diff --git a/.gitignore b/.gitignore index 6c798e0..9be3132 100644 --- a/.gitignore +++ b/.gitignore @@ -161,3 +161,8 @@ cython_debug/ # and can be added to the global gitignore or merged into this file. For a more nuclear # option (not recommended) you can uncomment the following to ignore the entire idea folder. #.idea/ + +# macOS +.DS_Store +.AppleDouble +.LSOverride diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 0d4ff4c..ddd9ae0 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -42,9 +42,19 @@ repos: types: [text] stages: [pre-commit, pre-push, manual] - id: mypy - name: mypy + name: mypy (project) entry: mypy language: python 'types_or': [python, pyi] - args: [] + args: ["."] + pass_filenames: false + require_serial: true + + - id: mypy_examples + name: mypy (examples) + entry: bash + language: system + 'types_or': [python, pyi] + args: ["-lc", "cd examples/my-stac-task && uv run mypy ."] + pass_filenames: false require_serial: true diff --git a/examples/my-stac-task/.pre-commit-config.yaml b/examples/my-stac-task/.pre-commit-config.yaml new file mode 100644 index 0000000..fe1d910 --- /dev/null +++ b/examples/my-stac-task/.pre-commit-config.yaml @@ -0,0 +1,25 @@ +# Configuration file for pre-commit (https://pre-commit.com/). +# Please run `pre-commit run --all-files` when adding or changing entries. + +repos: + - repo: https://github.com/pre-commit/pre-commit-hooks + rev: v5.0.0 + hooks: + - id: check-added-large-files + args: ["--maxkb=10000"] + - id: trailing-whitespace + - id: check-json + - id: check-merge-conflict + - id: detect-aws-credentials + - id: end-of-file-fixer + - repo: https://github.com/pre-commit/mirrors-mypy + rev: v1.15.0 + hooks: + - id: mypy + additional_dependencies: + - pytest + - types-requests + - repo: https://github.com/astral-sh/ruff-pre-commit + rev: v0.9.9 + hooks: + - id: ruff diff --git a/examples/my-stac-task/CHANGELOG.md b/examples/my-stac-task/CHANGELOG.md new file mode 100644 index 0000000..3782bcc --- /dev/null +++ b/examples/my-stac-task/CHANGELOG.md @@ -0,0 +1,12 @@ +# Changelog + +All notable changes to this project will be documented in this file. The +format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/). + +This project adheres to [CalVer](https://calver.org/). See the +[README](README.md#versions-and-releases) for the specific CalVer format +used by this project. + +## [Unreleased] + +Initial release diff --git a/examples/my-stac-task/LICENSE b/examples/my-stac-task/LICENSE new file mode 100644 index 0000000..206cc56 --- /dev/null +++ b/examples/my-stac-task/LICENSE @@ -0,0 +1,202 @@ + + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. 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We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + Copyright 20205 Element 84 + + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. diff --git a/examples/my-stac-task/README.md b/examples/my-stac-task/README.md new file mode 100644 index 0000000..e26c83c --- /dev/null +++ b/examples/my-stac-task/README.md @@ -0,0 +1,119 @@ +# My STAC Task + +**`my-stac-task`** is a fully functioning STAC task that can be copied locally for development and testing. It follows best practices for building a STAC task to run in a cloud-deployed environment or locally via its command line interface. `my-stac-task` is intended to help minimize time spent on repository set-up and configuration so that users can focus on custom business logic. + +This document describes how to initialize a local code repository and provides some background on `stac-task` and Cirrus payloads. + +## What do you need to know? + +Users should have some basic familiarity with [SpatioTemporal Asset Catalog (STAC)](https://stacspec.org/) concepts as well as the [specification/schemas for STAC objects](https://github.com/radiantearth/stac-spec). + +STAC tasks are generally assumed (but not required) to be part of a [Cirrus workflow](https://github.com/cirrus-geo/cirrus-geo). The [Cirrus Docs](https://cirrus-geo.github.io/cirrus-geo/v0.15.4/index.html) provide in-depth info - the section on the [Cirrus Process Payload](https://cirrus-geo.github.io/cirrus-geo/v0.15.4/cirrus/30_payload.html) is particularly relevant since that is the data structure for STAC task inputs. + +`my-stac-task` is set-up for and intended to be managed with [uv](https://docs.astral.sh/uv/). Users should [install uv](https://docs.astral.sh/uv/getting-started/installation/) and see the specific initialization guidance below. + +## Building the STAC task scaffolding + +`my-stac-task` lives in the `examples/` section of the `stac-task` code repository. To generate the scaffolding for a STAC task, `my-stac-task` should first be copied to a local directory; second, task naming needs to be adjusted to suit user needs. There are a few ways to do that - here are two: + +### via GitHub Content Downloader + +If you have `uv` installed, you can use the command below to set-up a task - `uv` will use the GitHub Content Downloader library to draw directly from the `stac-task` public repository and place the files locally. + +1. Navigate to the location where you want to put your task +2. Run the following command (you will probably want to rename the destination directory, _i.e._ `my-stac-task` to your project name): +```bash +uvx --from github-content-downloader ghcd https://github.com/stac-utils/stac-task/tree/main/examples/my-stac-task && mv downloaded_files my-stac-task +``` + +### via `stac-task` clone + +An alternative method is just to clone `stac-task` locally and `examples/my-stac-task` to the desired location. + +## Initialize the STAC task project + +Initialize `git`: +```bash +git init +git add . +``` + +Once `uv` is installed, the project's environment can be initialized as follows: +```bash +# Create and activate the local virtual environment +uv venv +source .venv/bin/activate + +# Install all dependencies (including dev dependencies) +uv sync --all-groups +``` + +Pre-commit and its dependencies can be installed and run: +```bash +# Pre-commit setup and run +uv run pre-commit install +uv run pre-commit run --all-files + +# Lint, format, and type-check +uv run ruff check . +uv run ruff format . +uv run mypy src +``` + +Finally, run the tests: +```bash +uv run pytest -vv +``` +The `tests/test_task.py` module contains test code to iterate through the input payloads in `fixtures`, which contains a series of input and payload files, each pair in it's own folder. For expected errors in tests an `exception.txt` file is provided intead of an output payload. + +## Run the task + +`my-stac-task` can be run from the command line using the `stac-task` CLI (from the root directory): +```bash +uv run my-stac-task run tests/fixtures/payloads/success/payload1/in.json --local +``` +Using the `--local` option will store all output in a local folder called `local-output` and will not try to upload the data files to s3. To re-direct local outputs to another location use the `--output` option to specify a different path. + +For help with the `stac-task` CLI, run: +```bash +uv run my-stac-task run -h +``` + +## Template Usage + +This example STAC task is intended to be used as a template. +- Update `pyproject.toml` with the project name, authors, description, dependencies, etc. +- Rename the folder `src/my_stac_task` to match the project name +- Add test payload fixtures under `tests/fixtures` +- Add code to `src//task.py` and add supporting files as needed +- Update the Repostitory URL in CHANGELOG.md and keep it up to date with versions + +## AI Prompt for Project Set-up + +Rename the `my-stac-task` project to . +Find and replace all instances of `my-stac-task`: +* replace all kebab case with the new project name (_e.g._ project and task references) +* replace all camel case with a camel cased version of the new project name (_e.g._ `task.MyStacTask` references) +* replace all snake case with a snake cased version of the new project name (_e.g._ source code directory) + +Do not change any naming in: +* `stac-task-user-guide.md` +* `README.md` + +Validate the results of name changing: +* Ensure all tests pass by running `uv run pytest -vv`. Investigate the cause of any test failure and fix any project name references that are incorrect. +* Ensure the CLI still runs locally using this payload: `tests/fixtures/payloads/success/payload1/in.json` and the `--local` argument. Review any CLI failure and fix any project name references. + +# Versions and Releases + +![CalVer:YYYY.0M.0D\_MICRO](https://img.shields.io/badge/CalVer-YYYY.0M.0D__MICRO-00aa00.svg) + +This project uses CalVer for versioning releases. The format is specified as +`YYYY.0M.0D_MICRO`, where the tokens are: + +| token | description | example(s) | +|-------|---------------------------------|------------------------| +| YYYY | the full year | 2006, 2016, 2112 | +| 0M | the zero-padded month | 01, 02 ... 11, 12 | +| 0D | the zero-padded day of month | 01, 02 ... 30, 31 | +| MICRO | (optional) free form, as needed | alpha, rc0, post0, ... | diff --git a/examples/my-stac-task/mypy.ini b/examples/my-stac-task/mypy.ini new file mode 100644 index 0000000..c0313bd --- /dev/null +++ b/examples/my-stac-task/mypy.ini @@ -0,0 +1,5 @@ +[mypy] +python_version = 3.12 +strict = true +mypy_path = ../.. +ignore_missing_imports = True diff --git a/examples/my-stac-task/pyproject.toml b/examples/my-stac-task/pyproject.toml new file mode 100644 index 0000000..0460a99 --- /dev/null +++ b/examples/my-stac-task/pyproject.toml @@ -0,0 +1,47 @@ +[project] +name = "my-stac-task" +version = "0.1.0" +authors = [{ name = "Matthew Hanson", email = "matt.a.hanson@gmail.com" }] +description = "An example STAC task that can be used as a template" +readme = "README.md" +requires-python = ">=3.10" +keywords = ["stac", "workflow", "cirrus"] +license = { text = "Apache-2.0" } +classifiers = [ + "Programming Language :: Python :: 3", + "Programming Language :: Python :: 3.10", + "Programming Language :: Python :: 3.11", + "Programming Language :: Python :: 3.12", + "Programming Language :: Python :: 3.13" +] +dependencies = [ + "pystac>=1.12.2", + "stactask>=0.7.0", +] + +[project.scripts] +my-stac-task = "my_stac_task.task:MyStacTask.cli" + + +[tool.mypy] +show_error_codes = true +strict = true +warn_unused_ignores = true + +[tool.pytest.ini_options] +filterwarnings = ["ignore::DeprecationWarning"] + +[tool.ruff] +lint.select = ["F", "E", "W", "I", "ERA", "RUF"] + +[tool.uv] +dev-dependencies = [ + "mypy>=1.15.0", + "pre-commit>=4.1.0", + "pytest>=8.3.5", + "ruff>=0.9.9", +] + +[build-system] +requires = ["hatchling"] +build-backend = "hatchling.build" diff --git a/examples/my-stac-task/src/my_stac_task/__init__.py b/examples/my-stac-task/src/my_stac_task/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/examples/my-stac-task/src/my_stac_task/processor.py b/examples/my-stac-task/src/my_stac_task/processor.py new file mode 100644 index 0000000..d4f5ad1 --- /dev/null +++ b/examples/my-stac-task/src/my_stac_task/processor.py @@ -0,0 +1,80 @@ +from datetime import datetime + +import pystac +from stactask import Payload + + +def process_item(payload: Payload) -> Payload: + """Create and minimally process a STAC Item. + + Parameters + ---------- + payload : Payload + The Cirrus process payload. ``Payload`` is a dict-like object that provides + convenient accessors for commonly used payload properties. The following + properties are available on the payload: + + - ``process_definition`` : dict + The first element of the payload's ``process`` list. Contains the + task configuration and workflow options. + - ``workflow_options`` : dict + Workflow-level options extracted from ``process_definition``. + - ``task_options_dict`` : dict[str, dict] + Mapping of task names to their parameter dictionaries. + - ``upload_options`` : dict + Upload-related options (for example, path templates and headers). + - ``items_as_dicts`` : list[dict] + The list of feature dictionaries (STAC Items) present in the payload. + - ``collection_matchers`` : list[dict] + A list of matcher objects used to map items to collections. + - ``collection_options`` : dict[str, dict] + Per-collection options used to override default behaviour. + + For additional definitions, see the stac-task README: + https://github.com/stac-utils/stac-task?tab=readme-ov-file#stac-task-stac-task + ...or the Cirrus docs: + https://cirrus-geo.github.io/cirrus-geo/v1.2.0/cirrus/30_payload.html + + Returns + ------- + Payload + The modified payload containing the newly created STAC Item in the + ``features`` list. + """ + + # create an item + item = pystac.Item( + id="example-item", + geometry={ + "type": "Polygon", + "coordinates": [ + [ + [-71.4667693618289, 43.3262376051166], + [-71.4278035338514, 42.3392708844627], + [-70.6447744862405, 42.3532726633038], + [-70.2637344878527, 43.3458642540582], + [-71.4667693618289, 43.3262376051166], + ] + ], + }, + bbox=[-71.466769, 42.339271, -70.263734, 43.345864], + datetime=datetime(2025, 3, 4, 15, 41, 14), + properties={"example-property": "value"}, + ) + + # add an asset + item.add_asset( + "example_asset", + pystac.Asset( + title="Example", + href="http://example.com/example_asset.tif", + media_type="image/tiff", + ), + ) + + # add the Item to the payload features list + if payload.get("features") is None: + payload["features"] = [] + payload.get("features").append(item.to_dict()) # type: ignore + + return payload diff --git a/examples/my-stac-task/src/my_stac_task/task.py b/examples/my-stac-task/src/my_stac_task/task.py new file mode 100755 index 0000000..e86ed97 --- /dev/null +++ b/examples/my-stac-task/src/my_stac_task/task.py @@ -0,0 +1,48 @@ +from typing import Any, cast + +from stactask import Task + +from .processor import process_item + + +class MyStacTask(Task): + name = "my-stac-task" + description = "An example STAC Task" + + def validate(self) -> bool: + """Custom validation logic for the task. + + Bespoke validation task-specific parameters can be implemented here. + This method is called by the parent class during task initialization. + """ + return True + + def process(self, **kwargs: Any) -> list[dict[str, Any]]: + """Core task processing logic. + + This method is called by the parent class to perform the main work of the task. + All business logic should be implemented here. + """ + + # this block is specific to the my-stac-task tests and can be removed as-needed + # during task customization + if "invalid" in self.process_definition.get("id", ""): + raise Exception("invalid") + + # example processing: create and process a STAC Item + updated_payload = process_item(self.payload) + + # return a list of Items + features = cast(list[dict[str, Any]], updated_payload.get("features", [])) + return features + + +def lambda_handler( + event: dict[str, Any], + context: dict[str, Any] | None = None, +) -> dict[str, Any]: + return MyStacTask.handler(payload=event) + + +if __name__ == "__main__": + MyStacTask.cli() diff --git a/examples/my-stac-task/stac-task-user-guide.md b/examples/my-stac-task/stac-task-user-guide.md new file mode 100644 index 0000000..462db90 --- /dev/null +++ b/examples/my-stac-task/stac-task-user-guide.md @@ -0,0 +1,300 @@ +# STAC Task User Guide + +This guide provides a comprehensive overview of building and running **STAC Tasks** using the [`stac-task`](https://github.com/stac-utils/stac-task) library. Following the "STAC In, STAC Out" philosophy, a STAC Task is a discrete unit of processing that consumes STAC metadata via a Cirrus process payload, performs an operation (_e.g._, data transformation, metadata generation), and outputs updated STAC metadata. + +The objective of this document is to provide basic instructions as to how to create and run a STAC Task and to provide a basic look under-the-hood of `stac-task`. + +--- + +## Table of Contents + +1. [The STAC Task Philosophy](#the-stac-task-philosophy) +2. [Project Anatomy](#project-anatomy) +3. [The Basics](#the-basics) +4. [Task Workflow](#task-workflow) +5. [The Task Class](#the-task-class) + - [The Task Module](#the-task-module) + - [The Task Object](#the-task-object) + - [The `process` Method](#the-process-method) + - [The Handler Function](#the-handler-function) +6. [Configuration and the Cirrus Payload](#configuration-and-the-cirrus-payload) + - [The Cirrus Process Payload](#the-cirrus-process-payload) + - [The `process_definition` Object](#the-process_definition-object) + - [Uploading Assets and Items](#uploading-assets-and-items) +7. [Entry Points: Handler and CLI](#entry-points-handler-and-cli) + - [The Handler](#the-handler) + - [The CLI](#the-cli) +8. [External Resources](#external-resources) + +--- + +## The STAC Task Philosophy + +The core principle of a STAC Task is **STAC In, STAC Out**. + +* **Input:** A list of one or more STAC Items. +* **Output:** A list of modified or newly created STAC Items. + +This approach (a) avoids passing (potentially large) datasets from task to task and (b) makes metadata central to data processing thus improving process documentation and data provenance. By standardizing on STAC, tasks become modular components that can be chained together in complex workflows (like [Cirrus](https://github.com/cirrus-geo/cirrus-geo)) without needing custom glue code between every step. `stac-task` is built for Cirrus workflows, but, aside from accepting a properly formatted Cirrus process payload (see [Configuration and the Cirrus Payload](#configuration-and-the-cirrus-payload), below), can run independently (either locally or cloud-deployed). + +--- + +## Project Anatomy + +A STAC Task project follows the typical Python project structure - the tree below shows a minimal example of a valid STAC task project: + +```text +my-stac-task/ +├── src/ +│ └── my_task/ +│ ├── __init__.py +│ └── task.py # The core logic +├── tests/ +│ └── test_task.py # Local testing logic +├── pyproject.toml # Dependency management (uv/pip) +└── Dockerfile # Containerization for cloud deployment + +``` + +--- + +## The Basics + +Once you have a properly structured and configured project set-up (based on the `my-stac-task` template or otherwise), your job as a STAC Task developer is straightforward: +* You are adding business logic to the `task` module (or calling other modules that you develop) +* You are testing your code + +Your task can be run in a few different ways depending on your particular needs: + +Via the CLI: +```bash +my-stac-task run input_payload.json +``` + +Via the handler: +```python +output_payload = MyStacTask.handler(payload=input_payload) +``` + +By running the task module as a script: +```bash +python src/my_task/task.py run input_payload.json +``` +(In reality, this is just another way of calling `Task.handler`...) + +See the [Entry Points](#entry-points-handler-and-cli) section below for more detail. + +--- + +## Task Workflow + +Once you have a Cirrus process payload (including its STAC Items, if applicable) the user workflow is very straightforward: +1. Initiate the Task (via the handler or the CLI) +* pass in the payload +2. The Task runs +* an output payload is returned +(See [Running a STAC Task](#running-a-stac-task), below, for more details.) + +For additional context, this is the basic internal STAC Task workflow: +1. The task is initiated by passing in a Cirrus process payload +* by the `handler` function, or +* by the `CLI` +2. The `stactask.Task.handler` _class method_ is called (not to be confused with any handler _function_...) +* the Task is instantiated with a payload +* the payload is validated +* task and workflow parameters are extracted +3. The `process` method is called +* all user-defined processing executes +* optionally: + * STAC Items are created or adjusted + * payload parameters are created, adjusted, etc. +4. A list of one or more STAC Items is returned +5. STAC Items are added to the Cirrus process payload +6. The updated Cirrus process payload is returned + +--- + +## The Task Class + +### The Task Module + +The `task` module (task.py) contains the core source code for a STAC task and has somewhat strict requirements for its contents: +* the Task sub-class object (which inherits from `stactask.Task`) +* the `process` method of the Task +* the `handler` function which calls the `stactask.Task.handler` method + +### The Task Object + +Every task must inherit from `stactask.Task` - this passes on all of the core functionality of `stac-task` to your task. You define a class where you set the task's name and description, then implement the logic. + +```python +from stactask import Task +from typing import List, Any +from pystac import Item + +class MyStacTask(Task): + name = "my-processing-task" + description = "This Task is an example" + version = "2025.03.02" + + def process(self, **kwargs: Any) -> List[Item]: + return self.items_as_dicts +``` + +The Task object is instantiated when the task code is first executed. A Cirrus process payload optionally containing STAC Items and parameters for various workflow and task processes is passed in to the Task object and can be retrieved via `self.payload`. + +### The `process` Method + +The `process` method is the heart of your task - this is where any business logic is called. `process` should always return a list of STAC Items as Python dictionaries. + +```python +def process(self, **kwargs: Any) -> List[str]: + for item in self.items: + self.logger.info(f"Processing item: {item.id}") + + # Example logic: Add a custom property + item.properties["my_task:status"] = "processed" + + return [item.to_dict() for item in items] +``` +Note: the `kwargs` argument exists in the `process` method to facilitate passing in task and workflow option parameters internally within `stactask.Task` - it must remain in the local method definition even though it cannot be used directly here... + +### The Handler Function + +The `handler` function acts as the entry point for AWS Lambda or other event-driven systems. Object naming here is less strict and might depend on requirements for the compute environment (_e.g._ `lambda_handler()` should be the name if the Task is intended for AWS Lambda). It takes the raw JSON payload as an event and passes it to the `stactask.Task.handler` class method which manages the lifecycle of the task. + +```python +def handler(event: dict, context: dict = {}): + return MyStacTask.handler(payload=event) +``` + +--- + +## Configuration and the Cirrus Payload + +### The Cirrus Process Payload + +The Cirrus process payload is a JSON structure containing any incoming STAC Items and any externally-defined task and workflow parameters. Cirrus workflows use the payload to track the state of a workflow. `stac-task` abstracts this so you mainly deal with the `items` and `process_definition` (see below). + +For deeper details on payload structure, see the [Cirrus Payload Documentation](https://cirrus-geo.github.io/cirrus-geo/v0.15.4/index.html). + +This is an example payload for reference: + +```json +{ + "type": "FeatureCollection", + "features": [ + { + + } + ], + "process": [ + { + "description": "My process configuration", + "tasks": { + "my-stac-task": { + "param": "value" + }, + "the-next-task-in-the-workflow": { + "next-param": "value", + } + }, + "workflow_options": { + "global_param": "global_value" + }, + "upload_options": { + "path_template": "s3://my-bucket/${collection}/${year}/${month}/${day}/${id}", + }, + "collection_matchers": [ + + ], + "collection_options": { + "my-collection": { + "upload_options": { + "path_template": "s3://my-bucket/${collection}/${mgrs:utm_zone}/${mgrs:latitude_band}/${mgrs:grid_square}/${year}/${month}/${id}", + } + } + } + } + ] +} +``` + +* `type`: the JSON object is actually a GeoJSON FeatureCollection with an additional `process` field +* `features`: if present, contains STAC Item(s) +* `process`: process definition containing task, workflow, and upload options - the process definition is exposed as `self.process_definition` in the `Task` object. + * `tasks`: contains custom parameters on a per-task basis - in this example the `my-stac-task` key points to custom parameters for this task + * `workflow_options`: contains custom parameters applicable across an entire workflow (_e.g._ to this task, `my-stac-task` and any other STAC Tasks in the same workflow) + * `upload_options`: contains the configuration for data / metadata upload, most notably `path_template`, a convenience URL template that uses strings derived from STAC Item property fields (collection, id, etc.) to define an upload path + * `collection_matchers`: CollectionMatcher objects search for a JSONPath pattern within a STAC Item and assign a collection based on a match (for instance, if a STAC Item's properties included `"producer": "usgs"` the collection matcher would identify that with `$[?(@.properties.producer == 'usgs')]` and assign a collection to the Item accordingly) + * `collection_options`: collection-specific configuration options (primarily used for collection-specific upload options) + +### The `process_definition` Object + +Within your class, process payload parameters are accessible via `self.process_definition`. This allows you to pass dynamic settings to your task without changing the code. + +```python +# In your code: +def process(self, **kwargs: Any) -> List[Item]: + # Access a parameter defined in the Cirrus workflow + threshold = self.process_definition.get("threshold", 0.5) + ... + +``` + +### Uploading Assets and Items + +After processing, you often need to upload local files to S3 and update the STAC Item's metadata to point to the new S3 locations. + +* **`upload_item_assets()`**: Uploads all local files referenced in an Item's assets to S3 based on the `path_template` in your configuration. +* **`upload_item()`**: Uploads the Item JSON itself to S3. + +```python +def process(self, items: List[Item], **kwargs: Any) -> List[Item]: + processed_items = [] + for item in items: + # 1. Logic to create a local file (e.g., 'output.tif') + # 2. Add it to the item + item.add_asset("data", pystac.Asset(href="output.tif")) + + # 3. Automatically upload local assets to S3 and update HREFs + self.upload_item_assets(item) + + processed_items.append(item) + return processed_items + +``` + +--- + +## Entry Points: Handler and CLI + +### The Handler + +The `handler` method is a class method that acts as the entry point for AWS Lambda or other event-driven systems. It takes the raw JSON payload and manages the lifecycle of the task. + +```python +# At the bottom of task.py +def handler(payload, context=None): + return MyProcessingTask.handler(payload) + +``` + +### The CLI + +Including a CLI allows you to run and debug your task locally using a JSON file as input. + +```python +if __name__ == "__main__": + MyProcessingTask.cli() + +``` + +--- + +## External Resources + +* **[stac-task GitHub](https://github.com/stac-utils/stac-task)**: Core library source. +* **[Cirrus Task Example](https://github.com/cirrus-geo/cirrus-task-example)**: The gold standard for task project structure. +* **[Cirrus Documentation](https://cirrus-geo.github.io/cirrus-geo/)**: Documentation for the broader pipeline framework. +* **[PySTAC](https://pystac.readthedocs.io/)**: The library used for manipulating STAC objects in Python. diff --git a/examples/my-stac-task/tests/__init__.py b/examples/my-stac-task/tests/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/examples/my-stac-task/tests/fixtures/payloads/failure/payload1/exception.txt b/examples/my-stac-task/tests/fixtures/payloads/failure/payload1/exception.txt new file mode 100644 index 0000000..9977a28 --- /dev/null +++ b/examples/my-stac-task/tests/fixtures/payloads/failure/payload1/exception.txt @@ -0,0 +1 @@ +invalid diff --git a/examples/my-stac-task/tests/fixtures/payloads/failure/payload1/in.json b/examples/my-stac-task/tests/fixtures/payloads/failure/payload1/in.json new file mode 100644 index 0000000..4592506 --- /dev/null +++ b/examples/my-stac-task/tests/fixtures/payloads/failure/payload1/in.json @@ -0,0 +1,19 @@ +{ + "process": [ + { + "id": "invalid-collection-0/workflow-workflow-1/item-1", + "workflow": "workflow-1", + "output_options": { + "path_template": "/${collection}/${year}/${month}/${day}/${id}", + "collections": { + "collection-1": ".*" + } + }, + "tasks": { + "my-stac-task": { + "param1": "value1" + } + } + } + ] +} diff --git a/examples/my-stac-task/tests/fixtures/payloads/success/payload1/in.json b/examples/my-stac-task/tests/fixtures/payloads/success/payload1/in.json new file mode 100644 index 0000000..977f7f7 --- /dev/null +++ b/examples/my-stac-task/tests/fixtures/payloads/success/payload1/in.json @@ -0,0 +1,19 @@ +{ + "process": [ + { + "id": "collection-0/workflow-workflow-1/item-1", + "workflow": "workflow-1", + "output_options": { + "path_template": "/${collection}/${year}/${month}/${day}/${id}", + "collections": { + "collection-1": ".*" + } + }, + "tasks": { + "my-stac-task": { + "param1": "value1" + } + } + } + ] +} diff --git a/examples/my-stac-task/tests/fixtures/payloads/success/payload1/out.json b/examples/my-stac-task/tests/fixtures/payloads/success/payload1/out.json new file mode 100644 index 0000000..64fe947 --- /dev/null +++ b/examples/my-stac-task/tests/fixtures/payloads/success/payload1/out.json @@ -0,0 +1,52 @@ +{ + "features": [ + { + "type": "Feature", + "stac_version": "1.1.0", + "stac_extensions": [], + "id": "example-item", + "bbox": [-71.466769, 42.339271, -70.263734, 43.345864], + "geometry": { + "type": "Polygon", + "coordinates": [ + [ + [-71.4667693618289, 43.3262376051166], + [-71.4278035338514, 42.3392708844627], + [-70.6447744862405, 42.3532726633038], + [-70.2637344878527, 43.3458642540582], + [-71.4667693618289, 43.3262376051166] + ] + ] + }, + "properties": { + "datetime": "2025-03-04T15:41:14Z", + "example-property": "value" + }, + "assets": { + "example_asset": { + "title": "Example", + "type": "image/tiff", + "href": "http://example.com/example_asset.tif" + } + }, + "links": [] + } + ], + "process": [ + { + "id": "collection-0/workflow-workflow-1/item-1", + "workflow": "workflow-1", + "output_options": { + "path_template": "/${collection}/${year}/${month}/${day}/${id}", + "collections": { + "collection-1": ".*" + } + }, + "tasks": { + "my-stac-task": { + "param1": "value1" + } + } + } + ] +} diff --git a/examples/my-stac-task/tests/test_task.py b/examples/my-stac-task/tests/test_task.py new file mode 100644 index 0000000..f0b9e91 --- /dev/null +++ b/examples/my-stac-task/tests/test_task.py @@ -0,0 +1,51 @@ +import json +import os +from pathlib import Path + +import pytest + +from my_stac_task.task import MyStacTask + + +# Helper function to get test data +def get_test_cases() -> list[tuple[Path, Path, bool]]: + test_cases: list[tuple[Path, Path, bool]] = [] + fixtures_dir = Path(__file__).parent / "fixtures" / "payloads" + + # Walk through the directory and find all directories with an 'in.json' file + for dirpath, dirnames, filenames in os.walk(fixtures_dir): + if "in.json" in filenames: + input_file = Path(dirpath) / "in.json" + output_file = Path(dirpath) / "out.json" + exception_file = Path(dirpath) / "exception.txt" + + if exception_file.exists(): + # If there's an exception.txt, mark this case as an expected exception + test_cases.append((input_file, exception_file, True)) + elif output_file.exists(): + # Otherwise, match input and output files + test_cases.append((input_file, output_file, False)) + + return test_cases + + +# Parametrize the test with the dynamic test cases +@pytest.mark.parametrize( + "input_file, expected_output_file, expect_exception", get_test_cases() +) +def test_task( + input_file: Path, expected_output_file: Path, expect_exception: bool +) -> None: + input_payload = json.loads(input_file.read_text()) + + if expect_exception: + # If we expect an exception, test that it raises an exception + with open(expected_output_file, "r") as exception_file: + expected_exception = exception_file.read().strip() + with pytest.raises(Exception, match=expected_exception): + MyStacTask.handler(payload=input_payload, upload=False) + else: + # If we expect a successful result, compare the actual and expected output + expected_output = json.loads(expected_output_file.read_text()) + actual_output = MyStacTask.handler(payload=input_payload, upload=False) + assert actual_output == expected_output 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