llama-stack-mirror/docs
Matthew Farrellee 914c7be288
feat: add batches API with OpenAI compatibility (with inference replay) (#3162)
Add complete batches API implementation with protocol, providers, and
tests:

Core Infrastructure:
- Add batches API protocol using OpenAI Batch types directly
- Add Api.batches enum value and protocol mapping in resolver
- Add OpenAI "batch" file purpose support
- Include proper error handling (ConflictError, ResourceNotFoundError)

Reference Provider:
- Add ReferenceBatchesImpl with full CRUD operations (create, retrieve,
cancel, list)
- Implement background batch processing with configurable concurrency
- Add SQLite KVStore backend for persistence
- Support /v1/chat/completions endpoint with request validation

Comprehensive Test Suite:
- Add unit tests for provider implementation with validation
- Add integration tests for end-to-end batch processing workflows
- Add error handling tests for validation, malformed inputs, and edge
cases

Configuration:
- Add max_concurrent_batches and max_concurrent_requests_per_batch
options
- Add provider documentation with sample configurations

Test with -

```
$ uv run llama stack build --image-type venv --providers inference=YOU_PICK,files=inline::localfs,batches=inline::reference --run &
$ LLAMA_STACK_CONFIG=http://localhost:8321 uv run pytest tests/unit/providers/batches tests/integration/batches --text-model YOU_PICK
```

addresses #3066

---------

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: Ashwin Bharambe <ashwin.bharambe@gmail.com>
2025-08-15 15:34:15 -07:00
..
_static feat: add batches API with OpenAI compatibility (with inference replay) (#3162) 2025-08-15 15:34:15 -07:00
notebooks chore: rename templates to distributions (#3035) 2025-08-04 11:34:17 -07:00
openapi_generator chore(rename): move llama_stack.distribution to llama_stack.core (#2975) 2025-07-30 23:30:53 -07:00
resources Several documentation fixes and fix link to API reference 2025-02-04 14:00:43 -08:00
source feat: add batches API with OpenAI compatibility (with inference replay) (#3162) 2025-08-15 15:34:15 -07:00
zero_to_hero_guide chore: rename templates to distributions (#3035) 2025-08-04 11:34:17 -07:00
conftest.py fix: sleep after notebook test 2025-03-23 14:03:35 -07:00
contbuild.sh Fix broken links with docs 2024-11-22 20:42:17 -08:00
dog.jpg Support for Llama3.2 models and Swift SDK (#98) 2024-09-25 10:29:58 -07:00
getting_started.ipynb chore: rename templates to distributions (#3035) 2025-08-04 11:34:17 -07:00
getting_started_llama4.ipynb chore: rename templates to distributions (#3035) 2025-08-04 11:34:17 -07:00
getting_started_llama_api.ipynb chore: rename templates to distributions (#3035) 2025-08-04 11:34:17 -07:00
license_header.txt Initial commit 2024-07-23 08:32:33 -07:00
make.bat feat(pre-commit): enhance pre-commit hooks with additional checks (#2014) 2025-04-30 11:35:49 -07:00
Makefile first version of readthedocs (#278) 2024-10-22 10:15:58 +05:30
original_rfc.md chore(rename): move llama_stack.distribution to llama_stack.core (#2975) 2025-07-30 23:30:53 -07:00
quick_start.ipynb chore: rename templates to distributions (#3035) 2025-08-04 11:34:17 -07:00
README.md feat: add auto-generated CI documentation pre-commit hook (#2890) 2025-07-25 17:57:01 +02:00

Llama Stack Documentation

Here's a collection of comprehensive guides, examples, and resources for building AI applications with Llama Stack. For the complete documentation, visit our ReadTheDocs page.

Render locally

From the llama-stack root directory, run the following command to render the docs locally:

uv run --group docs sphinx-autobuild docs/source docs/build/html --write-all

You can open up the docs in your browser at http://localhost:8000

Content

Try out Llama Stack's capabilities through our detailed Jupyter notebooks: