# What does this PR do?
1. Creates a new `SessionNotFoundError` class
2. Implements the new class where appropriate
Relates to #2379
Signed-off-by: Nathan Weinberg <nweinber@redhat.com>
# What does this PR do?
1. Creates a new `ToolGroupNotFoundError` class
2. Implements the new class where appropriate
Relates to #2379
Signed-off-by: Nathan Weinberg <nweinber@redhat.com>
Bumps [openai](https://github.com/openai/openai-python) from 1.97.1 to
1.98.0.
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/openai/openai-python/releases">openai's
releases</a>.</em></p>
<blockquote>
<h2>v1.98.0</h2>
<h2>1.98.0 (2025-07-30)</h2>
<p>Full Changelog: <a
href="https://github.com/openai/openai-python/compare/v1.97.2...v1.98.0">v1.97.2...v1.98.0</a></p>
<h3>Features</h3>
<ul>
<li><strong>api:</strong> manual updates (<a
href="88a8036c5e">88a8036</a>)</li>
</ul>
<h2>v1.97.2</h2>
<h2>1.97.2 (2025-07-30)</h2>
<p>Full Changelog: <a
href="https://github.com/openai/openai-python/compare/v1.97.1...v1.97.2">v1.97.1...v1.97.2</a></p>
<h3>Chores</h3>
<ul>
<li><strong>client:</strong> refactor streaming slightly to better
future proof it (<a
href="71c0c74713">71c0c74</a>)</li>
<li><strong>project:</strong> add settings file for vscode (<a
href="29c22c90fd">29c22c9</a>)</li>
</ul>
</blockquote>
</details>
<details>
<summary>Changelog</summary>
<p><em>Sourced from <a
href="https://github.com/openai/openai-python/blob/main/CHANGELOG.md">openai's
changelog</a>.</em></p>
<blockquote>
<h2>1.98.0 (2025-07-30)</h2>
<p>Full Changelog: <a
href="https://github.com/openai/openai-python/compare/v1.97.2...v1.98.0">v1.97.2...v1.98.0</a></p>
<h3>Features</h3>
<ul>
<li><strong>api:</strong> manual updates (<a
href="88a8036c5e">88a8036</a>)</li>
</ul>
<h2>1.97.2 (2025-07-30)</h2>
<p>Full Changelog: <a
href="https://github.com/openai/openai-python/compare/v1.97.1...v1.97.2">v1.97.1...v1.97.2</a></p>
<h3>Chores</h3>
<ul>
<li><strong>client:</strong> refactor streaming slightly to better
future proof it (<a
href="71c0c74713">71c0c74</a>)</li>
<li><strong>project:</strong> add settings file for vscode (<a
href="29c22c90fd">29c22c9</a>)</li>
</ul>
</blockquote>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="a3315d9fcc"><code>a3315d9</code></a>
release: 1.98.0 (<a
href="https://redirect.github.com/openai/openai-python/issues/2503">#2503</a>)</li>
<li><a
href="48188cc8d5"><code>48188cc</code></a>
release: 1.97.2 (<a
href="https://redirect.github.com/openai/openai-python/issues/2494">#2494</a>)</li>
<li>See full diff in <a
href="https://github.com/openai/openai-python/compare/v1.97.1...v1.98.0">compare
view</a></li>
</ul>
</details>
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Signed-off-by: dependabot[bot] <support@github.com>
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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.
# What does this PR do?
Implement vector store search test
<!-- If resolving an issue, uncomment and update the line below -->
<!-- Closes #[issue-number] -->
## Test Plan
```
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
```
Signed-off-by: Varsha Prasad Narsing <varshaprasad96@gmail.com>
# What does this PR do?
Remove score_threshold based check from `OpenAIVectorStoreMixin`
Closes: https://github.com/meta-llama/llama-stack/issues/3018
<!-- 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.* -->
# 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 responsible for removal of Conda support in Llama Stack
<!-- If resolving an issue, uncomment and update the line below -->
<!-- Closes #[issue-number] -->
Closes#2539
## 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.* -->
# What does this PR do?
closes#2995
update SambaNovaInferenceAdapter to efficiently use LiteLLMOpenAIMixin
## Test Plan
```
$ uv run pytest -s -v tests/integration/inference --stack-config inference=sambanova --text-model sambanova/Meta-Llama-3.1-8B-Instruct
...
======================== 10 passed, 84 skipped, 3 xfailed, 51 warnings in 8.14s ========================
```
# What does this PR do?
Update README for supported DBs
<!-- 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: Francisco Javier Arceo <farceo@redhat.com>
# What does this PR do?
Adds support to Vector store Open AI APIs in Qdrant.
<!-- If resolving an issue, uncomment and update the line below -->
Closes#2463
## 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: Varsha Prasad Narsing <varshaprasad96@gmail.com>
Co-authored-by: ehhuang <ehhuang@users.noreply.github.com>
Co-authored-by: Francisco Arceo <arceofrancisco@gmail.com>
# What does this PR do?
This should be more robust as sometimes its run without running build
first.
## Test Plan
OLLAMA_URL=http://localhost:11434 LLAMA_STACK_TEST_INFERENCE_MODE=replay
LLAMA_STACK_TEST_RECORDING_DIR=tests/integration/recordings
LLAMA_STACK_CONFIG=server:starter uv run --with pytest-repeat pytest
tests/integration/telemetry
--text-model="ollama/llama3.2:3b-instruct-fp16" -vvs
# 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>
We are going to split record and replay workflows completely to simplify
the concurrency key design.
We can add vision tests by just adding to our matrix.
# What does this PR do?
Improve user experience by providing specific guidance when no API key
is available, showing both provider data header and config options with
the correct field name for each provider.
Also adds comprehensive test coverage for API key resolution scenarios.
addresses #2990 for providers using litellm openai mixin
## Test Plan
`./scripts/unit-tests.sh
tests/unit/providers/inference/test_litellm_openai_mixin.py`
This PR significantly refactors the Integration Tests workflow. The main
goal behind the PR was to enable recording of vision tests which were
never run as part of our CI ever before. During debugging, I ended up
making several other changes refactoring and hopefully increasing the
robustness of the workflow.
After doing the experiments, I have updated the trigger event to be
`pull_request_target` so this workflow can get write permissions by
default but it will run with source code from the base (main) branch in
the source repository only. If you do change the workflow, you'd need to
experiment using the `workflow_dispatch` triggers. This should not be
news to anyone using Github Actions (except me!)
It is likely to be a little rocky though while I learn more about GitHub
Actions, etc. Please be patient :)
---------
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
# What does this PR do?
I realized that when a new PR is opened, the integration tests aren't
triggering (or aren't always?) since the replay logic was introduced
amend the concurrency logic a bit to trigger on opened PRs
---------
Signed-off-by: Charlie Doern <cdoern@redhat.com>
Co-authored-by: Ashwin Bharambe <ashwin.bharambe@gmail.com>
get_vector_db() will raise an exception if a vector store won't be
returned
client handling is redundant
Signed-off-by: Nathan Weinberg <nweinber@redhat.com>
# What does this PR do?
<!-- Provide a short summary of what this PR does and why. Link to
relevant issues if applicable. -->
It looks like the coverage badge is still present in the README. This PR
removes it.
For more context: https://github.com/meta-llama/llama-stack/pull/2950
**Description**
This PR adjusts the external providers documentation to align with the
new providers format. Splits up sections into the existing external
providers and how to create them as well.
<img width="1049" height="478" alt="Screenshot 2025-07-31 at 9 48 26 AM"
src="https://github.com/user-attachments/assets/f13599cb-2fd1-4e57-8ca9-27b067264e33"
/>
Open to feedback and adjusting titles
What does this PR do?
This PR adds support for Direct Preference Optimization (DPO) training
via the existing HuggingFace inline provider. It introduces a new DPO
training recipe, config schema updates, dataset integration, and
end-to-end testing to support preference-based fine-tuning with TRL.
Test Plan
Added integration test:
tests/integration/post_training/test_post_training.py::TestPostTraining::test_preference_optimize
Ran tests on both CPU and CUDA environments
---------
Co-authored-by: Ubuntu <ubuntu@ip-172-31-43-83.ec2.internal>
Co-authored-by: Ashwin Bharambe <ashwin.bharambe@gmail.com>
# What does this PR do?
I've been tinkering a little with a simple chat playground in the UI, so
I'm opening the PR with what's kind of a WIP.
If you look at the first commit, that includes the big part of the
changes. The rest of the files changed come from adding installing the
`shadcn` components.
Note this is missing a lot; e.g.,
- sessions
- document upload
- audio (the shadcn components install these by default from
https://shadcn-chatbot-kit.vercel.app/docs/components/chat)
I still need to wire up a lot more to make it actually fully functional
but it does basic chat using the LS Typescript Client.
Basic demo:
<img width="1329" height="1430" alt="Image"
src="https://github.com/user-attachments/assets/917a2096-36d4-4925-b83b-f1f2cda98698"
/>
<img width="1319" height="1424" alt="Image"
src="https://github.com/user-attachments/assets/fab1583b-1c72-4bf3-baf2-405aee13c6bb"
/>
<!-- 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: Francisco Javier Arceo <farceo@redhat.com>
This PR focuses on improving the developer experience by adding
comprehensive docstrings to the API data models across the Llama Stack.
These docstrings provide detailed explanations for each model and its
fields, making the API easier to understand and use.
**Key changes:**
- **Added Docstrings:** Added reST formatted docstrings to Pydantic
models in the `llama_stack/apis/` directory. This includes models for:
- Agents (`agents.py`)
- Benchmarks (`benchmarks.py`)
- Datasets (`datasets.py`)
- Inference (`inference.py`)
- And many other API modules.
- **OpenAPI Spec Update:** Regenerated the OpenAPI specification
(`docs/_static/llama-stack-spec.yaml` and
`docs/_static/llama-stack-spec.html`) to include the new docstrings.
This will be reflected in the API documentation, providing richer
information to users.
**Impact:**
- Developers using the Llama Stack API will have a better understanding
of the data structures.
- The auto-generated API documentation is now more informative.
---------
Co-authored-by: Ashwin Bharambe <ashwin.bharambe@gmail.com>
# What does this PR do?
1. Creates a new `VectorStoreNotFoundError` class
2. Implements the new class where appropriate
Relates to #2379
Signed-off-by: Nathan Weinberg <nweinber@redhat.com>
# What does this PR do?
1. Adds a broad schema for custom exception classes in the Llama Stack
project
2. Creates a new `DatasetNotFoundError` class
3. Implements the new class where appropriate
Relates to #2379
Signed-off-by: Nathan Weinberg <nweinber@redhat.com>
# 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`
# What does this PR do?
1. Creates a new `ModelNotFoundError` class
2. Implements the new class where appropriate
Relates to #2379
Signed-off-by: Nathan Weinberg <nweinber@redhat.com>
We want to avoid re-triggering the workflow when random other labels are
added (e.g., `meta-cla`, etc.) Also no point restarting the workflow
when someone _unlabels_.
**Description**
This PR removes some of the warnings when uv builds the docs
- Errors appear when generating docs about .md files not appearing in
toctree. ~~Adding content to the `providers-gen.py ` file that adds `---
orphan: true ---` to to each file.~~. Added a toctree generator to the
`providers-gen.py` file, this gets rid of the errors in the builds.
- Deletes the `_openai_compat` files, extension of PR #2849
- Adds the `files` APIs section to the `providers` toctree on the index
page
- Manually adds the `--- orphan: true ---` to the advanced apis. Ill try
to find a way to modify the providers code gen so it automatically adds
it, but this fixes the errors.
- Adds the `testing.md` to the `contributing` toctree
- Adds `starting_llama_stack_server.md` to `distributions` toctree
There are some other warnings im still looking at but this PR gets rid
of most of the toctree errors
Theres also an issue with the actual distribution-codegen that I can
investigate in another PR. Opened a bug for it here #2873
