mirror of
https://github.com/meta-llama/llama-stack.git
synced 2025-08-21 09:23:13 +00:00
914c7be288
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>
22 lines
804 B
Markdown
22 lines
804 B
Markdown
# Agents
|
|
|
|
## Overview
|
|
|
|
Agents API for creating and interacting with agentic systems.
|
|
|
|
Main functionalities provided by this API:
|
|
- Create agents with specific instructions and ability to use tools.
|
|
- Interactions with agents are grouped into sessions ("threads"), and each interaction is called a "turn".
|
|
- Agents can be provided with various tools (see the ToolGroups and ToolRuntime APIs for more details).
|
|
- Agents can be provided with various shields (see the Safety API for more details).
|
|
- Agents can also use Memory to retrieve information from knowledge bases. See the RAG Tool and Vector IO APIs for more details.
|
|
|
|
This section contains documentation for all available providers for the **agents** API.
|
|
|
|
## Providers
|
|
|
|
```{toctree}
|
|
:maxdepth: 1
|
|
|
|
inline_meta-reference
|
|
```
|