llama-stack-mirror/docs/source/concepts
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
..
api_providers.md docs(mcp): add a few lines for how to specify Auth headers in MCP tools (#2336) 2025-06-02 14:28:38 -07:00
apis.md feat: add batches API with OpenAI compatibility (with inference replay) (#3162) 2025-08-15 15:34:15 -07:00
architecture.md docs: add missing bold title to match others (#2782) 2025-07-16 18:05:48 +02:00
distributions.md docs(mcp): add a few lines for how to specify Auth headers in MCP tools (#2336) 2025-06-02 14:28:38 -07:00
index.md docs: Reorganize documentation on the webpage (#2651) 2025-07-15 14:19:35 -07:00
resources.md docs(mcp): add a few lines for how to specify Auth headers in MCP tools (#2336) 2025-06-02 14:28:38 -07:00