -### Use all-Wasm when - -- Uniform interface contract, consistent sandboxing, and portable artifacts - are required. -- The pipeline is a long-term, maintained system where distribution, versioning, - and auditability of codecs matter. -- The orchestrator is or will become a native-language host (Rust, Go), making - the Python canonical ABI cost irrelevant. -- Static composition of a fixed pipeline topology is a performance goal. - -### Use Core module ABI when - -- The host is Python and will remain Python, throughput matters, and the codec - interface is simple and stable. -- Target environments include runtimes without Component Model support (browser, - IoT, wasm3). -- The team can maintain the manual pointer/length convention across all codec - implementations and host language bindings. - -### Use Component Model when - -- Interface richness, load-time verification, and automated marshalling are - required. -- The orchestrator is or will be a native host (Rust, Go, C), where the - Canonical ABI cost is negligible. -- Codecs are authored by multiple teams or in multiple languages. -- Long-term ecosystem alignment (WASI P2, warg registry, static composition) - is a priority. - -### Use the hybrid (Core + Component Model) only when - -- A hard migration is in progress and a complete replacement is not yet possible. -- Specific high-throughput Core ABI steps justify the added orchestrator - complexity for a Python host in a time-bounded context. -- Plan to resolve the hybrid state over time. It is a migration state, not a - target architecture. +## Part 4: chonkle's Architecture and Rationale + +chonkle currently supports all three options: Component Model components, Core +Wasm modules, and native Python codecs can coexist in the same pipeline. This +section describes the choices made in this proof-of-concept and the +acknowledged costs. + +### What was chosen and why + +**Native backend** — the Python numcodecs ecosystem provides a large catalog of +existing codecs with hardware-accelerated implementations (SIMD, GPU, hardware +crypto). Reimplementing them as Wasm would impose a high barrier to incremental +adoption. Native edges also avoid copies entirely for native-to-native steps +and have unrestricted hardware access. + +**Core Wasm backend** — under a Python orchestrator, `Memory.write()` and +`Memory.read()` transfers run at ~10 GB/s. The Component Model Canonical ABI +under wasmtime-py runs at ~1.7 MB/s for `list`. For data-intensive codecs +in the current Python executor, Core ABI offers substantially better throughput. +Core-to-core edges further reduce copies to one via `CoreWasmRef` deferred +references and `ctypes.memmove`. + +**Component Model backend** — provides load-time interface verification, +automated code generation via `wit-bindgen`, and language-agnostic authoring. +WIT defines the codec contract for Component Model codecs. When the throughput +constraint is less critical or when the orchestrator is a compiled language, +Component Model is worth considering for new codecs. + +### Backend consolidation + +The current design does not commit to a single backend long-term. If the +orchestrator moves to Rust, the Canonical ABI bottleneck disappears and both +Wasm backends achieve memcpy throughput; at that point the backend distinction +would become a toolchain and portability question rather than a performance one. +How the three-backend design evolves from here is an open question. + +### Acknowledged costs + +- Three calling conventions in the orchestrator (`ComponentCodec`, + `CoreWasmCodec`, `NativeCodec`), each with its own code path. +- No uniform interface contract: Core ABI and native codecs have no load-time + verification. Interface checking applies only to Component Model steps. +- Inconsistent security boundary: native codecs run in the host process without + isolation; Core module linear memory is readable by the host; only Component + Model components have full isolation. +- No static composition across the full pipeline. `wasm-tools compose` requires + all-Component-Model steps with a fixed topology. --- From d6f7ec0f92b5b88b4043ba87e368b686cd41d661 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Mon, 30 Mar 2026 07:55:23 -0500 Subject: [PATCH 38/52] docs: correct and update F3 comparison doc - Broaden domain from geospatial-only to chunked array data (Parquet, ORC, COG) - Replace Component-Model-only interface contract with accurate three-backend description - Replace stale .signature.json sidecar with chonkle:signature custom section - Replace OCI-only distribution with full file://, https://, oci:// URI support - Add Parquet page-split as a concrete fan-out example - Remove unsubstantiated qualitative claims - Add last-reviewed date --- docs/reference/comparisons/F3_COMPARISON.md | 24 +++++++++++---------- 1 file changed, 13 insertions(+), 11 deletions(-) diff --git a/docs/reference/comparisons/F3_COMPARISON.md b/docs/reference/comparisons/F3_COMPARISON.md index 4e31388..b0ceba1 100644 --- a/docs/reference/comparisons/F3_COMPARISON.md +++ b/docs/reference/comparisons/F3_COMPARISON.md @@ -1,5 +1,7 @@ # F3 vs. chonkle: Comparison and Tradeoff Analysis +Last reviewed: 2026-03-28 + References: - [F3: The Open-Source Data File Format for the Future (CMU SIGMOD 2025)](https://db.cs.cmu.edu/papers/2025/zeng-sigmod2025.pdf) - [github.com/future-file-format/F3](https://github.com/future-file-format/F3) @@ -22,21 +24,21 @@ F3 is a replacement for Parquet/ORC — a self-describing columnar file format f | Dimension | F3 | chonkle | |---|---|---| -| **Domain** | Structured tabular analytics (Parquet replacement) | Geospatial raster imagery (COG tiles, satellite data) | +| **Domain** | Structured tabular analytics (Parquet replacement) | Chunked array data — columnar formats (Parquet, ORC) and raster imagery (COG, satellite) | | **Data model** | Typed columnar schema, FlatBuffer metadata | Opaque named byte buffers (`port-map`), schema-agnostic | | **Codec composition** | Linear stack within a column (EncUnit chain) | Arbitrary DAG with named ports, fan-out/fan-in | | **Where Wasm lives** | Embedded inside the data file as a portable fallback decoder | Fetched from external registry (`file://`, `https://`, `oci://`) at pipeline execution time | -| **Interface contract** | Informal "general-purpose API" — no WIT types | Formal WIT interface: `chonkle:codec/transform` with Component Model | +| **Interface contract** | Informal "general-purpose API" — no WIT types | Three backends: Component Model WIT (`chonkle:codec/transform`), Core Wasm binary ABI, and native Python (numcodecs) | | **Bidirectionality** | Separate write (encode) and read (decode) paths | Single pipeline definition, invertible at runtime via DAG reversal | | **Self-description** | Data files are self-describing (decoder embedded) | Pipelines are separate from data; data is not self-describing | -| **Metadata format** | FlatBuffers for column schema and statistics | `.signature.json` sidecar per codec (port descriptors, direction constraints) | -| **Codec distribution** | Embedded in file; central repo proposed | OCI artifacts with signature verification | +| **Metadata format** | FlatBuffers for column schema and statistics | `chonkle:signature` custom section embedded in the `.wasm` binary (port descriptors, direction constraints) | +| **Codec distribution** | Embedded in file; central repo proposed | `file://`, `https://`, and `oci://` URIs; remote codecs cached in a local store | --- ## F3's advantages over chonkle's approach -**Self-describing data is a strong archival guarantee.** If you encode a COG tile today with a chonkle pipeline, the pipeline JSON is the only thing that knows how to decode it. Lose the pipeline, lose the data. F3's "decoder travels with the data" property is directly relevant for NASA data that must be readable in 20 years without external dependencies. +**Self-describing data is a strong archival guarantee.** If you encode data today with a chonkle pipeline, the pipeline JSON is the only thing that knows how to decode it. Lose the pipeline, lose the data. F3's "decoder travels with the data" property is directly relevant for NASA data that must be readable in 20 years without external dependencies. **Schema awareness enables query pushdown.** F3 knows column types, shapes, and statistics. It can skip I/O for irrelevant columns, push down predicates, and support partial decoding without reading the whole column. Chonkle treats everything as opaque bytes — any schema understanding lives outside the pipeline. @@ -48,19 +50,19 @@ F3 is a replacement for Parquet/ORC — a self-describing columnar file format f ## Chonkle's advantages over F3's approach -**Arbitrary DAG composition.** F3's EncUnit chain is linear per column. Chonkle can express fan-out (one output routed to multiple inputs), fan-in (multiple outputs merged), and cross-step data routing via named wiring refs. That is the right model for multi-channel imagery where you might split byte planes, process them in parallel, and recombine — something a linear stacking model cannot express without significant contortion. +**Arbitrary DAG composition.** F3's EncUnit chain is linear per column. Chonkle can express fan-out (one output routed to multiple inputs), fan-in (multiple outputs merged), and cross-step data routing via named wiring refs. This is the right model for both columnar formats (e.g., splitting a Parquet page into rep levels, def levels, and values for independent processing) and multi-channel imagery where byte planes are split, processed, and recombined — something a linear stacking model cannot express without significant contortion. -**Formal interface contract.** WIT and the Component Model give chonkle a verifiable, language-agnostic codec contract. The signature sidecar extends that to runtime port-level validation with direction awareness. F3's "general-purpose API" is informal by comparison — nothing prevents a codec from violating its contract until runtime. +**Formal interface contract.** Component Model codecs use WIT (`chonkle:codec/transform`) for a verifiable, language-agnostic contract. Wasm backends (Component Model and Core Wasm) carry port descriptors and direction constraints as a `chonkle:signature` custom section embedded in the binary; native (numcodecs) backends use bundled JSON signature files. All backends go through the same runtime port-level validation. F3's "general-purpose API" is informal by comparison — nothing prevents a codec from violating its contract until runtime. -**Bidirectional pipelines.** F3 has no concept of inverting a pipeline. For imagery processing, encode and decode are two sides of the same transform. A single chonkle DAG runs in both directions, which eliminates the risk of encode/decode asymmetry bugs and halves the pipeline authoring cost. +**Bidirectional pipelines.** F3 has no concept of inverting a pipeline. For imagery processing, encode and decode are two sides of the same transform. A single chonkle DAG runs in both directions, which eliminates a class of encode/decode asymmetry bugs and removes the need to author a separate decode path. -**Codec sandboxing.** Each chonkle codec is an isolated Wasm component. A buggy or malicious codec cannot corrupt the host process. F3 embeds Wasm in data files from potentially untrusted sources, which is a meaningful attack surface. F3 acknowledges a 10–30% performance penalty for the sandboxed path. +**Codec sandboxing.** Each chonkle codec is an isolated Wasm component. A buggy or malicious codec cannot corrupt the host process. F3 embeds Wasm from potentially untrusted data files; chonkle fetches codecs from a controlled registry with signature verification. F3 acknowledges a 10–30% performance penalty for the sandboxed path. -**Registry-first distribution.** OCI artifacts with signature verification is a production-ready codec distribution model. F3 notes "central repository verification proposed" without specifying it. For a satellite processing system pulling codecs on demand, a concrete distribution story matters. +**Concrete distribution model.** Chonkle resolves codecs from `file://`, `https://`, and `oci://` URIs, with remote artifacts cached in a local store. F3 notes "central repository verification proposed" without specifying it. For a system pulling codecs on demand, a concrete distribution story matters. --- -## The deeper tension +## Where the problems diverge F3 is optimizing for **reading existing data efficiently and portably** — a file format problem. Chonkle is optimizing for **composing transforms flexibly** — a pipeline problem. These are different problem shapes, and the approaches are not competing so much as operating at different levels of the stack. From 68835cbfa9c75db52554f5e053cacd79e69e8f14 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Mon, 30 Mar 2026 09:39:54 -0500 Subject: [PATCH 39/52] docs: rewrite PROTOSPEC_NOTES.md for clarity and accuracy --- docs/reference/protospec/PROTOSPEC_NOTES.md | 368 +------------------- 1 file changed, 16 insertions(+), 352 deletions(-) diff --git a/docs/reference/protospec/PROTOSPEC_NOTES.md b/docs/reference/protospec/PROTOSPEC_NOTES.md index ab73559..f9f9eed 100644 --- a/docs/reference/protospec/PROTOSPEC_NOTES.md +++ b/docs/reference/protospec/PROTOSPEC_NOTES.md @@ -1,371 +1,35 @@ # Protospec Notes -Commentary and clarifications on `PROTOSPEC.md`. That document is an exact copy -of an upstream reference and is not modified here. - ---- +Commentary and clarifications on `PROTOSPEC.md`. That document is an exact copy of an upstream reference and is not modified here. ## Codec signatures are written in decode direction by convention -The protospec states "Individual codecs do not have a direction — every codec is -bidirectional by definition." This is defensible but misleading without -qualification. - -All codec signatures in the catalog are written in **decode direction by -convention**. By this convention, inputs represent the encoded/compressed form -and outputs represent the decoded/raw form. The encode direction is the implied -inverse. For `bytes → bytes` codecs this convention is not visible in the -signature itself — both sides have the same type — it is only apparent from the -semantic descriptions in the catalog entries. - -This convention is invisible for pure-bytes codecs like `zstd` because both -sides of the transform are `bytes` — the type signature is symmetric even though -the semantic content differs. The only structural asymmetry the signature model -captures is the `encode_only` property on inputs, which marks parameters that -are active only during encoding (e.g. a compression level). - -"Bidirectional" means: a codec implements both encode and decode operations. It -does not mean the signature is direction-neutral. The signature describes the -decode interface; the encode interface is implicitly the reverse. - -For pipelines, the `direction` field makes the decode-first convention explicit: -it tells the executor which way the DAG was written so it can traverse or invert -it correctly. Individual codec signatures have no equivalent field — the -decode-first convention is implicit and unstated in the protospec. The protospec -should state it explicitly, since the claim that "codecs do not have a -direction" is only coherent if you already know that signatures describe the -decode interface by convention. - ---- - -## Asymmetric codec signatures - -Several codecs in the catalog have signatures that are structurally asymmetric — -their decode interface has a different number of `bytes` ports than their encode -interface would. These cannot be described as direction-neutral even at the type -level. - -### 2→1: plain-dictionary - -``` -inputs: indices (bytes), dictionary (bytes), physical_type (string) -outputs: bytes -``` - -Decode: index stream + dictionary → values (a lookup). -Encode: values → index stream + dictionary (dictionary construction + reverse lookup). - -In the pipeline that uses this codec, `dictionary` is wired from a pipeline-level -input (`input.dict_page`). Under DAG inversion, pipeline inputs become pipeline -outputs, so the encode direction correctly produces `dict_page` as a pipeline -output — the format driver writes it as the dictionary page. The step-level -asymmetry is handled by the pipeline boundary inversion, not by the codec -signature itself. - -### 1→3: parquet-page-v1-split and parquet-page-v2-split - -``` -# v1 -inputs: bytes -outputs: rep_bytes (bytes), def_bytes (bytes), value_bytes (bytes) - -# v2 -inputs: bytes, rep_length (uint), def_length (uint) -outputs: rep_bytes (bytes), def_bytes (bytes), value_bytes (bytes) -``` - -Decode: one page (after any prior decompression step) splits into three streams -(repetition levels, definition levels, values). -Encode: three streams concatenate into one page. - -In v2, `rep_length` and `def_length` tell the decoder where to cut the byte -stream. They are decode-only: in the encode direction these lengths are not -needed — they follow naturally from the sizes of the three input buffers. The -signature model has `encode_only` but no `decode_only` property, so this -asymmetry cannot be expressed. The signature does not mark them at all, which -is a gap in both the model and the catalog entry. - -### 1→variable: arrow-ipc-buffer - -``` -inputs: bytes, arrow_type (string), nullable (bool) -outputs: validity (bytes), offsets (bytes), values (bytes) - [output count varies by arrow_type and nullable] -``` - -The output structure is type-dependent: non-nullable primitives produce only -`values`; nullable types add `validity`; variable-width types add both -`validity` and `offsets`. The signature model has no mechanism for -variable-arity outputs. This codec cannot be cleanly described within the -model as written. - -### bytes→bytes with length change: fletcher32, crc32c, crc32 - -``` -inputs: bytes, error_on_fail (bool, optional) -outputs: bytes -``` - -The signature shape is symmetric (`bytes → bytes`) but the byte count differs -by direction: encode appends a 4-byte checksum, decode verifies and strips it. -The asymmetry is hidden by the type system. The `error_on_fail` parameter -controls whether to raise an error on checksum mismatch; it is meaningful only -during decode. Like `rep_length`/`def_length` above, it is a decode-only -parameter that the model cannot express — there is no `decode_only` property. -It is not marked `encode_only` in the catalog (which would be wrong — it is the -opposite), and the gap is simply unaddressed. - ---- - -## "A pipeline is a codec" — behavioral contract - -The protospec statement "a pipeline is a codec" is a behavioral and interface -contract, not a compilation claim. It has two components: - -### Interface compatibility - -A pipeline's top-level inputs and outputs form a signature that satisfies the -same contract as a leaf codec signature. The internal constructs — `direction`, -`constants`, and output-as-wiring-reference rather than typed descriptor — are -implementation details of the executor. At the boundary, a pipeline looks like -any other codec: typed ports in, typed ports out. - -The protospec does not specify the derived signature algorithm for -pipeline-valued codecs. Two gaps: - -- **Constants**: the protospec defines constants as values "not supplied by the - caller" but does not say how they appear in the derived signature. The correct - treatment: each constant appears as an optional input with the baked-in value - as its default. A constant is conceptually an input the pipeline author has - pre-decided; the default captures that decision while leaving room for callers - to override it in the future. The `constant.*` wiring namespace is kept as a - distinct namespace from `input.*` for clarity — it makes authorial intent - explicit in the wiring ref itself — but it is not logically required: the same - inversion behavior could be derived from the input descriptor (`required: - false` with a `default` implies "available in both directions," the same as - the absence of `encode_only` on a codec signature input). - -- **Outputs**: a codec signature's `outputs` maps names to type descriptors. A - pipeline's `outputs` maps names to wiring references (`step_name.port_name`). - The shapes differ. Output types are derivable by tracing each wiring reference - to its source step's `.signature.json`, but this requires loading signatures - and is not readable from the pipeline JSON alone. - -### Behavioral compatibility - -Since every codec implements both `encode` and `decode`, a pipeline must also be -runnable in either direction. This is why the executor must be able to invert a -pipeline: the bidirectionality guarantee of a leaf codec must hold for composed -pipelines as well. A pipeline that can only run in one direction is not a codec. - -### Implication: nested pipelines - -These two properties together imply that a pipeline can appear as a step inside -another pipeline. The executor currently assumes every step `src` resolves to a -leaf Wasm component. Supporting nested pipelines requires detecting when a `src` -resolves to a pipeline JSON and either flattening the nested DAG at parse time -or recursing at execution time. - -### Why the executor, not the format driver, handles inversion - -A format driver typically knows the codec pipeline for a chunk from file -metadata, and it calls the same codec for both read and write paths. By -convention, pipeline specs are written in decode direction. If the executor -could not invert, the format driver would need two pipeline specs per codec (one -encode, one decode) and keep them in sync. Inversion eliminates that: declare -the pipeline once, and the executor drives it in either direction based on the -call. - ---- - -## Nested pipelines — concrete cases - -The protospec catalog defines some codecs as pipelines rather than leaf -implementations. When a format driver constructs a decode pipeline for a file -format, it may reference one of these pipeline-valued codecs as a step — -producing a nested pipeline. - -### ORC varint - -ORC is a columnar file format for tables. One of its integer encoding schemes -operates in two stages: zigzag encoding (which maps signed integers to unsigned -so that small-magnitude negatives encode compactly) followed by varint encoding -(which encodes small numbers in fewer bytes than large ones). These two -transforms are applied in sequence. The format driver calls `orc-varint` as a -single named codec, but `orc-varint` is itself a two-step pipeline internally. - -ORC columns can also be compressed at a higher level (e.g. Snappy or zstd). A -format driver building a decode pipeline for a compressed ORC integer column -would construct: - -``` -snappy → orc-varint -``` - -The second step resolves to a pipeline JSON rather than a leaf `.wasm`. That is -a nested pipeline. - -### Parquet v2 pages - -Parquet stores columnar data in pages. A Parquet v2 page concatenates three -streams into one byte sequence — repetition levels, definition levels, and -values — with length fields at the front indicating where each section ends. -Decoding requires splitting that byte sequence into the three streams before any -further per-stream decoding (e.g. delta decoding on the values stream). - -The splitting step is `parquet-page-v2-split` — a DAG with fan-out: one byte -stream in, three streams out. A format driver for a Parquet file might construct -an outer pipeline: - -``` -decompress → parquet-page-v2-split → delta-decode (values stream) -``` - -Where `parquet-page-v2-split` resolves to a pipeline JSON. The outer pipeline -handles column-level concerns; the inner pipeline handles page-level splitting. -The step-level asymmetry of `parquet-page-v2-split` (1 input, 3 outputs) is -structurally sound under DAG inversion — the three streams fan back in to one -on the encode path. - -### Zarr v3 sharding - -Zarr stores N-dimensional arrays as chunked tiles. Zarr v3 introduced a -sharding codec that groups multiple small chunks into one larger shard file to -reduce file count on object storage. The sharding codec operates at two levels: -at the outer level it locates each inner chunk within the shard byte stream -using an embedded index; at the inner level it applies the chunk's own codec -pipeline (e.g. shuffle followed by zstd). - -The inner codec chain is itself a pipeline — the same one that would apply to -chunks without sharding. The sharding codec wraps it. The full decode pipeline -for a sharded Zarr array is therefore an outer pipeline that invokes an inner -pipeline for each chunk. - ---- - -## Nested pipeline steps: pipeline JSON vs compiled Wasm - -Two approaches exist for how a step whose `src` resolves to a pipeline-defined -codec is handled at execution time. Neither is decided. - -### Approach A: store and fetch pipeline JSON - -The step `src` points to a pipeline JSON file (via `file://`, `https://`, or -`oci://`). The executor detects that the resolved artifact is a pipeline JSON -rather than a `.wasm`, then either flattens the nested DAG into the outer -pipeline at parse time or recurses into it at execution time. - -Advantages: - -- No new build step. Pipeline JSON is already the authoring format. -- The pipeline structure remains inspectable and human-readable. -- Individual step components are fetched and cached independently; the same - leaf `.wasm` is reused across all pipelines that reference it. -- Inversion is handled by the executor using the DAG structure — the same - mechanism already needed for top-level pipeline inversion. No new concept - is required. -- A pipeline JSON is effectively its own signature (top-level `inputs` and - `outputs` are present), so it may not need a separate `.signature.json` - sidecar. - -Disadvantages: - -- The executor must distinguish `.wasm` from pipeline JSON when resolving a - `src` URI. The `src` field description and validation logic need updating. -- Each step boundary involves a Python/wasmtime context switch; nested - pipelines add more boundaries. - -### Approach B: compile pipeline to a leaf Wasm component - -A build step produces a single `.wasm` component from a pipeline JSON. The -component exports both `encode` and `decode` per the `chonkle:codec/transform` -WIT interface, with the correct step ordering wired for each direction: -`decode` chains A → B → C in pipeline order; `encode` chains C → B → A in -reverse. The executor cannot distinguish the result from a leaf codec. - -The Wasm Component Model does not prevent this. A component that implements -both functions with different internal data-flow topologies is valid — the WIT -interface requires both functions, and nothing in the Component Model -constrains how they are wired internally. A hand-authored component implementing -a specific pipeline in both directions would be entirely legal. - -The gap is tooling. Current composition tools (`wac`, `wasm-tools compose`) do -static single-topology linking: they wire one component's exports to another's -imports in a single fixed data-flow graph. They have no mechanism to generate -two distinct wiring topologies within one component, nor to generate the -dispatch logic that routes a call to `encode` vs `decode` through the -appropriate topology. To produce a composed pipeline `.wasm` correctly, a -pipeline compiler would need to be written — a code generator that takes a -pipeline JSON and emits either a Wasm component directly or source code (e.g. -Rust, WAT) that implements both directions. For DAGs with fan-out and fan-in, -the generated code would also need to handle port-map routing at each branch -point. That tool does not exist. - -Advantages: +The protospec states "Individual codecs do not have a direction — every codec is bidirectional by definition." This is defensible but incomplete without qualification. -- The executor requires no changes — every step `src` resolves to a `.wasm`. -- Distribution, caching, and signing are uniform across all codecs. -- Nested pipelines are resolved at build time; the executor sees only flat - leaf components. +"Bidirectional" means: a codec implements both encode and decode operations. It does not mean the signature is direction-neutral. All codec signatures in the catalog are written in **decode direction by convention**. By this convention, inputs represent the encoded/compressed form and outputs represent the decoded/raw form. The encode direction is the implied inverse. For `bytes → bytes` codecs this convention is not visible in the signature itself — both sides have the same type — it is only apparent from the semantic descriptions in the catalog entries. The only structural asymmetry the signature model captures is the `encode_only` property on inputs, which marks parameters that are active only during encoding (e.g. a compression level). -Disadvantages: +For pipelines, the `direction` field makes the decode-first convention explicit: it tells the executor which way the DAG was written so it can traverse or invert it correctly. Individual codec signatures have no equivalent field — the decode-first convention is implicit and unstated in the protospec. The protospec should state that codec signatures describe the decode interface by convention. Without that, the claim that "codecs do not have a direction" is only coherent if the reader already knows the convention. -- Requires building a pipeline compiler that does not exist. This is non-trivial - tooling, particularly for non-linear DAGs. -- Individual leaf components are duplicated inside each composed artifact rather - than shared across pipelines. -- Composed components are opaque — the internal pipeline structure is not - recoverable without a separate decompilation step. +## Signature model gaps -### Decision +### No `decode_only` property -Approach A (pipeline JSON) is the chosen approach. Approach B is theoretically -sound but requires a pipeline compiler that does not exist and is out of scope. -Approach A requires only executor changes: detecting when a resolved `src` -artifact is a pipeline JSON rather than a `.wasm`, and recursing into `run()` -rather than calling `_call_component()`. +The signature model has `encode_only` to mark inputs active only during encoding, but no `decode_only` counterpart. At least two codecs in the catalog have inputs meaningful only during decode: ---- +- **parquet-page-v2-split**: `rep_length` and `def_length` tell the decoder where to split the byte stream into three output streams. In the encode direction these lengths are not needed — they follow from the sizes of the three input buffers. The signature does not mark them as decode-only, and the model has no way to express this. -## Summary +- **fletcher32, crc32c, crc32**: `error_on_fail` controls whether to raise on checksum mismatch during decode. It is meaningless during encode (which unconditionally appends the checksum). It is not marked `encode_only` in the catalog — that would be wrong, it is the opposite — and the gap is unaddressed. -These notes cover two themes: gaps in the codec signature model, and the -semantics of the pipeline model. +### No variable-arity outputs -**Decode-direction convention**: all codec signatures are written in decode -direction by convention, but the protospec does not state this. The claim that -"codecs do not have a direction" is only coherent if you already know the -convention. The protospec should state it explicitly. +`arrow-ipc-buffer` produces a different number of output buffers depending on `arrow_type` and `nullable`: non-nullable primitives produce only `values`; nullable types add `validity`; variable-width types add `offsets`. The signature declares all three outputs statically, but not all are produced for every call. The signature model has no mechanism to express conditional or variable-arity outputs. -**Signature model gaps**: the model works cleanly for the common case — -`bytes → bytes` codecs with scalar encode-only parameters. It strains in three -ways: +## Implications of "a pipeline is a codec" -- *Structural port-count asymmetry* (`plain-dictionary`, parquet splits): encode - and decode interfaces have different numbers of ports. For `plain-dictionary`, - pipeline-level DAG inversion resolves this correctly. For parquet v2 splits, - the 1→3 / 3→1 inversion is structurally sound, but the `rep_length` / - `def_length` inputs become outputs under inversion — awkward and unaddressed - in the protospec. -- *Decode-only parameters* (parquet-page-v2-split, fletcher32/crc32): the model - has `encode_only` but no `decode_only`. Parameters meaningful only during - decode cannot be annotated as such. The catalog leaves these gaps unaddressed. -- *Variable-arity outputs* (`arrow-ipc-buffer`): output structure depends on - runtime type information. The signature model has no mechanism for this. +The protospec states that a pipeline is a codec, but does not spell out what that requires. Three things follow: -**Pipeline-as-codec contract**: "a pipeline is a codec" is a behavioral and -interface contract. Interface compatibility means a pipeline's boundary looks -like a leaf codec signature. Behavioral compatibility means a pipeline must be -runnable in either direction, which is why the executor must support inversion. -A pipeline that can only run in one direction is not a codec. +**Derived signatures.** A pipeline's boundary must satisfy the same contract as a leaf codec signature: typed ports in, typed ports out. The protospec does not specify how to derive this signature from the pipeline JSON. In particular, it does not say how constants appear in the derived signature, and pipeline outputs are wiring references (`step_name.port_name`) rather than type descriptors — output types must be traced through step signatures. -**Nested pipelines**: the two properties above together imply that a pipeline -can appear as a step inside another pipeline. Real cases exist in the catalog -(`orc-varint`) and in formats like Parquet v2 and Zarr v3 sharding. The -executor does not yet support this; every step `src` is currently assumed to -resolve to a leaf Wasm component. +**Bidirectionality.** Since every codec implements both `encode` and `decode`, a pipeline must also be runnable in either direction. A pipeline that can only run in one direction is not a codec. This is why the executor must support DAG inversion. -**Inversion responsibility**: the executor handles inversion, not the format -driver. Format drivers declare one pipeline spec (by convention in decode -direction) and call it for both read and write paths. The executor inverts the -DAG as needed. This keeps pipeline specs non-redundant. +**Nesting.** A pipeline can appear as a step inside another pipeline. Real cases exist in the catalog (`orc-varint` is a two-step pipeline; `parquet-page-v2-split` appears as a step in the Parquet v2 dictionary-decode pipeline). Zarr v3 sharding is a case not in the catalog: the sharding codec wraps an inner codec pipeline (e.g. shuffle + zstd) applied per-chunk within the shard. The executor currently assumes every `codec_id` resolves to a leaf codec. Supporting nesting means handling the case where the resolver finds a pipeline JSON rather than a leaf codec for a given `codec_id`, and recursing into `run()`. No new concepts are required — the same DAG inversion and step execution mechanisms apply at both levels. From c42147c5704699feae6a5a9b5e63dfb0a862d6dd Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Mon, 30 Mar 2026 11:48:17 -0500 Subject: [PATCH 40/52] docs: split CODEC_CONTRACT.md and CORE_ABI.md into codec-contract/ directory Split the monolithic codec contract doc into per-backend specs: - README.md: common contract (call interface, signature format, validation) - component-model.md: WIT interface, WASIp2, error signaling - core.md: binary port-map format, calling convention, exports - native.md: numcodecs wrapping, data_format, parameter handling Removed host-side implementation details (single-copy transfer, codec type detection, reference implementations) that belong in CODEC_RUNTIME.md. Tightened prose throughout. Also adds numcodecs/numpy as optional dependency (`chonkle[native]`). --- README.md | 2 +- codec/README.md | 8 +- codec/shared/core_abi.h | 2 +- docs/CODEC_RUNTIME.md | 4 +- docs/README.md | 3 +- docs/reference/CODEC_CONTRACT.md | 153 ------------------ docs/reference/CORE_ABI.md | 150 ----------------- docs/reference/codec-contract/README.md | 48 ++++++ .../codec-contract/component-model.md | 33 ++++ docs/reference/codec-contract/core.md | 75 +++++++++ docs/reference/codec-contract/native.md | 22 +++ pyproject.toml | 3 + uv.lock | 9 ++ 13 files changed, 199 insertions(+), 313 deletions(-) delete mode 100644 docs/reference/CODEC_CONTRACT.md delete mode 100644 docs/reference/CORE_ABI.md create mode 100644 docs/reference/codec-contract/README.md create mode 100644 docs/reference/codec-contract/component-model.md create mode 100644 docs/reference/codec-contract/core.md create mode 100644 docs/reference/codec-contract/native.md diff --git a/README.md b/README.md index 6ea4843..4656492 100644 --- a/README.md +++ b/README.md @@ -10,7 +10,7 @@ chonkle supports three codec backends. Each implements the same `Codec` ABC (`ca **Component Model Wasm** -- `.wasm` components implementing the `chonkle:codec/transform@0.1.0` WIT interface. Data transfer uses the canonical ABI (~1.7 MB/s measured throughput in the Python binding). Any language with a Component Model toolchain (Rust, C, Python via componentize-py) can implement the WIT interface. The Wasmtime sandbox isolates each component from the host. -**Core Wasm** -- wasm32-wasi reactor modules using a binary port-map wire format via `Memory.read`/`Memory.write`. Data transfer throughput is ~10 GB/s. When consecutive pipeline steps are both core wasm, data transfers between their linear memories use `ctypes.memmove` (single-copy, no serialization round-trip). Core wasm modules export `memory`, `alloc`, `dealloc`, `encode`, and `decode`. The wire format is specified in `docs/reference/CORE_ABI.md`. +**Core Wasm** -- wasm32-wasi reactor modules using a binary port-map wire format via `Memory.read`/`Memory.write`. Data transfer throughput is ~10 GB/s. When consecutive pipeline steps are both core wasm, data transfers between their linear memories use `ctypes.memmove` (single-copy, no serialization round-trip). Core wasm modules export `memory`, `alloc`, `dealloc`, `encode`, and `decode`. The wire format is specified in `docs/reference/codec-contract/core.md`. **Native (numcodecs)** -- Python codecs from the [numcodecs](https://numcodecs.readthedocs.io/) library. No Wasm overhead. `numcodecs` and `numpy` are optional dependencies, imported lazily. Signatures are bundled as JSON files in `src/chonkle/signatures/numcodecs/`. Adding a new numcodecs codec requires only adding a signature file. diff --git a/codec/README.md b/codec/README.md index 3483f06..31f35d1 100644 --- a/codec/README.md +++ b/codec/README.md @@ -2,8 +2,8 @@ Wasm codec implementations for the chonkle pipeline. Codecs fall into two categories: -- **Component Model codecs** implement the `chonkle:codec/transform` WIT interface and are lifted to Component Model `.wasm` binaries. See [docs/reference/CODEC_CONTRACT.md](../docs/reference/CODEC_CONTRACT.md). -- **Core Wasm codecs** are wasm32-wasi reactor modules that export `memory`, `alloc`, `dealloc`, `encode`, and `decode` using the binary port-map wire format. See [docs/reference/CORE_ABI.md](../docs/reference/CORE_ABI.md). +- **Component Model codecs** implement the `chonkle:codec/transform` WIT interface and are lifted to Component Model `.wasm` binaries. See [docs/reference/codec-contract/component-model.md](../docs/reference/codec-contract/component-model.md). +- **Core Wasm codecs** are wasm32-wasi reactor modules that export `memory`, `alloc`, `dealloc`, `encode`, and `decode` using the binary port-map wire format. See [docs/reference/codec-contract/core.md](../docs/reference/codec-contract/core.md). All codec build processes include a post-build step to embed the codec signature into the `.wasm` binary: @@ -122,10 +122,10 @@ GitHub release to match the `wasmtime` Python package version. ### Core Wasm codec -1. Implement and export `memory`, `alloc`, `dealloc`, `encode`, and `decode` per the [core ABI spec](../docs/reference/CORE_ABI.md). +1. Implement and export `memory`, `alloc`, `dealloc`, `encode`, and `decode` per the [core ABI spec](../docs/reference/codec-contract/core.md). 2. Build to a core wasm32-wasi `.wasm` and place it in `codec//`. 3. Write a `signature.json` in the codec directory. 4. Embed the signature: `chonkle embed-signature .wasm signature.json`. 5. Add a `.gitignore` for your toolchain's build artifacts. -See [docs/reference/CODEC_CONTRACT.md](../docs/reference/CODEC_CONTRACT.md) for the Component Model signature format and port conventions, or [docs/reference/CORE_ABI.md](../docs/reference/CORE_ABI.md) for the core ABI contract. +See [docs/reference/codec-contract/](../docs/reference/codec-contract/) for the codec contract (common requirements and per-backend specs). diff --git a/codec/shared/core_abi.h b/codec/shared/core_abi.h index 2467f37..8f8769c 100644 --- a/codec/shared/core_abi.h +++ b/codec/shared/core_abi.h @@ -2,7 +2,7 @@ * Core ABI helpers for chonkle core wasm codecs. * * Provides port-map serialization/deserialization for the binary wire - * format defined in docs/reference/CORE_ABI.md. + * format defined in docs/reference/codec-contract/core.md. */ #ifndef CORE_ABI_H #define CORE_ABI_H diff --git a/docs/CODEC_RUNTIME.md b/docs/CODEC_RUNTIME.md index 88082b8..23d1eea 100644 --- a/docs/CODEC_RUNTIME.md +++ b/docs/CODEC_RUNTIME.md @@ -30,7 +30,7 @@ chonkle supports three codec backends. All three implement the `Codec` ABC with Throughput is limited by the Python canonical ABI binding (approximately 1.7 MB/s measured). -See [CODEC_CONTRACT.md](reference/CODEC_CONTRACT.md) for the full interface specification. +See [codec-contract/component-model.md](reference/codec-contract/component-model.md) for the full interface specification. ### Core Wasm @@ -40,7 +40,7 @@ wasm32-wasi reactor modules using a binary port-map wire format via `Memory.read `CoreWasmCodec.call()` returns `CoreWasmRef` deferred values -- bulk data stays in linear memory until consumed by a downstream codec. Non-core downstream codecs receive materialized bytes. -See [CORE_ABI.md](reference/CORE_ABI.md) for the wire format specification. +See [codec-contract/core.md](reference/codec-contract/core.md) for the wire format specification. ### Native (numcodecs) diff --git a/docs/README.md b/docs/README.md index 826b78e..3d20d0b 100644 --- a/docs/README.md +++ b/docs/README.md @@ -10,8 +10,7 @@ chonkle is a Python host for running data codec pipelines. Pipelines are DAGs of Specs for codec and pipeline authors. -- [reference/CODEC_CONTRACT.md](reference/CODEC_CONTRACT.md) — Codec contract: what each backend must implement (Component Model WIT, Core ABI, native) -- [reference/CORE_ABI.md](reference/CORE_ABI.md) — Core ABI contract: port-map wire format, required exports, calling convention +- [reference/codec-contract/](reference/codec-contract/) — Codec contract: common requirements, plus per-backend specs ([Component Model](reference/codec-contract/component-model.md), [Core Wasm](reference/codec-contract/core.md), [native](reference/codec-contract/native.md)) - [reference/PIPELINE_SCHEMA.md](reference/PIPELINE_SCHEMA.md) — Pipeline JSON schema: DAG structure, wiring references, step fields - [reference/protospec/](reference/protospec/) — Codec inventory: named codecs with typed signatures - [reference/comparisons/](reference/comparisons/) — Codec pipeline tradeoff analysis and F3 comparison diff --git a/docs/reference/CODEC_CONTRACT.md b/docs/reference/CODEC_CONTRACT.md deleted file mode 100644 index d0234d8..0000000 --- a/docs/reference/CODEC_CONTRACT.md +++ /dev/null @@ -1,153 +0,0 @@ -# Codec Contract - -This document specifies the interface contracts between chonkle (the host) and codec implementations. Three codec backends are supported: Component Model Wasm, Core Wasm, and Native (numcodecs). All three are wrapped by the `Codec` ABC and present a uniform `call(direction, port_map)` / `signature()` interface to the executor. - -## Common requirements - -Every codec, regardless of backend, must satisfy: - -- **Signature**: a JSON object declaring `codec_id`, `implementation`, `inputs`, and `outputs`. For wasm codecs, the signature is embedded in the `.wasm` binary as a `chonkle:signature` custom section. For native codecs, the signature is a bundled JSON file in `src/chonkle/signatures/numcodecs/`. Preparation (`prepare()`) raises `ValueError` if a codec has no signature. -- **Port-map interface**: codecs receive a port-map (a list of named byte buffers) and return a port-map. The executor routes data between pipeline steps by matching port names. -- **Encode and decode**: every codec exposes both an `encode` and a `decode` operation. The executor selects which to call based on the pipeline direction. - -### Signature format - -```json -{ - "codec_id": "zstd", - "implementation": "zstd-rs", - "inputs": { - "bytes": {"type": "bytes", "required": true}, - "level": {"type": "int", "required": false, "default": 3, "encode_only": true} - }, - "outputs": { - "bytes": {"type": "bytes"} - } -} -``` - -Fields: - -- `codec_id` — logical codec identifier (e.g. `"zlib"`, `"tiff-predictor-2"`) -- `implementation` — identifies the specific build or project that produced the codec (e.g. `"zlib-rs"`, `"numcodecs.zlib"`) -- `inputs` — map of input port descriptors. Each has `type` (required), and optional `required` (default `true`), `default`, and `encode_only` (default `false`). -- `outputs` — map of output port descriptors. Each has `type`. -- `data_format` (native codecs only) — `"bytes"` or `"ndarray"`, controls the calling convention - -Validation rules: - -- Both inputs and outputs use **subset checks** — a step need not use every port the codec declares -- Input validation is **direction-aware**: ports marked `encode_only: true` are excluded from the valid input set when running in decode direction -- Active step inputs = `step.inputs.keys() - encode_only_inputs` - -### Codec parameters - -Codec parameters (constants) arrive as named port entries with values serialized as UTF-8 JSON bytes. A codec that accepts a compression level, for example, reads a `"level"` port entry and deserializes its bytes as JSON. - -### Codec type detection - -For wasm binaries, `detect_codec_type()` reads the 8-byte header (4-byte magic + 4-byte version) to distinguish backends: - -- `00 61 73 6d` + `0d 00 01 00` → Component Model -- `00 61 73 6d` + `01 00 00 00` → Core Wasm - -Native codecs are not `.wasm` files and are identified by the presence of a bundled signature file. - -## Component Model Wasm - -Component Model codecs implement the `chonkle:codec/transform@0.1.0` WIT interface. The toolchain (e.g. `cargo-component`, `wit-bindgen`, `wasm-tools component new`) generates all memory management and canonical ABI glue. Codec authors work only with high-level types. - -### WIT interface - -A component must export the `chonkle:codec/transform` interface. The full WIT definition (from `wit/codec.wit`): - -```wit -package chonkle:codec@0.1.0; - -interface transform { - type port-name = string; - type port-map = list>>; - - encode: func(inputs: port-map) -> result; - decode: func(inputs: port-map) -> result; -} - -world codec { - export transform; -} -``` - -Port maps are ordered lists of `(port-name, bytes)` pairs. Port names are runtime conventions used to route data between pipeline steps — the executor matches step outputs to downstream step inputs by name. - -### Export location - -A compiled component must export the `transform` interface under the key `"chonkle:codec/transform@0.1.0"`. This is the key that the Component Model toolchain embeds when a component is built against `codec.wit`. - -The host looks up this exact key in the component's exports (via the `CODEC_TRANSFORM_IFACE` constant) and retrieves `encode` or `decode` from within it. If the key is absent the component is rejected with a `RuntimeError`. - -### Runtime requirements - -Components must be **WASIp2-compatible**. The host calls `linker.add_wasip2()` unconditionally; components that do not target WASIp2 will fail to instantiate. - -### Error signaling - -Return the `Err` variant of `result` to signal failure. The host raises `RuntimeError` with the error string as the message. Return `Ok(port-map)` on success. - -### Signature embedding - -The signature is embedded in the `.wasm` binary as a `chonkle:signature` custom section at build time: - -```bash -chonkle embed-signature codec.wasm signature.json -``` - -## Core Wasm - -Core Wasm codecs are wasm32-wasi reactor modules that use a binary port-map wire format instead of the Component Model canonical ABI. The full specification, including the wire format, calling convention, call sequence diagram, and reference implementations in C and Rust, is in [`CORE_ABI.md`](CORE_ABI.md). - -### Required exports - -| Export | Type | Description | -| --- | --- | --- | -| `memory` | Memory | Linear memory accessible to the host | -| `alloc` | `func(size: i32) -> i32` | Allocate `size` bytes; return pointer or 0 on failure | -| `dealloc` | `func(ptr: i32, size: i32)` | Free a buffer previously returned by `alloc` or by `encode`/`decode` | -| `encode` | `func(ptr: i32, len: i32) -> i64` | Encode operation | -| `decode` | `func(ptr: i32, len: i32) -> i64` | Decode operation | - -### Return value - -`encode` and `decode` return a packed `i64`: `(output_ptr << 32) | output_len`. Return `0` to signal an error. - -### Signature embedding - -Identical to Component Model codecs — a `chonkle:signature` custom section is embedded in the `.wasm` binary: - -```bash -chonkle embed-signature codec.wasm signature.json -``` - -### Single-copy transfer - -When two adjacent pipeline steps are both core wasm codecs, the executor transfers data between their linear memories using `ctypes.memmove` via `Memory.data_ptr()`. This avoids copying data out of wasm memory and back in. Non-core downstream codecs receive materialized bytes. - -## Native (numcodecs) - -Native codecs have no binary artifact. The `NativeCodec` wrapper dynamically instantiates a numcodecs codec object at runtime. `numcodecs` and `numpy` are optional dependencies, imported lazily at `NativeCodec` instantiation — users who only run wasm codecs do not need them installed. - -### Signature source - -Signatures are bundled as JSON files in `src/chonkle/signatures/numcodecs/`, one file per supported codec (e.g. `zlib.json`, `delta.json`). Adding support for a new numcodecs codec requires adding a JSON file to this directory. - -Native signatures use the same format as wasm codec signatures, with one additional field: `data_format`. - -### Data format and calling convention - -The `data_format` field in the signature controls how the `bytes` port is handled: - -- **`"bytes"`** (default): the `bytes` port value is passed directly to `codec.encode()` / `codec.decode()`. Used by compression codecs (zlib, gzip, bz2, lzma, zstd, lz4, blosc). -- **`"ndarray"`**: the `bytes` port is interpreted as a raw buffer and converted to a numpy ndarray using the `dtype` port (required for ndarray-format codecs). The result is converted back to bytes after processing. Used by array-level codecs (delta, shuffle). - -### Parameter handling - -Non-`bytes` ports in the input port-map (excluding `dtype` for ndarray-format codecs) are JSON-decoded and passed as constructor kwargs to the numcodecs codec via `numcodecs.get_codec()`. For ndarray-format codecs, `dtype` is first attempted as a constructor kwarg; if the codec does not accept it, it is used only for buffer conversion. diff --git a/docs/reference/CORE_ABI.md b/docs/reference/CORE_ABI.md deleted file mode 100644 index b969bf4..0000000 --- a/docs/reference/CORE_ABI.md +++ /dev/null @@ -1,150 +0,0 @@ -# Core ABI Contract - -Core Wasm codecs are wasm32-wasi reactor modules that implement the chonkle core ABI. They use a binary port-map wire format instead of the Component Model canonical ABI, enabling direct memory access at host-native speed (~10 GB/s vs ~1.7 MB/s for the canonical ABI path). - -## Required Exports - -| Export | Type | Description | -|---|---|---| -| `memory` | Memory | Linear memory accessible to the host | -| `alloc` | `func(size: i32) -> i32` | Allocate `size` bytes; return pointer or 0 on failure | -| `dealloc` | `func(ptr: i32, size: i32)` | Free a buffer previously returned by `alloc` or by `encode`/`decode` | -| `encode` | `func(port_map_ptr: i32, port_map_len: i32) -> i64` | Encode operation | -| `decode` | `func(port_map_ptr: i32, port_map_len: i32) -> i64` | Decode operation | - -## Port-Map Wire Format - -All multi-byte integers are little-endian. - -``` -u32: entry_count -For each entry: - u32: name_len - u8[name_len]: name (UTF-8, not null-terminated) - u32: data_len - u8[data_len]: data -``` - -No padding or alignment between fields. Entries are serialized in order. - -### Example - -A port-map with one entry `("bytes", [0xDE, 0xAD])`: - -``` -01 00 00 00 entry_count = 1 -05 00 00 00 name_len = 5 -62 79 74 65 73 name = "bytes" -02 00 00 00 data_len = 2 -DE AD data -``` - -Total: 19 bytes. - -## Calling Convention - -### Input ownership - -The host allocates the input buffer in the module's linear memory via `alloc()`, then writes the serialized port-map via `Memory.write()`. The codec takes ownership of this buffer and is responsible for freeing it. - -### Return value - -`encode` and `decode` return a packed `i64`: - -``` -i64 = (output_ptr << 32) | output_len -``` - -- `output_ptr` (upper 32 bits): pointer to the serialized output port-map in linear memory -- `output_len` (lower 32 bits): byte length of the serialized output - -### Output ownership - -The host reads the output port-map from linear memory, then calls `dealloc(output_ptr, output_len)` to free it. - -### Error signaling - -Return `0` (i.e., `ptr=0, len=0`) to signal an error. A future revision may add structured error reporting. - -## Call Sequence - -``` -Host Module - | | - |-- alloc(input_size) ------------>| - |<------------ input_ptr ---------| - | | - |-- Memory.write(input_ptr, data)->| - | | - |-- encode(input_ptr, input_size)->| - | [module frees input] | - | [module allocates out] | - |<------ (output_ptr, output_len) -| - | | - |-- Memory.read(output_ptr, ...) ->| - | | - |-- dealloc(output_ptr, out_len) ->| - | | -``` - -## Signature - -Core wasm codecs embed a `chonkle:signature` custom section in the `.wasm` binary, identical in format to Component Model codecs. The signature is embedded as a post-build step: - -```bash -chonkle embed-signature codec.wasm signature.json -``` - -## Relationship to Component Model WIT - -The WIT interface (`chonkle:codec/transform@0.1.0`) is unchanged and applies only to Component Model codecs. Core wasm codecs use the binary port-map wire format via `Memory.read`/`Memory.write`. The executor's codec wrapper classes bridge the difference: the executor always works with `list[tuple[str, bytes]]` regardless of backend. - -## Reference Implementations - -### C - -Reference C implementation is provided in `codec/shared/core_abi.h` and `codec/shared/core_abi.c`. See `codec/identity-core-c/` for a complete codec using these helpers. - -### Rust - -```rust -/// Parse a port-map from the wire format. -fn parse_port_map(data: &[u8]) -> Vec<(&str, &[u8])> { - let mut offset = 0; - let count = u32::from_le_bytes(data[offset..offset + 4].try_into().unwrap()) as usize; - offset += 4; - let mut entries = Vec::with_capacity(count); - for _ in 0..count { - let name_len = - u32::from_le_bytes(data[offset..offset + 4].try_into().unwrap()) as usize; - offset += 4; - let name = std::str::from_utf8(&data[offset..offset + name_len]).unwrap(); - offset += name_len; - let data_len = - u32::from_le_bytes(data[offset..offset + 4].try_into().unwrap()) as usize; - offset += 4; - let port_data = &data[offset..offset + data_len]; - offset += data_len; - entries.push((name, port_data)); - } - entries -} - -/// Serialize a port-map to the wire format. -fn serialize_port_map(entries: &[(&str, &[u8])]) -> Vec { - let mut buf = Vec::new(); - buf.extend_from_slice(&(entries.len() as u32).to_le_bytes()); - for (name, data) in entries { - buf.extend_from_slice(&(name.len() as u32).to_le_bytes()); - buf.extend_from_slice(name.as_bytes()); - buf.extend_from_slice(&(data.len() as u32).to_le_bytes()); - buf.extend_from_slice(data); - } - buf -} - -/// Pack a (ptr, len) pair into a single i64 return value. -fn pack_result(ptr: u32, len: u32) -> i64 { - ((ptr as i64) << 32) | (len as i64) -} -``` diff --git a/docs/reference/codec-contract/README.md b/docs/reference/codec-contract/README.md new file mode 100644 index 0000000..1fff008 --- /dev/null +++ b/docs/reference/codec-contract/README.md @@ -0,0 +1,48 @@ +# Codec Contract + +These documents specify the interface contracts between chonkle (the host) and codec implementations. Three codec backends are supported: + +- [Core Wasm](core.md) +- [Component Model Wasm](component-model.md) +- [Native (numcodecs)](native.md) + +All three are wrapped by the `Codec` ABC and present a uniform interface to the executor: `call(direction, port_map)` and `signature()`. + +## Call interface + +Every codec exposes an `encode` and a `decode` operation. The `direction` argument to `call()` determines which is invoked. Both operations receive named inputs and produce named outputs, corresponding to the `inputs` and `outputs` declared in the codec's signature. Concretely, the inputs and outputs are passed as a **port-map**: a list of `(name, bytes)` pairs. + +## Signature + +Every codec must have a signature, returned by `signature()`: a JSON object declaring `codec_id`, `implementation`, `inputs`, and `outputs`. For wasm codecs, the signature is embedded in the `.wasm` binary as a `chonkle:signature` custom section. For native codecs, the signature is a bundled JSON file in `src/chonkle/signatures/numcodecs/`. + +### Format + +```json +{ + "codec_id": "zstd", + "implementation": "zstd-rs", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "level": {"type": "int", "required": false, "default": 3, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` + +Fields: + +- `codec_id` — logical codec identifier (e.g. `"zlib"`, `"tiff-predictor-2"`) +- `implementation` — identifies the specific build or project that produced the codec (e.g. `"zlib-rs"`, `"numcodecs.zlib"`) +- `inputs` — map of input port descriptors. Each has `type` (required), and optional `required` (default `true`), `default`, and `encode_only` (default `false`). +- `outputs` — map of output port descriptors. Each has `type`. +- `data_format` (native codecs only) — `"bytes"` or `"ndarray"`, controls the calling convention. See [native.md](native.md). + +### Validation + +The host validates signatures during pipeline preparation: + +- Both inputs and outputs use **subset checks** — a step need not wire every port the codec declares. For example, a codec may declare an optional `level` input with a default value; a pipeline step that is happy with the default simply omits it from its `inputs`. +- Input validation is **direction-aware**: when running in decode direction, ports marked `encode_only: true` are ignored during validation and omitted from the port-map passed to the codec diff --git a/docs/reference/codec-contract/component-model.md b/docs/reference/codec-contract/component-model.md new file mode 100644 index 0000000..5d2ac08 --- /dev/null +++ b/docs/reference/codec-contract/component-model.md @@ -0,0 +1,33 @@ +# Component Model Wasm + +Component Model codecs implement the `chonkle:codec/transform@0.1.0` WIT interface. The toolchain (e.g. `cargo-component`, `wit-bindgen`, `wasm-tools component new`) generates all memory management and canonical ABI glue. Codec authors work only with high-level types. + +## WIT interface + +A component must export the `chonkle:codec/transform` interface. The full WIT definition (from `wit/codec.wit`): + +```wit +package chonkle:codec@0.1.0; + +interface transform { + type port-name = string; + type port-map = list>>; + + encode: func(inputs: port-map) -> result; + decode: func(inputs: port-map) -> result; +} + +world codec { + export transform; +} +``` + +The toolchain embeds this under the key `"chonkle:codec/transform@0.1.0"` — the host looks up this exact key in the component's exports. Components must target **WASIp2**. Return `Err(string)` to signal failure; return `Ok(port-map)` on success. + +## Signature embedding + +The codec's signature must be embedded in the `.wasm` binary as a `chonkle:signature` custom section at build time. The `chonkle` CLI provides a helper command to do this: + +```bash +chonkle embed-signature codec.wasm signature.json +``` diff --git a/docs/reference/codec-contract/core.md b/docs/reference/codec-contract/core.md new file mode 100644 index 0000000..302eccb --- /dev/null +++ b/docs/reference/codec-contract/core.md @@ -0,0 +1,75 @@ +# Core Wasm + +Core Wasm codecs are wasm32-wasi reactor modules. The host and module communicate through direct reads and writes to the module's linear memory, using a binary serialization format for port-maps. + +## Required Exports + +| Export | Type | Description | +|---|---|---| +| `memory` | Memory | Linear memory (provided automatically by the wasm toolchain) | +| `alloc` | `func(size: i32) -> i32` | Allocate `size` bytes; return pointer or 0 on failure | +| `dealloc` | `func(ptr: i32, size: i32)` | Free a buffer previously returned by `alloc` or by `encode`/`decode` | +| `encode` | `func(port_map_ptr: i32, port_map_len: i32) -> i64` | Encode operation | +| `decode` | `func(port_map_ptr: i32, port_map_len: i32) -> i64` | Decode operation | + +## Port-Map Binary Format + +All multi-byte integers are little-endian. + +``` +u32: entry_count +For each entry: + u32: name_len + u8[name_len]: name (UTF-8, not null-terminated) + u32: data_len + u8[data_len]: data +``` + +No padding or alignment between fields. Entries are serialized in order. + +### Example + +A port-map with one entry `("bytes", [0xDE, 0xAD])`: + +``` +01 00 00 00 entry_count = 1 +05 00 00 00 name_len = 5 +62 79 74 65 73 name = "bytes" +02 00 00 00 data_len = 2 +DE AD data +``` + +Total: 19 bytes. + +## Calling Convention + +The host allocates the input buffer in the module's linear memory via `alloc()`, then writes the serialized port-map. The codec takes ownership of this buffer and is responsible for freeing it. + +`encode` and `decode` return a packed `i64`: `(output_ptr << 32) | output_len`. The host reads the output port-map from linear memory, then calls `dealloc(output_ptr, output_len)` to free it. Return `0` to signal an error. + +``` +Host Module + | | + |-- alloc(input_size) ------------>| + |<------------ input_ptr ----------| + | | + |-- Memory.write(input_ptr, data)->| + | | + |-- encode(input_ptr, input_size)->| + | [module frees input] | + | [module allocates out] | + |<------ (output_ptr, output_len) -| + | | + |-- Memory.read(output_ptr, ...) ->| + | | + |-- dealloc(output_ptr, out_len) ->| + | | +``` + +## Signature Embedding + +The codec's signature must be embedded in the `.wasm` binary as a `chonkle:signature` custom section at build time. The `chonkle` CLI provides a helper command to do this: + +```bash +chonkle embed-signature codec.wasm signature.json +``` diff --git a/docs/reference/codec-contract/native.md b/docs/reference/codec-contract/native.md new file mode 100644 index 0000000..146e94e --- /dev/null +++ b/docs/reference/codec-contract/native.md @@ -0,0 +1,22 @@ +# Native (numcodecs) + +Native codecs wrap [numcodecs](https://numcodecs.readthedocs.io/) codec objects — there is no `.wasm` binary. Using native codecs requires `numcodecs` and `numpy`: `pip install chonkle[native]`. + +## Signature source + +Signatures are bundled as JSON files in `src/chonkle/signatures/numcodecs/`, one file per supported codec (e.g. `zlib.json`, `delta.json`). Adding support for a new numcodecs codec requires adding a JSON file to this directory. + +Native signatures use the same format as wasm codec signatures, with one additional field: `data_format`. + +## Data format and calling convention + +The `data_format` field in the signature controls how the `bytes` port is handled: + +- **`"bytes"`** (default): the `bytes` port value is passed directly to `codec.encode()` / `codec.decode()`. Used by compression codecs (zlib, gzip, bz2, lzma, zstd, lz4, blosc). +- **`"ndarray"`**: the `bytes` port is interpreted as a raw buffer and converted to a numpy ndarray using the `dtype` port (required for ndarray-format codecs). The result is converted back to bytes after processing. Used by array-level codecs (delta, shuffle). + +## Parameter handling + +The host deserializes parameters before passing them to the numcodecs codec. Port-map entries other than `bytes` are JSON-decoded and used as constructor kwargs via `numcodecs.get_codec()`. For example, a zlib codec receiving `("level", b"6")` in its port-map would be instantiated as `numcodecs.get_codec({"id": "zlib", "level": 6})`. + +For ndarray-format codecs, the `dtype` port is used to convert the `bytes` buffer to a numpy array via `np.frombuffer(data, dtype=dtype)`. diff --git a/pyproject.toml b/pyproject.toml index f82b822..d9f965e 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -9,6 +9,9 @@ dependencies = [ "wasmtime", ] +[project.optional-dependencies] +native = ["numcodecs", "numpy"] + [project.scripts] chonkle = "chonkle.cli:main" diff --git a/uv.lock b/uv.lock index 4b95723..5267e26 100644 --- a/uv.lock +++ b/uv.lock @@ -275,6 +275,12 @@ dependencies = [ { name = "wasmtime" }, ] +[package.optional-dependencies] +native = [ + { name = "numcodecs" }, + { name = "numpy" }, +] + [package.dev-dependencies] dev = [ { name = "mypy" }, @@ -291,9 +297,12 @@ notebook = [ [package.metadata] requires-dist = [ + { name = "numcodecs", marker = "extra == 'native'" }, + { name = "numpy", marker = "extra == 'native'" }, { name = "oras" }, { name = "wasmtime" }, ] +provides-extras = ["native"] [package.metadata.requires-dev] dev = [ From cd2013a6be8628d46b40ddc04a9d39d396f5caeb Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Mon, 30 Mar 2026 13:25:07 -0500 Subject: [PATCH 41/52] docs: clean up PIPELINE_SCHEMA.md for accuracy against protospec Remove fictional divergences (no `configuration` field, `encode_only` as codec signature property), fix stale `src` reference in `sources` heading, add missing divergence (no `outputs` on steps), rename "Top-level fields" to "Pipeline object", and clarify relationship between steps and codec signatures. --- docs/reference/PIPELINE_SCHEMA.md | 50 +++++++++---------------------- 1 file changed, 14 insertions(+), 36 deletions(-) diff --git a/docs/reference/PIPELINE_SCHEMA.md b/docs/reference/PIPELINE_SCHEMA.md index 91f2699..f4ce9ba 100644 --- a/docs/reference/PIPELINE_SCHEMA.md +++ b/docs/reference/PIPELINE_SCHEMA.md @@ -4,7 +4,7 @@ A pipeline is a DAG of codec steps defined in a JSON file. A pipeline JSON is an However, a pipeline is conceptually a codec: a codec signature for the pipeline can be derived from the pipeline JSON. The input names and types come directly from the `inputs` field; constants appear as optional inputs with their baked-in value as the default; and output types are inferred by tracing each output wiring reference back through the step signatures. -## Top-level fields +## Pipeline Object ```json { @@ -44,6 +44,10 @@ The canonical identifier for this pipeline. A pipeline is itself a codec per pro `"encode"` or `"decode"`. Declares which direction this pipeline definition represents. Pass a `direction` to `run()` that differs from `pipeline.direction` to execute the pipeline in the opposite direction (inverted step order, opposite encode/decode function). +### `sources` (object, optional) + +Maps codec_ids to download URIs for codec artifacts. Supported URI schemes: `file://`, `https://`, `oci://` (`http://` raises `ValueError`). These are advisory fetch hints for the `Resolver`: if a codec_id is not found in the local store or via other resolution mechanisms, the resolver downloads from the URI listed here. + ### `inputs` (object, required) The pipeline's public input ports -- what callers must supply. Each key is a port name; each value is a descriptor: @@ -51,7 +55,7 @@ The pipeline's public input ports -- what callers must supply. Each key is a por - `type` (string, required): the semantic type of the port. Valid values follow the protospec type vocabulary (see the [Types section of the codec inventory](https://github.com/cylf-dev/protospec/blob/main/codec-inventory.md#types)): `"bytes"`, `"string"`, `"int"`, `"uint"`, `"float"`, `"bool"`, `"uint[]"`, `"dtype_desc"`. - `encode_only` (bool, optional): if true, this input is only meaningful during encoding. It is omitted from the port-map during decode, and any derived codec signature will carry this annotation so that outer pipelines can handle it correctly. -`required` and `default` are absent. All pipeline inputs are caller-supplied -- there is no fallback at the pipeline boundary. Parameters with baked-in values belong in `constants`. +`required` and `default` are absent (unlike codec signature inputs, which carry both). All pipeline inputs are caller-supplied -- there is no fallback at the pipeline boundary. Parameters with baked-in values belong in `constants`. ### `constants` (object, optional) @@ -62,10 +66,6 @@ Values baked into the pipeline definition. Constants are never supplied by the c Constants use the `constant.` wiring namespace, which is distinct from `input.`. During pipeline inversion, pipeline inputs become pipeline outputs (and vice versa), but constants remain constants -- available as configuration in both directions. -### `sources` (object, optional) - -Maps codec_ids to download URIs for codec artifacts. Supported URI schemes: `file://`, `https://`, `oci://` (`http://` raises `ValueError`). These are advisory fetch hints for the `Resolver`: if a codec_id is not found in the local store or via other resolution mechanisms, the resolver downloads from the URI listed here. - ### `outputs` (object, required) Maps each pipeline output port name to the step port that produces it. The key is the name callers use to retrieve results from the returned port-map; the value is a wiring reference of the form `step_name.port_name`. An output port may be renamed relative to the source step's port name. Types are not declared here -- they are derived from the source step's codec signature during validation. @@ -74,10 +74,10 @@ Maps each pipeline output port name to the step port that produces it. The key i A named map of step objects. Keys are step names (unique DAG node identifiers used in wiring references). Order in JSON does not matter -- topological sort determines execution order. See [Steps](#steps) below. ---- - ## Steps +Each step invokes a codec. The step's `codec_id` resolves to a codec signature, which defines the port names, types, and encode-only annotations that the step's wiring must satisfy. + ```json "steps": { "zlib": { @@ -103,15 +103,7 @@ The logical codec identifier. The `Resolver` maps this to a `Codec` instance. Ma ### `inputs` (object, required) -Maps each codec input port name to a wiring reference. The key is the port name as declared in the codec signature; the value is a wiring reference (see [Wiring References](#wiring-references)). No type information is included -- types come from the codec signature. - -### Fields absent from steps - -- **`src`**: removed. Implementation selection is the resolver's responsibility. The pipeline-level `sources` field provides optional download hints, but the resolver controls which backend (core wasm, component model, or native) is used for each codec_id. -- **`outputs`**: removed. Output port names come from codec signatures and are validated at `prepare()` time against wiring references that target a step's outputs. -- **`encode_only_inputs`**: removed. Encode-only ports are derived from codec signature `encode_only` fields at `prepare()` time. `PreparedPipeline` precomputes the encode-only input set for each step. - ---- +Maps each codec input port name to a wiring reference. The key is the port name as declared in the codec signature; the value is a wiring reference (see [Wiring References](#wiring-references)). No type information is included—types come from the codec signature. ## Wiring References @@ -125,8 +117,6 @@ A wiring reference is a dot-notation string identifying the source of a value: Wiring references are parsed into `WiringRef` objects at pipeline construction time. Step existence and input/constant refs are validated at parse time. Step output port refs (references to `.`) are validated at `prepare()` time against codec signatures. ---- - ## Codec Type Detection The codec type for each step is not declared in the pipeline schema. It is detected from the resolved binary by reading the 8-byte wasm header: @@ -135,19 +125,17 @@ The codec type for each step is not declared in the pipeline schema. It is detec - `.wasm` with component version header (`0d 00 01 00`) -- `ComponentCodec` - No wasm binary (numcodecs registry) -- `NativeCodec` ---- - ## Divergences from the Protospec The protospec pipeline format is the upstream reference. The following changes were made deliberately. -### `sources` at pipeline level instead of `src` per step +### `sources` (chonkle addition) **Protospec**: no equivalent (codec resolution is implicit via registry) **Ours**: `"sources": {"codec_id": "oci://..."}` at the pipeline level -The protospec assumes a registry from which codecs are resolved by `codec_id`. `sources` provides advisory download URIs for the resolver when a codec is not available locally. This is a pipeline-level map rather than a per-step field because multiple steps may share the same codec_id, and implementation selection (which backend to use) is the resolver's concern, not the pipeline's. +The protospec assumes codecs are resolved from a registry by `codec_id`. Chonkle doesn't have a registry yet, so `sources` gives the resolver advisory download hints for codecs not available locally. ### `"codec"` renamed to `"codec_id"` in steps @@ -157,21 +145,11 @@ The protospec assumes a registry from which codecs are resolved by `codec_id`. ` `codec_id` is the consistent term for a codec identifier throughout the rest of the schema (top-level `codec_id`, codec signatures). Using `codec` in steps would be the only place the shorter form appeared. -### No `configuration` field - -**Protospec**: `"configuration": {"level": 3}` on steps - -**Ours**: absent - -All codec parameters flow through port-maps via pipeline-level constants. A step wires `"level": "constant.level"` in its `inputs`. This keeps the data flow uniform -- every value a codec receives arrives through the same port-map mechanism. - -### `encode_only` is a codec signature property - -**Protospec**: `encode_only` is a property of codec signature inputs +### No `outputs` on steps -**Ours**: same, but the pipeline schema does not redeclare it on steps +**Protospec**: steps have an `"outputs"` field that aliases output port names, e.g. `"outputs": {"bytes": "raw_uints"}`. Other steps reference the alias (`decode_varint.raw_uints`), not the codec signature name. -Encode-only routing is derived from codec signatures at `prepare()` time and precomputed on `PreparedPipeline`. The pipeline JSON does not carry `encode_only_inputs` on steps. Pipeline-level inputs may carry `encode_only: true` for derived codec signature purposes. +**Ours**: steps have only `inputs`. Output ports are referenced by their codec signature names directly (e.g., `decode_varint.bytes`). Output port names are validated at `prepare()` time against the codec signature. ### `encode_only` on pipeline inputs From 59acc5ab1b1086a4dc9326d2e132947afda4dc80 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Mon, 30 Mar 2026 13:54:47 -0500 Subject: [PATCH 42/52] docs: reorganize directory structure and eliminate CODEC_RUNTIME.md Break up the monolithic CODEC_RUNTIME.md into focused documents: OVERVIEW.md (why Wasm, why Python, backends, execution model) and reference/CODEC_RESOLUTION.md (resolution chain, preference, detection). Rename internals/ to design/ to better describe the content (design rationale and analysis, not implementation internals). Move comparisons from reference/ into design/. Split wasm/MULTI_MEMORY.md into general Wasm content and chonkle-specific design analysis. Normalize all doc filenames to UPPER_CASE convention. --- docs/CODEC_RUNTIME.md | 125 ------------------ docs/OVERVIEW.md | 37 ++++++ docs/README.md | 27 ++-- docs/{internals => design}/CACHING.md | 0 .../CANONICAL_ABI_PERF.md | 0 .../CODEC_DISTRIBUTION.md} | 0 docs/{internals => design}/DATA_COPIES.md | 0 .../comparisons => design}/F3_COMPARISON.md | 0 docs/design/MULTI_MEMORY.md | 48 +++++++ .../PIPELINE_TRADEOFFS.md} | 2 +- docs/reference/CODEC_RESOLUTION.md | 30 +++++ ...{component-model.md => COMPONENT_MODEL.md} | 0 .../codec-contract/{core.md => CORE.md} | 0 .../codec-contract/{native.md => NATIVE.md} | 0 docs/reference/codec-contract/README.md | 8 +- docs/wasm/MULTI_MEMORY.md | 79 +++-------- docs/wasm/WIT_RESOURCES.md | 2 +- 17 files changed, 155 insertions(+), 203 deletions(-) delete mode 100644 docs/CODEC_RUNTIME.md create mode 100644 docs/OVERVIEW.md rename docs/{internals => design}/CACHING.md (100%) rename docs/{internals => design}/CANONICAL_ABI_PERF.md (100%) rename docs/{internals/DISTRIBUTION.md => design/CODEC_DISTRIBUTION.md} (100%) rename docs/{internals => design}/DATA_COPIES.md (100%) rename docs/{reference/comparisons => design}/F3_COMPARISON.md (100%) create mode 100644 docs/design/MULTI_MEMORY.md rename docs/{reference/comparisons/CODEC_PIPELINE_TRADEOFFS.md => design/PIPELINE_TRADEOFFS.md} (99%) create mode 100644 docs/reference/CODEC_RESOLUTION.md rename docs/reference/codec-contract/{component-model.md => COMPONENT_MODEL.md} (100%) rename docs/reference/codec-contract/{core.md => CORE.md} (100%) rename docs/reference/codec-contract/{native.md => NATIVE.md} (100%) diff --git a/docs/CODEC_RUNTIME.md b/docs/CODEC_RUNTIME.md deleted file mode 100644 index 23d1eea..0000000 --- a/docs/CODEC_RUNTIME.md +++ /dev/null @@ -1,125 +0,0 @@ -# Codec Runtime - -This document covers how chonkle loads and executes codecs. For general Wasm background, see the [knowledge base](wasm/) or the [docs index](README.md). - -## Why Wasm for custom codecs? - -Custom codecs should be fast, portable, and safe. The traditional options for fast codecs -- C extensions or Cython -- require platform-specific compilation and complex build tooling. Furthermore, native code loaded into your process (via C extensions, shared libraries, etc.) runs with the same privileges as your program: it can read and write any of your process's memory, access the filesystem, and make network calls. There is no built-in boundary between your code and the native extension. - -Wasm gives us all three properties: - -- **Fast:** Compiled C/Rust code runs at near-native speed. -- **Portable:** The same `.wasm` binary runs on any OS and architecture -- the runtime compiles it to native code, so codec authors distribute one file instead of per-platform builds. -- **Safe:** The runtime's sandbox ensures a codec module can only access its own memory -- it cannot touch the host process, the filesystem, or the network unless explicitly permitted. - -## Why Python as the host? - -Python is widely used in the geospatial and scientific data communities (our target audience), which means more people can read, understand, and contribute to the host code than if it were written in a compiled language like Rust or C++. - -The tradeoff is performance for Component Model codecs: the wasmtime Python bindings implement canonical ABI lifting and lowering through Python object allocation rather than direct memory operations, running at approximately 1.7 MB/s. Core Wasm codecs bypass this bottleneck entirely by using `Memory.read()`/`Memory.write()`, which are single C-level calls achieving approximately 10 GB/s. A native-language host (Rust, C++) would eliminate the Python overhead for all codec types but limit accessibility. See [CANONICAL_ABI_PERF.md](internals/CANONICAL_ABI_PERF.md) for measurements. - -## Codec backends - -chonkle supports three codec backends. All three implement the `Codec` ABC with `call(direction, port_map)` and `signature()` methods. - -### Component Model Wasm - -`.wasm` components implementing the `chonkle:codec/transform@0.1.0` WIT interface (defined in `wit/codec.wit`). Uses the canonical ABI for data transfer. The executor discovers `encode`/`decode` functions by introspecting the component's type via the `chonkle:codec/transform@0.1.0` interface key. Components must be WASIp2-compatible. - -`ComponentCodec` caches `Component.from_file()` at init time (not per-call). If the component returns the `Err` variant, chonkle raises `RuntimeError` with the error string. - -Throughput is limited by the Python canonical ABI binding (approximately 1.7 MB/s measured). - -See [codec-contract/component-model.md](reference/codec-contract/component-model.md) for the full interface specification. - -### Core Wasm - -wasm32-wasi reactor modules using a binary port-map wire format via `Memory.read()`/`Memory.write()`. These modules export `memory`, `alloc`, `dealloc`, `encode`, and `decode`. The binary wire format (little-endian u32 lengths, UTF-8 names, raw data) replaces the canonical ABI, achieving approximately 10 GB/s throughput. - -`CoreWasmCodec` keeps the module instance alive for the codec's lifetime. This is required for single-copy transfer: when sequential steps are both core wasm codecs, data transfers use `ctypes.memmove` between linear memories via `Memory.data_ptr()`, avoiding any round-trip through Python objects. - -`CoreWasmCodec.call()` returns `CoreWasmRef` deferred values -- bulk data stays in linear memory until consumed by a downstream codec. Non-core downstream codecs receive materialized bytes. - -See [codec-contract/core.md](reference/codec-contract/core.md) for the wire format specification. - -### Native (numcodecs) - -Python codecs from the numcodecs library. Zero Wasm overhead. `numcodecs` and `numpy` are optional dependencies, imported lazily at `NativeCodec` instantiation. - -`NativeCodec` supports two calling conventions via the `data_format` signature field: - -- `"bytes"` -- data passed through as Python bytes objects -- `"ndarray"` -- buffer conversion using a `dtype` port - -Non-`bytes` ports are JSON-decoded and passed as constructor kwargs to the numcodecs codec. - -## Codec detection and resolution - -### Binary detection - -`detect_codec_type()` reads the 8-byte wasm header to route between backends: - -- Core module: layer field `01 00 00 00` -- Component: layer field `0d 00 01 00` - -### Resolution - -The `Resolver` maps codec_ids to `Codec` instances via a resolution chain: - -1. **Explicit paths** -- a `--codec-path` CLI flag or `paths` dict mapping a codec_id directly to a `.wasm` file. Useful for testing. -2. **Force sources** -- a `--source ID=URI` CLI flag or `force_sources` dict. Downloads the binary from the URI unconditionally, installs it into the store (overwriting any existing entry with the same implementation name), and returns the newly installed codec. Use this to fetch a specific remote build regardless of what is already in the store. -3. **Per-codec overrides** -- an `overrides` dict mapping a codec_id to a specific implementation name, bypassing the preference system entirely. -4. **Local codec store and native** -- all implementations for the codec_id are collected from the store and from bundled native signatures, then selected by backend preference. -5. **Pipeline sources** -- if no local match is found, a `sources` URI from the pipeline JSON is downloaded, installed into the store, and instantiated. - -#### Backend preference - -When step 4 finds candidates, the resolver walks an ordered preference list (default: `["native", "core", "component"]`) and returns the first candidate whose backend matches. This selects between backend *types*, not between implementations of the same type. - -#### Multiple implementations of the same backend - -If the store contains more than one implementation of the same backend for a given codec_id (e.g. two different core wasm builds), the resolver returns whichever appears first in the store index. The store index is built by scanning `.wasm` files in sorted filename order, so the implementation whose filename sorts first alphabetically wins. This is a deterministic but arbitrary tiebreak -- use an explicit override to select a specific implementation when it matters. - -## Signatures - -Signatures are embedded in `.wasm` binaries as `chonkle:signature` custom sections containing JSON. They are read by a pure-Python parser (`wasm_signature.py`) at codec instantiation -- no wasmtime dependency required for reading. Native codecs load signatures from bundled JSON files in `src/chonkle/signatures/numcodecs/`. - -Signatures are embedded at build time using `chonkle embed-signature`. Source `signature.json` files in each codec's source directory are build inputs (not distribution artifacts). Downloads (`https://`, `oci://`) fetch only the `.wasm` file. - -Validation rules: - -- Both inputs and outputs use subset checks -- the step need not use every port the codec declares -- Input validation is direction-aware: ports marked `encode_only: true` are excluded from the valid input set when running in decode direction -- `prepare()` validates everything before execution; `run()` just executes the DAG - -## Data copies - -### Copy counts per inter-step edge - -| Source backend | Dest backend | Copies | Mechanism | -| --- | --- | --- | --- | -| Core Wasm | Core Wasm | 1 | single-copy via `ctypes.memmove` between linear memories (~10 GB/s) | -| Core Wasm | Component Model | 2 | materialize from linear memory + canonical ABI lower | -| Core Wasm | Native | 1 | materialize from linear memory | -| Component Model | Core Wasm | 2 | canonical ABI lift + `Memory.write()` | -| Component Model | Component Model | 2 | canonical ABI lift + canonical ABI lower | -| Component Model | Native | 1 | canonical ABI lift | -| Native | Core Wasm | 1 | `Memory.write()` | -| Native | Component Model | 1 | canonical ABI lower | -| Native | Native | 0 | Python reference pass-through | - -Final pipeline outputs are always materialized to bytes. - -For a deeper analysis of copy-reduction approaches, see [DATA_COPIES.md](internals/DATA_COPIES.md). - -### Sandbox constraint - -Wasm's sandbox model means a module can only read and write its own linear memory -- it cannot dereference a host pointer or access the Python heap. The host can read and write the module's linear memory, but not the reverse. Every Wasm codec call therefore requires at least one copy in and one copy out. - -The exception is core-to-core edges: because `CoreWasmCodec` keeps module instances alive and exposes `Memory.data_ptr()`, the executor can `ctypes.memmove` directly between two modules' linear memories, reducing two copies to one. - -## Execution model - -`prepare(source, direction)` parses the pipeline JSON, resolves codec_ids, validates wiring against codec signatures, and returns a `PreparedPipeline`. `run(prepared, inputs)` executes the DAG by calling `codec.call(direction, port_map)` for each step in topological order. - -Data flows between steps through `value_store: dict[str, bytes | CoreWasmRef]`. Port-map builders materialize `CoreWasmRef` for non-core downstream codecs and pass them through for core downstream codecs (enabling single-copy transfer). diff --git a/docs/OVERVIEW.md b/docs/OVERVIEW.md new file mode 100644 index 0000000..7fe3d2b --- /dev/null +++ b/docs/OVERVIEW.md @@ -0,0 +1,37 @@ +# Overview + +This document covers why chonkle uses Wasm, why the host is written in Python, and how the three codec backends fit together. For general Wasm background, see the [knowledge base](wasm/). For normative specs, see [reference/](reference/). + +## Why Wasm for custom codecs? + +Custom codecs should be fast, portable, and safe. The traditional options for fast codecs -- C extensions or Cython -- require platform-specific compilation and complex build tooling. Furthermore, native code loaded into your process (via C extensions, shared libraries, etc.) runs with the same privileges as your program: it can read and write any of your process's memory, access the filesystem, and make network calls. There is no built-in boundary between your code and the native extension. + +Wasm gives us all three properties: + +- **Fast:** Compiled C/Rust code runs at near-native speed. +- **Portable:** The same `.wasm` binary runs on any OS and architecture -- the runtime compiles it to native code, so codec authors distribute one file instead of per-platform builds. +- **Safe:** The runtime's sandbox ensures a codec module can only access its own memory -- it cannot touch the host process, the filesystem, or the network unless explicitly permitted. + +## Why Python as the host? + +Python is widely used in the geospatial and scientific data communities (our target audience), which means more people can read, understand, and contribute to the host code than if it were written in a compiled language like Rust or C++. + +The tradeoff is performance for Component Model codecs: the wasmtime Python bindings implement canonical ABI lifting and lowering through Python object allocation rather than direct memory operations, running at approximately 1.7 MB/s. Core Wasm codecs bypass this bottleneck entirely by using `Memory.read()`/`Memory.write()`, which are single C-level calls achieving approximately 10 GB/s. A native-language host (Rust, C++) would eliminate the Python overhead for all codec types but limit accessibility. See [design/CANONICAL_ABI_PERF.md](design/CANONICAL_ABI_PERF.md) for measurements. + +## Codec backends + +chonkle supports three codec backends. All three implement the `Codec` ABC with `call(direction, port_map)` and `signature()` methods. See the [codec contract](reference/codec-contract/) for full interface specifications. + +**Component Model Wasm** -- `.wasm` components implementing the `chonkle:codec/transform@0.1.0` WIT interface. Uses the canonical ABI for data transfer. Throughput is limited by the Python canonical ABI binding (approximately 1.7 MB/s measured). See [codec-contract/COMPONENT_MODEL.md](reference/codec-contract/COMPONENT_MODEL.md). + +**Core Wasm** -- wasm32-wasi reactor modules using a binary port-map wire format via `Memory.read()`/`Memory.write()`. Achieves approximately 10 GB/s throughput. `CoreWasmCodec` keeps module instances alive for single-copy transfer between sequential core wasm steps via `ctypes.memmove`. See [codec-contract/CORE.md](reference/codec-contract/CORE.md). + +**Native (numcodecs)** -- Python codecs from the numcodecs library. Zero Wasm overhead. `numcodecs` and `numpy` are optional dependencies, imported lazily. Supports `"bytes"` and `"ndarray"` calling conventions. See [codec-contract/NATIVE.md](reference/codec-contract/NATIVE.md). + +## Execution model + +`prepare(source, direction)` parses the pipeline JSON, resolves codec_ids, validates wiring against codec signatures, and returns a `PreparedPipeline`. `run(prepared, inputs)` executes the DAG by calling `codec.call(direction, port_map)` for each step in topological order. + +Data flows between steps through `value_store: dict[str, bytes | CoreWasmRef]`. Port-map builders materialize `CoreWasmRef` for non-core downstream codecs and pass them through for core downstream codecs (enabling single-copy transfer). Final pipeline outputs are always materialized to bytes. + +See [design/DATA_COPIES.md](design/DATA_COPIES.md) for copy-count accounting across all backend combinations. diff --git a/docs/README.md b/docs/README.md index 3d20d0b..504b341 100644 --- a/docs/README.md +++ b/docs/README.md @@ -2,27 +2,30 @@ chonkle is a Python host for running data codec pipelines. Pipelines are DAGs of codec steps backed by Component Model Wasm, Core Wasm, or native Python (numcodecs) implementations. -## Architecture +## Overview -- [CODEC_RUNTIME.md](CODEC_RUNTIME.md) — Codec backends, data transfer costs, Python host tradeoffs, and execution model +- [OVERVIEW.md](OVERVIEW.md) — Why Wasm, why Python, codec backends summary, and execution model ## Reference Specs for codec and pipeline authors. -- [reference/codec-contract/](reference/codec-contract/) — Codec contract: common requirements, plus per-backend specs ([Component Model](reference/codec-contract/component-model.md), [Core Wasm](reference/codec-contract/core.md), [native](reference/codec-contract/native.md)) +- [reference/codec-contract/](reference/codec-contract/) — Codec contract: common requirements, plus per-backend specs ([COMPONENT_MODEL.md](reference/codec-contract/COMPONENT_MODEL.md), [CORE.md](reference/codec-contract/CORE.md), [NATIVE.md](reference/codec-contract/NATIVE.md)) +- [reference/CODEC_RESOLUTION.md](reference/CODEC_RESOLUTION.md) — Codec resolution chain, backend preference, binary detection - [reference/PIPELINE_SCHEMA.md](reference/PIPELINE_SCHEMA.md) — Pipeline JSON schema: DAG structure, wiring references, step fields - [reference/protospec/](reference/protospec/) — Codec inventory: named codecs with typed signatures -- [reference/comparisons/](reference/comparisons/) — Codec pipeline tradeoff analysis and F3 comparison -## Internals +## Design -Details for maintaining or more thoroughly understanding chonkle. +Design rationale, analysis, and comparisons. -- [internals/CACHING.md](internals/CACHING.md) — Local codec store, download cache, and wasmtime compilation cache -- [internals/CANONICAL_ABI_PERF.md](internals/CANONICAL_ABI_PERF.md) — Performance investigation: where the time goes, Python vs. native host throughput, mitigations -- [internals/DATA_COPIES.md](internals/DATA_COPIES.md) — Copy counts per inter-step edge across all backend combinations, and approaches to reduce them -- [internals/DISTRIBUTION.md](internals/DISTRIBUTION.md) — Options for distributing `.wasm` codec artifacts (GitHub Releases, GHCR/OCI, warg) +- [design/DATA_COPIES.md](design/DATA_COPIES.md) — Copy counts per inter-step edge across all backend combinations, and approaches to reduce them +- [design/CANONICAL_ABI_PERF.md](design/CANONICAL_ABI_PERF.md) — Performance investigation: where the time goes, Python vs. native host throughput, mitigations +- [design/CACHING.md](design/CACHING.md) — Local codec store, download cache, and wasmtime compilation cache +- [design/CODEC_DISTRIBUTION.md](design/CODEC_DISTRIBUTION.md) — Options for distributing `.wasm` codec artifacts (GitHub Releases, GHCR/OCI, warg) +- [design/MULTI_MEMORY.md](design/MULTI_MEMORY.md) — Feasibility of multi-memory for zero-copy pipelines +- [design/PIPELINE_TRADEOFFS.md](design/PIPELINE_TRADEOFFS.md) — Codec pipeline architecture trade-off analysis +- [design/F3_COMPARISON.md](design/F3_COMPARISON.md) — Comparison with F3 ## Wasm background @@ -33,4 +36,6 @@ Foundational Wasm concepts referenced throughout these docs. - [wasm/MEMORY.md](wasm/MEMORY.md) — Linear memory, memory growth, `dlmalloc`, buffer strategies - [wasm/COMPONENT_MODEL.md](wasm/COMPONENT_MODEL.md) — Components vs Core modules, composition, toolchain - [wasm/WIT.md](wasm/WIT.md) — WIT interface definition language -- [wasm/WIT_RESOURCES.md](wasm/WIT_RESOURCES.md) — WIT resource types: handles, ownership, handle tables, and why resources don't reduce copy counts in chonkle's pipeline +- [wasm/WIT_RESOURCES.md](wasm/WIT_RESOURCES.md) — WIT resource types: handles, ownership, handle tables +- [wasm/EXECUTION_MODEL.md](wasm/EXECUTION_MODEL.md) — Compilation, instantiation, and invocation lifecycle +- [wasm/MULTI_MEMORY.md](wasm/MULTI_MEMORY.md) — Multi-memory feature, toolchain limitations diff --git a/docs/internals/CACHING.md b/docs/design/CACHING.md similarity index 100% rename from docs/internals/CACHING.md rename to docs/design/CACHING.md diff --git a/docs/internals/CANONICAL_ABI_PERF.md b/docs/design/CANONICAL_ABI_PERF.md similarity index 100% rename from docs/internals/CANONICAL_ABI_PERF.md rename to docs/design/CANONICAL_ABI_PERF.md diff --git a/docs/internals/DISTRIBUTION.md b/docs/design/CODEC_DISTRIBUTION.md similarity index 100% rename from docs/internals/DISTRIBUTION.md rename to docs/design/CODEC_DISTRIBUTION.md diff --git a/docs/internals/DATA_COPIES.md b/docs/design/DATA_COPIES.md similarity index 100% rename from docs/internals/DATA_COPIES.md rename to docs/design/DATA_COPIES.md diff --git a/docs/reference/comparisons/F3_COMPARISON.md b/docs/design/F3_COMPARISON.md similarity index 100% rename from docs/reference/comparisons/F3_COMPARISON.md rename to docs/design/F3_COMPARISON.md diff --git a/docs/design/MULTI_MEMORY.md b/docs/design/MULTI_MEMORY.md new file mode 100644 index 0000000..6dce647 --- /dev/null +++ b/docs/design/MULTI_MEMORY.md @@ -0,0 +1,48 @@ +# Multi-Memory and Zero-Copy Pipelines + +This document analyzes the feasibility of using the WASM multi-memory feature to allow multiple codec modules in a chonkle pipeline to operate simultaneously on a shared data plane without copying. For general background on multi-memory, see [wasm/MULTI_MEMORY.md](../wasm/MULTI_MEMORY.md). + +## The current design + +Each core wasm codec module has its own linear memory (created at instantiation via `CoreWasmCodec`). The host serializes input port-maps into the destination module's memory via `Memory.write()`, and reads output port-maps after the codec call. + +Between sequential core wasm steps, data transfers use single-copy: the host allocates in the destination module via `alloc()`, obtains raw pointers to both memories via `Memory.data_ptr()`, and performs `ctypes.memmove` — one copy at native speed (~10 GB/s). Bulk data stays in linear memory as `CoreWasmRef` deferred references until consumed. + +This design replaced an earlier shared-memory approach where all modules operated on a single `wasmtime.Memory`. The separate-memory design enables module instances to coexist (required for single-copy transfer) and avoids the data segment collision problem described below. + +## The data segment collision problem + +Every module's data segments target the same low addresses in the shared memory. When `linker.instantiate()` is called, it unconditionally writes the module's data segments into memory, overwriting whatever a previous module left there. This is harmless for sequential execution (the current design), but prevents: + +- Multiple module instances existing simultaneously +- Parallel execution of independent DAG branches +- Any architecture where a module needs persistent internal state across calls + +## Why multi-memory does not help + +Library-wrapping codecs (zlib, zstd, lz4, etc.) compile C code to WASM. All pointer dereferences target memory 0 — the LLVM toolchain cannot emit multi-memory instructions from C or Rust source. If the shared data plane is memory 1, the library cannot read from or write to it. Each codec would need to copy input from shared memory to local memory and back, which is worse than the current design where the library operates directly on its only memory. + +See [wasm/MULTI_MEMORY.md](../wasm/MULTI_MEMORY.md) for the full toolchain analysis. + +## Where the current design stands + +The current separate-memory design with single-copy transfer is a practical middle ground: + +- 1 copy between core wasm steps (ctypes.memmove at ~10 GB/s) +- 0 copies within a step (the library reads/writes its own memory 0 directly) +- No toolchain constraints (standard `wasm32-wasip1` compilation works) +- Module instances can coexist (each has its own linear memory) +- No data segment collision (each module writes to its own memory) + +Multi-memory would only become worth the complexity if zero-copy between steps is needed and the intra-step copy penalty (for library-wrapping codecs) or compile-time `--global-base` coordination is acceptable. The current single-copy approach already achieves ~10 GB/s throughput per edge, which is orders of magnitude faster than the canonical ABI path. + +## Comparison across approaches + +| Approach | Copies between steps | Copy speed | +|----------|----------------------|------------| +| Core modules, separate memories (current chonkle) | 1 per edge (~10 GB/s) | ctypes.memmove | +| Core modules, shared memory (former chonkle design) | 0 | n/a | +| Component Model, sync `list` (WASI 0.2) | 2 per edge (~1.7 MB/s) | canonical ABI | +| Component Model, `stream` (WASI 0.3) | 2 per edge per chunk | canonical ABI | + +Features that could reduce Component Model copy overhead (caller-supplied buffers, copy-on-write blob resources) are post-0.3.0 or post-MVP with no committed timeline. See [wasm/COMPONENT_MODEL.md](../wasm/COMPONENT_MODEL.md) for more on the Component Model. diff --git a/docs/reference/comparisons/CODEC_PIPELINE_TRADEOFFS.md b/docs/design/PIPELINE_TRADEOFFS.md similarity index 99% rename from docs/reference/comparisons/CODEC_PIPELINE_TRADEOFFS.md rename to docs/design/PIPELINE_TRADEOFFS.md index 5464ad9..e0aa657 100644 --- a/docs/reference/comparisons/CODEC_PIPELINE_TRADEOFFS.md +++ b/docs/design/PIPELINE_TRADEOFFS.md @@ -602,4 +602,4 @@ and same buffer sizes. | Per-step copies after static composition (Component Model, fixed topology) | 2 total (all N steps) | DATA_COPIES.md | Full benchmark setup, methodology, and per-codec/per-size tables are in -`docs/internals/CANONICAL_ABI_PERF.md` and `docs/internals/DATA_COPIES.md`. +`docs/design/CANONICAL_ABI_PERF.md` and `docs/design/DATA_COPIES.md`. diff --git a/docs/reference/CODEC_RESOLUTION.md b/docs/reference/CODEC_RESOLUTION.md new file mode 100644 index 0000000..032a92f --- /dev/null +++ b/docs/reference/CODEC_RESOLUTION.md @@ -0,0 +1,30 @@ +# Codec Resolution + +The `Resolver` maps codec_ids to `Codec` instances via a resolution chain. Each step is tried in order; the first match wins. + +## Resolution chain + +1. **Explicit paths** -- a `--codec-path` CLI flag or `paths` dict mapping a codec_id directly to a `.wasm` file. Useful for testing. +2. **Force sources** -- a `--source ID=URI` CLI flag or `force_sources` dict. Downloads the binary from the URI unconditionally, installs it into the store (overwriting any existing entry with the same implementation name), and returns the newly installed codec. Use this to fetch a specific remote build regardless of what is already in the store. +3. **Per-codec overrides** -- an `overrides` dict mapping a codec_id to a specific implementation name, bypassing the preference system entirely. +4. **Local codec store and native** -- all implementations for the codec_id are collected from the store and from bundled native signatures, then selected by backend preference. +5. **Pipeline sources** -- if no local match is found, a `sources` URI from the pipeline JSON is downloaded, installed into the store, and instantiated. + +## Backend preference + +When step 4 finds candidates, the resolver walks an ordered preference list (default: `["native", "core", "component"]`) and returns the first candidate whose backend matches. This selects between backend *types*, not between implementations of the same type. + +Preference is strict: if no available backend matches the preference list, the resolver raises `ValueError`. + +## Multiple implementations of the same backend + +If the store contains more than one implementation of the same backend for a given codec_id (e.g. two different core wasm builds), the resolver returns whichever appears first in the store index. The store index is built by scanning `.wasm` files in sorted filename order, so the implementation whose filename sorts first alphabetically wins. This is a deterministic but arbitrary tiebreak -- use an explicit override to select a specific implementation when it matters. + +## Binary detection + +`detect_codec_type()` reads the 8-byte wasm header to route `.wasm` files to the correct backend: + +- Core module: layer field `01 00 00 00` +- Component: layer field `0d 00 01 00` + +See [codec-contract/COMPONENT_MODEL.md](codec-contract/COMPONENT_MODEL.md) and [codec-contract/CORE.md](codec-contract/CORE.md) for per-backend details. diff --git a/docs/reference/codec-contract/component-model.md b/docs/reference/codec-contract/COMPONENT_MODEL.md similarity index 100% rename from docs/reference/codec-contract/component-model.md rename to docs/reference/codec-contract/COMPONENT_MODEL.md diff --git a/docs/reference/codec-contract/core.md b/docs/reference/codec-contract/CORE.md similarity index 100% rename from docs/reference/codec-contract/core.md rename to docs/reference/codec-contract/CORE.md diff --git a/docs/reference/codec-contract/native.md b/docs/reference/codec-contract/NATIVE.md similarity index 100% rename from docs/reference/codec-contract/native.md rename to docs/reference/codec-contract/NATIVE.md diff --git a/docs/reference/codec-contract/README.md b/docs/reference/codec-contract/README.md index 1fff008..1295368 100644 --- a/docs/reference/codec-contract/README.md +++ b/docs/reference/codec-contract/README.md @@ -2,9 +2,9 @@ These documents specify the interface contracts between chonkle (the host) and codec implementations. Three codec backends are supported: -- [Core Wasm](core.md) -- [Component Model Wasm](component-model.md) -- [Native (numcodecs)](native.md) +- [Core Wasm](CORE.md) +- [Component Model Wasm](COMPONENT_MODEL.md) +- [Native (numcodecs)](NATIVE.md) All three are wrapped by the `Codec` ABC and present a uniform interface to the executor: `call(direction, port_map)` and `signature()`. @@ -38,7 +38,7 @@ Fields: - `implementation` — identifies the specific build or project that produced the codec (e.g. `"zlib-rs"`, `"numcodecs.zlib"`) - `inputs` — map of input port descriptors. Each has `type` (required), and optional `required` (default `true`), `default`, and `encode_only` (default `false`). - `outputs` — map of output port descriptors. Each has `type`. -- `data_format` (native codecs only) — `"bytes"` or `"ndarray"`, controls the calling convention. See [native.md](native.md). +- `data_format` (native codecs only) — `"bytes"` or `"ndarray"`, controls the calling convention. See [NATIVE.md](NATIVE.md). ### Validation diff --git a/docs/wasm/MULTI_MEMORY.md b/docs/wasm/MULTI_MEMORY.md index 7d53eef..da821f4 100644 --- a/docs/wasm/MULTI_MEMORY.md +++ b/docs/wasm/MULTI_MEMORY.md @@ -1,31 +1,13 @@ -# Multi-Memory and Zero-Copy Pipelines +# Multi-Memory -This document summarizes the feasibility of using the WASM multi-memory feature to allow multiple codec modules to operate simultaneously on a shared data plane without copying. +The multi-memory feature (part of WASM 3.0, enabled by default in wasmtime) allows a module to declare and access more than one linear memory. Each memory is addressed by index in load/store instructions. -## The current design - -Each core wasm codec module has its own linear memory (created at instantiation via `CoreWasmCodec`). The host serializes input port-maps into the destination module's memory via `Memory.write()`, and reads output port-maps after the codec call. - -Between sequential core wasm steps, data transfers use single-copy: the host allocates in the destination module via `alloc()`, obtains raw pointers to both memories via `Memory.data_ptr()`, and performs `ctypes.memmove` — one copy at native speed (~10 GB/s). Bulk data stays in linear memory as `CoreWasmRef` deferred references until consumed. - -This design replaced an earlier shared-memory approach where all modules operated on a single `wasmtime.Memory`. The separate-memory design enables module instances to coexist (required for single-copy transfer) and avoids the data segment collision problem described below. - -## The data segment collision problem - -Every module's data segments target the same low addresses in the shared memory. When `linker.instantiate()` is called, it unconditionally writes the module's data segments into memory, overwriting whatever a previous module left there. This is harmless for sequential execution (the current design), but prevents: - -- Multiple module instances existing simultaneously -- Parallel execution of independent DAG branches -- Any architecture where a module needs persistent internal state across calls - -## Multi-memory: how it works at the spec level - -The WASM multi-memory feature (part of WASM 3.0, enabled by default in wasmtime) allows a module to declare and access more than one linear memory. Each memory is addressed by index in load/store instructions. The natural design for chonkle: +A natural use case is separating private module state from a shared data plane: | Memory | Role | Contents | |--------|------|----------| | memory 0 | **private** (each module defines its own) | data segments, shadow stack, malloc heap | -| memory 1 | **shared** (imported from host, same object for all modules) | data plane — inputs, outputs, config | +| memory 1 | **shared** (imported from host, same object for all modules) | data plane -- inputs, outputs, config | The WASM spec guarantees that imports receive indices before locally defined entities, so a module that imports a memory and also defines its own will always have the import as memory 0 and the local definition as memory 1 (or vice versa, depending on declaration order). @@ -41,7 +23,7 @@ Wasmtime's [multi-memory example](https://docs.wasmtime.dev/examples-multimemory (i32.load (memory 1) (local.get 0))) ``` -This works. A hand-written codec that explicitly targets memory 1 for data plane access can coexist with other modules — each has its own memory 0, and all share memory 1. +A hand-written codec that explicitly targets memory 1 for data plane access can coexist with other modules -- each has its own memory 0, and all share memory 1. ## The toolchain gap: C and Rust cannot generate multi-memory code @@ -57,17 +39,17 @@ Specifically: The runtime (wasmtime) fully supports multi-memory. The spec fully defines it. The gap is in code generation: no mainstream compiler can produce WASM that uses multiple memories from C or Rust source. -## Consequence: library-wrapping codecs cannot use multi-memory transparently +## Consequence for library-wrapping modules -A codec that wraps an existing C library (zlib, zstd, lz4, etc.) compiles that library to WASM. The library's pointer dereferences all target memory 0. If the shared data plane is memory 1, the library cannot read from or write to it. +A module that wraps an existing C library (zlib, zstd, lz4, etc.) compiles that library to WASM. The library's pointer dereferences all target memory 0. If a shared data plane is memory 1, the library cannot read from or write to it. -The codec would need to: +The module would need to: -1. Copy input from shared memory (memory 1) → local buffer (memory 0) +1. Copy input from shared memory (memory 1) to a local buffer (memory 0) 2. Call the library (operates on memory 0 pointers) -3. Copy output from local buffer (memory 0) → shared memory (memory 1) +3. Copy output from local buffer (memory 0) to shared memory (memory 1) -This is worse than the current design, which has zero intra-step copies because the library operates directly on the only memory. +This adds intra-step copies that would not exist if the library operated directly on its only memory. ## The ideal arrangement and why it is not achievable @@ -75,41 +57,16 @@ The ideal layout would make the shared data plane memory 0 (so normal pointer de This requires the toolchain to redirect data segments, shadow stack, and heap to memory 1. Standard LLVM cannot do this. There is no `--data-memory-index` flag in wasm-ld. Data segments always target memory 0. The shadow stack pointer (`__stack_pointer`) always addresses memory 0. Allocators (`malloc`, `memory.grow`) always operate on memory 0. -Achieving this would require custom toolchain work or binary post-processing of every compiled module — not practical for third-party library code. +Achieving this would require custom toolchain work or binary post-processing of every compiled module -- not practical for third-party library code. -## Alternative: `--global-base` coordination +## `--global-base` coordination -Each codec could be compiled with a unique `--global-base` value so their data segments occupy non-overlapping regions of the single shared memory. This avoids multi-memory entirely and preserves zero-copy. +An alternative to multi-memory: each module is compiled with a unique `--global-base` value so their data segments occupy non-overlapping regions of a single shared memory. This avoids multi-memory entirely and preserves zero-copy. Downsides: -- Requires compile-time coordination — you must know what other modules will share the space and assign non-overlapping regions -- Fragile if a codec's heap grows beyond its reserved region -- Adding a new codec to the pipeline could require recompiling existing ones - -This is the most practical path to simultaneous instantiation if it becomes necessary, but it sacrifices the property that codecs are independently compiled and composed at runtime. - -## Where the current design stands - -The current separate-memory design with single-copy transfer is a practical middle ground: - -- 1 copy between core wasm steps (ctypes.memmove at ~10 GB/s) -- 0 copies within a step (the library reads/writes its own memory 0 directly) -- No toolchain constraints (standard `wasm32-wasip1` compilation works) -- Module instances can coexist (each has its own linear memory) -- No data segment collision (each module writes to its own memory) - -Multi-memory would only become worth the complexity if zero-copy between steps is needed and the intra-step copy penalty (for library-wrapping codecs) or compile-time `--global-base` coordination is acceptable. The current single-copy approach already achieves ~10 GB/s throughput per edge, which is orders of magnitude faster than the canonical ABI path. - -## Comparison across approaches - -Each approach has different copy characteristics for a pipeline of N codec steps: - -| Approach | Copies between steps | Copy speed | -|----------|----------------------|------------| -| Core modules, separate memories (current chonkle) | 1 per edge (~10 GB/s) | ctypes.memmove | -| Core modules, shared memory (former chonkle design) | 0 | n/a | -| Component Model, sync `list` (WASI 0.2) | 2 per edge (~1.7 MB/s) | canonical ABI | -| Component Model, `stream` (WASI 0.3) | 2 per edge per chunk | canonical ABI | +- Requires compile-time coordination -- you must know what other modules will share the space and assign non-overlapping regions +- Fragile if a module's heap grows beyond its reserved region +- Adding a new module to the pipeline could require recompiling existing ones -Features that could reduce Component Model copy overhead (caller-supplied buffers, copy-on-write blob resources) are post-0.3.0 or post-MVP with no committed timeline. See [COMPONENT_MODEL.md](COMPONENT_MODEL.md) for more on the Component Model. +This is the most practical path to simultaneous instantiation on a single shared memory, but it sacrifices the property that modules are independently compiled and composed at runtime. diff --git a/docs/wasm/WIT_RESOURCES.md b/docs/wasm/WIT_RESOURCES.md index 858ed15..1724c44 100644 --- a/docs/wasm/WIT_RESOURCES.md +++ b/docs/wasm/WIT_RESOURCES.md @@ -264,7 +264,7 @@ intermediate stop, but the boundary count is the same: The only path to 1 copy per edge is direct composition (Pattern 1), which eliminates the intermediate component from the data path but requires static compile-time coupling -between codecs. See [DATA_COPIES.md](../internals/DATA_COPIES.md) for full copy-count +between codecs. See [DATA_COPIES.md](../design/DATA_COPIES.md) for full copy-count accounting. ## Current status in chonkle From 5a4080ec2f3bb45df91e66673b07bb6d3afec8a5 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Mon, 30 Mar 2026 15:43:11 -0500 Subject: [PATCH 43/52] docs: merge design/MULTI_MEMORY.md into DATA_COPIES.md; rename prepare() source param Fold chonkle-specific multi-memory analysis into DATA_COPIES.md's "Shared memory between core modules" section, eliminating the duplicate MULTI_MEMORY.md in design/. Trim wasm/MULTI_MEMORY.md to remove a redundant section. Use em dashes instead of double hyphens. Make the Wasm motivation language-agnostic. Rename the `source` parameter to `pipeline` in prepare() and Pipeline.parse() to avoid ambiguity with pipeline JSON `sources` field. --- docs/OVERVIEW.md | 16 +++++----- docs/README.md | 3 +- docs/design/DATA_COPIES.md | 10 +++---- docs/design/MULTI_MEMORY.md | 48 ------------------------------ docs/reference/CODEC_RESOLUTION.md | 12 ++++---- docs/wasm/MULTI_MEMORY.md | 13 ++------ src/chonkle/pipeline.py | 26 ++++++++-------- 7 files changed, 34 insertions(+), 94 deletions(-) delete mode 100644 docs/design/MULTI_MEMORY.md diff --git a/docs/OVERVIEW.md b/docs/OVERVIEW.md index 7fe3d2b..3a1670b 100644 --- a/docs/OVERVIEW.md +++ b/docs/OVERVIEW.md @@ -1,16 +1,16 @@ # Overview -This document covers why chonkle uses Wasm, why the host is written in Python, and how the three codec backends fit together. For general Wasm background, see the [knowledge base](wasm/). For normative specs, see [reference/](reference/). +This document covers why chonkle uses Wasm, why the host is written in Python, and how the three codec backends fit together. For general Wasm background, see the [wasm/](wasm/) knowledge base. For specs and reference material, see [reference/](reference/). ## Why Wasm for custom codecs? -Custom codecs should be fast, portable, and safe. The traditional options for fast codecs -- C extensions or Cython -- require platform-specific compilation and complex build tooling. Furthermore, native code loaded into your process (via C extensions, shared libraries, etc.) runs with the same privileges as your program: it can read and write any of your process's memory, access the filesystem, and make network calls. There is no built-in boundary between your code and the native extension. +Custom codecs should be fast, portable, and safe. Native code (C, C++, Rust compiled to shared libraries) is fast but requires platform-specific compilation, and it runs with the same privileges as the host process — it can read and write arbitrary memory, access the filesystem, and make network calls. There is no built-in boundary between the host and a native codec. Wasm gives us all three properties: - **Fast:** Compiled C/Rust code runs at near-native speed. -- **Portable:** The same `.wasm` binary runs on any OS and architecture -- the runtime compiles it to native code, so codec authors distribute one file instead of per-platform builds. -- **Safe:** The runtime's sandbox ensures a codec module can only access its own memory -- it cannot touch the host process, the filesystem, or the network unless explicitly permitted. +- **Portable:** The same `.wasm` binary runs on any OS and architecture — the runtime compiles it to native code, so codec authors distribute one file instead of per-platform builds. +- **Safe:** The runtime's sandbox ensures a codec module can only access its own memory — it cannot touch the host process, the filesystem, or the network unless explicitly permitted. ## Why Python as the host? @@ -22,15 +22,15 @@ The tradeoff is performance for Component Model codecs: the wasmtime Python bind chonkle supports three codec backends. All three implement the `Codec` ABC with `call(direction, port_map)` and `signature()` methods. See the [codec contract](reference/codec-contract/) for full interface specifications. -**Component Model Wasm** -- `.wasm` components implementing the `chonkle:codec/transform@0.1.0` WIT interface. Uses the canonical ABI for data transfer. Throughput is limited by the Python canonical ABI binding (approximately 1.7 MB/s measured). See [codec-contract/COMPONENT_MODEL.md](reference/codec-contract/COMPONENT_MODEL.md). +**Component Model Wasm** — `.wasm` components implementing the `chonkle:codec/transform@0.1.0` WIT interface. Uses the canonical ABI for data transfer. Throughput is limited by the Python canonical ABI binding (approximately 1.7 MB/s measured). See [codec-contract/COMPONENT_MODEL.md](reference/codec-contract/COMPONENT_MODEL.md). -**Core Wasm** -- wasm32-wasi reactor modules using a binary port-map wire format via `Memory.read()`/`Memory.write()`. Achieves approximately 10 GB/s throughput. `CoreWasmCodec` keeps module instances alive for single-copy transfer between sequential core wasm steps via `ctypes.memmove`. See [codec-contract/CORE.md](reference/codec-contract/CORE.md). +**Core Wasm** — wasm32-wasi reactor modules using a binary port-map wire format via `Memory.read()`/`Memory.write()`. Achieves approximately 10 GB/s throughput. `CoreWasmCodec` keeps module instances alive for single-copy transfer between sequential core wasm steps via `ctypes.memmove`. See [codec-contract/CORE.md](reference/codec-contract/CORE.md). -**Native (numcodecs)** -- Python codecs from the numcodecs library. Zero Wasm overhead. `numcodecs` and `numpy` are optional dependencies, imported lazily. Supports `"bytes"` and `"ndarray"` calling conventions. See [codec-contract/NATIVE.md](reference/codec-contract/NATIVE.md). +**Native (numcodecs)** — Python codecs from the numcodecs library. Zero Wasm overhead. `numcodecs` and `numpy` are optional dependencies, imported lazily. Supports `"bytes"` and `"ndarray"` calling conventions. See [codec-contract/NATIVE.md](reference/codec-contract/NATIVE.md). ## Execution model -`prepare(source, direction)` parses the pipeline JSON, resolves codec_ids, validates wiring against codec signatures, and returns a `PreparedPipeline`. `run(prepared, inputs)` executes the DAG by calling `codec.call(direction, port_map)` for each step in topological order. +`prepare(pipeline, direction)` parses the pipeline JSON, resolves codec_ids, validates wiring against codec signatures, and returns a `PreparedPipeline`. `run(prepared, inputs)` executes the DAG by calling `codec.call(direction, port_map)` for each step in topological order. Data flows between steps through `value_store: dict[str, bytes | CoreWasmRef]`. Port-map builders materialize `CoreWasmRef` for non-core downstream codecs and pass them through for core downstream codecs (enabling single-copy transfer). Final pipeline outputs are always materialized to bytes. diff --git a/docs/README.md b/docs/README.md index 504b341..38e7203 100644 --- a/docs/README.md +++ b/docs/README.md @@ -8,7 +8,7 @@ chonkle is a Python host for running data codec pipelines. Pipelines are DAGs of ## Reference -Specs for codec and pipeline authors. +Specs and reference material for codec and pipeline authors. - [reference/codec-contract/](reference/codec-contract/) — Codec contract: common requirements, plus per-backend specs ([COMPONENT_MODEL.md](reference/codec-contract/COMPONENT_MODEL.md), [CORE.md](reference/codec-contract/CORE.md), [NATIVE.md](reference/codec-contract/NATIVE.md)) - [reference/CODEC_RESOLUTION.md](reference/CODEC_RESOLUTION.md) — Codec resolution chain, backend preference, binary detection @@ -23,7 +23,6 @@ Design rationale, analysis, and comparisons. - [design/CANONICAL_ABI_PERF.md](design/CANONICAL_ABI_PERF.md) — Performance investigation: where the time goes, Python vs. native host throughput, mitigations - [design/CACHING.md](design/CACHING.md) — Local codec store, download cache, and wasmtime compilation cache - [design/CODEC_DISTRIBUTION.md](design/CODEC_DISTRIBUTION.md) — Options for distributing `.wasm` codec artifacts (GitHub Releases, GHCR/OCI, warg) -- [design/MULTI_MEMORY.md](design/MULTI_MEMORY.md) — Feasibility of multi-memory for zero-copy pipelines - [design/PIPELINE_TRADEOFFS.md](design/PIPELINE_TRADEOFFS.md) — Codec pipeline architecture trade-off analysis - [design/F3_COMPARISON.md](design/F3_COMPARISON.md) — Comparison with F3 diff --git a/docs/design/DATA_COPIES.md b/docs/design/DATA_COPIES.md index 4746407..31f5615 100644 --- a/docs/design/DATA_COPIES.md +++ b/docs/design/DATA_COPIES.md @@ -50,10 +50,6 @@ The table below shows the number of copies per inter-step edge in the Python exe Copies involving the canonical ABI are the bottleneck. At ~1.7 MB/s, a single canonical ABI copy of 2 MB takes ~1.2 s. All other copies (materialize, `Memory.read`/`Memory.write`, `ctypes.memmove`) run at ~10 GB/s and are negligible in comparison. -## Value Store - -The executor's `value_store` holds `bytes | CoreWasmRef`. Core Wasm codec outputs remain as `CoreWasmRef` (deferred references in linear memory) until consumed. Port-map builders materialize `CoreWasmRef` for non-core downstream codecs and pass them through for core downstream codecs. Final pipeline outputs are always materialized to `bytes`. - ## Copy Reduction ### Single-copy transfer (implemented) @@ -62,7 +58,9 @@ When both source and destination are core wasm modules, the executor uses `_sing ### Shared memory between core modules -Each core wasm module has its own isolated linear memory. The Wasm multi-memory proposal allows a module to define more than one memory. In theory, two modules could each import the same shared memory alongside their private one, enabling zero-copy transfers through that shared region. In practice, C and Rust compilers (LLVM) can only emit code that targets a module's default memory — there is no way to compile code that reads from or writes to a second memory. Until toolchain support exists, shared memory between modules is not viable. See [../wasm/MULTI_MEMORY.md](../wasm/MULTI_MEMORY.md) for details. +Each core wasm module has its own isolated linear memory. An earlier design used a single shared `wasmtime.Memory` for all modules, enabling zero-copy transfers. This was abandoned because every module's data segments target the same low addresses — when `linker.instantiate()` writes a module's data segments, it overwrites whatever a previous module left there. This prevents multiple module instances from coexisting simultaneously, which is required for single-copy transfer and eventual parallel execution of independent DAG branches. + +The Wasm multi-memory proposal (part of Wasm 3.0) could in theory solve this: each module keeps a private memory for data segments and heap, and all modules share a second memory for the data plane. In practice, C and Rust compilers (LLVM) can only emit load/store instructions targeting a module's default memory — there is no way to compile code that reads from or writes to a second memory. Library-wrapping codecs (zlib, zstd, etc.) would need to copy data between shared and private memory on every call, which is worse than the current design. See [../wasm/MULTI_MEMORY.md](../wasm/MULTI_MEMORY.md) for the full toolchain analysis. ### Pipeline composition @@ -74,4 +72,4 @@ The [WASI roadmap](https://wasi.dev/roadmap) includes caller-supplied buffers, w ### Native Python extension for canonical ABI -A Rust extension (PyO3 + wasmtime-rs) could replace the Python canonical ABI path with typed bindings that use `memory.write()` per buffer instead of per-byte Python iteration. This would bring Component Model copies to memcpy speed (~10 GB/s), making all Wasm-involving edges equivalent in cost to core module edges. See [CANONICAL_ABI_PERF.md](CANONICAL_ABI_PERF.md) for details. +A Rust extension (PyO3 + wasmtime-rs) could replace the Python canonical ABI path with typed bindings that use `memory.write()` per buffer instead of per-byte Python iteration. This would bring Component Model copies to memcpy speed (~10 GB/s), making all Wasm-involving edges equivalent in cost to core module edges. This does not reduce the number of copies — Component Model edges would still be 2 copies — but it eliminates the Python overhead that makes those copies slow. See [CANONICAL_ABI_PERF.md](CANONICAL_ABI_PERF.md) for details. diff --git a/docs/design/MULTI_MEMORY.md b/docs/design/MULTI_MEMORY.md deleted file mode 100644 index 6dce647..0000000 --- a/docs/design/MULTI_MEMORY.md +++ /dev/null @@ -1,48 +0,0 @@ -# Multi-Memory and Zero-Copy Pipelines - -This document analyzes the feasibility of using the WASM multi-memory feature to allow multiple codec modules in a chonkle pipeline to operate simultaneously on a shared data plane without copying. For general background on multi-memory, see [wasm/MULTI_MEMORY.md](../wasm/MULTI_MEMORY.md). - -## The current design - -Each core wasm codec module has its own linear memory (created at instantiation via `CoreWasmCodec`). The host serializes input port-maps into the destination module's memory via `Memory.write()`, and reads output port-maps after the codec call. - -Between sequential core wasm steps, data transfers use single-copy: the host allocates in the destination module via `alloc()`, obtains raw pointers to both memories via `Memory.data_ptr()`, and performs `ctypes.memmove` — one copy at native speed (~10 GB/s). Bulk data stays in linear memory as `CoreWasmRef` deferred references until consumed. - -This design replaced an earlier shared-memory approach where all modules operated on a single `wasmtime.Memory`. The separate-memory design enables module instances to coexist (required for single-copy transfer) and avoids the data segment collision problem described below. - -## The data segment collision problem - -Every module's data segments target the same low addresses in the shared memory. When `linker.instantiate()` is called, it unconditionally writes the module's data segments into memory, overwriting whatever a previous module left there. This is harmless for sequential execution (the current design), but prevents: - -- Multiple module instances existing simultaneously -- Parallel execution of independent DAG branches -- Any architecture where a module needs persistent internal state across calls - -## Why multi-memory does not help - -Library-wrapping codecs (zlib, zstd, lz4, etc.) compile C code to WASM. All pointer dereferences target memory 0 — the LLVM toolchain cannot emit multi-memory instructions from C or Rust source. If the shared data plane is memory 1, the library cannot read from or write to it. Each codec would need to copy input from shared memory to local memory and back, which is worse than the current design where the library operates directly on its only memory. - -See [wasm/MULTI_MEMORY.md](../wasm/MULTI_MEMORY.md) for the full toolchain analysis. - -## Where the current design stands - -The current separate-memory design with single-copy transfer is a practical middle ground: - -- 1 copy between core wasm steps (ctypes.memmove at ~10 GB/s) -- 0 copies within a step (the library reads/writes its own memory 0 directly) -- No toolchain constraints (standard `wasm32-wasip1` compilation works) -- Module instances can coexist (each has its own linear memory) -- No data segment collision (each module writes to its own memory) - -Multi-memory would only become worth the complexity if zero-copy between steps is needed and the intra-step copy penalty (for library-wrapping codecs) or compile-time `--global-base` coordination is acceptable. The current single-copy approach already achieves ~10 GB/s throughput per edge, which is orders of magnitude faster than the canonical ABI path. - -## Comparison across approaches - -| Approach | Copies between steps | Copy speed | -|----------|----------------------|------------| -| Core modules, separate memories (current chonkle) | 1 per edge (~10 GB/s) | ctypes.memmove | -| Core modules, shared memory (former chonkle design) | 0 | n/a | -| Component Model, sync `list` (WASI 0.2) | 2 per edge (~1.7 MB/s) | canonical ABI | -| Component Model, `stream` (WASI 0.3) | 2 per edge per chunk | canonical ABI | - -Features that could reduce Component Model copy overhead (caller-supplied buffers, copy-on-write blob resources) are post-0.3.0 or post-MVP with no committed timeline. See [wasm/COMPONENT_MODEL.md](../wasm/COMPONENT_MODEL.md) for more on the Component Model. diff --git a/docs/reference/CODEC_RESOLUTION.md b/docs/reference/CODEC_RESOLUTION.md index 032a92f..4c10602 100644 --- a/docs/reference/CODEC_RESOLUTION.md +++ b/docs/reference/CODEC_RESOLUTION.md @@ -4,11 +4,11 @@ The `Resolver` maps codec_ids to `Codec` instances via a resolution chain. Each ## Resolution chain -1. **Explicit paths** -- a `--codec-path` CLI flag or `paths` dict mapping a codec_id directly to a `.wasm` file. Useful for testing. -2. **Force sources** -- a `--source ID=URI` CLI flag or `force_sources` dict. Downloads the binary from the URI unconditionally, installs it into the store (overwriting any existing entry with the same implementation name), and returns the newly installed codec. Use this to fetch a specific remote build regardless of what is already in the store. -3. **Per-codec overrides** -- an `overrides` dict mapping a codec_id to a specific implementation name, bypassing the preference system entirely. -4. **Local codec store and native** -- all implementations for the codec_id are collected from the store and from bundled native signatures, then selected by backend preference. -5. **Pipeline sources** -- if no local match is found, a `sources` URI from the pipeline JSON is downloaded, installed into the store, and instantiated. +1. **Explicit paths** — a `--codec-path` CLI flag or `paths` dict mapping a codec_id directly to a `.wasm` file. Useful for testing. +2. **Force sources** — a `--source ID=URI` CLI flag or `force_sources` dict. Downloads the binary from the URI unconditionally, installs it into the store (overwriting any existing entry with the same implementation name), and returns the newly installed codec. Use this to fetch a specific remote build regardless of what is already in the store. +3. **Per-codec overrides** — an `overrides` dict mapping a codec_id to a specific implementation name, bypassing the preference system entirely. +4. **Local codec store and native** — all implementations for the codec_id are collected from the store and from bundled native signatures, then selected by backend preference. +5. **Pipeline sources** — if no local match is found, a `sources` URI from the pipeline JSON is downloaded, installed into the store, and instantiated. ## Backend preference @@ -18,7 +18,7 @@ Preference is strict: if no available backend matches the preference list, the r ## Multiple implementations of the same backend -If the store contains more than one implementation of the same backend for a given codec_id (e.g. two different core wasm builds), the resolver returns whichever appears first in the store index. The store index is built by scanning `.wasm` files in sorted filename order, so the implementation whose filename sorts first alphabetically wins. This is a deterministic but arbitrary tiebreak -- use an explicit override to select a specific implementation when it matters. +If the store contains more than one implementation of the same backend for a given codec_id (e.g. two different core wasm builds), the resolver returns whichever appears first in the store index. The store index is built by scanning `.wasm` files in sorted filename order, so the implementation whose filename sorts first alphabetically wins. This is a deterministic but arbitrary tiebreak — use an explicit override to select a specific implementation when it matters. ## Binary detection diff --git a/docs/wasm/MULTI_MEMORY.md b/docs/wasm/MULTI_MEMORY.md index da821f4..35bfa09 100644 --- a/docs/wasm/MULTI_MEMORY.md +++ b/docs/wasm/MULTI_MEMORY.md @@ -27,13 +27,12 @@ A hand-written codec that explicitly targets memory 1 for data plane access can ## The toolchain gap: C and Rust cannot generate multi-memory code -LLVM's WASM backend cannot emit load/store instructions targeting a non-zero memory index from C or Rust source code. When clang compiles `*ptr = value`, it emits `i32.store` targeting memory 0 unconditionally. There is no source-level annotation that changes this. +LLVM's WASM backend cannot emit load/store instructions targeting a non-zero memory index from C or Rust source code. All load/store instructions target memory 0 unconditionally, and no source-level annotation changes this. Specifically: -- **`__attribute__((address_space(N)))` is silently ignored** by the WASM backend. All load/store instructions target memory 0 regardless of the annotation. This was confirmed in [WebAssembly/multi-memory#45](https://github.com/WebAssembly/multi-memory/issues/45). +- In C, **`__attribute__((address_space(N)))` is silently ignored** by the WASM backend. This was confirmed in [WebAssembly/multi-memory#45](https://github.com/WebAssembly/multi-memory/issues/45). - **No one is actively working on this in LLVM.** A WebAssembly contributor confirmed this in the same issue. -- **Rust has the same limitation.** It compiles through LLVM and inherits the constraint. - **`--import-memory` in wasm-ld** controls whether memory 0 is imported or defined. It has no concept of a second memory. - **`--global-base`** controls the offset within a single memory, not which memory index to target. @@ -51,14 +50,6 @@ The module would need to: This adds intra-step copies that would not exist if the library operated directly on its only memory. -## The ideal arrangement and why it is not achievable - -The ideal layout would make the shared data plane memory 0 (so normal pointer dereferences access it) and put private module state in memory 1. Third-party library code would work on shared data without modification. - -This requires the toolchain to redirect data segments, shadow stack, and heap to memory 1. Standard LLVM cannot do this. There is no `--data-memory-index` flag in wasm-ld. Data segments always target memory 0. The shadow stack pointer (`__stack_pointer`) always addresses memory 0. Allocators (`malloc`, `memory.grow`) always operate on memory 0. - -Achieving this would require custom toolchain work or binary post-processing of every compiled module -- not practical for third-party library code. - ## `--global-base` coordination An alternative to multi-memory: each module is compiled with a unique `--global-base` value so their data segments occupy non-overlapping regions of a single shared memory. This avoids multi-memory entirely and preserves zero-copy. diff --git a/src/chonkle/pipeline.py b/src/chonkle/pipeline.py index 45b0b15..7e306aa 100644 --- a/src/chonkle/pipeline.py +++ b/src/chonkle/pipeline.py @@ -105,15 +105,15 @@ class Pipeline: steps: dict[str, StepSpec] # keys in topological execution order @classmethod - def parse(cls, source: Path | dict[str, Any]) -> Pipeline: + def parse(cls, pipeline: Path | dict[str, Any]) -> Pipeline: """Parse a pipeline JSON document into a validated Pipeline. - Reads and deserializes the JSON if ``source`` is a Path, then + Reads and deserializes the JSON if ``pipeline`` is a Path, then constructs a Pipeline, runs wiring validation, and computes a topological execution order for the steps. Args: - source: Either a Path to a JSON file on disk or a + pipeline: Either a Path to a JSON file on disk or a pre-parsed dict representing the pipeline document. Returns: @@ -127,11 +127,11 @@ def parse(cls, source: Path | dict[str, Any]) -> Pipeline: references a non-existent step, or if the step dependency graph contains a cycle. """ - if isinstance(source, Path): - with source.open() as f: + if isinstance(pipeline, Path): + with pipeline.open() as f: data: dict[str, Any] = json.load(f) else: - data = source + data = pipeline direction = data.get("direction") if direction not in ("encode", "decode"): @@ -198,7 +198,7 @@ class PreparedPipeline: def prepare( - source: Path | dict[str, Any], + pipeline: Path | dict[str, Any], direction: Direction, *, resolver: Resolver | None = None, @@ -211,7 +211,7 @@ def prepare( executable for the given direction. Args: - source: Either a Path to a pipeline JSON file or a pre-parsed + pipeline: Either a Path to a pipeline JSON file or a pre-parsed dict representing the pipeline document. direction: Direction to execute (``"encode"`` or ``"decode"``). resolver: Codec resolver. If ``None``, a default resolver is @@ -226,16 +226,16 @@ def prepare( """ from chonkle.resolver import Resolver - pipeline = Pipeline.parse(source) + parsed = Pipeline.parse(pipeline) if resolver is None: - resolver = Resolver(pipeline_sources=pipeline.sources) + resolver = Resolver(pipeline_sources=parsed.sources) codecs: dict[str, Codec] = {} - for step_name, step in pipeline.steps.items(): + for step_name, step in parsed.steps.items(): codecs[step_name] = resolver.resolve(step.codec_id) - _validate_codec_signatures(pipeline, codecs, direction) + _validate_codec_signatures(parsed, codecs, direction) encode_only_inputs: dict[str, frozenset[str]] = {} output_ports: dict[str, tuple[str, ...]] = {} @@ -245,7 +245,7 @@ def prepare( output_ports[step_name] = tuple(sig.outputs.keys()) return PreparedPipeline( - pipeline=pipeline, + pipeline=parsed, direction=direction, codecs=codecs, encode_only_inputs=encode_only_inputs, From 4d61d8231e67285b4dba5d4425178b46e3618c21 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Mon, 30 Mar 2026 16:03:21 -0500 Subject: [PATCH 44/52] docs: rewrite README for accuracy and brevity Remove sections duplicated in docs/ (pipeline JSON schema, codec signatures, WIT interface, architecture diagram). Remove satellite imagery framing and non-acknowledgement VEDA references. Fix CLI examples (positional arg, --override semantics, add --direction and --source). Add Documentation section linking to docs/. Add native extra install instructions. --- README.md | 148 ++++++++---------------------------------------------- 1 file changed, 21 insertions(+), 127 deletions(-) diff --git a/README.md b/README.md index 4656492..4747b30 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@ # chonkle -A Python host for Wasm codec pipelines, built for satellite imagery processing as part of the NASA-IMPACT VEDA ecosystem. Pipelines are directed acyclic graphs (DAGs) of codec steps defined in JSON. The orchestrator parses the DAG, validates wiring against codec signatures, and executes the pipeline via [Wasmtime](https://wasmtime.dev/). +A Python host for Wasm codec pipelines. Pipelines are directed acyclic graphs (DAGs) of codec steps defined in JSON. The orchestrator parses the DAG, validates wiring against codec signatures, and executes the pipeline via [Wasmtime](https://wasmtime.dev/). Status: proof of concept. @@ -8,147 +8,29 @@ Status: proof of concept. chonkle supports three codec backends. Each implements the same `Codec` ABC (`call(direction, port_map)` and `signature()`), so backends can be mixed freely within a single pipeline. -**Component Model Wasm** -- `.wasm` components implementing the `chonkle:codec/transform@0.1.0` WIT interface. Data transfer uses the canonical ABI (~1.7 MB/s measured throughput in the Python binding). Any language with a Component Model toolchain (Rust, C, Python via componentize-py) can implement the WIT interface. The Wasmtime sandbox isolates each component from the host. +**Component Model Wasm** — `.wasm` components implementing the `chonkle:codec/transform@0.1.0` WIT interface. Any language with a Component Model toolchain (Rust, C, Python via componentize-py) can produce a conforming component. Data transfer uses the canonical ABI. The Wasmtime sandbox isolates each component from the host. -**Core Wasm** -- wasm32-wasi reactor modules using a binary port-map wire format via `Memory.read`/`Memory.write`. Data transfer throughput is ~10 GB/s. When consecutive pipeline steps are both core wasm, data transfers between their linear memories use `ctypes.memmove` (single-copy, no serialization round-trip). Core wasm modules export `memory`, `alloc`, `dealloc`, `encode`, and `decode`. The wire format is specified in `docs/reference/codec-contract/core.md`. +**Core Wasm** — wasm32-wasi reactor modules using a binary port-map wire format via `Memory.read`/`Memory.write`. When consecutive pipeline steps are both core wasm, data transfers between their linear memories use `ctypes.memmove` (single-copy, no serialization round-trip). -**Native (numcodecs)** -- Python codecs from the [numcodecs](https://numcodecs.readthedocs.io/) library. No Wasm overhead. `numcodecs` and `numpy` are optional dependencies, imported lazily. Signatures are bundled as JSON files in `src/chonkle/signatures/numcodecs/`. Adding a new numcodecs codec requires only adding a signature file. +**Native (numcodecs)** — Python codecs from the [numcodecs](https://numcodecs.readthedocs.io/) library. No Wasm overhead. `numcodecs` and `numpy` are optional dependencies, imported lazily. Adding a new numcodecs codec requires only adding a signature file. The `Resolver` selects among available implementations using a configurable backend preference list. The default preference order is `["native", "core", "component"]`. -## Architecture - -```text -+-------------------------------------------------------+ -| Python Host | -| | -| +----------------+ +---------------------------+ | -| | Codec Cache | | Orchestrator | | -| | | | | | -| | fetch .wasm | | parse pipeline JSON | | -| | cache local | | topological sort DAG | | -| | | | wire ports by name | | -| | | | validate signatures | | -| | | | drive execution loop | | -| +----------------+ +---------------------------+ | -| | -+----------------------------+---------------------------+ - | - +------------------+------------------+ - | | | - +-------+-------+ +------+------+ +--------+------+ - | Component | | Core Wasm | | Native | - | Model Wasm | | Module | | (numcodecs) | - | | | | | | - | WIT interface | | Binary | | Python codec | - | canonical ABI | | port-map | | object | - +---------------+ +-------------+ +---------------+ -``` - -The Python host has two responsibilities: - -**Codec cache:** Fetches `.wasm` files referenced in the pipeline JSON (via `file://`, `https://`, or `oci://` URIs) and caches them locally to avoid redundant network requests. Signatures are embedded in the `.wasm` binary as `chonkle:signature` custom sections -- no sidecar files. Wasmtime's built-in compilation cache handles compiled `.cwasm` artifacts separately. - -**Orchestrator:** Parses the pipeline DAG JSON, resolves codec_ids to `Codec` instances via the `Resolver` (local store, native signatures, or pipeline source URIs), validates wiring against codec signatures, and executes the DAG by calling each codec's `encode` or `decode` in topological order. Pipeline direction inversion is supported: running a pipeline in the opposite direction reverses step order and calls the opposite function. - -## Pipeline JSON - -A pipeline is a DAG of codec steps. Each step names a codec by `codec_id` and wires its inputs to pipeline inputs, constants, or outputs of other steps. - -```json -{ - "codec_id": "cog-decode", - "direction": "decode", - "sources": { - "tiff-predictor-2": "oci://ghcr.io/nasa-impact/codec-tiff-predictor-2-c:v1.0" - }, - "inputs": {"bytes": {"type": "bytes"}}, - "constants": { - "bytes_per_sample": {"type": "int", "value": 2}, - "width": {"type": "int", "value": 1024} - }, - "outputs": {"bytes": "predictor2.bytes"}, - "steps": { - "zlib": { - "codec_id": "zlib", - "inputs": {"bytes": "input.bytes"} - }, - "predictor2": { - "codec_id": "tiff-predictor-2", - "inputs": { - "bytes": "zlib.bytes", - "bytes_per_sample": "constant.bytes_per_sample", - "width": "constant.width" - } - } - } -} -``` - -Key schema points: - -- `codec_id` at the pipeline level identifies the pipeline itself (a pipeline is itself a codec) -- Each key in `steps` is the unique DAG node identifier, used in wiring references -- `sources` (pipeline level, optional) maps codec_ids to download URIs, used as advisory fetch hints when a codec is not in the local store -- Wiring reference forms: `input.`, `constant.`, `.` -- Step output ports are not declared in the pipeline; they come from codec signatures and are validated at `prepare()` time -- Constants are JSON-encoded as bytes and passed through port-maps alongside data ports - -## Codec signatures - -Each `.wasm` binary contains a `chonkle:signature` custom section with the codec signature as JSON: - -```json -{ - "codec_id": "zstd", - "implementation": "zstd-rs", - "inputs": { - "bytes": {"type": "bytes", "required": true}, - "level": {"type": "int", "required": false, "default": 3, "encode_only": true} - }, - "outputs": { - "bytes": {"type": "bytes"} - } -} -``` - -Signatures are embedded at build time using `chonkle embed-signature `. The `implementation` field identifies the specific build that produced the binary. Ports marked `encode_only` are excluded from the valid input set during decode. - -## WIT interface (Component Model) - -Defined in `wit/codec.wit`: - -```wit -package chonkle:codec@0.1.0; - -interface transform { - type port-name = string; - type port-map = list>>; - - encode: func(inputs: port-map) -> result; - decode: func(inputs: port-map) -> result; -} - -world codec { - export transform; -} -``` - -Component Model codecs implement this interface. Any language with a Component Model toolchain can produce a conforming `.wasm` component. - ## Usage ### CLI ```bash # Run a pipeline -chonkle run --pipeline pipeline.json --input bytes=chunk.bin --output bytes=out.bin +chonkle run pipeline.json --input bytes=chunk.bin --output bytes=out.bin # With resolver options -chonkle run --pipeline pipeline.json --input bytes=chunk.bin \ +chonkle run pipeline.json --input bytes=chunk.bin \ + --direction decode \ --codec-store ./codec/ \ --preference core,component,native \ - --override zlib=./my-zlib.wasm + --override zlib=zlib-rs \ + --source zlib=https://example.com/zlib.wasm # List installed codecs chonkle codecs @@ -176,6 +58,15 @@ The executor is format-agnostic. It accepts a pipeline DAG and chunk data, runs A **format driver** is the layer above the executor that bridges a specific file format and the pipeline executor. It reads format-specific metadata, translates it into a pipeline DAG, supplies metadata-derived inputs, and manages chunk I/O. Format drivers are outside the scope of this repository. +## Documentation + +- [docs/OVERVIEW.md](docs/OVERVIEW.md) — Architecture, design rationale, and execution model +- [docs/reference/PIPELINE_SCHEMA.md](docs/reference/PIPELINE_SCHEMA.md) — Pipeline JSON schema +- [docs/reference/codec-contract/](docs/reference/codec-contract/) — Codec interface specs (Component Model, Core Wasm, Native) +- [docs/reference/CODEC_RESOLUTION.md](docs/reference/CODEC_RESOLUTION.md) — Codec resolution chain and backend preference + +See [docs/README.md](docs/README.md) for the full index. + ## Development - **Package manager**: uv @@ -191,6 +82,9 @@ A **format driver** is the layer above the executor that bridges a specific file # Install dependencies uv sync +# Include native (numcodecs) backend +uv sync --extra native + # Run tests uv run pytest From b91996825261b1668bdc95ffbd4a69389d5ae13a Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Mon, 30 Mar 2026 16:47:11 -0500 Subject: [PATCH 45/52] docs: remove chonkle references from WIT_RESOURCES.md; move project-specific analysis to DATA_COPIES.md --- docs/design/DATA_COPIES.md | 10 +++++ docs/wasm/WIT_RESOURCES.md | 79 ++++++++++---------------------------- 2 files changed, 31 insertions(+), 58 deletions(-) diff --git a/docs/design/DATA_COPIES.md b/docs/design/DATA_COPIES.md index 31f5615..8b7f204 100644 --- a/docs/design/DATA_COPIES.md +++ b/docs/design/DATA_COPIES.md @@ -66,6 +66,16 @@ The Wasm multi-memory proposal (part of Wasm 3.0) could in theory solve this: ea `wasm-tools compose` can merge multiple Component Model components into a single component. Intra-component calls share linear memory, so inter-step copies disappear. This requires a static pipeline known at build time, which is incompatible with the dynamic DAG model. Even with a static DAG, composition links function calls rather than data flow: in a fan-out, each downstream component independently calls the upstream component, causing it to run once per consumer instead of once for the graph. +### Component Model resources + +Component Model resources are handle-based types: a component holds an integer handle to an object owned by another component, and the underlying data does not move when the handle is passed. See [../wasm/WIT_RESOURCES.md](../wasm/WIT_RESOURCES.md) for the general concepts. + +There are two patterns for sharing a resource across component boundaries. Pattern 1 (direct composition) requires B's WIT to name A's package at compile time — `use a:comp/blobs@0.1.0.{blob}`. This achieves 1 copy per edge but requires static coupling. chonkle pipelines are assembled at runtime from JSON; no codec knows its neighbors when it is compiled, so Pattern 1 is incompatible with the dynamic DAG model. + +Pattern 2 (shared buffer-store component) lets both A and B import from a shared third component. The orchestrator only exchanges handles, but data still crosses two component boundaries: A copies into the buffer-store via `blob.constructor()`, and B copies out via `blob.as-bytes()`. This gives 2 copies per edge — the same as `list` value passing. + +Additionally, wasmtime-py 41 does not support Component Model resource types. The Python API does not expose handles, resource tables, or destructors. wasmtime-rs supports resources fully, so they become available as a design option when the orchestrator moves to Rust — but the analysis above shows they offer no copy-count advantage for an orchestrated pipeline with dynamically assembled steps. + ### Caller-supplied buffers (not yet available) The [WASI roadmap](https://wasi.dev/roadmap) includes caller-supplied buffers, which would allow a host to pass a pre-allocated buffer for the module to write into, eliminating the copy-out step. This is not yet part of the spec. diff --git a/docs/wasm/WIT_RESOURCES.md b/docs/wasm/WIT_RESOURCES.md index 1724c44..adac314 100644 --- a/docs/wasm/WIT_RESOURCES.md +++ b/docs/wasm/WIT_RESOURCES.md @@ -213,67 +213,30 @@ the same way. ## Lift, lower, and copy counts -Chonkle's codec interface uses `port-map` (`list>>`) as its -WIT type: each port carries a `list` payload. Understanding the copy cost for this -value-passing approach provides the baseline for the resource comparison that follows. +"Lifting" is reading a value out of a component's linear memory into a representation the host can work with. "Lowering" is the inverse: writing a value from the host into a component's linear memory. Every cross-component value transfer involves a lift followed by a lower. -"Lifting" is reading a value out of a component's linear memory into a representation -the host can work with. "Lowering" is the inverse: writing a value from the host into -a component's linear memory. Every cross-component value transfer involves a lift -followed by a lower. - -For a `list` payload, the lift materializes the data into a host-side buffer (copy -1: source component → host); the lower writes from that buffer into the destination -component's memory (copy 2: host → destination component). With an orchestrator between -steps, this occurs at every step boundary regardless of language: +For a `list` payload, the lift materializes the data into a host-side buffer (copy 1: source component → host); the lower writes from that buffer into the destination component's memory (copy 2: host → destination component). In an orchestrated pipeline — where a host program routes data between independently compiled components — this occurs at every step boundary: ```text -step N runs - → lift: step N's memory → host (copy 1) +component A runs + → lift: A's memory → host (copy 1) orchestrator routes - → lower: host → step N+1's memory (copy 2) -step N+1 runs + → lower: host → B's memory (copy 2) +component B runs ``` -This gives **2 copies per step edge** for chonkle's `list` payloads in any -orchestrated pipeline. - -## Why resources do not eliminate copies in chonkle's pipeline - -**Pattern 1 breaks codec interchangeability.** For B to accept a `blob` handle from A, -B's WIT must contain `use a:comp/blobs@0.1.0.{blob}` — it must name A's package at -compile time. Chonkle pipelines are assembled at runtime from a JSON file; no codec -knows its neighbors when it is compiled. Pattern 1 requires each codec to hardcode its -upstream neighbor in its WIT, which destroys the generic plugin model. - -**`list` and Pattern 2 resources both give 2 copies per edge, but the mechanism -differs.** With `list`, data surfaces in the host at every step boundary — the -orchestrator is in the data path, as shown in the section above. With Pattern 2 -resources, the orchestrator only exchanges 32-bit handles and data never surfaces in the -host, but data still crosses two component boundaries per edge: A calls -`blob.constructor(data)`, copying its output into the buffer-store (copy 1: A's memory → -buffer-store's memory), and B calls `blob.as-bytes()`, copying the data back out (copy -2: buffer-store's memory → B's memory). The buffer-store replaces the host as the -intermediate stop, but the boundary count is the same: - -| Approach | Copies per edge | -| ------------------------------------------ | ------------------------------------------------------- | -| `list` with orchestrator | 2 | -| Resources, Pattern 2 (shared buffer-store) | 2 | -| Resources, Pattern 1 (direct composition) | 1 — requires static coupling, incompatible with chonkle | - -The only path to 1 copy per edge is direct composition (Pattern 1), which eliminates -the intermediate component from the data path but requires static compile-time coupling -between codecs. See [DATA_COPIES.md](../design/DATA_COPIES.md) for full copy-count -accounting. - -## Current status in chonkle - -wasmtime-py 41 does not support Component Model resource types. The Python API does -not expose handles, resource tables, or destructors. All chonkle codec interfaces -currently use `list` directly. - -wasmtime-rs (the Rust runtime) supports resources fully. When the orchestrator moves -to Rust, resources become available as a design option — but the analysis above shows -they offer no copy-count advantage over plain `list` for chonkle's orchestrated -pipeline model. +This gives **2 copies per edge** for value types like `list` in any orchestrated component pipeline. + +## Resources do not reduce copies in orchestrated pipelines + +**Pattern 1 requires static coupling.** For B to accept a `blob` handle from A, B's WIT must contain `use a:comp/blobs@0.1.0.{blob}` — it must name A's package at compile time. In any pipeline where components are selected or assembled at runtime, no component knows its neighbors when it is compiled. Pattern 1 requires each component to hardcode its upstream neighbor in its WIT, which is incompatible with a generic plugin model. + +**Pattern 2 resources give the same copy count as value passing, through a different mechanism.** With `list`, data surfaces in the host at every step boundary — the orchestrator is in the data path. With Pattern 2 resources, the orchestrator only exchanges 32-bit handles and data never surfaces in the host, but data still crosses two component boundaries per edge: A calls `blob.constructor(data)`, copying its output into the buffer-store (copy 1: A's memory → buffer-store's memory), and B calls `blob.as-bytes()`, copying the data back out (copy 2: buffer-store's memory → B's memory). The buffer-store replaces the host as the intermediate stop, but the boundary count is the same: + +| Approach | Copies per edge | +| --- | --- | +| `list` with orchestrator | 2 | +| Resources, Pattern 2 (shared buffer-store) | 2 | +| Resources, Pattern 1 (direct composition) | 1 — requires static compile-time coupling | + +The only path to 1 copy per edge is direct composition (Pattern 1), which eliminates the intermediate component from the data path but requires static compile-time coupling between components. From efd4f64f38e32f3a7d055d7110e3970fc4a5c906 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Mon, 30 Mar 2026 17:29:28 -0500 Subject: [PATCH 46/52] docs: add step-by-step codec build guides The reference docs in codec-contract/ specify contracts precisely but don't walk a codec author through building one. Add docs/guides/ with four how-to guides (Component Model Rust, Component Model C, Core Wasm, Native) and cross-link from reference docs and codec/README.md. --- codec/README.md | 18 +- docs/README.md | 6 + docs/guides/COMPONENT_MODEL_C.md | 271 ++++++++++++++++++ docs/guides/COMPONENT_MODEL_RUST.md | 209 ++++++++++++++ docs/guides/CORE.md | 231 +++++++++++++++ docs/guides/NATIVE.md | 106 +++++++ docs/guides/README.md | 20 ++ .../codec-contract/COMPONENT_MODEL.md | 2 +- docs/reference/codec-contract/CORE.md | 2 +- docs/reference/codec-contract/NATIVE.md | 2 +- docs/reference/codec-contract/README.md | 2 + 11 files changed, 849 insertions(+), 20 deletions(-) create mode 100644 docs/guides/COMPONENT_MODEL_C.md create mode 100644 docs/guides/COMPONENT_MODEL_RUST.md create mode 100644 docs/guides/CORE.md create mode 100644 docs/guides/NATIVE.md create mode 100644 docs/guides/README.md diff --git a/codec/README.md b/codec/README.md index 31f35d1..d5fe2fb 100644 --- a/codec/README.md +++ b/codec/README.md @@ -112,20 +112,4 @@ GitHub release to match the `wasmtime` Python package version. ## Adding a codec -### Component Model codec - -1. Implement `encode` and `decode` for the `chonkle:codec/transform` WIT interface. -2. Build to a Component Model `.wasm` and place it in `codec//`. -3. Write a `signature.json` in the codec directory. -4. Embed the signature: `chonkle embed-signature .wasm signature.json`. -5. Add a `.gitignore` for your toolchain's build artifacts. - -### Core Wasm codec - -1. Implement and export `memory`, `alloc`, `dealloc`, `encode`, and `decode` per the [core ABI spec](../docs/reference/codec-contract/core.md). -2. Build to a core wasm32-wasi `.wasm` and place it in `codec//`. -3. Write a `signature.json` in the codec directory. -4. Embed the signature: `chonkle embed-signature .wasm signature.json`. -5. Add a `.gitignore` for your toolchain's build artifacts. - -See [docs/reference/codec-contract/](../docs/reference/codec-contract/) for the codec contract (common requirements and per-backend specs). +See the [codec build guides](../docs/guides/) for step-by-step instructions covering each backend and toolchain. diff --git a/docs/README.md b/docs/README.md index 38e7203..61bc253 100644 --- a/docs/README.md +++ b/docs/README.md @@ -6,6 +6,12 @@ chonkle is a Python host for running data codec pipelines. Pipelines are DAGs of - [OVERVIEW.md](OVERVIEW.md) — Why Wasm, why Python, codec backends summary, and execution model +## Guides + +Step-by-step guides for building codecs. + +- [guides/](guides/) — How to build each codec type: [Component Model (Rust)](guides/COMPONENT_MODEL_RUST.md), [Component Model (C)](guides/COMPONENT_MODEL_C.md), [Core Wasm](guides/CORE.md), [Native](guides/NATIVE.md) + ## Reference Specs and reference material for codec and pipeline authors. diff --git a/docs/guides/COMPONENT_MODEL_C.md b/docs/guides/COMPONENT_MODEL_C.md new file mode 100644 index 0000000..37a94e9 --- /dev/null +++ b/docs/guides/COMPONENT_MODEL_C.md @@ -0,0 +1,271 @@ +# Building a Component Model Codec in C + +This guide walks through building a Component Model codec using C and the Zig build system, following the structure of the [identity-c](../../codec/identity-c/) codec. + +For the contract specification, see [reference/codec-contract/COMPONENT_MODEL.md](../reference/codec-contract/COMPONENT_MODEL.md). + +## Prerequisites + +- [Zig](https://ziglang.org/) (provides a C cross-compiler targeting `wasm32-wasi`) +- [wasm-tools](https://github.com/bytecodealliance/wasm-tools) (lifts core wasm to Component Model) +- chonkle CLI (for signature embedding): `pip install chonkle` + +## Project structure + +``` +codec/my-codec-c/ + build.zig # two-step build: compile C, then lift to Component Model + codec_impl.c # your encode/decode implementation + signature.json # port/parameter declarations embedded into the .wasm +``` + +Your codec also depends on shared infrastructure in `codec/shared/`: + +- `codec.h` / `codec.c` — WIT-generated canonical ABI bindings (types, string helpers, weak `cabi_realloc`) +- `codec_component_type.o` — component type object from `wit-bindgen`, linked into the binary +- `../wasi_snapshot_preview1.reactor.wasm` — WASI preview1-to-preview2 adapter used during the Component Model lift step + +## Step 1: Understand the generated types + +`codec.h` is generated by `wit-bindgen` from the WIT interface. The key types you'll work with: + +```c +// A byte buffer (ptr + length). +typedef struct { uint8_t *ptr; size_t len; } codec_list_u8_t; + +// A single port-map entry: (name, bytes). +typedef struct { + codec_string_t f0; // port name + codec_list_u8_t f1; // port data +} codec_tuple2_port_name_list_u8_t; + +// The full port-map: array of entries. +typedef struct { + codec_tuple2_port_name_list_u8_t *ptr; + size_t len; +} exports_chonkle_codec_transform_port_map_t; +``` + +String helpers from `codec.c`: +- `codec_string_set(ret, "literal")` — point at a string literal (no copy) +- `codec_string_dup(ret, "text")` — allocate a copy + +## Step 2: Write codec_impl.c + +Your implementation file must export two functions with these exact signatures: + +```c +bool exports_chonkle_codec_transform_encode( + exports_chonkle_codec_transform_port_map_t *inputs, + exports_chonkle_codec_transform_port_map_t *ret, + codec_string_t *err); + +bool exports_chonkle_codec_transform_decode( + exports_chonkle_codec_transform_port_map_t *inputs, + exports_chonkle_codec_transform_port_map_t *ret, + codec_string_t *err); +``` + +Return `true` and populate `ret` on success. Return `false` and populate `err` on failure. + +Here is the complete `codec_impl.c` from the identity codec: + +```c +#include "../shared/codec.h" +#include +#include + +/* + * Override the weak cabi_realloc from codec.c so that OOM calls + * __builtin_trap() instead of abort(), avoiding WASI stderr imports. + */ +__attribute__((__export_name__("cabi_realloc"))) +void *cabi_realloc(void *ptr, size_t old_size, size_t align, size_t new_size) { + (void)old_size; + if (new_size == 0) return (void *)align; + void *ret = realloc(ptr, new_size); + if (!ret) __builtin_trap(); + return ret; +} + +/* Find a named port in the input port-map; returns NULL if absent. */ +static codec_list_u8_t *find_port( + exports_chonkle_codec_transform_port_map_t *inputs, + const char *name) +{ + size_t name_len = strlen(name); + for (size_t i = 0; i < inputs->len; i++) { + codec_tuple2_port_name_list_u8_t *e = &inputs->ptr[i]; + if (e->f0.len == name_len && memcmp(e->f0.ptr, name, name_len) == 0) + return &e->f1; + } + return NULL; +} + +/* + * Allocate a port-map with a single "bytes" port pointing to buf/buf_len. + * Ownership of buf transfers to the caller's port-map. + */ +static bool make_bytes_result( + uint8_t *buf, size_t buf_len, + exports_chonkle_codec_transform_port_map_t *ret, + codec_string_t *err) +{ + codec_tuple2_port_name_list_u8_t *entry = malloc(sizeof(*entry)); + if (!entry) { + codec_string_set(err, "out of memory"); + return false; + } + codec_string_dup(&entry->f0, "bytes"); + entry->f1.ptr = buf; + entry->f1.len = buf_len; + ret->ptr = entry; + ret->len = 1; + return true; +} + +bool exports_chonkle_codec_transform_encode( + exports_chonkle_codec_transform_port_map_t *inputs, + exports_chonkle_codec_transform_port_map_t *ret, + codec_string_t *err) +{ + codec_list_u8_t *bytes_port = find_port(inputs, "bytes"); + if (!bytes_port) { codec_string_set(err, "missing port: bytes"); return false; } + + size_t input_len = bytes_port->len; + uint8_t *out = malloc(input_len); + if (!out) { codec_string_set(err, "out of memory"); return false; } + memcpy(out, bytes_port->ptr, input_len); + + return make_bytes_result(out, input_len, ret, err); +} + +bool exports_chonkle_codec_transform_decode( + exports_chonkle_codec_transform_port_map_t *inputs, + exports_chonkle_codec_transform_port_map_t *ret, + codec_string_t *err) +{ + codec_list_u8_t *bytes_port = find_port(inputs, "bytes"); + if (!bytes_port) { codec_string_set(err, "missing port: bytes"); return false; } + + size_t input_len = bytes_port->len; + uint8_t *out = malloc(input_len); + if (!out) { codec_string_set(err, "out of memory"); return false; } + memcpy(out, bytes_port->ptr, input_len); + + return make_bytes_result(out, input_len, ret, err); +} +``` + +The pattern: + +1. **`cabi_realloc` override**: The default `cabi_realloc` in `codec.c` calls `abort()` on OOM, which requires WASI stderr imports. This override uses `__builtin_trap()` instead, avoiding that dependency. Copy this verbatim into every C codec. +2. **`find_port` helper**: Looks up a named port in the input port-map by comparing byte strings. Copy and reuse. +3. **`make_bytes_result` helper**: Builds a one-entry output port-map with a `"bytes"` port. Copy and reuse. +4. **`encode` / `decode`**: Extract ports, do your transformation, return the result via `make_bytes_result`. This is the only part that changes per codec. + +To replace the identity passthrough with real codec logic, swap the `memcpy` with your transformation. For a codec with multiple input ports and integer parameters, see the [tiff-predictor-2-c](../../codec/tiff-predictor-2-c/) example. + +## Step 3: Write build.zig + +The build is a two-step process: compile C to a core wasm32-wasi reactor module, then lift it to a Component Model binary. + +```zig +const std = @import("std"); + +pub fn build(b: *std.Build) void { + // Step 1: compile C sources to a core wasm32-wasi reactor module. + const compile = b.addSystemCommand(&.{ + b.graph.zig_exe, + "cc", + "--target=wasm32-wasi", + "-mexec-model=reactor", + "-fvisibility=hidden", + "-lc", + "-O2", + }); + + compile.addArg("-o"); + const core_wasm = compile.addOutputFileArg("my-codec-core.wasm"); + compile.addFileArg(b.path("../shared/codec.c")); + compile.addFileArg(b.path("codec_impl.c")); + // Add additional .c files here if your codec has separate algorithm files + compile.addFileArg(b.path("../shared/codec_component_type.o")); + + // Step 2: lift the core module to a Component Model .wasm via the WASI + // preview1 → preview2 adapter. + const componentize = b.addSystemCommand(&.{ "wasm-tools", "component", "new" }); + componentize.addFileArg(core_wasm); + componentize.addArg("--adapt"); + componentize.addPrefixedFileArg( + "wasi_snapshot_preview1=", + b.path("../wasi_snapshot_preview1.reactor.wasm"), + ); + componentize.addArg("-o"); + const component = componentize.addOutputFileArg("my-codec.wasm"); + + b.getInstallStep().dependOn( + &b.addInstallFile(component, "my-codec.wasm").step, + ); +} +``` + +Key flags: +- `--target=wasm32-wasi` — cross-compile C to WebAssembly +- `-mexec-model=reactor` — produce a reactor (library) rather than a command (main()) +- `-fvisibility=hidden` — only explicitly exported symbols are visible +- `codec_component_type.o` — a `wit-bindgen` artifact that embeds the component type metadata + +To adapt this for your codec, change the output filenames (`my-codec-core.wasm`, `my-codec.wasm`) and add any additional `.c` source files your codec needs. + +## Step 4: Write the signature + +Create `signature.json`: + +```json +{ + "codec_id": "my-codec", + "implementation": "my-codec-c", + "inputs": {"bytes": {"type": "bytes", "required": true}}, + "outputs": {"bytes": {"type": "bytes"}} +} +``` + +See [reference/codec-contract/README.md](../reference/codec-contract/README.md) for the full signature specification, including optional parameters, defaults, and `encode_only`. + +## Step 5: Build + +```bash +cd codec/my-codec-c +zig build +``` + +For optimized builds: `zig build -Doptimize=ReleaseFast` (or `ReleaseSmall`, `ReleaseSafe`). + +The output lands in `zig-out/my-codec.wasm`. + +## Step 6: Embed the signature + +```bash +cp zig-out/my-codec.wasm my-codec.wasm +chonkle embed-signature my-codec.wasm signature.json +``` + +## Step 7: Verify + +```bash +chonkle install my-codec.wasm +chonkle list-codecs +``` + +## Going further: multiple ports and integer parameters + +The [tiff-predictor-2-c](../../codec/tiff-predictor-2-c/) codec demonstrates a more complex interface with three input ports (`bytes`, `bytes_per_sample`, `width`). It adds a `parse_int` helper for parsing integer parameters from UTF-8 byte strings, separates the algorithm into its own `.c` file, and passes different function pointers to encode vs. decode. This is the pattern to follow for any codec with configuration parameters. + +## Regenerating WIT bindings + +The files in `codec/shared/` (`codec.h`, `codec.c`, `codec_component_type.o`) are generated by `wit-bindgen` and should only be regenerated if the WIT interface definition changes: + +```bash +wit-bindgen c wit/ --world codec --out-dir codec/shared/ +``` diff --git a/docs/guides/COMPONENT_MODEL_RUST.md b/docs/guides/COMPONENT_MODEL_RUST.md new file mode 100644 index 0000000..bdfccfd --- /dev/null +++ b/docs/guides/COMPONENT_MODEL_RUST.md @@ -0,0 +1,209 @@ +# Building a Component Model Codec in Rust + +This guide walks through building a Component Model codec using Rust and `cargo-component`, following the structure of the [zlib-rs](../../codec/zlib-rs/) codec. + +For the contract specification, see [reference/codec-contract/COMPONENT_MODEL.md](../reference/codec-contract/COMPONENT_MODEL.md). + +## Prerequisites + +- Rust (edition 2024) with the `wasm32-wasip2` target: `rustup target add wasm32-wasip2` +- [cargo-component](https://github.com/bytecodealliance/cargo-component): `cargo install cargo-component` +- chonkle CLI (for signature embedding): `pip install chonkle` + +## Project structure + +``` +codec/my-codec-rs/ + Cargo.toml # crate config: cdylib + component metadata + src/lib.rs # codec implementation + wit/world.wit # WIT interface definition (same for all codecs) + signature.json # port/parameter declarations embedded into the .wasm +``` + +## Step 1: Create the WIT world file + +Create `wit/world.wit` with the canonical codec interface. This file is identical for every Component Model codec: + +```wit +package chonkle:codec@0.1.0; + +interface transform { + /// A named byte buffer — one port in the port map. + type port-name = string; + type port-map = list>>; + + encode: func(inputs: port-map) -> result; + decode: func(inputs: port-map) -> result; +} + +world codec { + export transform; +} +``` + +This declares two functions, `encode` and `decode`, that take a list of named byte buffers (the port-map) and return a transformed port-map or an error string. See [docs/wasm/WIT.md](../wasm/WIT.md) for WIT syntax background. + +## Step 2: Configure Cargo.toml + +```toml +[package] +name = "my-codec" +version = "0.1.0" +edition = "2024" + +[lib] +crate-type = ["cdylib"] + +[dependencies] +wit-bindgen-rt = { version = "0.44.0", features = ["bitflags"] } +# Add your codec library here, e.g.: +# flate2 = { version = "1", default-features = false, features = ["rust_backend"] } + +[package.metadata.component] +package = "chonkle:codec" + +[package.metadata.component.dependencies] +``` + +Key points: +- `crate-type = ["cdylib"]` produces a WebAssembly dynamic library. +- `wit-bindgen-rt` provides the runtime support for the generated WIT bindings. +- `[package.metadata.component]` tells `cargo-component` which WIT package this crate implements. +- Use `default-features = false` and pure-Rust backends for dependencies where possible, since native C libraries won't cross-compile to wasm32. + +## Step 3: Implement encode and decode + +`cargo-component` auto-generates a `bindings` module from your WIT file. Your code imports types from it and implements the `Guest` trait. + +Here is the complete `src/lib.rs` from the zlib codec: + +```rust +#[allow(warnings)] +mod bindings; + +use bindings::exports::chonkle::codec::transform::{Guest, PortMap}; +use flate2::read::ZlibDecoder; +use flate2::write::ZlibEncoder; +use flate2::Compression; +use std::io::{Read, Write}; + +struct Component; + +fn find_port<'a>(inputs: &'a PortMap, name: &str) -> Option<&'a Vec> { + inputs.iter().find(|(k, _)| k == name).map(|(_, v)| v) +} + +impl Guest for Component { + fn encode(inputs: PortMap) -> Result { + let bytes = find_port(&inputs, "bytes") + .ok_or_else(|| "missing port: bytes".to_string())?; + + let level = find_port(&inputs, "level") + .and_then(|v| std::str::from_utf8(v).ok()) + .and_then(|s| s.trim().parse::().ok()) + .unwrap_or(6) + .min(9); + + let mut enc = ZlibEncoder::new(Vec::new(), Compression::new(level)); + enc.write_all(bytes).map_err(|e| e.to_string())?; + let compressed = enc.finish().map_err(|e| e.to_string())?; + + Ok(vec![("bytes".to_string(), compressed)]) + } + + fn decode(inputs: PortMap) -> Result { + let bytes = find_port(&inputs, "bytes") + .ok_or_else(|| "missing port: bytes".to_string())?; + + let mut dec = ZlibDecoder::new(bytes.as_slice()); + let mut out = Vec::new(); + dec.read_to_end(&mut out).map_err(|e| e.to_string())?; + + Ok(vec![("bytes".to_string(), out)]) + } +} + +bindings::export!(Component with_types_in bindings); +``` + +The pattern: + +1. **Boilerplate**: `mod bindings`, `struct Component`, `bindings::export!()` — same for every codec. +2. **`find_port` helper**: Looks up a named port in the input port-map. You'll reuse this pattern in every codec. +3. **`encode`**: Extract the required `bytes` port. Read optional parameters (here, `level`). Parameters arrive as UTF-8 byte strings and need parsing. Do the transformation. Return the output port-map. +4. **`decode`**: Extract `bytes`, reverse the transformation, return. +5. **Error handling**: Return `Err(String)` to signal failure. The host surfaces this as a codec error. + +## Step 4: Write the signature + +Create `signature.json` declaring the codec's ports and parameters: + +```json +{ + "codec_id": "my-codec", + "implementation": "my-codec-rs", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "level": {"type": "int", "required": false, "default": 6, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` + +- `codec_id` — logical name used in pipeline JSON to reference this codec. +- `implementation` — identifies this specific build. Used as the filename in the codec store. +- `inputs` — declares each input port. `required: false` ports can be omitted by pipeline steps; the host uses `default` when they are. `encode_only: true` ports are ignored during decode. +- `outputs` — declares each output port. + +See [reference/codec-contract/README.md](../reference/codec-contract/README.md) for the full signature specification. + +## Step 5: Build + +```bash +cd codec/my-codec-rs +cargo component build --target wasm32-wasip2 --release +``` + +This compiles the Rust code, generates WIT bindings, and produces a Component Model `.wasm` binary. The output path is printed by cargo; for zlib-rs it lands at `target/wasm32-wasip1/release/zlib.wasm`. + +## Step 6: Embed the signature + +```bash +cp target/wasm32-wasip1/release/my-codec.wasm my-codec.wasm +chonkle embed-signature my-codec.wasm signature.json +``` + +This writes `signature.json` into the `.wasm` binary as a `chonkle:signature` custom section. The host reads this section at runtime to discover the codec's ports and parameters. + +## Step 7: Verify + +Install the codec into the local codec store and confirm it appears: + +```bash +chonkle install my-codec.wasm +chonkle list-codecs +``` + +To test a roundtrip, create a minimal pipeline JSON and run it: + +```json +{ + "steps": [ + { + "codec_id": "my-codec", + "inputs": {"bytes": "input"}, + "outputs": {"bytes": "output"} + } + ] +} +``` + +## Common patterns + +**Optional parameters with defaults**: Declare the port with `required: false` and a `default` value in the signature. In the Rust code, use `unwrap_or()` when parsing the port value. + +**Encode-only parameters**: Parameters like compression level only apply during encoding. Mark them `encode_only: true` in the signature; the host strips them from the port-map during decode, so your decode function never sees them. + +**Multiple output ports**: Return multiple entries in the output `Vec`. Each `(name, bytes)` pair becomes a named output port that downstream steps can wire to. diff --git a/docs/guides/CORE.md b/docs/guides/CORE.md new file mode 100644 index 0000000..ab28c48 --- /dev/null +++ b/docs/guides/CORE.md @@ -0,0 +1,231 @@ +# Building a Core Wasm Codec + +This guide walks through building a Core Wasm codec using C and the Zig build system, following the structure of the [identity-core-c](../../codec/identity-core-c/) codec. + +For the contract specification, see [reference/codec-contract/CORE.md](../reference/codec-contract/CORE.md). + +## When to use Core Wasm + +Core Wasm bypasses the Component Model canonical ABI. In the Python host, this means ~10 GB/s host-to-module transfer vs ~1.7 MB/s for Component Model codecs, because data is written directly into linear memory instead of going through the canonical ABI's lifting and lowering. The trade-off is a lower-level interface: you manage linear memory allocation and work with a binary port-map wire format. + +Choose Core Wasm when transfer throughput matters (large buffers, hot paths). Choose Component Model when development simplicity matters. See [design/DATA_COPIES.md](../design/DATA_COPIES.md) and [design/CANONICAL_ABI_PERF.md](../design/CANONICAL_ABI_PERF.md) for the full performance analysis. + +## Prerequisites + +- [Zig](https://ziglang.org/) (provides a C cross-compiler targeting `wasm32-wasi`) +- chonkle CLI (for signature embedding): `pip install chonkle` + +Note: no `wasm-tools` needed — Core Wasm codecs are not lifted to Component Model. + +## Project structure + +``` +codec/my-codec-core-c/ + build.zig # single-step build: compile C to wasm32-wasi reactor + codec_impl.c # your alloc/dealloc/encode/decode exports + signature.json # port/parameter declarations embedded into the .wasm +``` + +Your codec depends on shared infrastructure in `codec/shared/`: + +- `core_abi.h` / `core_abi.c` — port-map parse, serialize, find, and pack helpers + +## Step 1: Understand the required exports + +A Core Wasm codec must export five symbols: + +| Export | Signature | Description | +|---|---|---| +| `memory` | Memory | Linear memory (provided by the wasm toolchain) | +| `alloc` | `(size: i32) -> i32` | Allocate `size` bytes, return pointer (or 0) | +| `dealloc` | `(ptr: i32, size: i32)` | Free a buffer | +| `encode` | `(port_map_ptr: i32, port_map_len: i32) -> i64` | Encode operation | +| `decode` | `(port_map_ptr: i32, port_map_len: i32) -> i64` | Decode operation | + +The host calls `alloc` to place input data in the module's memory. `encode`/`decode` take ownership of the input buffer (must free it) and return a packed `i64` of `(output_ptr << 32) | output_len`. The host reads the output, then calls `dealloc` to free it. + +## Step 2: Understand the port-map wire format + +Inputs and outputs are serialized as a binary port-map: + +``` +u32: entry_count +For each entry: + u32: name_len + u8[name_len]: name (UTF-8) + u32: data_len + u8[data_len]: data +``` + +All integers are little-endian. No padding between fields. + +The `core_abi.h` helpers handle this for you: + +```c +// Parse a serialized port-map. Returned entries point into the input buffer +// (zero-copy). Returns count=0 on error. +core_abi_port_map_t core_abi_parse_port_map(const uint8_t *buf, uint32_t len); + +// Look up a port by name. +const core_abi_port_t *core_abi_find_port(const core_abi_port_map_t *pm, const char *name); + +// Serialize a port-map to a new malloc'd buffer. +uint8_t *core_abi_serialize_port_map(const core_abi_port_map_t *pm, uint32_t *out_len); + +// Pack (ptr, len) into a single i64 return value. +int64_t core_abi_pack_result(uint32_t ptr, uint32_t len); + +// Free a parsed port-map's entries array. +void core_abi_free_port_map(core_abi_port_map_t *pm); +``` + +## Step 3: Write codec_impl.c + +Here is the complete `codec_impl.c` from the identity-core codec: + +```c +#include "../shared/core_abi.h" +#include +#include +#include + +__attribute__((__export_name__("alloc"))) +int32_t codec_alloc(int32_t size) { + void *ptr = malloc((size_t)size); + return (int32_t)(uintptr_t)ptr; +} + +__attribute__((__export_name__("dealloc"))) +void codec_dealloc(int32_t ptr, int32_t size) { + (void)size; + free((void *)(uintptr_t)ptr); +} + +static int64_t transform(int32_t pm_ptr, int32_t pm_len) { + uint8_t *input_buf = (uint8_t *)(uintptr_t)pm_ptr; + core_abi_port_map_t pm = core_abi_parse_port_map(input_buf, (uint32_t)pm_len); + + if (pm.count == 0) { + free(input_buf); + return CORE_ABI_ERROR; + } + + const core_abi_port_t *bytes_port = core_abi_find_port(&pm, "bytes"); + if (!bytes_port) { + core_abi_free_port_map(&pm); + free(input_buf); + return CORE_ABI_ERROR; + } + + /* Copy input bytes before freeing the input buffer. */ + uint32_t out_data_len = bytes_port->data_len; + uint8_t *out_data = malloc(out_data_len); + if (!out_data) { + core_abi_free_port_map(&pm); + free(input_buf); + return CORE_ABI_ERROR; + } + memcpy(out_data, bytes_port->data, out_data_len); + + core_abi_free_port_map(&pm); + free(input_buf); + + /* Build output port-map with a single "bytes" port. */ + core_abi_port_t out_entry; + out_entry.name = "bytes"; + out_entry.name_len = 5; + out_entry.data = out_data; + out_entry.data_len = out_data_len; + + core_abi_port_map_t out_pm; + out_pm.entries = &out_entry; + out_pm.count = 1; + + uint32_t ser_len; + uint8_t *ser_buf = core_abi_serialize_port_map(&out_pm, &ser_len); + free(out_data); + + if (!ser_buf) return CORE_ABI_ERROR; + + return core_abi_pack_result((uint32_t)(uintptr_t)ser_buf, ser_len); +} + +__attribute__((__export_name__("encode"))) +int64_t encode(int32_t pm_ptr, int32_t pm_len) { + return transform(pm_ptr, pm_len); +} + +__attribute__((__export_name__("decode"))) +int64_t decode(int32_t pm_ptr, int32_t pm_len) { + return transform(pm_ptr, pm_len); +} +``` + +The pattern: + +1. **`alloc` / `dealloc`**: Thin wrappers around `malloc`/`free` with the `__export_name__` attribute. Copy verbatim. +2. **Parse input**: Cast the pointer, call `core_abi_parse_port_map`, look up ports with `core_abi_find_port`. +3. **Memory ownership**: The codec owns the input buffer — copy any data you need, then `free(input_buf)` and `core_abi_free_port_map`. The parsed port entries point into the input buffer (zero-copy parse), so you must copy data before freeing. +4. **Do the transformation**: Replace the `memcpy` with your codec logic. +5. **Build output**: Construct a `core_abi_port_map_t`, serialize it with `core_abi_serialize_port_map`, free intermediate buffers, and return `core_abi_pack_result(ptr, len)`. +6. **Error handling**: Return `CORE_ABI_ERROR` (0) on any failure. + +## Step 4: Write build.zig + +The build is a single step — no Component Model lifting: + +```zig +const std = @import("std"); + +pub fn build(b: *std.Build) void { + const compile = b.addSystemCommand(&.{ + b.graph.zig_exe, + "cc", + "--target=wasm32-wasi", + "-mexec-model=reactor", + "-fvisibility=hidden", + "-lc", + "-O2", + }); + + compile.addArg("-o"); + const core_wasm = compile.addOutputFileArg("my-codec-core.wasm"); + compile.addFileArg(b.path("../shared/core_abi.c")); + compile.addFileArg(b.path("codec_impl.c")); + + b.getInstallStep().dependOn( + &b.addInstallFile(core_wasm, "my-codec-core.wasm").step, + ); +} +``` + +Compared to the Component Model C build: no `codec.c`, no `codec_component_type.o`, no `wasm-tools component new` step, no WASI adapter. Just `core_abi.c` + your codec. + +## Step 5: Write the signature + +```json +{ + "codec_id": "my-codec", + "implementation": "my-codec-core-c", + "inputs": {"bytes": {"type": "bytes", "required": true}}, + "outputs": {"bytes": {"type": "bytes"}} +} +``` + +Same format as Component Model signatures. + +## Step 6: Build and embed + +```bash +cd codec/my-codec-core-c +zig build +cp zig-out/my-codec-core.wasm my-codec-core.wasm +chonkle embed-signature my-codec-core.wasm signature.json +``` + +## Step 7: Verify + +```bash +chonkle install my-codec-core.wasm +chonkle list-codecs +``` diff --git a/docs/guides/NATIVE.md b/docs/guides/NATIVE.md new file mode 100644 index 0000000..b855f20 --- /dev/null +++ b/docs/guides/NATIVE.md @@ -0,0 +1,106 @@ +# Adding a Native (numcodecs) Codec + +Native codecs wrap existing [numcodecs](https://numcodecs.readthedocs.io/) codec objects. You write a JSON signature file; chonkle handles the rest. No build step, no Wasm. + +For the contract specification, see [reference/codec-contract/NATIVE.md](../reference/codec-contract/NATIVE.md). + +## When to use native codecs + +When numcodecs already implements the codec you need and you don't need the portability or sandboxing of Wasm. Native codecs run as regular Python/C code in-process. + +## Prerequisites + +- chonkle with the native extra: `pip install chonkle[native]` (brings `numcodecs` and `numpy`) + +## What you create + +A single JSON file at `src/chonkle/signatures/numcodecs/.json`. That's it. + +## Step 1: Choose the data format + +The `data_format` field in the signature controls how the `bytes` port is passed to the numcodecs codec: + +**`"bytes"`** (default) — The `bytes` port value is passed directly to `codec.encode()` / `codec.decode()` as raw bytes. Use this for compression codecs that operate on byte streams. + +Codecs using this format: zlib, gzip, bz2, lzma, zstd, lz4, blosc. + +**`"ndarray"`** — The `bytes` port is converted to a numpy ndarray using the `dtype` port before being passed to the codec. The result is converted back to bytes afterward. Use this for array-level codecs whose numcodecs `encode()` expects an ndarray. + +Codecs using this format: delta, shuffle. + +To decide: check the numcodecs documentation for your codec. If its `encode()` method expects `bytes` or `bytearray`, use `"bytes"`. If it expects an `ndarray`, use `"ndarray"`. + +## Step 2: Write the signature JSON + +### Example: bytes-format codec (zlib) + +`src/chonkle/signatures/numcodecs/zlib.json`: + +```json +{ + "codec_id": "zlib", + "implementation": "numcodecs.zlib", + "data_format": "bytes", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "level": {"type": "int", "required": false, "default": 1, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` + +### Example: ndarray-format codec (delta) + +`src/chonkle/signatures/numcodecs/delta.json`: + +```json +{ + "codec_id": "delta", + "implementation": "numcodecs.delta", + "data_format": "ndarray", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "dtype": {"type": "string", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + } +} +``` + +### Field reference + +- **`codec_id`** — logical codec identifier used in pipeline JSON (e.g. `"zlib"`, `"delta"`). +- **`implementation`** — must be `"numcodecs."` where `` is the numcodecs codec ID passed to `numcodecs.get_codec()`. +- **`data_format`** — `"bytes"` or `"ndarray"`. Controls the calling convention as described above. +- **`inputs`** — must include a `"bytes"` port (`required: true`). Additional ports become constructor kwargs for the numcodecs codec. For ndarray-format codecs, `dtype` is required and used for the `np.frombuffer` conversion. +- **`outputs`** — must include a `"bytes"` port. + +Port descriptor fields: `type` (required), `required` (default `true`), `default`, `encode_only` (default `false`). See [reference/codec-contract/README.md](../reference/codec-contract/README.md) for the full specification. + +### How parameters become constructor kwargs + +Port-map entries other than `bytes` (and `dtype` for ndarray codecs) are JSON-decoded and passed as keyword arguments to `numcodecs.get_codec()`. For example, a zlib codec receiving `("level", b"6")` in its port-map is instantiated as: + +```python +numcodecs.get_codec({"id": "zlib", "level": 6}) +``` + +## Step 3: Verify + +```bash +chonkle list-codecs +``` + +The new codec should appear in the output. To test a roundtrip, create a minimal pipeline JSON and run it, or use the Python API directly: + +```python +from chonkle.codecs.native import NativeCodec + +codec = NativeCodec("zlib") +encoded = codec.call("encode", [("bytes", b"hello world"), ("level", b"6")]) +decoded = codec.call("decode", encoded) +assert decoded[0][1] == b"hello world" +``` diff --git a/docs/guides/README.md b/docs/guides/README.md new file mode 100644 index 0000000..1b7883c --- /dev/null +++ b/docs/guides/README.md @@ -0,0 +1,20 @@ +# Guides + +Step-by-step guides for building chonkle codecs. For contract specifications, see [reference/codec-contract/](../reference/codec-contract/). + +## Building a codec + +- [Component Model codec in Rust](COMPONENT_MODEL_RUST.md) — recommended starting point +- [Component Model codec in C](COMPONENT_MODEL_C.md) — C with Zig build system +- [Core Wasm codec](CORE.md) — C with Zig build system, no Component Model +- [Native codec](NATIVE.md) — numcodecs wrapper (no build step) + +## Which type should I build? + +**Component Model (Rust)** if you're writing a new codec from scratch. Rust's `cargo-component` handles all the WIT bindings and Component Model lifting automatically, so you write idiomatic Rust and get a `.wasm` binary out. This is the simplest path. + +**Component Model (C)** if you have existing C code you want to wrap, or need to avoid Rust. The Zig build system cross-compiles C to `wasm32-wasi` and `wasm-tools` lifts the result to a Component Model binary. You get the same Component Model interface as the Rust path but manage memory and ABI glue manually. + +**Core Wasm** if you need maximum host-to-module transfer throughput in the Python host. Core Wasm bypasses the Component Model canonical ABI, which is the primary bottleneck in the Python host's data path. The trade-off is a lower-level interface: you implement `alloc`/`dealloc` and work with a binary port-map wire format directly. See [design/DATA_COPIES.md](../design/DATA_COPIES.md) and [design/CANONICAL_ABI_PERF.md](../design/CANONICAL_ABI_PERF.md) for the performance context. + +**Native** if [numcodecs](https://numcodecs.readthedocs.io/) already implements the codec you need. You write a JSON signature file and chonkle wraps the numcodecs codec automatically. No build step, no Wasm. Requires `pip install chonkle[native]`. diff --git a/docs/reference/codec-contract/COMPONENT_MODEL.md b/docs/reference/codec-contract/COMPONENT_MODEL.md index 5d2ac08..7915cad 100644 --- a/docs/reference/codec-contract/COMPONENT_MODEL.md +++ b/docs/reference/codec-contract/COMPONENT_MODEL.md @@ -1,6 +1,6 @@ # Component Model Wasm -Component Model codecs implement the `chonkle:codec/transform@0.1.0` WIT interface. The toolchain (e.g. `cargo-component`, `wit-bindgen`, `wasm-tools component new`) generates all memory management and canonical ABI glue. Codec authors work only with high-level types. +Component Model codecs implement the `chonkle:codec/transform@0.1.0` WIT interface. For build guides, see [Rust](../../guides/COMPONENT_MODEL_RUST.md) or [C](../../guides/COMPONENT_MODEL_C.md). The toolchain (e.g. `cargo-component`, `wit-bindgen`, `wasm-tools component new`) generates all memory management and canonical ABI glue. Codec authors work only with high-level types. ## WIT interface diff --git a/docs/reference/codec-contract/CORE.md b/docs/reference/codec-contract/CORE.md index 302eccb..2c2c57a 100644 --- a/docs/reference/codec-contract/CORE.md +++ b/docs/reference/codec-contract/CORE.md @@ -1,6 +1,6 @@ # Core Wasm -Core Wasm codecs are wasm32-wasi reactor modules. The host and module communicate through direct reads and writes to the module's linear memory, using a binary serialization format for port-maps. +Core Wasm codecs are wasm32-wasi reactor modules. For a build guide, see [Building a Core Wasm Codec](../../guides/CORE.md). The host and module communicate through direct reads and writes to the module's linear memory, using a binary serialization format for port-maps. ## Required Exports diff --git a/docs/reference/codec-contract/NATIVE.md b/docs/reference/codec-contract/NATIVE.md index 146e94e..ccc7a64 100644 --- a/docs/reference/codec-contract/NATIVE.md +++ b/docs/reference/codec-contract/NATIVE.md @@ -1,6 +1,6 @@ # Native (numcodecs) -Native codecs wrap [numcodecs](https://numcodecs.readthedocs.io/) codec objects — there is no `.wasm` binary. Using native codecs requires `numcodecs` and `numpy`: `pip install chonkle[native]`. +Native codecs wrap [numcodecs](https://numcodecs.readthedocs.io/) codec objects. For a step-by-step guide, see [Adding a Native Codec](../../guides/NATIVE.md) — there is no `.wasm` binary. Using native codecs requires `numcodecs` and `numpy`: `pip install chonkle[native]`. ## Signature source diff --git a/docs/reference/codec-contract/README.md b/docs/reference/codec-contract/README.md index 1295368..87cb6a8 100644 --- a/docs/reference/codec-contract/README.md +++ b/docs/reference/codec-contract/README.md @@ -6,6 +6,8 @@ These documents specify the interface contracts between chonkle (the host) and c - [Component Model Wasm](COMPONENT_MODEL.md) - [Native (numcodecs)](NATIVE.md) +For step-by-step build guides, see [docs/guides/](../../guides/). + All three are wrapped by the `Codec` ABC and present a uniform interface to the executor: `call(direction, port_map)` and `signature()`. ## Call interface From 285864232817f8b9883afbb0e0e63e8cbfc24a2b Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Tue, 31 Mar 2026 10:58:09 -0500 Subject: [PATCH 47/52] feat: add native block, decode_only ports, and asymmetric-dtype codecs Replace data_format with a native block in signature JSON that specifies per-direction calling recipes (mode, dtype_port) and constructor_ports. Add decode_only port support mirroring encode_only. Add astype, packbits, and categorize codecs using asymmetric dtype selection. Migrate all 19 existing signature files to the new format. --- docs/guides/NATIVE.md | 115 +++++++++--- docs/reference/PIPELINE_SCHEMA.md | 9 + docs/reference/codec-contract/NATIVE.md | 60 +++++- docs/reference/codec-contract/README.md | 7 +- docs/reference/protospec/PROTOSPEC_NOTES.md | 4 +- src/chonkle/codecs/native.py | 64 +++---- src/chonkle/executor.py | 56 ++++-- src/chonkle/pipeline.py | 16 +- src/chonkle/signatures/numcodecs/adler32.json | 16 ++ src/chonkle/signatures/numcodecs/astype.json | 17 ++ src/chonkle/signatures/numcodecs/base64.json | 15 ++ .../signatures/numcodecs/bitround.json | 17 ++ src/chonkle/signatures/numcodecs/blosc.json | 6 +- src/chonkle/signatures/numcodecs/bz2.json | 6 +- .../signatures/numcodecs/categorize.json | 18 ++ src/chonkle/signatures/numcodecs/crc32.json | 16 ++ src/chonkle/signatures/numcodecs/crc32c.json | 16 ++ src/chonkle/signatures/numcodecs/delta.json | 6 +- .../numcodecs/fixedscaleoffset.json | 18 ++ .../signatures/numcodecs/fletcher32.json | 15 ++ src/chonkle/signatures/numcodecs/gzip.json | 6 +- .../signatures/numcodecs/jenkins_lookup3.json | 17 ++ src/chonkle/signatures/numcodecs/lz4.json | 6 +- src/chonkle/signatures/numcodecs/lzma.json | 6 +- .../signatures/numcodecs/packbits.json | 17 ++ src/chonkle/signatures/numcodecs/pickle.json | 16 ++ .../signatures/numcodecs/quantize.json | 17 ++ src/chonkle/signatures/numcodecs/shuffle.json | 6 +- src/chonkle/signatures/numcodecs/zlib.json | 6 +- src/chonkle/signatures/numcodecs/zstd.json | 6 +- src/chonkle/wasm_signature.py | 8 +- tests/test_executor.py | 5 + tests/test_native_codec.py | 177 +++++++++++++++++- 33 files changed, 691 insertions(+), 99 deletions(-) create mode 100644 src/chonkle/signatures/numcodecs/adler32.json create mode 100644 src/chonkle/signatures/numcodecs/astype.json create mode 100644 src/chonkle/signatures/numcodecs/base64.json create mode 100644 src/chonkle/signatures/numcodecs/bitround.json create mode 100644 src/chonkle/signatures/numcodecs/categorize.json create mode 100644 src/chonkle/signatures/numcodecs/crc32.json create mode 100644 src/chonkle/signatures/numcodecs/crc32c.json create mode 100644 src/chonkle/signatures/numcodecs/fixedscaleoffset.json create mode 100644 src/chonkle/signatures/numcodecs/fletcher32.json create mode 100644 src/chonkle/signatures/numcodecs/jenkins_lookup3.json create mode 100644 src/chonkle/signatures/numcodecs/packbits.json create mode 100644 src/chonkle/signatures/numcodecs/pickle.json create mode 100644 src/chonkle/signatures/numcodecs/quantize.json diff --git a/docs/guides/NATIVE.md b/docs/guides/NATIVE.md index b855f20..cf408a6 100644 --- a/docs/guides/NATIVE.md +++ b/docs/guides/NATIVE.md @@ -14,25 +14,43 @@ When numcodecs already implements the codec you need and you don't need the port ## What you create -A single JSON file at `src/chonkle/signatures/numcodecs/.json`. That's it. +A single JSON file at `src/chonkle/signatures/numcodecs/.json`. That is all. -## Step 1: Choose the data format +## Step 1: Determine the calling convention for each direction -The `data_format` field in the signature controls how the `bytes` port is passed to the numcodecs codec: +The `native` block in the signature JSON specifies a calling recipe for each direction (`encode` and `decode`) independently. Each recipe has a `mode`: -**`"bytes"`** (default) — The `bytes` port value is passed directly to `codec.encode()` / `codec.decode()` as raw bytes. Use this for compression codecs that operate on byte streams. +**`"bytes"`** — The `bytes` port value is passed directly to `codec.encode()` / `codec.decode()` as raw bytes. Use this for compression codecs that operate on byte streams (zlib, gzip, bz2, lzma, zstd, lz4, blosc, checksum codecs). -Codecs using this format: zlib, gzip, bz2, lzma, zstd, lz4, blosc. +**`"ndarray"`** — The `bytes` port is converted to a numpy ndarray using a dtype from a named port before being passed to the codec. The result is converted back to bytes afterward so it conforms to the port-map interface shared by all codec backends (`list[tuple[str, bytes]]`). When two native ndarray codecs are chained, this means a redundant `tobytes()` / `frombuffer()` round-trip at each step boundary; `frombuffer` is zero-copy but `tobytes()` allocates and copies. In practice this is cheap relative to the codec work itself. Use this mode for array-level codecs whose numcodecs `encode()` expects an ndarray (delta, shuffle, bitround, astype, packbits, categorize). -**`"ndarray"`** — The `bytes` port is converted to a numpy ndarray using the `dtype` port before being passed to the codec. The result is converted back to bytes afterward. Use this for array-level codecs whose numcodecs `encode()` expects an ndarray. +Most codecs use the same mode for both directions, but this is not required — a codec can use `"bytes"` for one direction and `"ndarray"` for the other. Each direction can also reference a different dtype port, which is how asymmetric-dtype codecs (astype, packbits, categorize) work. -Codecs using this format: delta, shuffle. - -To decide: check the numcodecs documentation for your codec. If its `encode()` method expects `bytes` or `bytearray`, use `"bytes"`. If it expects an `ndarray`, use `"ndarray"`. +To decide the mode for each direction: check the numcodecs documentation for your codec. If its `encode()` / `decode()` method expects `bytes` or `bytearray`, use `"bytes"` for that direction. If it expects an `ndarray`, use `"ndarray"`. ## Step 2: Write the signature JSON -### Example: bytes-format codec (zlib) +Every signature has two parts: the standard port-map interface (`codec_id`, `implementation`, `inputs`, `outputs`) shared with wasm codecs, and the `native` block that controls the calling convention. + +### Signature fields + +Standard fields: + +- **`codec_id`** — logical codec identifier used in pipeline JSON (e.g. `"zlib"`, `"delta"`). +- **`implementation`** — must be `"numcodecs."` where `` is the numcodecs codec ID passed to `numcodecs.get_codec()`. +- **`inputs`** — must include a `"bytes"` port (`required: true`). Additional ports become parameters available to the `native` block. +- **`outputs`** — must include a `"bytes"` port. + +Port descriptor fields: `type` (required), `required` (default `true`), `default`, `encode_only` (default `false`), `decode_only` (default `false`). See [reference/codec-contract/README.md](../reference/codec-contract/README.md) for the full specification. + +Native block fields: + +- **`constructor_ports`** — list of input port names whose JSON-decoded values become kwargs to `numcodecs.get_codec()`. Ports not in this list are not passed to the constructor. Ports listed here but absent from the port-map (e.g. encode-only ports during decode) are silently skipped. +- **`encode`** / **`decode`** — calling recipe per direction. `mode` is `"bytes"` or `"ndarray"`. When mode is `"ndarray"`, `dtype_port` (required) names the input port supplying the numpy dtype string for `np.frombuffer`. + +### Examples + +#### Bytes-mode codec (zlib) `src/chonkle/signatures/numcodecs/zlib.json`: @@ -40,18 +58,24 @@ To decide: check the numcodecs documentation for your codec. If its `encode()` m { "codec_id": "zlib", "implementation": "numcodecs.zlib", - "data_format": "bytes", "inputs": { "bytes": {"type": "bytes", "required": true}, "level": {"type": "int", "required": false, "default": 1, "encode_only": true} }, "outputs": { "bytes": {"type": "bytes"} + }, + "native": { + "constructor_ports": ["level"], + "encode": {"mode": "bytes"}, + "decode": {"mode": "bytes"} } } ``` -### Example: ndarray-format codec (delta) +`constructor_ports` lists the input port names whose values become kwargs to `numcodecs.get_codec()`. Here, `level` is passed as `numcodecs.get_codec({"id": "zlib", "level": 6})`. The `bytes` port is never a constructor kwarg. + +#### Symmetric ndarray-mode codec (delta) `src/chonkle/signatures/numcodecs/delta.json`: @@ -59,42 +83,81 @@ To decide: check the numcodecs documentation for your codec. If its `encode()` m { "codec_id": "delta", "implementation": "numcodecs.delta", - "data_format": "ndarray", "inputs": { "bytes": {"type": "bytes", "required": true}, "dtype": {"type": "string", "required": true} }, "outputs": { "bytes": {"type": "bytes"} + }, + "native": { + "constructor_ports": ["dtype"], + "encode": {"mode": "ndarray", "dtype_port": "dtype"}, + "decode": {"mode": "ndarray", "dtype_port": "dtype"} } } ``` -### Field reference +`dtype_port` names the input port supplying the numpy dtype string for `np.frombuffer`. Both directions use the same dtype, so both point to `"dtype"`. -- **`codec_id`** — logical codec identifier used in pipeline JSON (e.g. `"zlib"`, `"delta"`). -- **`implementation`** — must be `"numcodecs."` where `` is the numcodecs codec ID passed to `numcodecs.get_codec()`. -- **`data_format`** — `"bytes"` or `"ndarray"`. Controls the calling convention as described above. -- **`inputs`** — must include a `"bytes"` port (`required: true`). Additional ports become constructor kwargs for the numcodecs codec. For ndarray-format codecs, `dtype` is required and used for the `np.frombuffer` conversion. -- **`outputs`** — must include a `"bytes"` port. +#### Ndarray-mode codec where dtype is not a constructor arg (shuffle) + +`src/chonkle/signatures/numcodecs/shuffle.json`: + +```json +{ + "codec_id": "shuffle", + "implementation": "numcodecs.shuffle", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "dtype": {"type": "string", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + }, + "native": { + "constructor_ports": [], + "encode": {"mode": "ndarray", "dtype_port": "dtype"}, + "decode": {"mode": "ndarray", "dtype_port": "dtype"} + } +} +``` -Port descriptor fields: `type` (required), `required` (default `true`), `default`, `encode_only` (default `false`). See [reference/codec-contract/README.md](../reference/codec-contract/README.md) for the full specification. +`Shuffle()` takes no constructor args — `constructor_ports` is empty. The `dtype` port is used only for the `np.frombuffer` conversion, not passed to the constructor. -### How parameters become constructor kwargs +#### Asymmetric-dtype codec (astype) -Port-map entries other than `bytes` (and `dtype` for ndarray codecs) are JSON-decoded and passed as keyword arguments to `numcodecs.get_codec()`. For example, a zlib codec receiving `("level", b"6")` in its port-map is instantiated as: +`src/chonkle/signatures/numcodecs/astype.json`: -```python -numcodecs.get_codec({"id": "zlib", "level": 6}) +```json +{ + "codec_id": "astype", + "implementation": "numcodecs.astype", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "encode_dtype": {"type": "string", "required": true}, + "decode_dtype": {"type": "string", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + }, + "native": { + "constructor_ports": ["encode_dtype", "decode_dtype"], + "encode": {"mode": "ndarray", "dtype_port": "decode_dtype"}, + "decode": {"mode": "ndarray", "dtype_port": "encode_dtype"} + } +} ``` +AsType converts between dtypes. `encode_dtype` is the output dtype of encode; `decode_dtype` is the output dtype of decode (matching the numcodecs constructor args). The `dtype_port` references are swapped: during encode, the input buffer has the decode dtype (the original type); during decode, the input buffer has the encode dtype (the encoded type). + ## Step 3: Verify ```bash -chonkle list-codecs +chonkle codecs ``` -The new codec should appear in the output. To test a roundtrip, create a minimal pipeline JSON and run it, or use the Python API directly: +The new codec should appear in the output. To test a roundtrip, use the Python API directly: ```python from chonkle.codecs.native import NativeCodec diff --git a/docs/reference/PIPELINE_SCHEMA.md b/docs/reference/PIPELINE_SCHEMA.md index f4ce9ba..b3b97f7 100644 --- a/docs/reference/PIPELINE_SCHEMA.md +++ b/docs/reference/PIPELINE_SCHEMA.md @@ -54,6 +54,7 @@ The pipeline's public input ports -- what callers must supply. Each key is a por - `type` (string, required): the semantic type of the port. Valid values follow the protospec type vocabulary (see the [Types section of the codec inventory](https://github.com/cylf-dev/protospec/blob/main/codec-inventory.md#types)): `"bytes"`, `"string"`, `"int"`, `"uint"`, `"float"`, `"bool"`, `"uint[]"`, `"dtype_desc"`. - `encode_only` (bool, optional): if true, this input is only meaningful during encoding. It is omitted from the port-map during decode, and any derived codec signature will carry this annotation so that outer pipelines can handle it correctly. +- `decode_only` (bool, optional): if true, this input is only meaningful during decoding. It is omitted from the port-map during encode. The symmetric counterpart to `encode_only`. `required` and `default` are absent (unlike codec signature inputs, which carry both). All pipeline inputs are caller-supplied -- there is no fallback at the pipeline boundary. Parameters with baked-in values belong in `constants`. @@ -158,3 +159,11 @@ The protospec assumes codecs are resolved from a registry by `codec_id`. Chonkle **Ours**: `encode_only` is permitted on pipeline inputs A pipeline's derived codec signature needs `encode_only` annotations so that outer pipelines know which inputs to omit during decode. The protospec does not show this on pipeline inputs, but it is a logical extension of the same property on codec signature inputs. + +### `decode_only` on codec signature and pipeline inputs + +**Protospec**: no `decode_only` property exists in the signature model + +**Ours**: `decode_only` is supported on codec signature inputs and pipeline inputs + +The protospec has `encode_only` but no symmetric counterpart for decode. Chonkle adds `decode_only` to handle codecs with inputs meaningful only during decoding (e.g. packbits, where `decode_dtype` is only needed during decode). The executor omits `decode_only` ports from the port-map during encode, mirroring the `encode_only` behavior during decode. See the [signature model gap analysis](protospec/PROTOSPEC_NOTES.md#no-decode_only-property) for catalog examples where the protospec lacks this capability. diff --git a/docs/reference/codec-contract/NATIVE.md b/docs/reference/codec-contract/NATIVE.md index ccc7a64..e096516 100644 --- a/docs/reference/codec-contract/NATIVE.md +++ b/docs/reference/codec-contract/NATIVE.md @@ -6,17 +6,63 @@ Native codecs wrap [numcodecs](https://numcodecs.readthedocs.io/) codec objects. Signatures are bundled as JSON files in `src/chonkle/signatures/numcodecs/`, one file per supported codec (e.g. `zlib.json`, `delta.json`). Adding support for a new numcodecs codec requires adding a JSON file to this directory. -Native signatures use the same format as wasm codec signatures, with one additional field: `data_format`. +Native signatures use the same port-map interface as wasm codec signatures (`codec_id`, `implementation`, `inputs`, `outputs`), with an additional `native` block that controls the calling convention. -## Data format and calling convention +## The `native` block -The `data_format` field in the signature controls how the `bytes` port is handled: +The `native` block is a required top-level field in native signature JSON files. It has three fields: -- **`"bytes"`** (default): the `bytes` port value is passed directly to `codec.encode()` / `codec.decode()`. Used by compression codecs (zlib, gzip, bz2, lzma, zstd, lz4, blosc). -- **`"ndarray"`**: the `bytes` port is interpreted as a raw buffer and converted to a numpy ndarray using the `dtype` port (required for ndarray-format codecs). The result is converted back to bytes after processing. Used by array-level codecs (delta, shuffle). +- **`constructor_ports`** — list of input port names whose JSON-decoded values become keyword arguments to `numcodecs.get_codec()`. Ports not in this list are not passed to the constructor. Ports listed here but absent from the port-map at call time (e.g. encode-only ports during decode) are silently skipped. +- **`encode`** — calling recipe for the encode direction. +- **`decode`** — calling recipe for the decode direction. + +Each recipe has: + +- **`mode`** — `"bytes"` or `"ndarray"`. +- **`dtype_port`** — (required when mode is `"ndarray"`) name of the input port supplying the numpy dtype string for `np.frombuffer`. + +### Bytes mode + +The `bytes` port value is passed directly to `codec.encode()` / `codec.decode()`. Used by compression codecs (zlib, gzip, bz2, lzma, zstd, lz4, blosc) and checksum codecs (adler32, crc32, crc32c, fletcher32, jenkins_lookup3). + +```json +"native": { + "constructor_ports": ["level"], + "encode": {"mode": "bytes"}, + "decode": {"mode": "bytes"} +} +``` + +### Ndarray mode (symmetric dtype) + +The `bytes` port is converted to a numpy ndarray via `np.frombuffer(data, dtype=...)` before being passed to the codec. The dtype comes from the port named by `dtype_port`. Both directions use the same dtype port. + +```json +"native": { + "constructor_ports": ["dtype"], + "encode": {"mode": "ndarray", "dtype_port": "dtype"}, + "decode": {"mode": "ndarray", "dtype_port": "dtype"} +} +``` + +### Ndarray mode (asymmetric dtype) + +Some codecs use different dtypes for encode and decode. Each direction references a different port for the `np.frombuffer` dtype. The `dtype_port` should reference the port whose value matches the *input* dtype for that direction. + +```json +"native": { + "constructor_ports": ["encode_dtype", "decode_dtype"], + "encode": {"mode": "ndarray", "dtype_port": "decode_dtype"}, + "decode": {"mode": "ndarray", "dtype_port": "encode_dtype"} +} +``` + +In this example (astype), `encode_dtype` is the output type of encode and `decode_dtype` is the output type of decode (matching the numcodecs constructor args). The `dtype_port` references are swapped because `np.frombuffer` needs the *input* type: during encode, input data has the decode dtype; during decode, input data has the encode dtype. ## Parameter handling -The host deserializes parameters before passing them to the numcodecs codec. Port-map entries other than `bytes` are JSON-decoded and used as constructor kwargs via `numcodecs.get_codec()`. For example, a zlib codec receiving `("level", b"6")` in its port-map would be instantiated as `numcodecs.get_codec({"id": "zlib", "level": 6})`. +Port-map entries other than `bytes` are JSON-decoded. Ports listed in `constructor_ports` become keyword arguments to `numcodecs.get_codec()`. For example, a zlib codec receiving `("level", b"6")` in its port-map and `constructor_ports: ["level"]` is instantiated as `numcodecs.get_codec({"id": "zlib", "level": 6})`. + +## Direction-aware ports -For ndarray-format codecs, the `dtype` port is used to convert the `bytes` buffer to a numpy array via `np.frombuffer(data, dtype=dtype)`. +Input ports can be marked `encode_only: true` or `decode_only: true` in the signature. The executor omits `encode_only` ports from the port-map during decode and `decode_only` ports during encode. This is useful for codecs like packbits where `encode_dtype` is only needed during encode and `decode_dtype` only during decode. diff --git a/docs/reference/codec-contract/README.md b/docs/reference/codec-contract/README.md index 87cb6a8..753f417 100644 --- a/docs/reference/codec-contract/README.md +++ b/docs/reference/codec-contract/README.md @@ -38,13 +38,14 @@ Fields: - `codec_id` — logical codec identifier (e.g. `"zlib"`, `"tiff-predictor-2"`) - `implementation` — identifies the specific build or project that produced the codec (e.g. `"zlib-rs"`, `"numcodecs.zlib"`) -- `inputs` — map of input port descriptors. Each has `type` (required), and optional `required` (default `true`), `default`, and `encode_only` (default `false`). +- `inputs` — map of input port descriptors. Each has `type` (required), and optional `required` (default `true`), `default`, `encode_only` (default `false`), and `decode_only` (default `false`). - `outputs` — map of output port descriptors. Each has `type`. -- `data_format` (native codecs only) — `"bytes"` or `"ndarray"`, controls the calling convention. See [NATIVE.md](NATIVE.md). + +Native codec signatures also include a `native` block that controls the calling convention (constructor args, bytes vs. ndarray mode, per-direction dtype). See [NATIVE.md](NATIVE.md). ### Validation The host validates signatures during pipeline preparation: - Both inputs and outputs use **subset checks** — a step need not wire every port the codec declares. For example, a codec may declare an optional `level` input with a default value; a pipeline step that is happy with the default simply omits it from its `inputs`. -- Input validation is **direction-aware**: when running in decode direction, ports marked `encode_only: true` are ignored during validation and omitted from the port-map passed to the codec +- Input validation is **direction-aware**: ports marked `encode_only: true` are excluded during decode; ports marked `decode_only: true` are excluded during encode. Both are omitted from validation and from the port-map passed to the codec in the excluded direction. diff --git a/docs/reference/protospec/PROTOSPEC_NOTES.md b/docs/reference/protospec/PROTOSPEC_NOTES.md index f9f9eed..0985db6 100644 --- a/docs/reference/protospec/PROTOSPEC_NOTES.md +++ b/docs/reference/protospec/PROTOSPEC_NOTES.md @@ -14,12 +14,14 @@ For pipelines, the `direction` field makes the decode-first convention explicit: ### No `decode_only` property -The signature model has `encode_only` to mark inputs active only during encoding, but no `decode_only` counterpart. At least two codecs in the catalog have inputs meaningful only during decode: +The protospec signature model has `encode_only` to mark inputs active only during encoding, but no `decode_only` counterpart. At least two codecs in the catalog have inputs meaningful only during decode: - **parquet-page-v2-split**: `rep_length` and `def_length` tell the decoder where to split the byte stream into three output streams. In the encode direction these lengths are not needed — they follow from the sizes of the three input buffers. The signature does not mark them as decode-only, and the model has no way to express this. - **fletcher32, crc32c, crc32**: `error_on_fail` controls whether to raise on checksum mismatch during decode. It is meaningless during encode (which unconditionally appends the checksum). It is not marked `encode_only` in the catalog — that would be wrong, it is the opposite — and the gap is unaddressed. +Chonkle implements `decode_only` as the symmetric counterpart to `encode_only`. It is used by native codecs like packbits, where `encode_dtype` is encode-only and `decode_dtype` is decode-only. The executor omits `decode_only` ports from the port-map during encode, mirroring the existing `encode_only` handling during decode. See the `decode_only` divergence in [PIPELINE_SCHEMA.md](../PIPELINE_SCHEMA.md#decode_only-on-codec-signature-and-pipeline-inputs). + ### No variable-arity outputs `arrow-ipc-buffer` produces a different number of output buffers depending on `arrow_type` and `nullable`: non-nullable primitives produce only `values`; nullable types add `validity`; variable-width types add `offsets`. The signature declares all three outputs statically, but not all are produced for every call. The signature model has no mechanism to express conditional or variable-arity outputs. diff --git a/src/chonkle/codecs/native.py b/src/chonkle/codecs/native.py index 8133c3c..8daf97a 100644 --- a/src/chonkle/codecs/native.py +++ b/src/chonkle/codecs/native.py @@ -32,22 +32,28 @@ class NativeCodec(Codec): imported lazily — users who only use wasm codecs do not need it installed. - The ``data_format`` field in the signature controls the calling - convention: + The ``native`` block in the signature JSON controls the calling + convention per direction: - - ``"bytes"``: the ``bytes`` port is passed directly to + - ``mode: "bytes"``: the ``bytes`` port is passed directly to ``codec.encode()`` / ``codec.decode()``. - - ``"ndarray"``: the ``bytes`` port is interpreted as a raw buffer, - converted to a numpy ndarray using the ``dtype`` port, processed, - and converted back to bytes. + - ``mode: "ndarray"``: the ``bytes`` port is interpreted as a raw + buffer, converted to a numpy ndarray using the dtype from the + port named by ``dtype_port``, processed, and converted back to + bytes. - Non-``bytes`` ports in the input port-map (excluding ``dtype``) are - JSON-decoded and passed as constructor kwargs to the numcodecs codec. + ``constructor_ports`` lists input port names whose JSON-decoded + values are passed as kwargs to the numcodecs codec constructor. """ def __init__(self, codec_id: str) -> None: - self._sig = Signature.from_json(_native_signature_path(codec_id)) - self._data_format: str = self._sig.data_format or "bytes" + sig_path = _native_signature_path(codec_id) + raw = json.loads(sig_path.read_text()) + self._sig = Signature.from_dict(raw) + if "native" not in raw: + msg = f"Signature for {codec_id!r} missing required 'native' block" + raise ValueError(msg) + self._native: dict[str, Any] = raw["native"] self._numcodecs = _import_numcodecs() @property @@ -70,29 +76,26 @@ def call(self, direction: Direction, port_map: PortMap) -> PortMap: pm = dict(port_map) data = pm.pop("bytes") - # All remaining ports are JSON-decoded kwargs for the codec constructor. - # For ndarray codecs, pop dtype — it controls buffer conversion and - # may or may not be a constructor arg (Delta accepts it, Shuffle does not). - kwargs = {k: json.loads(v) for k, v in pm.items()} - dtype_str: str | None = None - if self._data_format == "ndarray": - dtype_str = kwargs.pop("dtype", None) + all_ports = {k: json.loads(v) for k, v in pm.items()} - codec_obj = self._build_codec(kwargs, dtype_str) + constructor_kwargs = { + name: all_ports[name] + for name in self._native["constructor_ports"] + if name in all_ports + } + codec_obj = self._build_codec(constructor_kwargs) - if self._data_format == "ndarray": + recipe = self._native[direction] + if recipe["mode"] == "ndarray": + dtype_str = all_ports[recipe["dtype_port"]] return self._call_ndarray(codec_obj, direction, data, dtype_str) return self._call_bytes(codec_obj, direction, data) - def _build_codec(self, kwargs: dict[str, Any], dtype_str: str | None) -> Any: - """Instantiate the numcodecs codec, trying dtype as a constructor arg.""" - config = {"id": self._sig.codec_id, **kwargs} - if dtype_str is not None: - try: - return self._numcodecs.get_codec({**config, "dtype": dtype_str}) - except TypeError: - pass - return self._numcodecs.get_codec(config) + def _build_codec(self, constructor_kwargs: dict[str, Any]) -> Any: + """Instantiate the numcodecs codec from constructor kwargs.""" + return self._numcodecs.get_codec( + {"id": self._sig.codec_id, **constructor_kwargs} + ) @staticmethod def _call_bytes(codec: Any, direction: Direction, data: bytes) -> PortMap: @@ -101,12 +104,9 @@ def _call_bytes(codec: Any, direction: Direction, data: bytes) -> PortMap: @staticmethod def _call_ndarray( - codec: Any, direction: Direction, data: bytes, dtype_str: str | None + codec: Any, direction: Direction, data: bytes, dtype_str: str ) -> PortMap: np = _import_numpy() - if dtype_str is None: - msg = "ndarray-format native codec requires a 'dtype' port" - raise ValueError(msg) dtype = np.dtype(dtype_str) arr = np.frombuffer(data, dtype=dtype) result = codec.encode(arr) if direction == "encode" else codec.decode(arr) diff --git a/src/chonkle/executor.py b/src/chonkle/executor.py index 3aaf179..37703a5 100644 --- a/src/chonkle/executor.py +++ b/src/chonkle/executor.py @@ -42,7 +42,8 @@ def run( required = [ name for name, desc in pipeline.inputs.items() - if direction == "encode" or not desc.encode_only + if (direction == "encode" or not desc.encode_only) + and (direction == "decode" or not desc.decode_only) ] for name in required: if name not in inputs: @@ -78,7 +79,8 @@ def _execute_forward( active_inputs = [ name for name, desc in pipeline.inputs.items() - if direction == "encode" or not desc.encode_only + if (direction == "encode" or not desc.encode_only) + and (direction == "decode" or not desc.decode_only) ] for name in active_inputs: value_store[f"input.{name}"] = inputs[name] @@ -86,7 +88,10 @@ def _execute_forward( for step_name, step in pipeline.steps.items(): codec = prepared.codecs[step_name] encode_only = prepared.encode_only_inputs[step_name] - port_map = _forward_port_map(step, value_store, direction, encode_only, codec) + decode_only = prepared.decode_only_inputs[step_name] + port_map = _forward_port_map( + step, value_store, direction, encode_only, decode_only, codec + ) log.debug( "step %r: calling %s with %d ports", step_name, direction, len(port_map) ) @@ -118,22 +123,31 @@ def _execute_inverted( for step_name, step in reversed(pipeline.steps.items()): codec = prepared.codecs[step_name] encode_only = prepared.encode_only_inputs[step_name] + decode_only = prepared.decode_only_inputs[step_name] output_ports = prepared.output_ports[step_name] port_map = _inverted_port_map( - step_name, step, value_store, direction, output_ports, encode_only, codec + step_name, + step, + value_store, + direction, + output_ports, + encode_only, + decode_only, + codec, ) log.debug( "step %r: calling %s with %d ports", step_name, direction, len(port_map) ) output_map = codec.call(direction, port_map) for port_name, value in output_map: - if port_name in step.inputs and port_name not in encode_only: + if port_name in step.inputs and port_name not in encode_only | decode_only: value_store[str(step.inputs[port_name])] = value return { name: _materialize(value_store[f"input.{name}"]) for name, desc in pipeline.inputs.items() - if direction == "encode" or not desc.encode_only + if (direction == "encode" or not desc.encode_only) + and (direction == "decode" or not desc.decode_only) } @@ -142,11 +156,13 @@ def _forward_port_map( value_store: dict[str, bytes | CoreWasmRef], direction: str, encode_only_inputs: frozenset[str], + decode_only_inputs: frozenset[str], codec: object, ) -> OutputPortMap: """Build the port-map for a step in forward execution. - Iterates step.inputs, omitting encode_only ports when direction is decode. + Iterates step.inputs, omitting encode_only ports when direction is decode + and decode_only ports when direction is encode. ``CoreWasmRef`` values are passed through for core wasm codecs (enabling single-copy transfer) and materialized to bytes for other backends. """ @@ -155,6 +171,8 @@ def _forward_port_map( for port_name, ref in step.inputs.items(): if direction == "decode" and port_name in encode_only_inputs: continue + if direction == "encode" and port_name in decode_only_inputs: + continue value = value_store[str(ref)] if isinstance(value, CoreWasmRef) and not is_core: value = value.materialize() @@ -169,15 +187,16 @@ def _inverted_port_map( direction: str, output_ports: tuple[str, ...], encode_only_inputs: frozenset[str], + decode_only_inputs: frozenset[str], codec: object, ) -> OutputPortMap: """Build the port-map for a step in inverted execution. The step's forward-direction outputs (from signature) become its - inverted-direction inputs. Inputs wired from constants (non-encode_only) + inverted-direction inputs. Inputs wired from constants (not direction-only) are always included. encode_only_inputs are appended only when calling - encode. ``CoreWasmRef`` values are passed through for core wasm codecs - and materialized for other backends. + encode; decode_only_inputs only when calling decode. ``CoreWasmRef`` values + are passed through for core wasm codecs and materialized for other backends. """ is_core = isinstance(codec, CoreWasmCodec) port_map: OutputPortMap = [] @@ -187,13 +206,20 @@ def _inverted_port_map( if isinstance(val, CoreWasmRef) and not is_core: val = val.materialize() port_map.append((port_name, val)) + direction_only = encode_only_inputs | decode_only_inputs for port_name, ref in step.inputs.items(): - if ref.kind == "constant" and port_name not in encode_only_inputs: + if ref.kind == "constant" and port_name not in direction_only: port_map.append((port_name, value_store[str(ref)])) - if direction == "encode": - for port_name in encode_only_inputs: - if port_name in step.inputs: - port_map.append((port_name, value_store[str(step.inputs[port_name])])) + active_dir_ports = ( + encode_only_inputs + if direction == "encode" + else decode_only_inputs + if direction == "decode" + else frozenset() + ) + for port_name in active_dir_ports: + if port_name in step.inputs: + port_map.append((port_name, value_store[str(step.inputs[port_name])])) return port_map diff --git a/src/chonkle/pipeline.py b/src/chonkle/pipeline.py index 7e306aa..b081c25 100644 --- a/src/chonkle/pipeline.py +++ b/src/chonkle/pipeline.py @@ -23,6 +23,7 @@ class InputDescriptor: type: str = "" encode_only: bool = False + decode_only: bool = False @dataclass(frozen=True) @@ -144,7 +145,9 @@ def parse(cls, pipeline: Path | dict[str, Any]) -> Pipeline: raise ValueError(msg) inputs = { k: InputDescriptor( - type=v.get("type", ""), encode_only=v.get("encode_only", False) + type=v.get("type", ""), + encode_only=v.get("encode_only", False), + decode_only=v.get("decode_only", False), ) for k, v in data.get("inputs", {}).items() } @@ -194,6 +197,7 @@ class PreparedPipeline: direction: Direction codecs: Mapping[str, Codec] encode_only_inputs: Mapping[str, frozenset[str]] # step_name -> encode_only ports + decode_only_inputs: Mapping[str, frozenset[str]] # step_name -> decode_only ports output_ports: Mapping[str, tuple[str, ...]] # step_name -> output port names @@ -238,10 +242,12 @@ def prepare( _validate_codec_signatures(parsed, codecs, direction) encode_only_inputs: dict[str, frozenset[str]] = {} + decode_only_inputs: dict[str, frozenset[str]] = {} output_ports: dict[str, tuple[str, ...]] = {} for step_name, codec in codecs.items(): sig = codec.signature() encode_only_inputs[step_name] = frozenset(sig.encode_only_inputs()) + decode_only_inputs[step_name] = frozenset(sig.decode_only_inputs()) output_ports[step_name] = tuple(sig.outputs.keys()) return PreparedPipeline( @@ -249,6 +255,7 @@ def prepare( direction=direction, codecs=codecs, encode_only_inputs=encode_only_inputs, + decode_only_inputs=decode_only_inputs, output_ports=output_ports, ) @@ -493,15 +500,20 @@ def _validate_step_signature( ) encode_only_ports = signature.encode_only_inputs() + decode_only_ports = signature.decode_only_inputs() if ctx.direction == "decode": valid_inputs = { name for name, desc in sig_inputs.items() if not desc.encode_only } + elif ctx.direction == "encode": + valid_inputs = { + name for name, desc in sig_inputs.items() if not desc.decode_only + } else: valid_inputs = set(sig_inputs.keys()) - active_inputs = set(step.inputs.keys()) - encode_only_ports + active_inputs = set(step.inputs.keys()) - encode_only_ports - decode_only_ports unknown = active_inputs - valid_inputs if unknown: errors.append( diff --git a/src/chonkle/signatures/numcodecs/adler32.json b/src/chonkle/signatures/numcodecs/adler32.json new file mode 100644 index 0000000..31b9008 --- /dev/null +++ b/src/chonkle/signatures/numcodecs/adler32.json @@ -0,0 +1,16 @@ +{ + "codec_id": "adler32", + "implementation": "numcodecs.adler32", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "location": {"type": "string", "required": false} + }, + "outputs": { + "bytes": {"type": "bytes"} + }, + "native": { + "constructor_ports": ["location"], + "encode": {"mode": "bytes"}, + "decode": {"mode": "bytes"} + } +} diff --git a/src/chonkle/signatures/numcodecs/astype.json b/src/chonkle/signatures/numcodecs/astype.json new file mode 100644 index 0000000..a34e976 --- /dev/null +++ b/src/chonkle/signatures/numcodecs/astype.json @@ -0,0 +1,17 @@ +{ + "codec_id": "astype", + "implementation": "numcodecs.astype", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "encode_dtype": {"type": "string", "required": true}, + "decode_dtype": {"type": "string", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + }, + "native": { + "constructor_ports": ["encode_dtype", "decode_dtype"], + "encode": {"mode": "ndarray", "dtype_port": "decode_dtype"}, + "decode": {"mode": "ndarray", "dtype_port": "encode_dtype"} + } +} diff --git a/src/chonkle/signatures/numcodecs/base64.json b/src/chonkle/signatures/numcodecs/base64.json new file mode 100644 index 0000000..15e413d --- /dev/null +++ b/src/chonkle/signatures/numcodecs/base64.json @@ -0,0 +1,15 @@ +{ + "codec_id": "base64", + "implementation": "numcodecs.base64", + "inputs": { + "bytes": {"type": "bytes", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + }, + "native": { + "constructor_ports": [], + "encode": {"mode": "bytes"}, + "decode": {"mode": "bytes"} + } +} diff --git a/src/chonkle/signatures/numcodecs/bitround.json b/src/chonkle/signatures/numcodecs/bitround.json new file mode 100644 index 0000000..db15aac --- /dev/null +++ b/src/chonkle/signatures/numcodecs/bitround.json @@ -0,0 +1,17 @@ +{ + "codec_id": "bitround", + "implementation": "numcodecs.bitround", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "keepbits": {"type": "int", "required": true, "encode_only": true}, + "dtype": {"type": "string", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + }, + "native": { + "constructor_ports": ["keepbits"], + "encode": {"mode": "ndarray", "dtype_port": "dtype"}, + "decode": {"mode": "ndarray", "dtype_port": "dtype"} + } +} diff --git a/src/chonkle/signatures/numcodecs/blosc.json b/src/chonkle/signatures/numcodecs/blosc.json index c1a7882..e62e779 100644 --- a/src/chonkle/signatures/numcodecs/blosc.json +++ b/src/chonkle/signatures/numcodecs/blosc.json @@ -1,7 +1,6 @@ { "codec_id": "blosc", "implementation": "numcodecs.blosc", - "data_format": "bytes", "inputs": { "bytes": {"type": "bytes", "required": true}, "cname": {"type": "string", "required": false, "default": "lz4", "encode_only": true}, @@ -10,5 +9,10 @@ }, "outputs": { "bytes": {"type": "bytes"} + }, + "native": { + "constructor_ports": ["cname", "clevel", "shuffle"], + "encode": {"mode": "bytes"}, + "decode": {"mode": "bytes"} } } diff --git a/src/chonkle/signatures/numcodecs/bz2.json b/src/chonkle/signatures/numcodecs/bz2.json index d82642f..c0ef4f6 100644 --- a/src/chonkle/signatures/numcodecs/bz2.json +++ b/src/chonkle/signatures/numcodecs/bz2.json @@ -1,12 +1,16 @@ { "codec_id": "bz2", "implementation": "numcodecs.bz2", - "data_format": "bytes", "inputs": { "bytes": {"type": "bytes", "required": true}, "level": {"type": "int", "required": false, "default": 9, "encode_only": true} }, "outputs": { "bytes": {"type": "bytes"} + }, + "native": { + "constructor_ports": ["level"], + "encode": {"mode": "bytes"}, + "decode": {"mode": "bytes"} } } diff --git a/src/chonkle/signatures/numcodecs/categorize.json b/src/chonkle/signatures/numcodecs/categorize.json new file mode 100644 index 0000000..cd3ebd2 --- /dev/null +++ b/src/chonkle/signatures/numcodecs/categorize.json @@ -0,0 +1,18 @@ +{ + "codec_id": "categorize", + "implementation": "numcodecs.categorize", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "labels": {"type": "list", "required": true}, + "dtype": {"type": "string", "required": true}, + "astype": {"type": "string", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + }, + "native": { + "constructor_ports": ["labels", "dtype", "astype"], + "encode": {"mode": "ndarray", "dtype_port": "dtype"}, + "decode": {"mode": "ndarray", "dtype_port": "astype"} + } +} diff --git a/src/chonkle/signatures/numcodecs/crc32.json b/src/chonkle/signatures/numcodecs/crc32.json new file mode 100644 index 0000000..4b96ae9 --- /dev/null +++ b/src/chonkle/signatures/numcodecs/crc32.json @@ -0,0 +1,16 @@ +{ + "codec_id": "crc32", + "implementation": "numcodecs.crc32", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "location": {"type": "string", "required": false} + }, + "outputs": { + "bytes": {"type": "bytes"} + }, + "native": { + "constructor_ports": ["location"], + "encode": {"mode": "bytes"}, + "decode": {"mode": "bytes"} + } +} diff --git a/src/chonkle/signatures/numcodecs/crc32c.json b/src/chonkle/signatures/numcodecs/crc32c.json new file mode 100644 index 0000000..220b837 --- /dev/null +++ b/src/chonkle/signatures/numcodecs/crc32c.json @@ -0,0 +1,16 @@ +{ + "codec_id": "crc32c", + "implementation": "numcodecs.crc32c", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "location": {"type": "string", "required": false} + }, + "outputs": { + "bytes": {"type": "bytes"} + }, + "native": { + "constructor_ports": ["location"], + "encode": {"mode": "bytes"}, + "decode": {"mode": "bytes"} + } +} diff --git a/src/chonkle/signatures/numcodecs/delta.json b/src/chonkle/signatures/numcodecs/delta.json index c225ebb..3001bfe 100644 --- a/src/chonkle/signatures/numcodecs/delta.json +++ b/src/chonkle/signatures/numcodecs/delta.json @@ -1,12 +1,16 @@ { "codec_id": "delta", "implementation": "numcodecs.delta", - "data_format": "ndarray", "inputs": { "bytes": {"type": "bytes", "required": true}, "dtype": {"type": "string", "required": true} }, "outputs": { "bytes": {"type": "bytes"} + }, + "native": { + "constructor_ports": ["dtype"], + "encode": {"mode": "ndarray", "dtype_port": "dtype"}, + "decode": {"mode": "ndarray", "dtype_port": "dtype"} } } diff --git a/src/chonkle/signatures/numcodecs/fixedscaleoffset.json b/src/chonkle/signatures/numcodecs/fixedscaleoffset.json new file mode 100644 index 0000000..00c7942 --- /dev/null +++ b/src/chonkle/signatures/numcodecs/fixedscaleoffset.json @@ -0,0 +1,18 @@ +{ + "codec_id": "fixedscaleoffset", + "implementation": "numcodecs.fixedscaleoffset", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "offset": {"type": "number", "required": true}, + "scale": {"type": "number", "required": true}, + "dtype": {"type": "string", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + }, + "native": { + "constructor_ports": ["offset", "scale", "dtype"], + "encode": {"mode": "ndarray", "dtype_port": "dtype"}, + "decode": {"mode": "ndarray", "dtype_port": "dtype"} + } +} diff --git a/src/chonkle/signatures/numcodecs/fletcher32.json b/src/chonkle/signatures/numcodecs/fletcher32.json new file mode 100644 index 0000000..9263f0a --- /dev/null +++ b/src/chonkle/signatures/numcodecs/fletcher32.json @@ -0,0 +1,15 @@ +{ + "codec_id": "fletcher32", + "implementation": "numcodecs.fletcher32", + "inputs": { + "bytes": {"type": "bytes", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + }, + "native": { + "constructor_ports": [], + "encode": {"mode": "bytes"}, + "decode": {"mode": "bytes"} + } +} diff --git a/src/chonkle/signatures/numcodecs/gzip.json b/src/chonkle/signatures/numcodecs/gzip.json index 1018e3c..afb5863 100644 --- a/src/chonkle/signatures/numcodecs/gzip.json +++ b/src/chonkle/signatures/numcodecs/gzip.json @@ -1,12 +1,16 @@ { "codec_id": "gzip", "implementation": "numcodecs.gzip", - "data_format": "bytes", "inputs": { "bytes": {"type": "bytes", "required": true}, "level": {"type": "int", "required": false, "default": 1, "encode_only": true} }, "outputs": { "bytes": {"type": "bytes"} + }, + "native": { + "constructor_ports": ["level"], + "encode": {"mode": "bytes"}, + "decode": {"mode": "bytes"} } } diff --git a/src/chonkle/signatures/numcodecs/jenkins_lookup3.json b/src/chonkle/signatures/numcodecs/jenkins_lookup3.json new file mode 100644 index 0000000..9e48a8f --- /dev/null +++ b/src/chonkle/signatures/numcodecs/jenkins_lookup3.json @@ -0,0 +1,17 @@ +{ + "codec_id": "jenkins_lookup3", + "implementation": "numcodecs.jenkins_lookup3", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "initval": {"type": "int", "required": false, "default": 0}, + "prefix": {"type": "string", "required": false} + }, + "outputs": { + "bytes": {"type": "bytes"} + }, + "native": { + "constructor_ports": ["initval", "prefix"], + "encode": {"mode": "bytes"}, + "decode": {"mode": "bytes"} + } +} diff --git a/src/chonkle/signatures/numcodecs/lz4.json b/src/chonkle/signatures/numcodecs/lz4.json index 4844dec..78f678e 100644 --- a/src/chonkle/signatures/numcodecs/lz4.json +++ b/src/chonkle/signatures/numcodecs/lz4.json @@ -1,12 +1,16 @@ { "codec_id": "lz4", "implementation": "numcodecs.lz4", - "data_format": "bytes", "inputs": { "bytes": {"type": "bytes", "required": true}, "acceleration": {"type": "int", "required": false, "default": 1, "encode_only": true} }, "outputs": { "bytes": {"type": "bytes"} + }, + "native": { + "constructor_ports": ["acceleration"], + "encode": {"mode": "bytes"}, + "decode": {"mode": "bytes"} } } diff --git a/src/chonkle/signatures/numcodecs/lzma.json b/src/chonkle/signatures/numcodecs/lzma.json index d480f40..d893f00 100644 --- a/src/chonkle/signatures/numcodecs/lzma.json +++ b/src/chonkle/signatures/numcodecs/lzma.json @@ -1,12 +1,16 @@ { "codec_id": "lzma", "implementation": "numcodecs.lzma", - "data_format": "bytes", "inputs": { "bytes": {"type": "bytes", "required": true}, "preset": {"type": "int", "required": false, "default": 1, "encode_only": true} }, "outputs": { "bytes": {"type": "bytes"} + }, + "native": { + "constructor_ports": ["preset"], + "encode": {"mode": "bytes"}, + "decode": {"mode": "bytes"} } } diff --git a/src/chonkle/signatures/numcodecs/packbits.json b/src/chonkle/signatures/numcodecs/packbits.json new file mode 100644 index 0000000..3804861 --- /dev/null +++ b/src/chonkle/signatures/numcodecs/packbits.json @@ -0,0 +1,17 @@ +{ + "codec_id": "packbits", + "implementation": "numcodecs.packbits", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "encode_dtype": {"type": "string", "required": false, "default": "bool", "encode_only": true}, + "decode_dtype": {"type": "string", "required": false, "default": "uint8", "decode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + }, + "native": { + "constructor_ports": [], + "encode": {"mode": "ndarray", "dtype_port": "encode_dtype"}, + "decode": {"mode": "ndarray", "dtype_port": "decode_dtype"} + } +} diff --git a/src/chonkle/signatures/numcodecs/pickle.json b/src/chonkle/signatures/numcodecs/pickle.json new file mode 100644 index 0000000..ebf73c0 --- /dev/null +++ b/src/chonkle/signatures/numcodecs/pickle.json @@ -0,0 +1,16 @@ +{ + "codec_id": "pickle", + "implementation": "numcodecs.pickle", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "protocol": {"type": "int", "required": false, "default": 5, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + }, + "native": { + "constructor_ports": ["protocol"], + "encode": {"mode": "bytes"}, + "decode": {"mode": "bytes"} + } +} diff --git a/src/chonkle/signatures/numcodecs/quantize.json b/src/chonkle/signatures/numcodecs/quantize.json new file mode 100644 index 0000000..fc12942 --- /dev/null +++ b/src/chonkle/signatures/numcodecs/quantize.json @@ -0,0 +1,17 @@ +{ + "codec_id": "quantize", + "implementation": "numcodecs.quantize", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "digits": {"type": "int", "required": true, "encode_only": true}, + "dtype": {"type": "string", "required": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + }, + "native": { + "constructor_ports": ["digits", "dtype"], + "encode": {"mode": "ndarray", "dtype_port": "dtype"}, + "decode": {"mode": "ndarray", "dtype_port": "dtype"} + } +} diff --git a/src/chonkle/signatures/numcodecs/shuffle.json b/src/chonkle/signatures/numcodecs/shuffle.json index 7ca30a2..c70c641 100644 --- a/src/chonkle/signatures/numcodecs/shuffle.json +++ b/src/chonkle/signatures/numcodecs/shuffle.json @@ -1,12 +1,16 @@ { "codec_id": "shuffle", "implementation": "numcodecs.shuffle", - "data_format": "ndarray", "inputs": { "bytes": {"type": "bytes", "required": true}, "dtype": {"type": "string", "required": true} }, "outputs": { "bytes": {"type": "bytes"} + }, + "native": { + "constructor_ports": [], + "encode": {"mode": "ndarray", "dtype_port": "dtype"}, + "decode": {"mode": "ndarray", "dtype_port": "dtype"} } } diff --git a/src/chonkle/signatures/numcodecs/zlib.json b/src/chonkle/signatures/numcodecs/zlib.json index 1d6bdde..822792a 100644 --- a/src/chonkle/signatures/numcodecs/zlib.json +++ b/src/chonkle/signatures/numcodecs/zlib.json @@ -1,12 +1,16 @@ { "codec_id": "zlib", "implementation": "numcodecs.zlib", - "data_format": "bytes", "inputs": { "bytes": {"type": "bytes", "required": true}, "level": {"type": "int", "required": false, "default": 1, "encode_only": true} }, "outputs": { "bytes": {"type": "bytes"} + }, + "native": { + "constructor_ports": ["level"], + "encode": {"mode": "bytes"}, + "decode": {"mode": "bytes"} } } diff --git a/src/chonkle/signatures/numcodecs/zstd.json b/src/chonkle/signatures/numcodecs/zstd.json index 10fedc9..f1c554e 100644 --- a/src/chonkle/signatures/numcodecs/zstd.json +++ b/src/chonkle/signatures/numcodecs/zstd.json @@ -1,12 +1,16 @@ { "codec_id": "zstd", "implementation": "numcodecs.zstd", - "data_format": "bytes", "inputs": { "bytes": {"type": "bytes", "required": true}, "level": {"type": "int", "required": false, "default": 1, "encode_only": true} }, "outputs": { "bytes": {"type": "bytes"} + }, + "native": { + "constructor_ports": ["level"], + "encode": {"mode": "bytes"}, + "decode": {"mode": "bytes"} } } diff --git a/src/chonkle/wasm_signature.py b/src/chonkle/wasm_signature.py index 57abd9d..843934b 100644 --- a/src/chonkle/wasm_signature.py +++ b/src/chonkle/wasm_signature.py @@ -31,6 +31,7 @@ class PortDescriptor: required: bool = True default: Any = None encode_only: bool = False + decode_only: bool = False @dataclass(frozen=True) @@ -44,7 +45,6 @@ class Signature: implementation: str inputs: dict[str, PortDescriptor] = field(default_factory=dict) outputs: dict[str, PortDescriptor] = field(default_factory=dict) - data_format: str | None = None # "bytes" or "ndarray", native codecs only @classmethod def from_wasm(cls, wasm_path: str | Path) -> Signature: @@ -66,6 +66,7 @@ def from_dict(cls, d: dict[str, Any]) -> Signature: required=desc.get("required", True), default=desc.get("default"), encode_only=desc.get("encode_only", False), + decode_only=desc.get("decode_only", False), ) outputs: dict[str, PortDescriptor] = {} for name, desc in d.get("outputs", {}).items(): @@ -83,13 +84,16 @@ def from_dict(cls, d: dict[str, Any]) -> Signature: implementation=d.get("implementation", ""), inputs=inputs, outputs=outputs, - data_format=d.get("data_format"), ) def encode_only_inputs(self) -> set[str]: """Port names where encode_only is True.""" return {n for n, p in self.inputs.items() if p.encode_only} + def decode_only_inputs(self) -> set[str]: + """Port names where decode_only is True.""" + return {n for n, p in self.inputs.items() if p.decode_only} + def output_types(self) -> dict[str, str]: """Map of output port name to type string.""" return {n: p.type for n, p in self.outputs.items()} diff --git a/tests/test_executor.py b/tests/test_executor.py index 7b82326..19478ba 100644 --- a/tests/test_executor.py +++ b/tests/test_executor.py @@ -82,6 +82,10 @@ def _prepared( name: frozenset(codecs[name].signature().encode_only_inputs()) for name in pipeline.steps } + decode_only_inputs = { + name: frozenset(codecs[name].signature().decode_only_inputs()) + for name in pipeline.steps + } output_ports = { name: tuple(codecs[name].signature().outputs.keys()) for name in pipeline.steps } @@ -90,6 +94,7 @@ def _prepared( direction=direction, codecs=codecs, encode_only_inputs=encode_only_inputs, + decode_only_inputs=decode_only_inputs, output_ports=output_ports, ) diff --git a/tests/test_native_codec.py b/tests/test_native_codec.py index 52c4dd3..41d24b2 100644 --- a/tests/test_native_codec.py +++ b/tests/test_native_codec.py @@ -22,7 +22,6 @@ def test_loads_signature_from_bundled_file(self) -> None: codec = NativeCodec("zlib") sig = codec.signature() assert sig.codec_id == "zlib" - assert sig.data_format == "bytes" assert "bytes" in sig.inputs def test_codec_type_is_native(self) -> None: @@ -89,6 +88,69 @@ def test_encode_with_level_parameter(self) -> None: decoded = codec.call("decode", [("bytes", encoded[0][1])]) assert decoded[0][1] == data + def test_adler32_encode_decode_roundtrip(self) -> None: + codec = NativeCodec("adler32") + data = bytes(range(256)) * 4 + encoded = codec.call("encode", [("bytes", data)]) + decoded = codec.call("decode", [("bytes", encoded[0][1])]) + assert decoded[0][1] == data + + def test_base64_encode_decode_roundtrip(self) -> None: + codec = NativeCodec("base64") + data = bytes(range(256)) * 4 + encoded = codec.call("encode", [("bytes", data)]) + decoded = codec.call("decode", [("bytes", encoded[0][1])]) + assert decoded[0][1] == data + + def test_crc32_encode_decode_roundtrip(self) -> None: + codec = NativeCodec("crc32") + data = bytes(range(256)) * 4 + encoded = codec.call("encode", [("bytes", data)]) + decoded = codec.call("decode", [("bytes", encoded[0][1])]) + assert decoded[0][1] == data + + def test_crc32c_encode_decode_roundtrip(self) -> None: + codec = NativeCodec("crc32c") + data = bytes(range(256)) * 4 + encoded = codec.call("encode", [("bytes", data)]) + decoded = codec.call("decode", [("bytes", encoded[0][1])]) + assert decoded[0][1] == data + + def test_fletcher32_encode_decode_roundtrip(self) -> None: + codec = NativeCodec("fletcher32") + data = bytes(range(256)) * 4 + encoded = codec.call("encode", [("bytes", data)]) + decoded = codec.call("decode", [("bytes", encoded[0][1])]) + assert decoded[0][1] == data + + def test_jenkins_lookup3_encode_decode_roundtrip(self) -> None: + codec = NativeCodec("jenkins_lookup3") + data = bytes(range(256)) * 4 + encoded = codec.call("encode", [("bytes", data)]) + decoded = codec.call("decode", [("bytes", encoded[0][1])]) + assert decoded[0][1] == data + + def test_jenkins_lookup3_with_initval(self) -> None: + codec = NativeCodec("jenkins_lookup3") + data = bytes(range(256)) * 4 + encoded = codec.call("encode", [("bytes", data), ("initval", b"42")]) + decoded = codec.call("decode", [("bytes", encoded[0][1]), ("initval", b"42")]) + assert decoded[0][1] == data + + def test_pickle_encode_decode_roundtrip(self) -> None: + codec = NativeCodec("pickle") + data = bytes(range(256)) * 4 + encoded = codec.call("encode", [("bytes", data)]) + decoded = codec.call("decode", [("bytes", encoded[0][1])]) + assert decoded[0][1] == data + + def test_pickle_with_protocol(self) -> None: + codec = NativeCodec("pickle") + data = bytes(range(256)) * 4 + encoded = codec.call("encode", [("bytes", data), ("protocol", b"4")]) + decoded = codec.call("decode", [("bytes", encoded[0][1])]) + assert decoded[0][1] == data + class TestNativeCodecNdarrayFormat: """Test ndarray-format native codecs (delta, shuffle).""" @@ -111,6 +173,113 @@ def test_shuffle_encode_decode_roundtrip(self) -> None: result = np.frombuffer(decoded[0][1], dtype=" None: + codec = NativeCodec("bitround") + arr = np.array([1.23456789, 2.3456789, 3.456789], dtype=" None: + codec = NativeCodec("fixedscaleoffset") + arr = np.array([10.0, 20.0, 30.0], dtype=" None: + codec = NativeCodec("quantize") + arr = np.array([1.23456789, 2.3456789, 3.456789], dtype=" None: + codec = NativeCodec("astype") + arr = np.array([1.5, 2.5, 3.5], dtype=" None: + codec = NativeCodec("packbits") + arr = np.array( + [True, False, True, True, False, True, False, False], dtype="bool" + ) + data = arr.tobytes() + encoded = codec.call("encode", [("bytes", data), ("encode_dtype", b'"bool"')]) + decoded = codec.call( + "decode", [("bytes", encoded[0][1]), ("decode_dtype", b'"uint8"')] + ) + result = np.frombuffer(decoded[0][1], dtype="bool") + np.testing.assert_array_equal(result, arr) + + def test_categorize_encode_decode_roundtrip(self) -> None: + codec = NativeCodec("categorize") + arr = np.array(["cat", "dog", "bird", "cat"], dtype=" None: codec = NativeCodec("delta") data = bytes(range(16)) @@ -161,7 +330,7 @@ def _make_prepared( direction: Direction, codecs: dict[str, Codec], ) -> PreparedPipeline: - """Build a PreparedPipeline computing encode_only_inputs and output_ports.""" + """Build a PreparedPipeline computing encode/decode_only_inputs and output_ports.""" return PreparedPipeline( pipeline=pipeline, direction=direction, @@ -170,6 +339,10 @@ def _make_prepared( name: frozenset(codecs[name].signature().encode_only_inputs()) for name in pipeline.steps }, + decode_only_inputs={ + name: frozenset(codecs[name].signature().decode_only_inputs()) + for name in pipeline.steps + }, output_ports={ name: tuple(codecs[name].signature().outputs.keys()) for name in pipeline.steps From 023a6530a70928735b190baeb41fc96954c8e3ec Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Tue, 31 Mar 2026 11:29:34 -0500 Subject: [PATCH 48/52] feat: add json2 native codec signature and document unsupported vlen-* codecs json2 uses mixed mode (ndarray encode, bytes decode) enabled by the per-direction native block. Document the 3 vlen-* codecs as unsupported due to np.frombuffer's inability to produce object arrays. --- docs/reference/codec-contract/NATIVE.md | 22 +++++++++++++++++++++ src/chonkle/signatures/numcodecs/json2.json | 16 +++++++++++++++ tests/test_native_codec.py | 9 +++++++++ 3 files changed, 47 insertions(+) create mode 100644 src/chonkle/signatures/numcodecs/json2.json diff --git a/docs/reference/codec-contract/NATIVE.md b/docs/reference/codec-contract/NATIVE.md index e096516..aadfde9 100644 --- a/docs/reference/codec-contract/NATIVE.md +++ b/docs/reference/codec-contract/NATIVE.md @@ -59,6 +59,20 @@ Some codecs use different dtypes for encode and decode. Each direction reference In this example (astype), `encode_dtype` is the output type of encode and `decode_dtype` is the output type of decode (matching the numcodecs constructor args). The `dtype_port` references are swapped because `np.frombuffer` needs the *input* type: during encode, input data has the decode dtype; during decode, input data has the encode dtype. +### Mixed mode (ndarray encode, bytes decode) + +Some codecs consume an ndarray for encode but raw bytes for decode. Each direction uses a different mode. The `dtype` port is `encode_only` because only the encode direction needs it for `np.frombuffer`. + +```json +"native": { + "constructor_ports": [], + "encode": {"mode": "ndarray", "dtype_port": "dtype"}, + "decode": {"mode": "bytes"} +} +``` + +In this example (json2), encode converts the byte buffer to an ndarray and serializes it to JSON bytes. Decode receives JSON bytes directly and returns the deserialized ndarray (numcodecs JSON embeds dtype and shape in the JSON output, so the round-trip is byte-identical). + ## Parameter handling Port-map entries other than `bytes` are JSON-decoded. Ports listed in `constructor_ports` become keyword arguments to `numcodecs.get_codec()`. For example, a zlib codec receiving `("level", b"6")` in its port-map and `constructor_ports: ["level"]` is instantiated as `numcodecs.get_codec({"id": "zlib", "level": 6})`. @@ -66,3 +80,11 @@ Port-map entries other than `bytes` are JSON-decoded. Ports listed in `construct ## Direction-aware ports Input ports can be marked `encode_only: true` or `decode_only: true` in the signature. The executor omits `encode_only` ports from the port-map during decode and `decode_only` ports during encode. This is useful for codecs like packbits where `encode_dtype` is only needed during encode and `decode_dtype` only during decode. + +## Unsupported numcodecs codecs + +Three numcodecs codecs cannot be supported by NativeCodec: `vlen-array`, `vlen-bytes`, and `vlen-utf8`. + +All three encode/decode arrays of variable-length elements (sub-arrays, byte strings, or UTF-8 strings). `encode` expects a 1-D numpy **object array** where each element is a variable-length Python object. `decode` expects raw bytes and returns a 1-D object array. `np.frombuffer` can only produce flat numeric arrays with fixed-element-size dtypes — there is no dtype that reconstructs variable-length Python objects from a flat byte buffer. The encode path has no way to receive the correct input type. + +Supporting these codecs would require a custom serialization format for object arrays in the bytes port, plus NativeCodec logic to deserialize bytes into an object array before calling encode. diff --git a/src/chonkle/signatures/numcodecs/json2.json b/src/chonkle/signatures/numcodecs/json2.json new file mode 100644 index 0000000..d426c5d --- /dev/null +++ b/src/chonkle/signatures/numcodecs/json2.json @@ -0,0 +1,16 @@ +{ + "codec_id": "json2", + "implementation": "numcodecs.json2", + "inputs": { + "bytes": {"type": "bytes", "required": true}, + "dtype": {"type": "string", "required": true, "encode_only": true} + }, + "outputs": { + "bytes": {"type": "bytes"} + }, + "native": { + "constructor_ports": [], + "encode": {"mode": "ndarray", "dtype_port": "dtype"}, + "decode": {"mode": "bytes"} + } +} diff --git a/tests/test_native_codec.py b/tests/test_native_codec.py index 41d24b2..257002d 100644 --- a/tests/test_native_codec.py +++ b/tests/test_native_codec.py @@ -280,6 +280,15 @@ def test_categorize_encode_decode_roundtrip(self) -> None: result = np.frombuffer(decoded[0][1], dtype=" None: + codec = NativeCodec("json2") + arr = np.array([1.0, 2.0, 3.0], dtype=" None: codec = NativeCodec("delta") data = bytes(range(16)) From 828a94282420cc087a7bd9fb2df9cafa2c2a0b9d Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Tue, 31 Mar 2026 12:18:27 -0500 Subject: [PATCH 49/52] docs: fix inaccurate docstrings and move wit/ to codec/wit/ Fix 4 docstring inaccuracies found during content review: WiringRef.parse raises description, Resolver resolution step omitting native, phantom --codec-path CLI reference, and stale Signature migration context. Move wit/ into codec/ since the WIT definition is a codec build input, not a top-level project artifact. --- bench/rust-host/src/main.rs | 2 +- codec/README.md | 2 +- {wit => codec/wit}/codec.wit | 0 docs/design/CANONICAL_ABI_PERF.md | 4 +- docs/guides/COMPONENT_MODEL_C.md | 2 +- .../codec-contract/COMPONENT_MODEL.md | 2 +- docs/wasm/WIT.md | 2 +- src/chonkle/codecs/__init__.py | 2 +- src/chonkle/codecs/_base.py | 8 +- src/chonkle/codecs/component.py | 6 +- src/chonkle/codecs/core.py | 45 ++---- src/chonkle/codecs/native.py | 25 ++-- src/chonkle/executor.py | 37 ++--- src/chonkle/pipeline.py | 131 +++--------------- src/chonkle/resolver.py | 29 ++-- src/chonkle/wasm_download.py | 56 ++------ src/chonkle/wasm_signature.py | 46 +++--- 17 files changed, 113 insertions(+), 286 deletions(-) rename {wit => codec/wit}/codec.wit (100%) diff --git a/bench/rust-host/src/main.rs b/bench/rust-host/src/main.rs index 7dfbdad..b63ddda 100644 --- a/bench/rust-host/src/main.rs +++ b/bench/rust-host/src/main.rs @@ -5,7 +5,7 @@ use wasmtime_wasi::{ResourceTable, WasiCtx, WasiCtxBuilder, WasiCtxView, WasiVie wasmtime::component::bindgen!({ world: "codec", - path: "../../wit/codec.wit", + path: "../../codec/wit/codec.wit", }); struct State { diff --git a/codec/README.md b/codec/README.md index d5fe2fb..f29e135 100644 --- a/codec/README.md +++ b/codec/README.md @@ -98,7 +98,7 @@ Used by C+Zig codecs: Regenerate WIT bindings after any WIT interface change: ``` -wit-bindgen c wit/ --world codec --out-dir codec/shared/ +wit-bindgen c codec/wit/ --world codec --out-dir codec/shared/ ``` ## WASI adapter — wasi_snapshot_preview1.reactor.wasm diff --git a/wit/codec.wit b/codec/wit/codec.wit similarity index 100% rename from wit/codec.wit rename to codec/wit/codec.wit diff --git a/docs/design/CANONICAL_ABI_PERF.md b/docs/design/CANONICAL_ABI_PERF.md index bea1cba..b530caa 100644 --- a/docs/design/CANONICAL_ABI_PERF.md +++ b/docs/design/CANONICAL_ABI_PERF.md @@ -147,11 +147,11 @@ vs 9,113 MB/s (Rust) at the same Wasm binary and buffer size. A Rust crate (`chonkle-wasmtime`) using [PyO3](https://pyo3.rs/) and [maturin](https://github.com/PyO3/maturin) wraps wasmtime-rs's component model -APIs directly. Since `wit/codec.wit` is fixed, `wasmtime::component::bindgen!` +APIs directly. Since `codec/wit/codec.wit` is fixed, `wasmtime::component::bindgen!` generates fully typed Rust bindings at compile time: ```rust -wasmtime::component::bindgen!({ path: "wit/codec.wit", world: "codec" }); +wasmtime::component::bindgen!({ path: "codec/wit/codec.wit", world: "codec" }); ``` The generated `Lower`/`Lift` impls handle `port-map` with one `memory.write()` diff --git a/docs/guides/COMPONENT_MODEL_C.md b/docs/guides/COMPONENT_MODEL_C.md index 37a94e9..83245e3 100644 --- a/docs/guides/COMPONENT_MODEL_C.md +++ b/docs/guides/COMPONENT_MODEL_C.md @@ -267,5 +267,5 @@ The [tiff-predictor-2-c](../../codec/tiff-predictor-2-c/) codec demonstrates a m The files in `codec/shared/` (`codec.h`, `codec.c`, `codec_component_type.o`) are generated by `wit-bindgen` and should only be regenerated if the WIT interface definition changes: ```bash -wit-bindgen c wit/ --world codec --out-dir codec/shared/ +wit-bindgen c codec/wit/ --world codec --out-dir codec/shared/ ``` diff --git a/docs/reference/codec-contract/COMPONENT_MODEL.md b/docs/reference/codec-contract/COMPONENT_MODEL.md index 7915cad..4cc27c4 100644 --- a/docs/reference/codec-contract/COMPONENT_MODEL.md +++ b/docs/reference/codec-contract/COMPONENT_MODEL.md @@ -4,7 +4,7 @@ Component Model codecs implement the `chonkle:codec/transform@0.1.0` WIT interfa ## WIT interface -A component must export the `chonkle:codec/transform` interface. The full WIT definition (from `wit/codec.wit`): +A component must export the `chonkle:codec/transform` interface. The full WIT definition (from `codec/wit/codec.wit`): ```wit package chonkle:codec@0.1.0; diff --git a/docs/wasm/WIT.md b/docs/wasm/WIT.md index 59bee34..f94cd9c 100644 --- a/docs/wasm/WIT.md +++ b/docs/wasm/WIT.md @@ -42,7 +42,7 @@ interface transform { } ``` -Declares a named set of functions and types. This is the shared contract: every codec component in this project is compiled against the same `wit/codec.wit`, which means every one of them implements the *same* `transform` interface — not just functions that happen to look the same, but functions explicitly identified by name and package. The host uses the same file to know what to call. That shared identity is what lets the toolchain verify compatibility and lets the host treat all codecs uniformly. +Declares a named set of functions and types. This is the shared contract: every codec component in this project is compiled against the same `codec/wit/codec.wit`, which means every one of them implements the *same* `transform` interface — not just functions that happen to look the same, but functions explicitly identified by name and package. The host uses the same file to know what to call. That shared identity is what lets the toolchain verify compatibility and lets the host treat all codecs uniformly. ### `world` diff --git a/src/chonkle/codecs/__init__.py b/src/chonkle/codecs/__init__.py index 052f290..48d5562 100644 --- a/src/chonkle/codecs/__init__.py +++ b/src/chonkle/codecs/__init__.py @@ -1,6 +1,6 @@ """Codec wrapper classes normalizing different backends. Each wrapper loads its signature at instantiation and exposes a uniform -``call(direction, port_map)`` interface so the executor does not need to +call(direction, port_map) interface so the executor does not need to know which backend is in use. """ diff --git a/src/chonkle/codecs/_base.py b/src/chonkle/codecs/_base.py index f49268f..f798159 100644 --- a/src/chonkle/codecs/_base.py +++ b/src/chonkle/codecs/_base.py @@ -35,7 +35,7 @@ class Codec(ABC): @property @abstractmethod def codec_type(self) -> Backend: - """Backend type: ``"component"``, ``"core"``, or ``"native"``.""" + """Backend type: "component", "core", or "native".""" ... @property @@ -61,8 +61,8 @@ def call( ) -> list[tuple[str, bytes | Any]]: """Execute encode or decode and return the output port-map. - Input and return entries may contain ``bytes`` values (all backends) or - ``CoreWasmRef`` deferred references (core wasm backend only). - See ``OutputPortMap`` type alias. + Input and return entries may contain bytes values (all backends) or + CoreWasmRef deferred references (core wasm backend only). + See OutputPortMap type alias. """ ... diff --git a/src/chonkle/codecs/component.py b/src/chonkle/codecs/component.py index 83b61a6..b9033db 100644 --- a/src/chonkle/codecs/component.py +++ b/src/chonkle/codecs/component.py @@ -17,8 +17,8 @@ class ComponentCodec(Codec): """Wraps a Component Model Wasm codec. Instantiates a Wasmtime Component Model component and calls - ``encode``/``decode`` via the WIT ``chonkle:codec/transform`` interface. - Signature is read from the ``chonkle:signature`` custom section at init. + encode/decode via the WIT chonkle:codec/transform interface. + Signature is read from the chonkle:signature custom section at init. """ def __init__(self, engine: wasmtime.Engine, wasm_path: Path) -> None: @@ -67,7 +67,7 @@ def _get_function( store: wasmtime.Store, fn_name: str, ) -> Any: - """Return the named Func from the CODEC_TRANSFORM_IFACE interface export.""" + """Return the named function from the codec transform interface export.""" comp_exports = self._component.type.exports(self._engine) item = comp_exports.get(CODEC_TRANSFORM_IFACE) if isinstance(item, wasmtime.component.ComponentInstanceType): diff --git a/src/chonkle/codecs/core.py b/src/chonkle/codecs/core.py index 246ef08..e737d5a 100644 --- a/src/chonkle/codecs/core.py +++ b/src/chonkle/codecs/core.py @@ -23,8 +23,8 @@ class CoreWasmRef: """Deferred reference to data in a core wasm module's linear memory. The data remains in linear memory and is not copied to Python until - ``materialize()`` is called. This enables single-copy transfer between - sequential core wasm codec steps via ``ctypes.memmove``. + materialize() is called. This enables single-copy transfer between + sequential core wasm codec steps via ctypes.memmove. """ codec: CoreWasmCodec @@ -56,13 +56,12 @@ class CoreWasmCodec(Codec): """Wraps a Core Wasm codec implementing the core port-map ABI. Instantiates a core wasm32-wasi reactor module and calls - ``encode``/``decode`` using the binary port-map wire format via - ``Memory.read``/``Memory.write``. The module instance is kept alive + encode/decode using the binary port-map wire format via + Memory.read/Memory.write. The module instance is kept alive for the codec's lifetime so downstream core codecs can single-copy transfer data directly from this module's linear memory. - Required module exports: ``memory``, ``alloc``, ``dealloc``, - ``encode``, ``decode``. + Required module exports: memory, alloc, dealloc, encode, decode. """ def __init__(self, engine: wasmtime.Engine, wasm_path: Path) -> None: @@ -125,12 +124,12 @@ def _alloc(self, size: int) -> int: def call(self, direction: Direction, port_map: PortMap) -> OutputPortMap: """Call encode or decode using the core port-map ABI. - Input port-map entries may be ``bytes`` or ``CoreWasmRef``. When a - ``CoreWasmRef`` from another module is present, data is transferred - via single-copy (``ctypes.memmove``) directly into this module's + Input port-map entries may be bytes or CoreWasmRef. When a + CoreWasmRef from another module is present, data is transferred + via single-copy (ctypes.memmove) directly into this module's linear memory. - Output port-map entries are returned as ``CoreWasmRef`` (lazy + Output port-map entries are returned as CoreWasmRef (lazy parsing — bulk data stays in linear memory until materialized or single-copied to a downstream module). """ @@ -151,11 +150,7 @@ def call(self, direction: Direction, port_map: PortMap) -> OutputPortMap: def _write_input( self, port_map: Sequence[tuple[str, bytes | CoreWasmRef]] ) -> tuple[int, int]: - """Write a port-map into this module's linear memory. - - Fast path when all values are bytes; single-copy path when any - value is a ``CoreWasmRef``. - """ + """Write a port-map into this module's linear memory.""" if any(isinstance(v, CoreWasmRef) for _, v in port_map): return self._write_input_with_refs(port_map) data = _serialize_port_map(cast(PortMap, port_map)) @@ -231,11 +226,7 @@ def _deserialize_port_map(data: bytes) -> PortMap: def _deserialize_port_map_lazy( codec: CoreWasmCodec, base_ptr: int, total_len: int ) -> list[tuple[str, bytes | CoreWasmRef]]: - """Parse port-map metadata from linear memory, returning CoreWasmRef entries. - - Only reads metadata (entry count, port names, data lengths) from memory. - Bulk data remains in linear memory as ``CoreWasmRef`` entries. - """ + """Parse port-map metadata from linear memory, returning CoreWasmRef entries.""" store = codec.store mem = codec.memory pos = base_ptr @@ -266,12 +257,7 @@ def _deserialize_port_map_lazy( def _copy_between_memories( src_ref: CoreWasmRef, dst_codec: CoreWasmCodec, dst_offset: int ) -> None: - """Copy data between two core wasm linear memories. - - Uses ``ctypes.memmove`` via ``Memory.data_ptr()`` for a single-copy - transfer at native speed. Falls back to ``Memory.read`` + - ``Memory.write`` (two copies) if ``data_ptr()`` fails. - """ + """Copy data between two core wasm linear memories via ctypes.memmove.""" try: src_base = src_ref.codec.memory.data_ptr(src_ref.codec.store) dst_base = dst_codec.memory.data_ptr(dst_codec.store) @@ -289,12 +275,7 @@ def _copy_between_memories( def _single_copy_transfer( src_ref: CoreWasmRef, dst_codec: CoreWasmCodec ) -> CoreWasmRef: - """Transfer data between core wasm linear memories, returning a ref in the - destination module. - - Allocates space in the destination module's memory and copies the data - from the source module via ``_copy_between_memories``. - """ + """Transfer data between core wasm linear memories, returning a destination ref.""" dst_ptr = dst_codec._alloc(src_ref.length) _copy_between_memories(src_ref, dst_codec, dst_ptr) return CoreWasmRef(dst_codec, dst_ptr, src_ref.length) diff --git a/src/chonkle/codecs/native.py b/src/chonkle/codecs/native.py index 8daf97a..16949e1 100644 --- a/src/chonkle/codecs/native.py +++ b/src/chonkle/codecs/native.py @@ -12,11 +12,7 @@ def _native_signature_path(codec_id: str) -> Path: - """Return the path to a native codec's bundled signature JSON file. - - Raises: - ValueError: No signature file exists for *codec_id*. - """ + """Return the path to a native codec's bundled signature JSON file.""" sig_path = SIGNATURES_DIR / f"{codec_id}.json" if not sig_path.exists(): msg = f"No native codec signature for {codec_id!r} (looked in {SIGNATURES_DIR})" @@ -27,22 +23,21 @@ def _native_signature_path(codec_id: str) -> Path: class NativeCodec(Codec): """Wraps a numcodecs codec object. - Instantiated from a ``codec_id`` that must have a matching signature - file in ``src/chonkle/signatures/numcodecs/``. ``numcodecs`` is - imported lazily — users who only use wasm codecs do not need it - installed. + Instantiated from a codec_id that must have a matching signature + file in src/chonkle/signatures/numcodecs/. numcodecs is imported + lazily — users who only use wasm codecs do not need it installed. - The ``native`` block in the signature JSON controls the calling + The native block in the signature JSON controls the calling convention per direction: - - ``mode: "bytes"``: the ``bytes`` port is passed directly to - ``codec.encode()`` / ``codec.decode()``. - - ``mode: "ndarray"``: the ``bytes`` port is interpreted as a raw + - mode: "bytes": the bytes port is passed directly to + codec.encode() / codec.decode(). + - mode: "ndarray": the bytes port is interpreted as a raw buffer, converted to a numpy ndarray using the dtype from the - port named by ``dtype_port``, processed, and converted back to + port named by dtype_port, processed, and converted back to bytes. - ``constructor_ports`` lists input port names whose JSON-decoded + constructor_ports lists input port names whose JSON-decoded values are passed as kwargs to the numcodecs codec constructor. """ diff --git a/src/chonkle/executor.py b/src/chonkle/executor.py index 37703a5..32bb226 100644 --- a/src/chonkle/executor.py +++ b/src/chonkle/executor.py @@ -21,11 +21,11 @@ def run( """Execute a prepared pipeline and return output port values. Args: - prepared: A :class:`PreparedPipeline` from :func:`prepare`. - inputs: Pipeline-level input names mapped to byte values. For - forward execution (``direction == pipeline.direction``) keys - correspond to ``pipeline.inputs`` names. For inverted - execution keys correspond to ``pipeline.outputs`` names. + prepared: A PreparedPipeline from prepare(). + inputs: Pipeline-level input names mapped to byte values. For + forward execution (direction == pipeline.direction) keys + correspond to pipeline.inputs names. For inverted + execution keys correspond to pipeline.outputs names. Returns: Pipeline output names mapped to byte values. @@ -64,11 +64,7 @@ def _execute_forward( prepared: PreparedPipeline, inputs: dict[str, bytes], ) -> dict[str, bytes]: - """Execute steps in topological order, calling the direction function. - - Seeds value_store with constants and pipeline inputs (omitting encode_only - inputs when direction is ``"decode"``). - """ + """Execute steps in topological order, calling the direction function.""" pipeline = prepared.pipeline direction = prepared.direction value_store: dict[str, bytes | CoreWasmRef] = {} @@ -109,7 +105,7 @@ def _execute_inverted( prepared: PreparedPipeline, inputs: dict[str, bytes], ) -> dict[str, bytes]: - """Execute steps in reversed topological order, routing results backward.""" + """Execute steps in reverse topological order, routing results backward.""" pipeline = prepared.pipeline direction = prepared.direction value_store: dict[str, bytes | CoreWasmRef] = {} @@ -159,13 +155,7 @@ def _forward_port_map( decode_only_inputs: frozenset[str], codec: object, ) -> OutputPortMap: - """Build the port-map for a step in forward execution. - - Iterates step.inputs, omitting encode_only ports when direction is decode - and decode_only ports when direction is encode. - ``CoreWasmRef`` values are passed through for core wasm codecs (enabling - single-copy transfer) and materialized to bytes for other backends. - """ + """Build the port-map for a step in forward execution.""" is_core = isinstance(codec, CoreWasmCodec) port_map: OutputPortMap = [] for port_name, ref in step.inputs.items(): @@ -190,14 +180,7 @@ def _inverted_port_map( decode_only_inputs: frozenset[str], codec: object, ) -> OutputPortMap: - """Build the port-map for a step in inverted execution. - - The step's forward-direction outputs (from signature) become its - inverted-direction inputs. Inputs wired from constants (not direction-only) - are always included. encode_only_inputs are appended only when calling - encode; decode_only_inputs only when calling decode. ``CoreWasmRef`` values - are passed through for core wasm codecs and materialized for other backends. - """ + """Build the port-map for a step in inverted execution.""" is_core = isinstance(codec, CoreWasmCodec) port_map: OutputPortMap = [] for port_name in output_ports: @@ -224,7 +207,7 @@ def _inverted_port_map( def _materialize(value: bytes | CoreWasmRef) -> bytes: - """Resolve a value to bytes, materializing ``CoreWasmRef`` if needed.""" + """Resolve a value to bytes, materializing CoreWasmRef if needed.""" if isinstance(value, CoreWasmRef): return value.materialize() return value diff --git a/src/chonkle/pipeline.py b/src/chonkle/pipeline.py index b081c25..665e4c3 100644 --- a/src/chonkle/pipeline.py +++ b/src/chonkle/pipeline.py @@ -47,22 +47,20 @@ def parse(cls, ref_str: str) -> WiringRef: """Parse a dot-notation wiring reference string into a WiringRef. Accepts the three wiring reference forms used in pipeline JSON: - ``"input."``, ``"constant."``, and - ``"."``. + "input.", "constant.", and ".". Args: ref_str: A dot-separated wiring reference of the form - ``.``. The source is either the literal - string ``"input"``, the literal string ``"constant"``, + .. The source is either the literal + string "input", the literal string "constant", or the name of a pipeline step. Returns: - A WiringRef with ``kind`` set to ``"input"``, - ``"constant"``, or ``"step"`` depending on the source token. + A WiringRef with kind set to "input", "constant", or "step" + depending on the source token. Raises: - ValueError: If ``ref_str`` does not contain exactly one - dot separator. + ValueError: If ref_str does not contain a dot separator. """ parts = ref_str.split(".", 1) if len(parts) != 2: @@ -109,7 +107,7 @@ class Pipeline: def parse(cls, pipeline: Path | dict[str, Any]) -> Pipeline: """Parse a pipeline JSON document into a validated Pipeline. - Reads and deserializes the JSON if ``pipeline`` is a Path, then + Reads and deserializes the JSON if pipeline is a Path, then constructs a Pipeline, runs wiring validation, and computes a topological execution order for the steps. @@ -118,15 +116,13 @@ def parse(cls, pipeline: Path | dict[str, Any]) -> Pipeline: pre-parsed dict representing the pipeline document. Returns: - A fully validated Pipeline with ``execution_order`` - populated in topological order. + A fully validated Pipeline with steps ordered topologically. Raises: - ValueError: If ``direction`` is missing or not - ``"encode"`` or ``"decode"``, if ``codec_id`` is not - a string, if any wiring reference is unresolvable or - references a non-existent step, or if the step - dependency graph contains a cycle. + ValueError: If direction is missing or not "encode"/"decode", + if codec_id is not a string, if any wiring reference is + unresolvable or references a non-existent step, or if the + step dependency graph contains a cycle. """ if isinstance(pipeline, Path): with pipeline.open() as f: @@ -190,7 +186,7 @@ def parse(cls, pipeline: Path | dict[str, Any]) -> Pipeline: class PreparedPipeline: """A pipeline that has been validated and is ready for execution. - Created by :func:`prepare`. Pass to :func:`run` to execute. + Created by prepare(). Pass to run() to execute. """ pipeline: Pipeline @@ -217,12 +213,12 @@ def prepare( Args: pipeline: Either a Path to a pipeline JSON file or a pre-parsed dict representing the pipeline document. - direction: Direction to execute (``"encode"`` or ``"decode"``). - resolver: Codec resolver. If ``None``, a default resolver is - created using the pipeline's ``sources`` field. + direction: Direction to execute ("encode" or "decode"). + resolver: Codec resolver. If None, a default resolver is + created using the pipeline's sources field. Returns: - A :class:`PreparedPipeline` ready for :func:`~chonkle.executor.run`. + A PreparedPipeline ready for executor.run(). Raises: ValueError: Parsing fails, signature validation fails, a codec @@ -266,21 +262,7 @@ def _validate_wiring( constants: dict[str, ConstantDescriptor], outputs: dict[str, WiringRef], ) -> None: - """Validate step declarations and all wiring references. - - Performs the following checks in order: - - 1. Every step input wiring reference resolves to a declared - pipeline input, constant, or an existing step. - 2. Every pipeline output wiring reference resolves in the - same way. - - Step output port validation is deferred to ``prepare()`` time, - where codec signatures are available. - - Raises: - ValueError: If any of the above checks fail. - """ + """Validate step declarations and all wiring references.""" step_names = set(steps.keys()) for step in steps.values(): @@ -310,25 +292,7 @@ def _validate_wiring_ref( context: str, step_names: set[str], ) -> None: - """Validate a single pre-parsed wiring reference against pipeline declarations. - - For ``input`` references, confirms the port is declared in - *inputs*. For ``constant`` references, confirms the name is - declared in *constants*. For step references, confirms the step - exists. Output port validation is deferred to ``prepare()`` time - where codec signatures are available. - - Args: - inputs: Pipeline-level input declarations. - constants: Pipeline-level constant declarations. - ref: A pre-parsed WiringRef. - context: A human-readable label for the reference site, - used in error messages. - step_names: The set of all step names defined in the pipeline. - - Raises: - ValueError: If the reference is unresolvable. - """ + """Validate a single wiring reference against pipeline declarations.""" if ref.kind == "input": if ref.port not in inputs: msg = ( @@ -350,26 +314,7 @@ def _validate_wiring_ref( def _topological_sort(steps: dict[str, StepSpec]) -> list[str]: - """Return step names in a valid execution order using Kahn's algorithm. - - Builds an in-degree map and adjacency list from the step wiring - references, then processes nodes with zero in-degree iteratively - until all steps are ordered or a cycle is detected. - - Args: - steps: The dict of step name to StepSpec objects to sort. - Only ``"step"``-kind wiring references (i.e. inter-step - dependencies) are considered; ``"input"`` and - ``"constant"`` references do not contribute edges. - - Returns: - A list of step names ordered so that every step appears - after all steps it depends on. - - Raises: - ValueError: If the dependency graph contains a cycle, - listing the step names involved. - """ + """Return step names in a valid execution order using Kahn's algorithm.""" in_degree: dict[str, int] = dict.fromkeys(steps, 0) dependents: dict[str, list[str]] = defaultdict(list) @@ -416,17 +361,7 @@ def _validate_codec_signatures( codecs: Mapping[str, Codec], direction: Direction, ) -> None: - """Validate all step signatures before any component is called. - - For each step in topological order, checks that wiring refs targeting - upstream step outputs name ports that exist in the signature, validates - input/output port types and direction constraints, and accumulates - output types for downstream type checking. After the per-step loop, - validates pipeline output wiring refs the same way. - - Collects errors from every step and raises a single ValueError listing - all problems. - """ + """Validate all step signatures and collect errors into a single ValueError.""" errors: list[str] = [] ctx = _ValidationContext( pipeline=pipeline, @@ -462,23 +397,7 @@ def _validate_step_signature( signature: Signature, ctx: _ValidationContext, ) -> None: - """Verify a step's wiring and port declarations against codec signatures. - - Checks that wiring refs targeting upstream step outputs name ports that - exist in the upstream codec's signature, then validates input/output port - types and direction constraints. Each check is a subset check — the step - need not use every port the codec declares. Input validation is - direction-aware: encode_only ports are excluded from the valid input set - when direction is "decode". - - Args: - step: Step whose declared inputs are being checked. - signature: The codec signature (from ``codec.signature()``). - ctx: Accumulated cross-step validation state. - - Raises: - ValueError: Declared ports are not valid per the signature. - """ + """Verify a step's wiring and port declarations against its codec signature.""" errors: list[str] = [] for port_name, ref in step.inputs.items(): @@ -543,11 +462,7 @@ def _check_input_types( active_inputs: set[str], ctx: _ValidationContext, ) -> list[str]: - """Return type-mismatch error strings for each active wired input. - - Only checks ports in *active_inputs* (step inputs minus encode_only - when decoding), avoiding redundant direction/encode_only filtering. - """ + """Return type-mismatch error strings for each active wired input.""" errors: list[str] = [] for port_name in active_inputs: if port_name not in sig_inputs: diff --git a/src/chonkle/resolver.py b/src/chonkle/resolver.py index bb271da..794b6e1 100644 --- a/src/chonkle/resolver.py +++ b/src/chonkle/resolver.py @@ -3,7 +3,7 @@ The Resolver handles finding, downloading, and instantiating codec implementations for a pipeline. It maintains a local codec store indexed by codec_id and implementation name. Set -``CHONKLE_FORCE_INSTALL=1`` to overwrite an existing store entry when +CHONKLE_FORCE_INSTALL=1 to overwrite an existing store entry when re-installing a codec from a source URI. """ @@ -95,30 +95,30 @@ class Resolver: Resolution order: - 1. Explicit paths (if provided via ``paths``) + 1. Explicit paths (if provided via paths) 2. Force sources (download from URI regardless of store) 3. Per-codec overrides (specific implementation name) - 4. Local store (selected by backend preference) + 4. Local store and native (selected by backend preference) 5. Pipeline sources (download and install) Args: codec_store: Path to the local codec store directory. - Defaults to ``CHONKLE_CODEC_STORE`` env var or - ``~/.chonkle/codecs``. + Defaults to CHONKLE_CODEC_STORE env var or + ~/.chonkle/codecs. preference: Ordered list of backend types to prefer when multiple implementations exist for a codec_id. - Supported values: ``"core"``, ``"component"``, ``"native"``. + Supported values: "core", "component", "native". overrides: Maps codec_id to a specific implementation name, bypassing the preference system. force_sources: Maps codec_id to a download URI. Unlike - ``pipeline_sources``, these are fetched unconditionally, + pipeline_sources, these are fetched unconditionally, bypassing the local store. The fetched binary is installed into the store (overwriting any existing entry with the same implementation name). pipeline_sources: Maps codec_id to a download URI (from the - pipeline's ``sources`` field). - paths: Maps codec_id to a specific ``.wasm`` file path. - Useful for testing and ``--codec-path`` CLI usage. + pipeline's sources field). + paths: Maps codec_id to a specific .wasm file path. + Useful for testing. engine: Shared Wasmtime engine for codec instantiation. If not provided, a new engine with compilation caching is created. @@ -168,7 +168,7 @@ def resolve(self, codec_id: str) -> Codec: ValueError: If no implementation is found or the resolved binary uses an unsupported backend. """ - # 0. Explicit paths (testing, CLI --codec-path) + # 0. Explicit paths (testing) if codec_id in self._paths: return self._instantiate(self._paths[codec_id]) @@ -207,11 +207,7 @@ def _resolve_by_preference( entries: dict[str, CodecInfo], has_native: bool, ) -> Codec: - """Select the best implementation for *codec_id* using the preference list. - - Considers both wasm entries from the local store and the native - (numcodecs) backend if a signature file exists. - """ + """Select the best implementation for a codec_id using the preference list.""" for pref in self._preference: if pref == Backend.NATIVE and has_native: return NativeCodec(codec_id) @@ -228,6 +224,7 @@ def _resolve_by_preference( raise ValueError(msg) def _resolve_override(self, codec_id: str, impl_name: str) -> Codec: + """Resolve a codec_id using a specific implementation name override.""" entries = self._store.get_index().get(codec_id, {}) if impl_name in entries: return self._instantiate(entries[impl_name].location) diff --git a/src/chonkle/wasm_download.py b/src/chonkle/wasm_download.py index 752705e..1f433d8 100644 --- a/src/chonkle/wasm_download.py +++ b/src/chonkle/wasm_download.py @@ -19,10 +19,10 @@ def resolve_uri(uri: str) -> Iterator[Path]: Dispatches based on URI scheme: - - ``file://`` — yields the path directly; no temp dir created - - ``https://`` — downloads to a temp dir, yields the path, cleans up on exit - - ``oci://`` — pulls to a temp dir, yields the path, cleans up on exit - - ``http://`` — rejected; use HTTPS + - file:// — yields the path directly; no temp dir created + - https:// — downloads to a temp dir, yields the path, cleans up on exit + - oci:// — pulls to a temp dir, yields the path, cleans up on exit + - http:// — rejected; use HTTPS The caller is responsible for installing the yielded file into the codec store before the context exits if durable storage is needed. @@ -31,10 +31,10 @@ def resolve_uri(uri: str) -> Iterator[Path]: uri: The codec URI to resolve. Yields: - The absolute path to a local ``.wasm`` file. + The absolute path to a local .wasm file. Raises: - ValueError: If the scheme is ``http://``, unsupported, or absent. + ValueError: If the scheme is http://, unsupported, or absent. """ parsed = urllib.parse.urlparse(uri) @@ -62,18 +62,7 @@ def resolve_uri(uri: str) -> Iterator[Path]: def _download_url_to(url: str, dest: Path, dest_dir: Path) -> None: - """Download ``url`` to ``dest`` atomically via a temp file in ``dest_dir``. - - Writes to a temporary file first, then replaces ``dest`` on success - so that a partial download never leaves a corrupt file at the target - path. The temporary file is removed on any exception. - - Args: - url: The HTTPS URL to fetch. - dest: The final destination path for the downloaded file. - dest_dir: Directory in which to create the temporary file - during the download. - """ + """Download a URL to dest atomically via a temp file.""" request = urllib.request.Request(url) # noqa: S310 tmp_fd, tmp_path_str = tempfile.mkstemp(dir=dest_dir) tmp = Path(tmp_path_str) @@ -87,18 +76,7 @@ def _download_url_to(url: str, dest: Path, dest_dir: Path) -> None: def _download_https(url: str, dest_dir: Path) -> Path: - """Download a ``.wasm`` file from HTTPS into *dest_dir*. - - Signatures are embedded in the ``.wasm`` binary as a - ``chonkle:signature`` custom section — no sidecar download is needed. - - Args: - url: The HTTPS URL of the ``.wasm`` file. - dest_dir: Directory to download into. - - Returns: - The path to the downloaded ``.wasm`` file inside *dest_dir*. - """ + """Download a .wasm file from HTTPS into dest_dir.""" filename = PurePosixPath(urllib.parse.urlparse(url).path).name or "module.wasm" dest = dest_dir / filename _download_url_to(url, dest, dest_dir) @@ -106,23 +84,7 @@ def _download_https(url: str, dest_dir: Path) -> Path: def _download_oci(uri: str, dest_dir: Path) -> Path: - """Pull a ``.wasm`` codec from an OCI registry into *dest_dir*. - - The artifact must contain a ``.wasm`` layer. Signatures are embedded - in the binary as a ``chonkle:signature`` custom section — no sidecar - layer is required. - - Args: - uri: OCI reference with the ``oci://`` scheme prefix, e.g. - ``oci://ghcr.io/cylf-dev/tiff-predictor-2-c:v0.1.0``. - dest_dir: Directory to pull into. - - Returns: - The path to the pulled ``.wasm`` file inside *dest_dir*. - - Raises: - ValueError: If the OCI artifact contains no ``.wasm`` file. - """ + """Pull a .wasm codec from an OCI registry into dest_dir.""" ref = uri.removeprefix("oci://") client = oras.client.OrasClient() diff --git a/src/chonkle/wasm_signature.py b/src/chonkle/wasm_signature.py index 843934b..f2ca8fc 100644 --- a/src/chonkle/wasm_signature.py +++ b/src/chonkle/wasm_signature.py @@ -1,8 +1,8 @@ """Codec signatures: types, detection, and Wasm custom-section I/O. -Pure-Python implementation — no wasmtime or instantiation needed. Works with -both core Wasm (version ``01 00 00 00``) and Component Model (version -``0d 00 01 00``) binaries. +Pure-Python implementation — no wasmtime or instantiation needed. Works with +both core Wasm (version 01 00 00 00) and Component Model (version +0d 00 01 00) binaries. """ from __future__ import annotations @@ -36,10 +36,7 @@ class PortDescriptor: @dataclass(frozen=True) class Signature: - """Structured codec signature. - - Replaces the raw ``dict[str, Any]`` signature format with typed fields. - """ + """Typed representation of a codec's input and output port declarations.""" codec_id: str implementation: str @@ -48,7 +45,7 @@ class Signature: @classmethod def from_wasm(cls, wasm_path: str | Path) -> Signature: - """Construct a Signature from a ``.wasm`` file's embedded custom section.""" + """Construct a Signature from a .wasm file's embedded custom section.""" return cls.from_dict(read_signature(wasm_path)) @classmethod @@ -100,10 +97,7 @@ def output_types(self) -> dict[str, str]: def _read_leb128(data: bytes, offset: int) -> tuple[int, int]: - """Decode an unsigned LEB128 value starting at *offset*. - - Returns (value, new_offset). - """ + """Decode an unsigned LEB128 value, returning (value, new_offset).""" result = 0 shift = 0 while True: @@ -131,25 +125,25 @@ def _encode_leb128(value: int) -> bytes: def read_signature(wasm_path: str | Path) -> dict[str, Any]: - """Read the ``chonkle:signature`` custom section from a ``.wasm`` file. + """Read the chonkle:signature custom section from a .wasm file. Args: - wasm_path: Path to the ``.wasm`` binary. + wasm_path: Path to the .wasm binary. Returns: The parsed signature dict. Raises: - FileNotFoundError: The ``.wasm`` file does not exist. + FileNotFoundError: The .wasm file does not exist. ValueError: The file is not a valid Wasm binary or contains no - ``chonkle:signature`` section. + chonkle:signature section. """ data = Path(wasm_path).read_bytes() return read_signature_bytes(data, context=str(wasm_path)) def read_signature_bytes(data: bytes, *, context: str = "") -> dict[str, Any]: - """Read the ``chonkle:signature`` custom section from in-memory Wasm bytes. + """Read the chonkle:signature custom section from in-memory Wasm bytes. Args: data: Raw Wasm binary content. @@ -159,7 +153,7 @@ def read_signature_bytes(data: bytes, *, context: str = "") -> dict[str, The parsed signature dict. Raises: - ValueError: Not a valid Wasm binary or no ``chonkle:signature`` section. + ValueError: Not a valid Wasm binary or no chonkle:signature section. """ if len(data) < _HEADER_SIZE or data[:4] != _WASM_MAGIC: msg = f"Not a valid Wasm binary: {context}" @@ -189,9 +183,9 @@ def read_signature_bytes(data: bytes, *, context: str = "") -> dict[str, def embed_signature(wasm_bytes: bytes, signature: dict[str, Any]) -> bytes: - """Append a ``chonkle:signature`` custom section to Wasm bytes. + """Append a chonkle:signature custom section to Wasm bytes. - If a ``chonkle:signature`` section already exists, it is replaced. + If a chonkle:signature section already exists, it is replaced. Args: wasm_bytes: Raw Wasm binary content. @@ -201,7 +195,7 @@ def embed_signature(wasm_bytes: bytes, signature: dict[str, Any]) -> bytes: New Wasm bytes with the custom section appended. Raises: - ValueError: *wasm_bytes* is not a valid Wasm binary. + ValueError: wasm_bytes is not a valid Wasm binary. """ if len(wasm_bytes) < _HEADER_SIZE or wasm_bytes[:4] != _WASM_MAGIC: msg = "Not a valid Wasm binary" @@ -249,18 +243,18 @@ def _build_custom_section(name: str, payload: bytes) -> bytes: def detect_codec_type(wasm_path: Path) -> Backend: - """Detect whether a ``.wasm`` file is core or component model. + """Detect whether a .wasm file is core or component model. Reads the 8-byte header (magic + version) to distinguish: - - ``0d 00 01 00`` → ``"component"`` (Component Model) - - ``01 00 00 00`` → ``"core"`` (Core Wasm) + - 0d 00 01 00 → "component" (Component Model) + - 01 00 00 00 → "core" (Core Wasm) Args: - wasm_path: Path to the ``.wasm`` binary. + wasm_path: Path to the .wasm binary. Returns: - ``"component"`` or ``"core"``. + "component" or "core". Raises: ValueError: Not a valid Wasm binary or unrecognized version. From fb1bc4a72c5c9a160c6e44863fcbf5fa46dce164 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Wed, 1 Apr 2026 20:30:37 -0500 Subject: [PATCH 50/52] docs: simplify demo notebook and fix missing HTTPS pipeline run - Add missing prepare/run cell for the HTTPS remote source section - Remove backend comparison narrative (store contamination made it unreliable) - Simplify remote sources section to just download + assert for HTTPS and OCI - Trim codec resolution markdown; remove list_codecs display - Fix "lets" typo - Update bundled tiff-predictor-2-c.wasm --- demo/chonkle-pipeline.ipynb | 387 +++++++++++++---------------------- demo/tiff-predictor-2-c.wasm | Bin 9607 -> 877479 bytes 2 files changed, 144 insertions(+), 243 deletions(-) diff --git a/demo/chonkle-pipeline.ipynb b/demo/chonkle-pipeline.ipynb index ce10f98..72abb8b 100644 --- a/demo/chonkle-pipeline.ipynb +++ b/demo/chonkle-pipeline.ipynb @@ -4,16 +4,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Chonkle: Codec Pipelines with WebAssembly\n", + "# Chonkle: Codec Pipelines\n", "\n", - "**chonkle** is a codec pipeline library for encoding and decoding chunked array data. It is capable of mixing standard Python codecs (via numcodecs) with custom WebAssembly codecs.\n", + "**chonkle** is a codec pipeline library for encoding and decoding chunked data. Pipelines are directed acyclic graphs (DAGs) of codec steps. Each step can use a different backend: native Python (via numcodecs), core Wasm, or Component Model Wasm.\n", "\n", - "This notebook first demonstrates a round-trip decode/encode of a COG tile (chunk) using Python codecs, then replaces one of the Python codecs with one written in C and compiled to Wasm. Why Wasm?\n", - "\n", - "1. **Performant** — codecs can be written in languages like C or Rust and run at near-native speed\n", - "2. **Portable** — distribute a single .wasm file for any platform\n", - "3. **Safe** - arbitrary codec code runs sandboxed and cannot corrupt the host process\n", - "4. **Distributable** — a plain file, hostable on any file server or artifact registry" + "This notebook demonstrates a round-trip decode/encode of a COG tile using a two-step pipeline where the zlib step runs as a native Python codec and the TIFF predictor step runs as a Wasm codec. The same codec can ship as either a Core Wasm module or a Component Model Wasm component — chonkle handles both transparently." ] }, { @@ -29,7 +24,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -39,7 +34,9 @@ "import numpy as np\n", "from chunk_utils import cog_metadata, describe_bytes, download_cog, extract_tile\n", "\n", - "from chonkle import decode, encode" + "from chonkle.executor import run\n", + "from chonkle.pipeline import prepare\n", + "from chonkle.resolver import Resolver" ] }, { @@ -53,14 +50,14 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Downloaded data/B04.tif\n" + "Already downloaded: data/B04.tif\n" ] } ], @@ -88,7 +85,7 @@ "source": [ "### Inspect the COG metadata\n", "\n", - "We can inspect the downloaded image metadata for information we'll need to build a JSON structure that defines the codec pipeline. Key tags to note:\n", + "We can inspect the downloaded image metadata for information we'll need to build the pipeline definition. Key tags to note:\n", "\n", "- **Compression**: 8 = DEFLATE\n", "- **Predictor**: 2 = horizontal differencing\n", @@ -98,7 +95,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -147,12 +144,12 @@ "source": [ "### Extract a tile (chunk)\n", "\n", - "Next, let's extract the raw bytes of tile 0 (the first 1024×1024 pixel block) to use as our test chunk. We'll use the SHA-256 hash as our reference for verifying round-trip (decode then encode) fidelity." + "Next, let's extract the raw bytes of tile 0 (the first 1024×1024 pixel block) to use as our test chunk. We'll use the SHA-256 hash as our reference for verifying round-trip fidelity." ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -172,238 +169,172 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Python codecs\n", + "## Pipeline definition\n", "\n", - "Now that we have our test chunk, we can can decode and re-encode the chunk using a pipeline built entirely from Python codecs either native to — or registered with — numcodecs. This establishes is our baseline pipeline that we will eventually modify to use a Wasm codec." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Pipeline definition\n", + "A chonkle pipeline is a JSON document that defines a DAG of codec steps. Each step has a `codec_id` and a set of named input ports wired to pipeline inputs, constants, or outputs from other steps. The wiring reference format is:\n", "\n", - "A chonkle codec pipeline is a modified form of [Zarr v3's codec metadata](https://zarr-specs.readthedocs.io/en/latest/v3/core/index.html#metadata) — a JSON list where each entry has a `name` and `configuration`. chonkle adds a `type` field to distinguish between `\"numcodecs\"` (Python codecs) and `\"wasm\"` (WebAssembly codecs), and an optional `uri` field for locating Wasm modules.\n", + "- `input.` — a pipeline-level input\n", + "- `constant.` — a named constant (JSON-encoded as bytes at runtime)\n", + "- `.` — an output port from another step\n", "\n", - "The list describes the **encoding** order; decoding applies the codecs in reverse.\n", + "The pipeline declares a `direction` (\"encode\" or \"decode\") indicating which direction the DAG was authored in. The same pipeline supports both directions: running in the authored direction executes steps in topological order, while running in the opposite direction inverts the DAG (reversed order, opposite codec function).\n", "\n", - "For this COG tile the encoding pipeline is:\n", + "For this COG tile, the decode pipeline is:\n", "\n", - "1. `tiff_predictor_2` — horizontal differencing (numpy → numpy)\n", - "2. `bytes` — serialize array to raw bytes (numpy → bytes)\n", - "3. `zlib` — DEFLATE compression at level 9 (bytes → bytes)\n", + "1. **zlib** — DEFLATE decompression (bytes → bytes)\n", + "2. **predictor2** — undo TIFF horizontal differencing (bytes → bytes)\n", "\n", - "`zlib` is a built-in numcodecs codec. `tiff_predictor_2` and `bytes` are custom `Codec` subclasses that chonkle registers with numcodecs at import time." + "Codec parameters (`level`, `bytes_per_sample`, `width`) are declared as pipeline constants and wired to codec input ports." ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ - "codecs_numcodecs = [\n", - " {\n", - " \"name\": \"tiff_predictor_2\",\n", - " \"type\": \"numcodecs\",\n", - " \"configuration\": {},\n", + "wasm_path = Path(\"tiff-predictor-2-c.wasm\").resolve()\n", + "\n", + "pipeline = {\n", + " \"codec_id\": \"cog-zlib-predictor2\",\n", + " \"direction\": \"decode\",\n", + " \"inputs\": {\"bytes\": {\"type\": \"bytes\"}},\n", + " \"constants\": {\n", + " \"bytes_per_sample\": {\"type\": \"int\", \"value\": 2},\n", + " \"width\": {\"type\": \"int\", \"value\": 1024},\n", + " \"level\": {\"type\": \"int\", \"value\": 9},\n", " },\n", - " {\n", - " \"name\": \"bytes\",\n", - " \"type\": \"numcodecs\",\n", - " \"configuration\": {\n", - " \"endian\": \"little\",\n", - " \"data_type\": \"uint16\",\n", - " \"shape\": [1024, 1024],\n", + " \"sources\": {\"tiff-predictor-2\": wasm_path.as_uri()},\n", + " \"outputs\": {\"bytes\": \"predictor2.bytes\"},\n", + " \"steps\": {\n", + " \"zlib\": {\n", + " \"codec_id\": \"zlib\",\n", + " \"inputs\": {\n", + " \"bytes\": \"input.bytes\",\n", + " \"level\": \"constant.level\",\n", + " },\n", + " },\n", + " \"predictor2\": {\n", + " \"codec_id\": \"tiff-predictor-2\",\n", + " \"inputs\": {\n", + " \"bytes\": \"zlib.bytes\",\n", + " \"bytes_per_sample\": \"constant.bytes_per_sample\",\n", + " \"width\": \"constant.width\",\n", + " },\n", " },\n", " },\n", - " {\n", - " \"name\": \"zlib\",\n", - " \"type\": \"numcodecs\",\n", - " \"configuration\": {\"level\": 9},\n", - " },\n", - "]" + "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Decode\n", + "### Embedded codec signatures\n", "\n", - "Decoding applies the pipeline in reverse: decompress, deserialize, then undo the predictor. This reverse order is what is needed when we want to decode a chunk loaded from disk or fetched over the network. In our case, the chunk's raw bytes are loaded into the variable `tile_bytes`." + "Every chonkle `.wasm` binary carries a `chonkle:signature` custom section with the codec's metadata: its `codec_id`, `implementation` name, and typed input/output port descriptors. The `detect_codec_type` function reads the binary header to distinguish Core Wasm modules from Component Model components." ] }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "shape: (1024, 1024) dtype: uint16 min: 0 max: 10552\n" + "Backend: component\n", + "\n", + "{\n", + " \"codec_id\": \"tiff-predictor-2\",\n", + " \"implementation\": \"tiff-predictor-2-c\",\n", + " \"inputs\": {\n", + " \"bytes\": {\n", + " \"type\": \"bytes\",\n", + " \"required\": true\n", + " },\n", + " \"bytes_per_sample\": {\n", + " \"type\": \"int\",\n", + " \"required\": true\n", + " },\n", + " \"width\": {\n", + " \"type\": \"int\",\n", + " \"required\": true\n", + " }\n", + " },\n", + " \"outputs\": {\n", + " \"bytes\": {\n", + " \"type\": \"bytes\"\n", + " }\n", + " }\n", + "}\n" ] } ], "source": [ - "arr = decode(chunk_bytes, codecs_numcodecs)\n", - "print(f\"shape: {arr.shape} dtype: {arr.dtype} min: {arr.min()} max: {arr.max()}\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To make the result more tangible, let's plot the numpy array (the decoded chunk) as a 2D image using matplotlib." - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(figsize=(6, 6))\n", - "vmin, vmax = np.percentile(arr[arr > 0], [2, 98])\n", - "im = ax.imshow(arr, cmap=\"viridis\", vmin=vmin, vmax=vmax)\n", - "ax.set_title(\"Decoded tile (numcodecs)\")\n", - "fig.colorbar(im, ax=ax, shrink=0.8)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Encode and verify round trip\n", + "import json\n", "\n", - "Encoding the decoded array back through the same pipeline should produce bytes\n", - "identical to the original tile." - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "size: 1.381 MiB | sha256: 2c02e7e60074d6767ccb4c44de2da249d331fd82e107431e41cfe4069bae0d62\n", - "Round trip: OK\n" - ] - } - ], - "source": [ - "encoded = encode(arr, codecs_numcodecs)\n", - "describe_bytes(encoded)\n", - "assert encoded == chunk_bytes, \"Round-trip mismatch!\"\n", - "print(\"Round trip: OK\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Wasm codecs\n", - "\n", - "One of the goals of chonkle is to demonstrate running codecs compiled to WebAssembly, which we will do here by replacing the numcodecs `tiff_predictor_2` codec in the pipeline with a Wasm codec written in C. Since the Wasm codec operates on **raw bytes** rather than numpy arrays, the `bytes` codec must appear **before** the Wasm `tiff_predictor_2` in the pipeline (in encoding order). The Wasm codec also needs explicit configuration for `bytes_per_sample` and `width`.\n", + "from chonkle.wasm_signature import detect_codec_type, read_signature\n", "\n", - "An additional `uri` field tells chonkle where to find the `.wasm` module. Supported schemes are `file://`, `https://`, and `oci://`. We'll start with a local module, then demonstrate loading the same module from an HTTPS URL and an OCI registry." + "print(f\"Backend: {detect_codec_type(wasm_path).value}\\n\")\n", + "print(json.dumps(read_signature(wasm_path), indent=2))" ] }, { - "cell_type": "code", - "execution_count": 37, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "wasm_path = Path(\"tiff-predictor-2-c.wasm\").resolve()\n", + "### Codec resolution\n", "\n", - "codecs_wasm_local = [\n", - " {\n", - " \"name\": \"bytes\",\n", - " \"type\": \"numcodecs\",\n", - " \"configuration\": {\n", - " \"endian\": \"little\",\n", - " \"data_type\": \"uint16\",\n", - " \"shape\": [1024, 1024],\n", - " },\n", - " },\n", - " {\n", - " \"name\": \"tiff_predictor_2\",\n", - " \"type\": \"wasm\",\n", - " \"uri\": wasm_path.as_uri(),\n", - " \"configuration\": {\"bytes_per_sample\": 2, \"width\": 1024},\n", - " },\n", - " {\n", - " \"name\": \"zlib\",\n", - " \"type\": \"numcodecs\",\n", - " \"configuration\": {\"level\": 9},\n", - " },\n", - "]" + "The `Resolver` maps each step's `codec_id` to an implementation. It checks a local codec store and a set of bundled native (numcodecs) codecs, selecting among available backends using a configurable preference order (default: native > core Wasm > Component Model Wasm). The pipeline's `sources` field provides download URIs for codecs not already available locally." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Local (`file://`)\n", + "### Decode\n", "\n", - "We'll decode the same chunk using the Wasm codec loaded from a local file and verify that the result is identical to the array produced by the Python codec pipeline." + "To decode, we prepare the pipeline for the \"decode\" direction, then run it with the raw tile bytes as input. Since the pipeline was authored for \"decode\", this runs the steps in their declared order. The result is `dict[str, bytes]` — we convert to a numpy array afterward." ] }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "shape: (1024, 1024) dtype: uint16 min: 0 max: 10552\n", - "Decoded arrays match: OK\n" + "shape: (1024, 1024) dtype: uint16 min: 0 max: 10552\n" ] } ], "source": [ - "arr_wasm = decode(chunk_bytes, codecs_wasm_local)\n", - "print(f\"shape: {arr_wasm.shape} dtype: {arr_wasm.dtype} min: {arr_wasm.min()} max: {arr_wasm.max()}\")\n", + "prepared = prepare(pipeline, \"decode\")\n", + "result = run(prepared, {\"bytes\": chunk_bytes})\n", "\n", - "np.testing.assert_array_equal(arr_wasm, arr)\n", - "print(\"Decoded arrays match: OK\")" + "arr = np.frombuffer(result[\"bytes\"], dtype=np.uint16).reshape(1024, 1024)\n", + "print(f\"shape: {arr.shape} dtype: {arr.dtype} min: {arr.min()} max: {arr.max()}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "As before, we'll plot the decoded array to provide a tangible check that the decoded data is equivalent to what we saw before." + "Let's plot the decoded chunk as a 2D image." ] }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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    " ] @@ -414,9 +345,9 @@ ], "source": [ "fig, ax = plt.subplots(figsize=(6, 6))\n", - "vmin, vmax = np.percentile(arr_wasm[arr_wasm > 0], [2, 98])\n", - "im = ax.imshow(arr_wasm, cmap=\"viridis\", vmin=vmin, vmax=vmax)\n", - "ax.set_title(\"Decoded tile (Wasm file://)\")\n", + "vmin, vmax = np.percentile(arr[arr > 0], [2, 98])\n", + "im = ax.imshow(arr, cmap=\"viridis\", vmin=vmin, vmax=vmax)\n", + "ax.set_title(\"Decoded tile\")\n", "fig.colorbar(im, ax=ax, shrink=0.8)\n", "plt.show()" ] @@ -425,12 +356,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Finally, we'll re-encode the array using the Wasm codec and verify that the resulting bytes are identical to the original chunk we extracted from the COG tile." + "### Encode and verify round trip\n", + "\n", + "Encoding uses the same pipeline definition but prepared for the \"encode\" direction. Since the pipeline was authored for \"decode\", this inverts the execution: steps run in reversed order and each codec's `encode` function is called instead of `decode`. The result should be identical to the original tile bytes." ] }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -443,9 +376,11 @@ } ], "source": [ - "encoded_wasm = encode(arr_wasm, codecs_wasm_local)\n", - "describe_bytes(encoded_wasm)\n", - "assert encoded_wasm == chunk_bytes, \"Round-trip mismatch!\"\n", + "enc_prepared = prepare(pipeline, \"encode\")\n", + "encoded = run(enc_prepared, {\"bytes\": result[\"bytes\"]})\n", + "\n", + "describe_bytes(encoded[\"bytes\"])\n", + "assert encoded[\"bytes\"] == chunk_bytes, \"Round-trip mismatch!\"\n", "print(\"Round trip: OK\")" ] }, @@ -453,58 +388,46 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### HTTPS\n", + "## Remote Wasm sources\n", "\n", - "The same module can be fetched from an HTTPS URL — just swap the `uri` in the pipeline definition. chonkle downloads and caches it automatically." + "Wasm codecs can be fetched from HTTPS URLs or OCI registries. Here we download the same `tiff-predictor-2` codec from each and verify that the decoded output matches." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### HTTPS" ] }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Decoded arrays match: OK\n", - "size: 1.381 MiB | sha256: 2c02e7e60074d6767ccb4c44de2da249d331fd82e107431e41cfe4069bae0d62\n", - "Round trip: OK\n" + "Decoded bytes match: OK\n" ] } ], "source": [ - "codecs_wasm_https = [\n", - " {\n", - " \"name\": \"bytes\",\n", - " \"type\": \"numcodecs\",\n", - " \"configuration\": {\n", - " \"endian\": \"little\",\n", - " \"data_type\": \"uint16\",\n", - " \"shape\": [1024, 1024],\n", - " },\n", - " },\n", - " {\n", - " \"name\": \"tiff_predictor_2\",\n", - " \"type\": \"wasm\",\n", - " \"uri\": \"https://github.com/cylf-dev/tiff-predictor-2-c/releases/download/v0.1.0/tiff-predictor-2.wasm\",\n", - " \"configuration\": {\"bytes_per_sample\": 2, \"width\": 1024},\n", - " },\n", - " {\n", - " \"name\": \"zlib\",\n", - " \"type\": \"numcodecs\",\n", - " \"configuration\": {\"level\": 9},\n", + "resolver_https = Resolver(\n", + " force_sources={\n", + " \"tiff-predictor-2\": (\n", + " \"https://github.com/cylf-dev/tiff-predictor-2-c/\"\n", + " \"releases/download/v0.3.0/tiff-predictor-2-c.wasm\"\n", + " ),\n", " },\n", - "]\n", + ")\n", "\n", - "arr_https = decode(chunk_bytes, codecs_wasm_https)\n", - "np.testing.assert_array_equal(arr_https, arr)\n", - "print(\"Decoded arrays match: OK\")\n", + "prepared_https = prepare(pipeline, \"decode\", resolver=resolver_https)\n", + "result_https = run(prepared_https, {\"bytes\": chunk_bytes})\n", "\n", - "encoded_https = encode(arr_https, codecs_wasm_https)\n", - "describe_bytes(encoded_https)\n", - "assert encoded_https == chunk_bytes, \"Round-trip mismatch!\"\n", - "print(\"Round trip: OK\")" + "assert result_https[\"bytes\"] == result[\"bytes\"]\n", + "print(\"Decoded bytes match: OK\")" ] }, { @@ -513,56 +436,34 @@ "source": [ "### OCI\n", "\n", - "The module can also be pulled from an OCI registry by updating the `uri` accordingly." + "The same codec can be pulled from an OCI registry by changing the URI scheme." ] }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Decoded arrays match: OK\n", - "size: 1.381 MiB | sha256: 2c02e7e60074d6767ccb4c44de2da249d331fd82e107431e41cfe4069bae0d62\n", - "Round trip: OK\n" + "Decoded bytes match: OK\n" ] } ], "source": [ - "codecs_wasm_oci = [\n", - " {\n", - " \"name\": \"bytes\",\n", - " \"type\": \"numcodecs\",\n", - " \"configuration\": {\n", - " \"endian\": \"little\",\n", - " \"data_type\": \"uint16\",\n", - " \"shape\": [1024, 1024],\n", - " },\n", - " },\n", - " {\n", - " \"name\": \"tiff_predictor_2\",\n", - " \"type\": \"wasm\",\n", - " \"uri\": \"oci://ghcr.io/cylf-dev/tiff-predictor-2-c:v0.1.0\",\n", - " \"configuration\": {\"bytes_per_sample\": 2, \"width\": 1024},\n", + "resolver_oci = Resolver(\n", + " force_sources={\n", + " \"tiff-predictor-2\": \"oci://ghcr.io/cylf-dev/tiff-predictor-2-c:v0.3.0\",\n", " },\n", - " {\n", - " \"name\": \"zlib\",\n", - " \"type\": \"numcodecs\",\n", - " \"configuration\": {\"level\": 9},\n", - " },\n", - "]\n", + ")\n", "\n", - "arr_oci = decode(chunk_bytes, codecs_wasm_oci)\n", - "np.testing.assert_array_equal(arr_oci, arr)\n", - "print(\"Decoded arrays match: OK\")\n", + "prepared_oci = prepare(pipeline, \"decode\", resolver=resolver_oci)\n", + "result_oci = run(prepared_oci, {\"bytes\": chunk_bytes})\n", "\n", - "encoded_oci = encode(arr_oci, codecs_wasm_oci)\n", - "describe_bytes(encoded_oci)\n", - "assert encoded_oci == chunk_bytes, \"Round-trip mismatch!\"\n", - "print(\"Round trip: OK\")" + "assert result_oci[\"bytes\"] == result[\"bytes\"]\n", + "print(\"Decoded bytes match: OK\")" ] }, { @@ -571,7 +472,7 @@ "source": [ "## Summary\n", "\n", - "chonkle codec pipelines can freely mix Python and WebAssembly codecs. A codec written in C or Rust can be compiled to Wasm and published to a file server, HTTPS endpoint, or OCI registry. Consumers can then drop that codec into their pipeline — it will run safely and at near-native speed, with no platform-specific binaries or manual compilation required." + "chonkle codec pipelines are DAGs of codec steps defined in JSON, with typed ports wired together. A single pipeline definition supports both encode and decode via direction inversion. Codec resolution is automatic: the resolver picks the best available backend (native Python, core Wasm, or Component Model Wasm) based on a configurable preference order. Wasm codecs can be loaded from local files, HTTPS URLs, or OCI registries — and pipelines can embed their own source URIs to be fully self-describing." ] } ], diff --git a/demo/tiff-predictor-2-c.wasm b/demo/tiff-predictor-2-c.wasm index 333efd998fdc8cffdfc11619485146330c38f6f8..34430f027d45f952a48591e4b86a2ccdaf05e762 100755 GIT binary patch literal 877479 zcmeFa34k3%wg2DM-E(J8E=dT1u$;btCPE+r21JD15oQQW!X_f9FeH;?Zq_?9VbLTr zAt4NV*ux@(H4zdBi|pWl3PA+|3Pu)<2nwQvSDR8@P;?bGT#=T+9b1{Zo2Ep2Tx+5%TI#CZcxY;JGevvtPK_H6XXop#x2 zRE3wRaeE)!|d@Q#m}xB?lV?o$a(SYi5Nd*}3BBA#-yT18#`r0%(Vq0rRi>r49uUDqps_`?XceG6JXs`16h2GGO zr;k(i551i>{=OueMI6yQeZq)|Q)jhLcKv&$gZg%VCv}`ATeF4pHcbmPR&;w(tbS$_ z3c~eKcI8OdP@zQ`yuTDY&$T)?+VlL-tDe-N1wWy6x(jMHcitdlFn((5&h{{&A7%z9 z{k|2Ya+icb#RsZTIft5r1FDBbDGvz?o+dmpf0IY$Kg5H2w-FvZO?XsQ4z_mEucM`H zTI=-YsUxhW(O`1U+p3iHzHgJX)s>rB+Ww`tab+U$w$9u7gNftUN$Q%+Kr~qKKE{=M zyM~OGQElkG?-i|7OKFO)1w|1KP&JlV$0Zhih}h*tSC<(CGyZvu1X*OsH&~enRuq)(L*=jJnqL z5ffV5TE@feueQ`rZ=RNLoiTk<_4FCY 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z{B>xR%)bY%lKC6ZDw#J9TBZA$LaSsxK&xc_2((J(H=tEAe-c_H^IOm=nLi7ylKCaH zO6D&^t7QHyXqC)gg;vS@HE5O0Ux!x7{Cm(UnZE(8l6m8yRl1)kv`Xd!v`XfWK&xba z16n2XC!tj`zXh$5`Loa}nO{PyWd1U=O6K2!R>}NTXqC)ggI3A>b!e5$zXz?7`5VwG znKvB3v2+zvc$M59pj9$|1X?BY8_+75KMAdp`7LOb%%6o;$@~&pCG(e|RWkn;v`Xf$ oLaSu{8njC0uS2V3{yk`w%-?`k$-L=7t8_n8XqC(dXch7Q1Gh_JiU0rr From 968b7a5d2537fd48813839e4ad448d2850624bd1 Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Thu, 2 Apr 2026 11:29:28 -0500 Subject: [PATCH 51/52] fix(ci): install native codec dependency --- .github/workflows/ci.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index a37e110..22c4542 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -53,7 +53,7 @@ jobs: enable-cache: true - name: Install dependencies - run: uv sync + run: uv sync --extra native - name: Cache core wasm fixture uses: actions/cache@v4 From b2f8bea946fb05535436b028593dcbcfdd4eccaf Mon Sep 17 00:00:00 2001 From: pjhartzell Date: Thu, 2 Apr 2026 11:42:31 -0500 Subject: [PATCH 52/52] fix(ci): add missing package --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index d9f965e..3f5bef1 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -10,7 +10,7 @@ dependencies = [ ] [project.optional-dependencies] -native = ["numcodecs", "numpy"] +native = ["numcodecs", "numpy", "google-crc32c"] [project.scripts] chonkle = "chonkle.cli:main"

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