Commit graph

182 commits

Author SHA1 Message Date
Roy Belio
b060f73e6d Merge remote-tracking branch 'upstream/main' into feat/gunicorn-production-server 2025-10-30 16:43:34 +02:00
Ashwin Bharambe
c9d4b6c54f
chore(mypy): part-04 resolve mypy errors in meta_reference agents (#3969)
## Summary
Fixes all mypy type errors in `providers/inline/agents/meta_reference/`
and removes exclusions from pyproject.toml.

## Changes
- Fix type annotations for Safety API message parameters
(OpenAIMessageParam)
- Add Action enum usage in access control checks
- Correct method signatures to match API supertype (parameter ordering)
- Handle optional return types with proper None checks
- Remove 3 meta_reference exclusions from mypy config

**Files fixed:** 25 errors across 3 files (safety.py, persistence.py,
agents.py)
2025-10-29 13:37:28 -07:00
Roy Belio
e72583cd9c feat(cli): use gunicorn to manage server workers on unix systems
Implement Gunicorn + Uvicorn deployment strategy for Unix systems to provide
multi-process parallelism and high-concurrency async request handling.

Key Features:
- Platform detection: Uses Gunicorn on Unix (Linux/macOS), falls back to
  Uvicorn on Windows
- Worker management: Auto-calculates workers as (2 * CPU cores) + 1 with
  env var overrides (GUNICORN_WORKERS, WEB_CONCURRENCY)
- Production optimizations:
  * Worker recycling (--max-requests, --max-requests-jitter) prevents memory leaks
  * Configurable worker connections (default: 1000 per worker)
  * Connection keepalive for improved performance
  * Automatic log level mapping from Python logging to Gunicorn
  * Optional --preload for memory efficiency (disabled by default)
- IPv6 support: Proper bind address formatting for IPv6 addresses
- SSL/TLS: Passes through certificate configuration from uvicorn_config
- Comprehensive logging: Reports workers, capacity, and configuration details
- Graceful fallback: Falls back to Uvicorn if Gunicorn not installed

Configuration via Environment Variables:
- GUNICORN_WORKERS / WEB_CONCURRENCY: Override worker count
- GUNICORN_WORKER_CONNECTIONS: Concurrent connections per worker
- GUNICORN_TIMEOUT: Worker timeout (default: 120s for async workers)
- GUNICORN_KEEPALIVE: Connection keepalive (default: 5s)
- GUNICORN_MAX_REQUESTS: Worker recycling interval (default: 10000)
- GUNICORN_MAX_REQUESTS_JITTER: Randomize restart timing (default: 1000)
- GUNICORN_PRELOAD: Enable app preloading for production (default: false)

Based on best practices from:
- DeepWiki analysis of encode/uvicorn and benoitc/gunicorn repositories
- Medium article: "Mastering Gunicorn and Uvicorn: The Right Way to Deploy
  FastAPI Applications"

Fixes:
- Avoids worker multiplication anti-pattern (nested workers)
- Proper IPv6 bind address formatting ([::]:port)
- Correct Gunicorn parameter names (--keep-alive vs --keepalive)

Dependencies:
- Added gunicorn>=23.0.0 to pyproject.toml

Co-Authored-By: Claude <noreply@anthropic.com>
2025-10-29 17:09:17 +02:00
Ashwin Bharambe
a4f97559d1
fix(mypy): part-03 completely resolve meta reference responses impl typing issues (#3951)
## Summary
Resolves all mypy errors in meta reference agent OpenAI responses
implementation by adding proper type narrowing, None checks, and
Sequence type support.

## Changes
- Fixed streaming.py, openai_responses.py, utils.py, tool_executor.py,
agent_instance.py
- Added Sequence type support to schema generator (ensures correct JSON
schema generation)
- Applied union type narrowing and None checks throughout

## Test plan
- All modified files pass mypy type checking (0 errors)
- Schema generator produces correct `type: array` for Sequence types

---------

Co-authored-by: Claude <noreply@anthropic.com>
2025-10-29 08:07:15 -07:00
Ashwin Bharambe
94b0592240
fix(mypy): add type stubs and fix typing issues (#3938)
Adds type stubs and fixes mypy errors for better type coverage.

Changes:
- Added type_checking dependency group with type stubs (torchtune, trl,
etc.)
- Added lm-format-enforcer to pre-commit hook
- Created HFAutoModel Protocol for type-safe HuggingFace model handling
- Added mypy.overrides for untyped libraries (torchtune, fairscale,
etc.)
- Fixed type issues in post-training providers, databricks, and
api_recorder

Note: ~1,200 errors remain in excluded files (see pyproject.toml exclude
list).

---------

Co-authored-by: Claude <noreply@anthropic.com>
2025-10-28 11:00:09 -07:00
Ashwin Bharambe
1d385b5b75
fix(mypy): resolve OpenAI SDK and provider type issues (#3936)
## Summary
- Fix OpenAI SDK NotGiven/Omit type mismatches in embeddings calls
- Fix incorrect OpenAIChatCompletionChunk import in vllm provider
- Refactor to avoid type:ignore comments by using conditional kwargs

## Changes
**openai_mixin.py (9 errors fixed):**
- Build kwargs conditionally for embeddings.create() to avoid
NotGiven/Omit mismatch
- Only include parameters when they have actual values (not None)

**gemini.py (9 errors fixed):**
- Apply same conditional kwargs pattern
- Add missing Any import

**vllm.py (2 errors fixed):**
- Use correct OpenAIChatCompletionChunk from llama_stack.apis.inference
- Remove incorrect alias from openai package

## Technical Notes
The OpenAI SDK has a type system quirk where `NOT_GIVEN` has type
`NotGiven` but parameter signatures expect `Omit`. By only passing
parameters with actual values, we avoid this mismatch entirely without
needing `# type: ignore` comments.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

---------

Co-authored-by: Claude <noreply@anthropic.com>
2025-10-28 10:54:29 -07:00
Ashwin Bharambe
e5ca7e6450
chore(mypy): add mypy and type stub packages to dev deps (#3930)
## Summary

This PR adds mypy and essential type stub packages to dev dependencies
as Phase 1 of the mypy suppression removal plan.

**Changes:**
- Add `mypy` to dev dependencies
- Add type stubs: `types-jsonschema`, `pandas-stubs`, `types-psutil`,
`types-tqdm`, `boto3-stubs`

**Impact:**
- Enables static type checking across the codebase
- Eliminates ~30 type checking errors related to missing type
information for third-party packages
- Provides foundation for subsequent PRs to remove type suppressions

**Part of:** Mypy suppression removal plan (Phase 1/4)

**Testing:**
```bash
uv sync --group dev
uv run mypy
```
2025-10-28 06:02:38 -07:00
Sébastien Han
b47afac7c2
chore: bump openai package version (#3918)
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# What does this PR do?

To match https://github.com/llamastack/llama-stack/pull/3847 We must not
update the lock manually, but always reflect the update in the
pyproject.toml. The lock is a state at build time.

Signed-off-by: Sébastien Han <seb@redhat.com>
2025-10-28 09:18:48 +01:00
Matthew Farrellee
a9b00db421
feat: add provider data keys for Cerebras, Databricks, NVIDIA, and RunPod (#3734)
# What does this PR do?

add provider-data key passing support to Cerebras, Databricks, NVIDIA
and RunPod

also, added missing tests for Fireworks, Anthropic, Gemini, SambaNova,
and vLLM

addresses #3517 

## Test Plan

ci w/ new tests

---------

Co-authored-by: Ashwin Bharambe <ashwin.bharambe@gmail.com>
2025-10-27 13:09:35 -07:00
Ashwin Bharambe
471b1b248b
chore(package): migrate to src/ layout (#3920)
Migrates package structure to src/ layout following Python packaging
best practices.

All code moved from `llama_stack/` to `src/llama_stack/`. Public API
unchanged - imports remain `import llama_stack.*`.

Updated build configs, pre-commit hooks, scripts, and GitHub workflows
accordingly. All hooks pass, package builds cleanly.

**Developer note**: Reinstall after pulling: `pip install -e .`
2025-10-27 12:02:21 -07:00
github-actions[bot]
bf2d16997d build: Bump version to 0.3.0
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2025-10-21 23:59:09 +00:00
Ashwin Bharambe
07fc8013eb
fix(tests): reduce some test noise (#3825)
a bunch of logger.info()s are good for server code to help debug in
production, but we don't want them killing our unit test output :)

---------

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2025-10-16 09:52:16 -07:00
Sébastien Han
1136daf310
fix: replace python-jose with PyJWT for JWT handling (#3756)
# What does this PR do?

This commit migrates the authentication system from python-jose to PyJWT
to eliminate the dependency on the archived rsa package. The migration
includes:

- Refactored OAuth2TokenAuthProvider to use PyJWT's PyJWKClient for
clean JWKS handling
- Removed manual JWKS fetching, caching and key extraction logic in
favor of PyJWT's built-in functionality

The new implementation is cleaner, more maintainable, and follows PyJWT
best practices while maintaining full backward compatibility.

## Test Plan

Unit tests. Auth CI.

---------

Signed-off-by: Sébastien Han <seb@redhat.com>
2025-10-14 09:35:48 +02:00
Sébastien Han
7ee0ee7843
chore!: remove model mgmt from CLI for Hugging Face CLI (#3700)
This change removes the `llama model` and `llama download` subcommands
from the CLI, replacing them with recommendations to use the Hugging
Face CLI instead.

Rationale for this change:
- The model management functionality was largely duplicating what
Hugging Face CLI already provides, leading to unnecessary maintenance
overhead (except the download source from Meta?)
- Maintaining our own implementation required fixing bugs and keeping up
with changes in model repositories and download mechanisms
- The Hugging Face CLI is more mature, widely adopted, and better
maintained
- This allows us to focus on the core Llama Stack functionality rather
than reimplementing model management tools

Changes made:
- Removed all model-related CLI commands and their implementations
- Updated documentation to recommend using `huggingface-cli` for model
downloads
- Removed Meta-specific download logic and statements
- Simplified the CLI to focus solely on stack management operations

Users should now use:
- `huggingface-cli download` for downloading models
- `huggingface-cli scan-cache` for listing downloaded models

This is a breaking change as it removes previously available CLI
commands.

Signed-off-by: Sébastien Han <seb@redhat.com>
2025-10-09 16:50:33 -07:00
Ashwin Bharambe
a055a32ee4
fix(tests): remove chroma and qdrant from vector io unit tests (#3759)
These vector databases are already thoroughly tested in integration
tests.
Unit tests now focus on sqlite_vec, faiss, and pgvector with mocked
dependencies, removing the need for external service dependencies.

## Changes:
- Deleted test_qdrant.py unit test file
- Removed chroma/qdrant fixtures and parametrization from conftest.py
- Fixed SqliteKVStoreConfig import to use correct location
- Removed chromadb, qdrant-client, pymilvus, milvus-lite, and
  weaviate-client from unit test dependencies in pyproject.toml
2025-10-09 14:36:34 -07:00
Matthew Farrellee
d23ed26238
chore: turn OpenAIMixin into a pydantic.BaseModel (#3671)
# What does this PR do?

- implement get_api_key instead of relying on
LiteLLMOpenAIMixin.get_api_key
 - remove use of LiteLLMOpenAIMixin
 - add default initialize/shutdown methods to OpenAIMixin
 - remove __init__s to allow proper pydantic construction
- remove dead code from vllm adapter and associated / duplicate unit
tests
 - update vllm adapter to use openaimixin for model registration
 - remove ModelRegistryHelper from fireworks & together adapters
 - remove Inference from nvidia adapter
 - complete type hints on embedding_model_metadata
- allow extra fields on OpenAIMixin, for model_store, __provider_id__,
etc
 - new recordings for ollama
 - enhance the list models error handling
- update cerebras (remove cerebras-cloud-sdk) and anthropic (custom
model listing) inference adapters
 - parametrized test_inference_client_caching
- remove cerebras, databricks, fireworks, together from blanket mypy
exclude
 - removed unnecessary litellm deps

## Test Plan

ci
2025-10-06 11:33:19 -04:00
Francisco Arceo
7ec7e0c1ac
chore: Add weaviate client to unit group in pyproject.toml and uv.lock (#3675)
# What does this PR do?
`uv add "weaviate-client>=4.16.4" --group unit`

## Test Plan
<!-- Describe the tests you ran to verify your changes with result
summaries. *Provide clear instructions so the plan can be easily
re-executed.* -->

Signed-off-by: Francisco Javier Arceo <farceo@redhat.com>
2025-10-03 14:02:20 -07:00
Francisco Arceo
a20e8eac8c
feat: Add OpenAI Conversations API (#3429)
# What does this PR do?

Initial implementation for `Conversations` and `ConversationItems` using
`AuthorizedSqlStore` with endpoints to:
- CREATE
- UPDATE
- GET/RETRIEVE/LIST
- DELETE

Set `level=LLAMA_STACK_API_V1`.

NOTE: This does not currently incorporate changes for Responses, that'll
be done in a subsequent PR.

Closes https://github.com/llamastack/llama-stack/issues/3235

## Test Plan
- Unit tests
- Integration tests

Also comparison of [OpenAPI spec for OpenAI
API](https://github.com/openai/openai-openapi/tree/manual_spec)
```bash
oasdiff breaking --fail-on ERR docs/static/llama-stack-spec.yaml https://raw.githubusercontent.com/openai/openai-openapi/refs/heads/manual_spec/openapi.yaml --strip-prefix-base "/v1/openai/v1" \
--match-path '(^/v1/openai/v1/conversations.*|^/conversations.*)'
```

Note I still have some uncertainty about this, I borrowed this info from
@cdoern on https://github.com/llamastack/llama-stack/pull/3514 but need
to spend more time to confirm it's working, at the moment it suggests it
does.

UPDATE on `oasdiff`, I investigated the OpenAI spec further and it looks
like currently the spec does not list Conversations, so that analysis is
useless. Noting for future reference.

---------

Signed-off-by: Francisco Javier Arceo <farceo@redhat.com>
2025-10-03 08:47:18 -07:00
Alexey Rybak
382eb25398
docs: fix more broken links (#3649)
# What does this PR do?
* Fixes some more documentation links

## Test Plan
* Manual testing
2025-10-02 10:43:49 +02:00
github-actions[bot]
4487b88ffe build: Bump version to 0.2.23 2025-09-26 21:11:51 +00:00
Matthew Farrellee
926c3ada41
chore: prune mypy exclude list (#3561)
# What does this PR do?

prune the mypy exclude list, build a stronger foundation for quality
code


## Test Plan

ci
2025-09-26 11:44:43 -04:00
ehhuang
48a551ecbc
chore(perf): run guidellm benchmarks (#3421)
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# What does this PR do?
- Mostly AI-generated scripts to run guidellm
(https://github.com/vllm-project/guidellm) benchmarks on k8s setup
- Stack is using image built from main on 9/11


## Test Plan
See updated README.md
2025-09-24 10:18:33 -07:00
github-actions[bot]
ececc323d3 build: Bump version to 0.2.22
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2025-09-16 19:44:03 +00:00
slekkala1
3defdf7d3a
fix: docker failing to start container[pydantic] (#3460)
# What does this PR do?
Pinning to latest pydantic version 2.11.9 as sometime we are picking
older version and failing to start container in github actions :
1775026312
Closes https://github.com/llamastack/llama-stack/issues/3461

## Test Plan
Tested locally with the following commands to start a container

Build container
`llama stack build --distro starter --image-type container`
start container `docker run -d -p 8321:8321 --name llama-stack-test
distribution-starter:0.2.21`
check health http://localhost:8321/v1/health

Couldnt repro with older version(`2.8.2`), but `2.11.9` pydantic is able
to start the container

https://pypi.org/project/pydantic/#history , 2.11.9 is the latest
version
2025-09-16 11:33:43 -07:00
Matthew Farrellee
8cf2128b40
chore(tests): always show slowest tests (#3431)
# What does this PR do?

help developers identify slow tests by always passing --duration to
pytest


## Test Plan

n/a
2025-09-13 09:28:04 -07:00
Sébastien Han
8e05c68d15
chore: remove openai dependency from providers (#3398)
# What does this PR do?

The openai package is already a dependency of the llama-stack project
itself, so let's the project dictate which openai version we need and
avoid potential breakage with unsatisfiable dependency resolution.

Signed-off-by: Sébastien Han <seb@redhat.com>
2025-09-11 10:19:59 +02:00
github-actions[bot]
28696c3f30 build: Bump version to 0.2.21
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2025-09-08 22:30:03 +00:00
Swapna Lekkala
09141361fb fix: use dataset version 4.0.0 or above 2025-09-08 13:22:43 -07:00
dependabot[bot]
5c873d53db
chore(python-deps): bump pymilvus from 2.6.0 to 2.6.1 (#3285)
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Bumps [pymilvus](https://github.com/milvus-io/pymilvus) from 2.6.0 to
2.6.1.
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/milvus-io/pymilvus/releases">pymilvus's
releases</a>.</em></p>
<blockquote>
<h2>PyMilvus v2.6.1 Release Notes</h2>
<h2>What's Changed</h2>
<ul>
<li>Avoid describe_collection when query by ids by <a
href="https://github.com/yhmo"><code>@​yhmo</code></a> in <a
href="https://redirect.github.com/milvus-io/pymilvus/pull/2930">milvus-io/pymilvus#2930</a></li>
<li>bulkImport add objectUrls/token paramster &amp; add example use by
<a
href="https://github.com/lentitude2tk"><code>@​lentitude2tk</code></a>
in <a
href="https://redirect.github.com/milvus-io/pymilvus/pull/2934">milvus-io/pymilvus#2934</a></li>
<li>support stageManager &amp; stageFileManager by <a
href="https://github.com/lentitude2tk"><code>@​lentitude2tk</code></a>
in <a
href="https://redirect.github.com/milvus-io/pymilvus/pull/2935">milvus-io/pymilvus#2935</a></li>
<li>fix: Fix the existing version fmt by <a
href="https://github.com/XuanYang-cn"><code>@​XuanYang-cn</code></a> in
<a
href="https://redirect.github.com/milvus-io/pymilvus/pull/2960">milvus-io/pymilvus#2960</a></li>
<li>enhance: Add unixmsec in every RPC call by <a
href="https://github.com/XuanYang-cn"><code>@​XuanYang-cn</code></a> in
<a
href="https://redirect.github.com/milvus-io/pymilvus/pull/2961">milvus-io/pymilvus#2961</a></li>
<li>enhance: Multiple cherry picks from master branch by <a
href="https://github.com/XuanYang-cn"><code>@​XuanYang-cn</code></a> in
<a
href="https://redirect.github.com/milvus-io/pymilvus/pull/2962">milvus-io/pymilvus#2962</a></li>
<li>fix: Passing unknown req.is_refresh to wait by <a
href="https://github.com/XuanYang-cn"><code>@​XuanYang-cn</code></a> in
<a
href="https://redirect.github.com/milvus-io/pymilvus/pull/2964">milvus-io/pymilvus#2964</a></li>
</ul>
<p><strong>Full Changelog</strong>: <a
href="https://github.com/milvus-io/pymilvus/compare/v2.6.0...v2.6.1">https://github.com/milvus-io/pymilvus/compare/v2.6.0...v2.6.1</a></p>
</blockquote>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="0237c9f1bd"><code>0237c9f</code></a>
fix: [2.6]Passing unknown req.is_refresh to wait (<a
href="https://redirect.github.com/milvus-io/pymilvus/issues/2964">#2964</a>)</li>
<li><a
href="a083622d8f"><code>a083622</code></a>
enhance: Multiple cherry picks from master branch (<a
href="https://redirect.github.com/milvus-io/pymilvus/issues/2962">#2962</a>)</li>
<li><a
href="87e3c5acc1"><code>87e3c5a</code></a>
enhance: Add unixmsec in every RPC call (<a
href="https://redirect.github.com/milvus-io/pymilvus/issues/2961">#2961</a>)</li>
<li><a
href="98077a27c9"><code>98077a2</code></a>
fix: [2.6]Fix the existing version fmt (<a
href="https://redirect.github.com/milvus-io/pymilvus/issues/2960">#2960</a>)</li>
<li><a
href="80e2e09323"><code>80e2e09</code></a>
feat: Add partial update support for upsert operations (<a
href="https://redirect.github.com/milvus-io/pymilvus/issues/2938">#2938</a>)
(<a
href="https://redirect.github.com/milvus-io/pymilvus/issues/2940">#2940</a>)</li>
<li><a
href="0210ee92e6"><code>0210ee9</code></a>
[cherry-pick] support stageManager &amp; stageFileManager (<a
href="https://redirect.github.com/milvus-io/pymilvus/issues/2935">#2935</a>)</li>
<li><a
href="00fb8e6f23"><code>00fb8e6</code></a>
[cherry-pick] bulkImport add objectUrls/token paramster &amp; add
example use (<a
href="https://redirect.github.com/milvus-io/pymilvus/issues/2">#2</a>...</li>
<li><a
href="442ef15806"><code>442ef15</code></a>
Avoid describe_collection when query by ids (<a
href="https://redirect.github.com/milvus-io/pymilvus/issues/2930">#2930</a>)</li>
<li><a
href="e704dd29b5"><code>e704dd2</code></a>
fix: Correct github actions on branch 2.6 (<a
href="https://redirect.github.com/milvus-io/pymilvus/issues/2926">#2926</a>)</li>
<li>See full diff in <a
href="https://github.com/milvus-io/pymilvus/compare/v2.6.0...v2.6.1">compare
view</a></li>
</ul>
</details>
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IAN MILLER
4a59961a6c
refactor: remove lama-api-client from pyproject.toml (#3299)
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# What does this PR do?
<!-- Provide a short summary of what this PR does and why. Link to
relevant issues if applicable. -->
This PR is eliminating `lama-api-client` dependency at `pyproject.toml`
because it's not used in Llama Stack codebase

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<!-- Closes #[issue-number] -->

## Test Plan
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` ./scripts/unit-tests.sh`
2025-09-01 16:50:50 +02:00
dependabot[bot]
9625ac6d02
chore(python-deps): bump locust from 2.39.0 to 2.39.1 (#3284)
Bumps [locust](https://github.com/locustio/locust) from 2.39.0 to
2.39.1.
<details>
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<li>Avoid broken gevent version for now by <a
href="https://github.com/cyberw"><code>@​cyberw</code></a> in <a
href="https://redirect.github.com/locustio/locust/pull/3196">locustio/locust#3196</a></li>
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<li><a
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changelog</li>
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disable macos build for now</li>
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href="705e2f658b"><code>705e2f6</code></a>
Disable another unit test on macos because of annoying behavior on GH
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Disable another unit test on macos because of annoying behavior on
GH</li>
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2025-09-01 16:49:09 +02:00
Matthew Farrellee
3370d8e557
feat(files, s3, expiration): add expires_after support to S3 files provider (#3283) 2025-08-29 16:17:24 -07:00
github-actions[bot]
78a78264a7 build: Bump version to 0.2.20 2025-08-29 21:17:47 +00:00
IAN MILLER
3130ca0a78
feat: implement keyword, vector and hybrid search inside vector stores for PGVector provider (#3064)
# What does this PR do?
<!-- Provide a short summary of what this PR does and why. Link to
relevant issues if applicable. -->
The purpose of this task is to implement
`openai/v1/vector_stores/{vector_store_id}/search` for PGVector
provider. It involves implementing vector similarity search, keyword
search and hybrid search for `PGVectorIndex`.

<!-- If resolving an issue, uncomment and update the line below -->
<!-- Closes #[issue-number] -->
Closes #3006 

## Test Plan
<!-- Describe the tests you ran to verify your changes with result
summaries. *Provide clear instructions so the plan can be easily
re-executed.* -->
Run unit tests:
` ./scripts/unit-tests.sh `

Run integration tests for openai vector stores:
1. Export env vars:
```
export ENABLE_PGVECTOR=true
export PGVECTOR_HOST=localhost
export PGVECTOR_PORT=5432
export PGVECTOR_DB=llamastack
export PGVECTOR_USER=llamastack
export PGVECTOR_PASSWORD=llamastack
```

2. Create DB:
```
psql -h localhost -U postgres -c "CREATE ROLE llamastack LOGIN PASSWORD 'llamastack';"
psql -h localhost -U postgres -c "CREATE DATABASE llamastack OWNER llamastack;"
psql -h localhost -U llamastack -d llamastack -c "CREATE EXTENSION IF NOT EXISTS vector;"
```

3. Install sentence-transformers:
` uv pip install sentence-transformers  `

4. Run:
```
uv run --group test pytest -s -v --stack-config="inference=inline::sentence-transformers,vector_io=remote::pgvector" --embedding-model sentence-transformers/all-MiniLM-L6-v2 tests/integration/vector_io/test_openai_vector_stores.py
```
Inspect PGVector vector stores (optional):
```
psql llamastack                                                                                                         
psql (14.18 (Homebrew))
Type "help" for help.

llamastack=# \z
                                                    Access privileges
 Schema |                         Name                         | Type  | Access privileges | Column privileges | Policies 
--------+------------------------------------------------------+-------+-------------------+-------------------+----------
 public | llamastack_kvstore                                   | table |                   |                   | 
 public | metadata_store                                       | table |                   |                   | 
 public | vector_store_pgvector_main                           | table |                   |                   | 
 public | vector_store_vs_1dfbc061_1f4d_4497_9165_ecba2622ba3a | table |                   |                   | 
 public | vector_store_vs_2085a9fb_1822_4e42_a277_c6a685843fa7 | table |                   |                   | 
 public | vector_store_vs_2b3dae46_38be_462a_afd6_37ee5fe661b1 | table |                   |                   | 
 public | vector_store_vs_2f438de6_f606_4561_9d50_ef9160eb9060 | table |                   |                   | 
 public | vector_store_vs_3eeca564_2580_4c68_bfea_83dc57e31214 | table |                   |                   | 
 public | vector_store_vs_53942163_05f3_40e0_83c0_0997c64613da | table |                   |                   | 
 public | vector_store_vs_545bac75_8950_4ff1_b084_e221192d4709 | table |                   |                   | 
 public | vector_store_vs_688a37d8_35b2_4298_a035_bfedf5b21f86 | table |                   |                   | 
 public | vector_store_vs_70624d9a_f6ac_4c42_b8ab_0649473c6600 | table |                   |                   | 
 public | vector_store_vs_73fc1dd2_e942_4972_afb1_1e177b591ac2 | table |                   |                   | 
 public | vector_store_vs_9d464949_d51f_49db_9f87_e033b8b84ac9 | table |                   |                   | 
 public | vector_store_vs_a1e4d724_5162_4d6d_a6c0_bdafaf6b76ec | table |                   |                   | 
 public | vector_store_vs_a328fb1b_1a21_480f_9624_ffaa60fb6672 | table |                   |                   | 
 public | vector_store_vs_a8981bf0_2e66_4445_a267_a8fff442db53 | table |                   |                   | 
 public | vector_store_vs_ccd4b6a4_1efd_4984_ad03_e7ff8eadb296 | table |                   |                   | 
 public | vector_store_vs_cd6420a4_a1fc_4cec_948c_1413a26281c9 | table |                   |                   | 
 public | vector_store_vs_cd709284_e5cf_4a88_aba5_dc76a35364bd | table |                   |                   | 
 public | vector_store_vs_d7a4548e_fbc1_44d7_b2ec_b664417f2a46 | table |                   |                   | 
 public | vector_store_vs_e7f73231_414c_4523_886c_d1174eee836e | table |                   |                   | 
 public | vector_store_vs_ffd53588_819f_47e8_bb9d_954af6f7833d | table |                   |                   | 
(23 rows)

llamastack=# 
```

Co-authored-by: Francisco Arceo <arceofrancisco@gmail.com>
2025-08-29 16:30:12 +02:00
github-actions[bot]
963305c84d build: Bump version to 0.2.19 2025-08-26 22:02:47 +00:00
Matthew Farrellee
f520e244d9
feat: Add S3 Files Provider (#3202)
Implements a complete S3-based file storage provider for Llama Stack
with:
    
    Core Implementation:
    - S3FilesImpl class with full OpenAI Files API compatibility
    - Support for file upload, download, listing, deletion operations
    - Sqlite-based metadata storage for fast queries and API compliance
    - Configurable S3 endpoints (AWS, MinIO, LocalStack support)
    
    Key Features:
    - Automatic S3 bucket creation and management
    - Metadata persistence
    - Proper error handling for S3 connectivity and permissions
    
    Dependencies:
    - Adds boto3 for AWS S3 integration
    - Adds moto[s3] for testing infrastructure
    
    Testing:
    
Unit: `./scripts/unit-tests.sh tests/unit/files
tests/unit/providers/files`
    
     Integration:
    
Start MinIO: `podman run --rm -it -p 9000:9000 minio/minio server /data`
    
Start stack w/ S3 provider: `S3_ENDPOINT_URL=http://localhost:9000
AWS_ACCESS_KEY_ID=minioadmin AWS_SECRET_ACCESS_KEY=minioadmin
S3_BUCKET_NAME=llama-stack-files uv run llama stack build --image-type
venv --providers files=remote::s3 --run`
    
Run integration tests: `./scripts/integration-tests.sh --stack-config
http://localhost:8321 --provider ollama --test-subdirs files`
2025-08-22 10:38:59 -04:00
github-actions[bot]
7f0b2a8764 build: Bump version to 0.2.18 2025-08-19 22:38:23 +00:00
Varsha
8cc4925f7d
chore: Enable keyword search for Milvus inline (#3073)
# What does this PR do?
With https://github.com/milvus-io/milvus-lite/pull/294 - Milvus Lite
supports keyword search using BM25. While introducing keyword search we
had explicitly disabled it for inline milvus. This PR removes the need
for the check, and enables `inline::milvus` for tests.

<!-- If resolving an issue, uncomment and update the line below -->
<!-- Closes #[issue-number] -->

## Test Plan
Run llama stack with `inline::milvus` enabled:

```
pytest tests/integration/vector_io/test_openai_vector_stores.py::test_openai_vector_store_search_modes --stack-config=http://localhost:8321 --embedding-model=all-MiniLM-L6-v2 -v
```

```
INFO     2025-08-07 17:06:20,932 tests.integration.conftest:64 tests: Setting DISABLE_CODE_SANDBOX=1 for macOS                                        
=========================================================================================== test session starts ============================================================================================
platform darwin -- Python 3.12.11, pytest-7.4.4, pluggy-1.5.0 -- /Users/vnarsing/miniconda3/envs/stack-client/bin/python
cachedir: .pytest_cache
metadata: {'Python': '3.12.11', 'Platform': 'macOS-14.7.6-arm64-arm-64bit', 'Packages': {'pytest': '7.4.4', 'pluggy': '1.5.0'}, 'Plugins': {'asyncio': '0.23.8', 'cov': '6.0.0', 'timeout': '2.2.0', 'socket': '0.7.0', 'html': '3.1.1', 'langsmith': '0.3.39', 'anyio': '4.8.0', 'metadata': '3.0.0'}}
rootdir: /Users/vnarsing/go/src/github/meta-llama/llama-stack
configfile: pyproject.toml
plugins: asyncio-0.23.8, cov-6.0.0, timeout-2.2.0, socket-0.7.0, html-3.1.1, langsmith-0.3.39, anyio-4.8.0, metadata-3.0.0
asyncio: mode=Mode.AUTO
collected 3 items                                                                                                                                                                                          

tests/integration/vector_io/test_openai_vector_stores.py::test_openai_vector_store_search_modes[None-None-all-MiniLM-L6-v2-None-384-vector] PASSED                                                   [ 33%]
tests/integration/vector_io/test_openai_vector_stores.py::test_openai_vector_store_search_modes[None-None-all-MiniLM-L6-v2-None-384-keyword] PASSED                                                  [ 66%]
tests/integration/vector_io/test_openai_vector_stores.py::test_openai_vector_store_search_modes[None-None-all-MiniLM-L6-v2-None-384-hybrid] PASSED                                                   [100%]

============================================================================================ 3 passed in 4.75s =============================================================================================
```

Signed-off-by: Varsha Prasad Narsing <varshaprasad96@gmail.com>
Co-authored-by: Francisco Arceo <arceofrancisco@gmail.com>
2025-08-19 13:01:23 -04:00
Ashwin Bharambe
27d6becfd0
fix(misc): pin openai dependency to < 1.100.0 (#3192)
This OpenAI client release
0843a11164
ends up breaking litellm
169a17400f/litellm/types/llms/openai.py (L40)

Update the dependency pin. Also make the imports a bit more defensive
anyhow if something else during `llama stack build` ends up moving
openai to a previous version.

## Test Plan

Run pre-release script integration tests.
2025-08-18 12:20:50 -07:00
ehhuang
d6ae54723d
chore: setup for performance benchmarking (#3096)
# What does this PR do?
1. Added a simple mock openai-compat server that serves chat/completion
2. Add a benchmark server in EKS that includes mock inference server
3. Add locust (https://locust.io/) file for load testing

## Test Plan
bash apply.sh
kubectl port-forward service/locust-web-ui 8089:8089
Go to localhost:8089 to start a load test

<img width="1392" height="334" alt="image"
src="https://github.com/user-attachments/assets/d6aa3deb-583a-42ed-889b-751262b8e91c"
/>
<img width="1362" height="881" alt="image"
src="https://github.com/user-attachments/assets/6a28b9b4-05e6-44e2-b504-07e60c12d35e"
/>
2025-08-13 10:58:22 -07:00
Matthew Farrellee
b70e2f1f09
fix(dep): update to openai >= 1.99.6 and use new Function location (#3087)
# What does this PR do?

closes #3072 

## Test Plan

ci
2025-08-12 08:40:32 -07:00
Mustafa Elbehery
b5b5f5b9ae
chore: add mypy prompt guard (#2678)
# What does this PR do?
<!-- Provide a short summary of what this PR does and why. Link to
relevant issues if applicable. -->
This PR adds static type coverage to `llama-stack`

Part of https://github.com/meta-llama/llama-stack/issues/2647

<!-- If resolving an issue, uncomment and update the line below -->
<!-- Closes #[issue-number] -->

## Test Plan
<!-- Describe the tests you ran to verify your changes with result
summaries. *Provide clear instructions so the plan can be easily
re-executed.* -->

Signed-off-by: Mustafa Elbehery <melbeher@redhat.com>
2025-08-11 08:40:40 -07:00
Mohamed Rebai
7eff1bb3ec
ci(pre-commit): enforce presence of 'upload-time' field in uv.lock (#2920)
# What does this PR do?
This PR adds a minimum version `0.7.0` to the project. The diff issue
happens because an `upload-time` field in the `uv.lock` file did not
exist in older uv versions (pre `0.6.15`). This effectively prevents
large diffs in PRs from devs that use older versions of uv.

Closes #2887

---------

Co-authored-by: Charlie Doern <charlie@doern.me>
2025-08-06 07:46:59 -07:00
github-actions[bot]
e565b91182 build: Bump version to 0.2.17
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2025-08-05 01:43:30 +00:00
Ashwin Bharambe
cc87995e2b
chore: rename templates to distributions (#3035)
As the title says. Distributions is in, Templates is out.

`llama stack build --template` --> `llama stack build --distro`. For
backward compatibility, the previous option is kept but results in a
warning.

Updated `server.py` to remove the "config_or_template" backward
compatibility since it has been a couple releases since that change.
2025-08-04 11:34:17 -07:00
Matthew Farrellee
4411e6e362
chore(ci): remove reportlab dep (#3033)
# What does this PR do?

remove reportlab dep. change dynamic pdf generation into a pre-computed
pdf.

## Test Plan

ci
2025-08-04 09:36:13 -07:00
Francisco Arceo
33cca26154
chore: Enabling Integration tests for Weaviate (#2882)
# What does this PR do?

This PR (1) enables the files API for Weaviate and (2) enables
integration tests for Weaviate, which adds a docker container to the
github action.

This PR also handles a couple of edge cases for in creating the
collection and ensuring the tests all pass.

## Test Plan
CI enabled

---------

Signed-off-by: Francisco Javier Arceo <farceo@redhat.com>
2025-07-31 20:29:50 -04:00
Ashwin Bharambe
2665f00102
chore(rename): move llama_stack.distribution to llama_stack.core (#2975)
We would like to rename the term `template` to `distribution`. To
prepare for that, this is a precursor.

cc @leseb
2025-07-30 23:30:53 -07:00
IAN MILLER
25d3dfa30f
fix: fix No module named 'ollama' in test_inference_recordings.py (#2967)
# What does this PR do?
<!-- Provide a short summary of what this PR does and why. Link to
relevant issues if applicable. -->
This PR fixes the following error in unit test that was running on up to
date main branch:
```
FAILED tests/unit/distribution/test_inference_recordings.py::TestInferenceRecording::test_recording_mode - ModuleNotFoundError: No module named 'ollama'
FAILED tests/unit/distribution/test_inference_recordings.py::TestInferenceRecording::test_replay_mode - ModuleNotFoundError: No module named 'ollama'
FAILED tests/unit/distribution/test_inference_recordings.py::TestInferenceRecording::test_replay_missing_recording - ModuleNotFoundError: No module named 'ollama'
FAILED tests/unit/distribution/test_inference_recordings.py::TestInferenceRecording::test_embeddings_recording - ModuleNotFoundError: No module named 'ollama'
=============================== 4 failed, 499 passed, 198 warnings in 34.50s ================================
```


<!-- If resolving an issue, uncomment and update the line below -->
<!-- Closes #[issue-number] -->

## Test Plan
<!-- Describe the tests you ran to verify your changes with result
summaries. *Provide clear instructions so the plan can be easily
re-executed.* -->
Run  `./scripts/unit-tests.sh`
2025-07-30 16:33:33 -04:00
Nathan Weinberg
870a37ff4b
feat: add base64 encoded PDF support for OpenAI Chat Completions (#2881)
Some checks failed
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# What does this PR do?
OpenAI Chat Completions supports passing a base64 encoded PDF file to a
model, but Llama Stack currently does not allow for this behavior. This
PR extends our implementation of the OpenAI API spec to change that.

Closes #2129

## Test Plan
A new functional test has been added to test the validity of such a
request

Signed-off-by: Nathan Weinberg <nweinber@redhat.com>
2025-07-29 06:23:41 -04:00