llama-stack-mirror/docs/source
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
..
advanced_apis chore: rename templates to distributions (#3035) 2025-08-04 11:34:17 -07:00
apis chore: bump min python version in docs and tests (#3103) 2025-08-12 08:52:57 -07:00
building_applications docs: Update blocks formatting in docs/source files (#3120) 2025-08-13 08:06:31 -07:00
concepts feat: add batches API with OpenAI compatibility (with inference replay) (#3162) 2025-08-15 15:34:15 -07:00
contributing test: benchmark scripts (#3160) 2025-08-15 11:24:29 -07:00
deploying chore(rename): move llama_stack.distribution to llama_stack.core (#2975) 2025-07-30 23:30:53 -07:00
distributions test: benchmark scripts (#3160) 2025-08-15 11:24:29 -07:00
getting_started docs: Added comment about a known limitation of AgentEventLogger (#2930) 2025-08-07 10:09:57 -07:00
providers feat: add batches API with OpenAI compatibility (with inference replay) (#3162) 2025-08-15 15:34:15 -07:00
references docs: Update blocks formatting in docs/source files (#3120) 2025-08-13 08:06:31 -07:00
conf.py docs: Add documentation on how to contribute a Vector DB provider and update testing documentation (#3093) 2025-08-11 11:11:09 -07:00
index.md docs: Reorganize documentation on the webpage (#2651) 2025-07-15 14:19:35 -07:00