Add kriging compute preview

CHANGELOG.md

@@ -1,5 +1,52 @@
 # Changelog
 
+## evo-sdk@v0.2.0
+### What's Changed
+#### evo-sdk
+* **Typed object interactions** — Simplified interactions with a subset of Evo geoscience objects (Points, Grids, Block Models, Variograms) aimed at geologists and geostatisticians. Typed object interactions abstract API calls and make it easier to access data.
+* **evo-widgets** — New `evo-widgets` package with rich HTML rendering of typed objects in Jupyter notebooks. Load via `%load_ext evo.widgets` for pretty-printed output with clickable links to Evo Portal and Viewer.
+* **Kriging compute (preview)** — Support for running a preview version of Kriging estimation via `evo-compute`.
+* Updated README with Quick start for notebooks, typed object examples, and links to [simplified object interactions](code-samples/geoscience-objects/simplified-object-interactions/) and [running kriging compute](code-samples/geoscience-objects/running-kriging-compute/) notebooks.
+
+**Full Changelog**: https://github.com/SeequentEvo/evo-python-sdk/compare/evo-sdk@v0.1.20...evo-sdk@v0.2.0
+
+## evo-objects@v0.4.0
+### What's Changed
+#### evo-objects
+* New typed objects support for simplified interactions with geoscience objects (`PointSet`, grids, variograms). Typed objects abstract API calls and provide intuitive Python classes for data access, including `to_dataframe()`, automatic bounding box calculation, and rich HTML display.
+
+**Full Changelog**: https://github.com/SeequentEvo/evo-python-sdk/compare/evo-objects@v0.3.2...evo-objects@v0.4.0
+
+## evo-blockmodels@v0.2.0
+### What's Changed
+#### evo-blockmodels
+* Typed object support for interactions with block models and block model reports.
+
+**Full Changelog**: https://github.com/SeequentEvo/evo-python-sdk/compare/evo-blockmodels@v0.1.0...evo-blockmodels@v0.2.0
+
+## evo-widgets@v0.2.0
+### What's Changed
+#### evo-widgets
+* First published release of `evo-widgets` 🎉
+* Rich HTML rendering of typed geoscience objects in Jupyter notebooks. Load via `%load_ext evo.widgets`.
+* Supports `PointSet`, `Regular3DGrid`, `TensorGrid`, `BlockModel`, and other typed objects inheriting from `_BaseObject`.
+* URL generation for Evo Portal and Viewer links (`get_portal_url_for_object`, `get_viewer_url_for_object`, `get_viewer_url_for_objects`).
+* Light/dark mode support via Jupyter theme CSS variables.
+
+## evo-compute@v0.0.2
+### What's Changed
+#### evo-compute
+* First preview compute task: Kriging estimation via Evo Compute.
+
+**Full Changelog**: https://github.com/SeequentEvo/evo-python-sdk/compare/evo-compute@v0.0.1rc3...evo-compute@v0.0.2
+
+## evo-sdk-common@v0.5.19
+### What's Changed
+#### evo-sdk-common
+* Common typed object definitions moved to `evo-sdk-common` for shared use across packages.
+
+**Full Changelog**: https://github.com/SeequentEvo/evo-python-sdk/compare/evo-sdk-common@v0.5.18...evo-sdk-common@v0.5.19
+
 ## evo-files@v0.2.4
 ## What's Changed
 

README.md

@@ -38,12 +38,81 @@ Before you get started, make sure you have:
 
 `evo-python-sdk` is designed for developers, data scientists, and technical users who want to work with Seequent Evo APIs and geoscience data. 
 
+This repository contains a number of sub-packages. You may choose to install the `evo-sdk` package, which includes all sub-packages and optional dependencies (e.g. Jupyter notebook support), or choose a specific package to install:
+
+| Package | Version | Import | Description |
+| --- | --- | --- | --- |
+| [evo-sdk](README.md) | <a href="https://pypi.org/project/evo-sdk/"><img alt="PyPI - Version" src="https://img.shields.io/pypi/v/evo-sdk" /></a> | | A metapackage that installs all available Seequent Evo SDKs, including Jupyter notebook examples. |
+| [evo-sdk-common](packages/evo-sdk-common/README.md) | <a href="https://pypi.org/project/evo-sdk-common/"><img alt="PyPI - Version" src="https://img.shields.io/pypi/v/evo-sdk-common" /></a> | `evo.common`, `evo.notebooks` | A shared library that provides common functionality for integrating with Seequent's client SDKs. |
+| [evo-files](packages/evo-files/README.md) | <a href="https://pypi.org/project/evo-files/"><img alt="PyPI - Version" src="https://img.shields.io/pypi/v/evo-files" /></a> | `evo.files` | A service client for interacting with the Evo File API. |
+| [evo-objects](packages/evo-objects/README.md) | <a href="https://pypi.org/project/evo-objects/"><img alt="PyPI - Version" src="https://img.shields.io/pypi/v/evo-objects" /></a> | `evo.objects` | A geoscience object service client library designed to help get up and running with the Geoscience Object API. |
+| [evo-colormaps](packages/evo-colormaps/README.md)  | <a href="https://pypi.org/project/evo-colormaps/"><img alt="PyPI - Version" src="https://img.shields.io/pypi/v/evo-colormaps" /></a> | `evo.colormaps` | A service client to create colour mappings and associate them to geoscience data with the Colormap API.|
+| [evo-blockmodels](packages/evo-blockmodels/README.md) | <a href="https://pypi.org/project/evo-blockmodels/"><img alt="PyPI - Version" src="https://img.shields.io/pypi/v/evo-blockmodels" /></a> | `evo.blockmodels` | The Block Model API provides the ability to manage and report on block models in your Evo workspaces. |
+| [evo-widgets](packages/evo-widgets/README.md) | <a href="https://pypi.org/project/evo-widgets/"><img alt="PyPI - Version" src="https://img.shields.io/pypi/v/evo-widgets" /></a> | `evo.widgets` | Widgets and presentation layer — rich HTML rendering of typed geoscience objects in Jupyter notebooks. |
+| [evo-compute](packages/evo-compute/README.md)  | <a href="https://pypi.org/project/evo-compute/"><img alt="PyPI - Version" src="https://img.shields.io/pypi/v/evo-compute" /></a> | `evo.compute` | A service client to send jobs to the Compute Tasks API.|
+
 * To quickly learn how to use Evo APIs, start with the [Getting started with Evo code samples](#getting-started-with-evo-code-samples) section, which contains practical, end-to-end Jupyter notebook examples for common workflows. Most new users should begin with this section.
 
 * If you are interested in the underlying SDKs or need to understand the implementation details, explore the [Getting started with Evo SDK development](#getting-started-with-evo-sdk-development) section, which contains the source code for each Evo SDK. 
 
 * To learn about contributing to this repository, take a look at the [Contributing](#contributing) section.
 
+## Quick start for notebooks
+
+Once you have an Evo app registered and the SDK installed, you can load and work with geoscience objects in just a few lines of code:
+
+```python
+# Authenticate with Evo
+from evo.notebooks import ServiceManagerWidget
+
+manager = await ServiceManagerWidget.with_auth_code(
+    client_id="<your-client-id>",
+    cache_location="./notebook-data",
+).login()
+```
+
+> **Output:**
+>
+> ![ServiceManagerWidget](docs/img/service-manager-widget.png)
+> 
+> *A browser window opens for authentication. After login, select your organization, hub, and workspace from the dropdowns.*
+
+```python
+# Enable rich HTML display for Evo objects in Jupyter
+%load_ext evo.widgets
+
+# Load an object by file path or UUID
+from evo.objects.typed import object_from_uuid, object_from_path
+
+obj = await object_from_path(manager, "<your-object-path>")
+
+# OR
+
+obj = await object_from_uuid(manager, "<your-object-uuid>")
+obj  # Displays object info with links to Evo Portal and Viewer
+```
+
+> **Output:**
+>
+> ![PointSet object display](docs/img/pointset-output.png)
+
+```python
+# Get data as a pandas DataFrame
+df = await obj.to_dataframe()
+df.head()
+```
+
+> **Output:**
+> |   | x | y | z | Ag_ppm Values |
+> |---|---|---|---|---|
+> | 0 | 10584.40 | 100608.98 | 214.70 | 12.5 |
+> | 1 | 10590.21 | 100615.43 | 220.15 | 8.3 |
+> | ... | ... | ... | ... | ... |
+
+Typed objects like `PointSet`, `BlockModel`, and `Variogram` provide pretty-printed output in Jupyter with clickable links to view your data in Evo. As support for more geoscience objects is added, geologists and geostatisticians can interact with points, variograms, block models, grids, and more — all through intuitive Python classes. To determine the path or UUID of an object, visit the [Evo Portal](https://evo.seequent.com) or use the `ObjectSearchWidget`.
+
+For a hands-on introduction, see the [simplified object interactions](code-samples/geoscience-objects/simplified-object-interactions/) notebook. For a complete geostatistical workflow including variogram modelling and kriging estimation, see the [running kriging compute](code-samples/geoscience-objects/running-kriging-compute/) notebook.
+
 ## Getting started with Evo code samples
 
 For detailed information about creating Evo apps, the authentication setup, available code samples, and step-by-step guides for working with the Jupyter notebooks, please refer to the [**code-samples/README.md**](code-samples/README.md) file. 
@@ -52,18 +121,6 @@ This comprehensive guide will walk you through everything required to get starte
 
 ## Getting started with Evo SDK development
 
-This repository contains a number of sub-packages. You may choose to install the `evo-sdk` package, which includes all
-sub-packages and optional dependencies (e.g. Jupyter notebook support), or choose a specific package to install:
-
-| Package | Version | Description |
-| --- | --- | --- |
-| [evo-sdk](README.md) | <a href="https://pypi.org/project/evo-sdk/"><img alt="PyPI - Version" src="https://img.shields.io/pypi/v/evo-sdk" /></a> | A metapackage that installs all available Seequent Evo SDKs, including Jupyter notebook examples. |
-| [evo-sdk-common](packages/evo-sdk-common/README.md) | <a href="https://pypi.org/project/evo-sdk-common/"><img alt="PyPI - Version" src="https://img.shields.io/pypi/v/evo-sdk-common" /></a> | A shared library that provides common functionality for integrating with Seequent's client SDKs. |
-| [evo-files](packages/evo-files/README.md) | <a href="https://pypi.org/project/evo-files/"><img alt="PyPI - Version" src="https://img.shields.io/pypi/v/evo-files" /></a> | A service client for interacting with the Evo File API. |
-| [evo-objects](packages/evo-objects/README.md) | <a href="https://pypi.org/project/evo-objects/"><img alt="PyPI - Version" src="https://img.shields.io/pypi/v/evo-objects" /></a> | A geoscience object service client library designed to help get up and running with the Geoscience Object API. |
-| [evo-colormaps](packages/evo-colormaps/README.md)  | <a href="https://pypi.org/project/evo-colormaps/"><img alt="PyPI - Version" src="https://img.shields.io/pypi/v/evo-colormaps" /></a> | A service client to create colour mappings and associate them to geoscience data with the Colormap API.|
-| [evo-blockmodels](packages/evo-blockmodels/README.md) | <a href="https://pypi.org/project/evo-blockmodels/"><img alt="PyPI - Version" src="https://img.shields.io/pypi/v/evo-blockmodels" /></a> | The Block Model API provides the ability to manage and report on block models in your Evo workspaces. |
-| [evo-compute](packages/evo-compute/README.md)  | <a href="https://pypi.org/project/evo-compute/"><img alt="PyPI - Version" src="https://img.shields.io/pypi/v/evo-compute" /></a> | A service client to send jobs to the Compute Tasks API.|
 
 ### Getting started
 

code-samples/geoscience-objects/running-kriging-compute/README.md

@@ -33,7 +33,7 @@ The variogram uses two nested spherical structures aligned with the dominant ori
 - **Long-range structure**: Contribution 0.51, ranges 250m × 180m × 100m
 - **Anisotropy**: Dip 70°, Azimuth 15° (NNE strike direction)
 
-## WIP: Kriging Compute
+## Kriging Compute
 
 The notebook includes work-in-progress sections demonstrating:
 - Creating a target `BlockModel` for estimation