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df1526991f
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feat(batches, completions): add /v1/completions support to /v1/batches (#3309)
# What does this PR do? add support for /v1/completions to the /v1/batches api ## Test Plan ci |
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e2fe39aee1
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feat!: Migrate Vector DB IDs to Vector Store IDs (breaking change) (#3253)
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# What does this PR do? This change migrates the VectorDB id generation to Vector Stores. This is a breaking change for **_some users_** that may have application code using the `vector_db_id` parameter in the request of the VectorDB protocol instead of the `VectorDB.identifier` in the response. By default we will now create a Vector Store every time we register a VectorDB. The caveat with this approach is that this maps the `vector_db_id` → `vector_store.name`. This is a reasonable tradeoff to transition users towards OpenAI Vector Stores. As an added benefit, registering VectorDBs will result in them appearing in the VectorStores admin UI. ### Why? This PR makes the `POST` API call to `/v1/vector-dbs` swap the `vector_db_id` parameter in the **request body** into the VectorStore's name field and sets the `vector_db_id` to the generated vector store id (e.g., `vs_038247dd-4bbb-4dbb-a6be-d5ecfd46cfdb`). That means that users would have to do something like follows in their application code: ```python res = client.vector_dbs.register( vector_db_id='my-vector-db-id', embedding_model='ollama/all-minilm:l6-v2', embedding_dimension=384, ) vector_db_id = res.identifier ``` And then the rest of their code would behave, including `VectorIO`'s insert protocol using `vector_db_id` in the request. An alternative implementation would be to just delete the `vector_db_id` parameter in `VectorDB` but the end result would still require users having to write `vector_db_id = res.identifier` since `VectorStores.create()` generates the ID for you. So this approach felt the easiest way to migrate users towards VectorStores (subsequent PRs will be added to trigger `files.create()` and `vector_stores.files.create()`). ## Test Plan Unit tests and integration tests have been added. Signed-off-by: Francisco Javier Arceo <farceo@redhat.com> |
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64b2977162
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fix: Fix locations of distrubution runtime directories (#3336)
The defaults were mixed up Signed-off-by: Derek Higgins <derekh@redhat.com> |
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0b00c68d59
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fix: use lambda pattern for bedrock config env vars (#3307)
# What does this PR do? Improved bedrock provider config to read from environment variables like AWS_ACCESS_KEY_ID. Updated all fields to use default_factory with lambda patterns like the nvidia provider does. Now the environment variables work as documented. Closes #3305 ## Test Plan Ran the new bedrock config tests: ```bash python -m pytest tests/unit/providers/inference/bedrock/test_config.py -v Verified existing provider tests still work: python -m pytest tests/unit/providers/test_configs.py -v |
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55a8c5f439
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fix: show descriptive MCP server connection errors instead of generic 500s (#3256)
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What does this PR do? Fixes error handling when MCP server connections fail. Instead of returning generic 500 errors, now provides descriptive error messages with proper HTTP status codes. Closes #3107 Test Plan Before fix: curl -X GET "http://localhost:8321/v1/tool-runtime/list-tools?tool_group_id=bad-mcp-server" Returns: {"detail": "Internal server error: An unexpected error occurred."} (500) After fix: curl -X GET "http://localhost:8321/v1/tool-runtime/list-tools?tool_group_id=bad-mcp-server" Returns: {"error": {"detail": "Failed to connect to MCP server at http://localhost:9999/sse: Connection refused"}} (502) Tests: - Added unit test for ConnectionError → 502 translation - Manually tested with unreachable MCP servers (connection refused) |
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561d2fc6b8
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fix: Move to older version for docker container failure [fireworks-ai] (#3338)
# What does this PR do?
Noticed the test
https://github.com/llamastack/llama-stack-ops/actions/workflows/test-maybe-cut.yaml
are still failing randomly.
Earlier fixed this with 0.18.0 of fireworks here
https://github.com/llamastack/llama-stack/pull/3267, the local testing
may have inadvertently picked a lower version with `<=` which I assumed
picks latest version.
Now tested with `==` to find the version where it broke and pinning to
version(`<=`) where it was passing.
## 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:0.2.20`
check health `http://localhost:8321/v1/health`
Above steps fails without the fix
Tested with `==` to ensure the same version is picked in local testing
instead of anything lower.
Following here for the fix from `fireworks-ai`
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bcc7f2c7d0
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chore: async inference store write (#3318)
# What does this PR do? ## Test Plan ``` cd /docs/source/distributions/k8s-benchmark # start mock server python openai-mock-server.py --port 8000 # start stack server uv run --with llama-stack python -m llama_stack.core.server.server docs/source/distributions/k8s-benchmark/stack_run_config.yaml # run benchmark script uv run python3 benchmark.py --duration 30 --concurrent 50 --base-url=http://localhost:8321/v1/openai/v1 --model=vllm-inference/meta-llama/Llama-3.2-3B-Instruct ``` Before: ============================================================ BENCHMARK RESULTS ============================================================ Total time: 30.00s Concurrent users: 50 Total requests: 1267 Successful requests: 1267 Failed requests: 0 Success rate: 100.0% Requests per second: 42.23 After: ============================================================ BENCHMARK RESULTS ============================================================ Total time: 30.00s Concurrent users: 50 Total requests: 1449 Successful requests: 1449 Failed requests: 0 Success rate: 100.0% Requests per second: 48.30 |
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5bbca56cfc
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fix: Make SentenceTransformer embedding operations non-blocking (#3335)
- Wrap model loading with asyncio.to_thread() to prevent blocking during model download/initialization - Wrap encoding operations with asyncio.to_thread() to run in background thread - Convert _load_sentence_transformer_model() to async method This ensures the async event loop remains responsive during embedding operations. Closes: #3332 Signed-off-by: Derek Higgins <derekh@redhat.com> Co-authored-by: Francisco Arceo <arceofrancisco@gmail.com> |
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85f33762d7
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refactor(server): remove hardcoded 409 and 404 status codes in server.py using httpx constants (#3333)
# 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 hardcoded status codes: `409` CONFLICT and `404` NOT_FOUND in `server.py` using `httpx` built-in constants. This implementation will follow the existing structure to improve readability, extensibility and developer experience. This is already was implemented in #3131 <!-- 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.* --> `./scripts/unit-tests.sh` |
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5d52e0d2c5
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chore: handle missing finish_reason (#3328)
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# What does this PR do? Sometimes the stream don't have chunks with finish_reason, e.g. canceled stream, which throws a pydantic error as OpenAIChoice.finish_reason: str ## Test Plan observe no more such error when benchmarking |
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c3d3a0b833
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feat(tests): auto-merge all model list responses and unify recordings (#3320)
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One needed to specify record-replay related environment variables for running integration tests. We could not use defaults because integration tests could be run against Ollama instances which could be running different models. For example, text vs vision tests needed separate instances of Ollama because a single instance typically cannot serve both of these models if you assume the standard CI worker configuration on Github. As a result, `client.list()` as returned by the Ollama client would be different between these runs and we'd end up overwriting responses. This PR "solves" it by adding a small amount of complexity -- we store model list responses specially, keyed by the hashes of the models they return. At replay time, we merge all of them and pretend that we have the union of all models available. ## Test Plan Re-recorded all the tests using `scripts/integration-tests.sh --inference-mode record`, including the vision tests. |
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d948e63340
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chore: Improve error message for missing provider dependencies (#3315)
Generated with CC: Replace cryptic KeyError with clear, actionable error message that shows: - Which API the failing provider belongs to - The provider ID and type that's failing - Which dependency is missing - Clear instructions on how to fix the issue ## Test plan Use a run config with Agents API and no safety provider Before: KeyError: <Api.safety: 'safety'> After: Failed to resolve 'agents' provider 'meta-reference' of type 'inline::meta-reference': required dependency 'safety' is not available. Please add a 'safety' provider to your configuration or check if the provider is properly configured. |
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ccaf6aaa51
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chore(python-deps): replace ibm_watson_machine_learning with ibm_watsonx_ai (#3302)
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# What does this PR do? This PR updates the Watsonx provider dependencies from `ibm_watson_machine_learning` to `ibm_watsonx_ai`. The old package `ibm_watson_machine_learning` is in **deprecation mode** ([[PyPI link](https://pypi.org/project/ibm-watson-machine-learning/)](https://pypi.org/project/ibm-watson-machine-learning/)) and relies on older versions of dependencies such as `pandas`. Updating to `ibm_watsonx_ai` ensures compatibility with current dependency versions and ongoing support. ## Test Plan I verified the update by running an inference using a model provided by Watsonx. The model ran successfully, confirming that the new dependency works as expected. Co-authored-by: are-ces <cpompeia@redhat.com> |
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faf891b40c
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refactor: use generic WeightedInMemoryAggregator for hybrid search in SQLiteVecIndex (#3303)
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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. --> The purpose of this PR is to refactor `SQLiteVecIndex` to eliminate redundant code and simplify the code using generic `WeightedInMemoryAggregator` that can be used for any vector db provider. This pattern is already implemented for `PGVectorIndex` in #3064 CC: @franciscojavierarceo <!-- 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.* --> 1. `./scripts/unit-tests.sh` 2. Integration tests in CI Workflow |
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9e5ef1af3c
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chore(ui-deps): bump @radix-ui/react-tooltip from 1.2.6 to 1.2.8 in /llama_stack/ui (#3287)
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Bumps [@radix-ui/react-tooltip](https://github.com/radix-ui/primitives) from 1.2.6 to 1.2.8. <details> <summary>Commits</summary> <ul> <li>See full diff in <a href="https://github.com/radix-ui/primitives/commits">compare view</a></li> </ul> </details> <br /> [](https://docs.github.com/en/github/managing-security-vulnerabilities/about-dependabot-security-updates#about-compatibility-scores) Dependabot will resolve any conflicts with this PR as long as you don't alter it yourself. You can also trigger a rebase manually by commenting `@dependabot rebase`. [//]: # (dependabot-automerge-start) [//]: # (dependabot-automerge-end) --- <details> <summary>Dependabot commands and options</summary> <br /> You can trigger Dependabot actions by commenting on this PR: - `@dependabot rebase` will rebase this PR - `@dependabot recreate` will recreate this PR, overwriting any edits that have been made to it - `@dependabot merge` will merge this PR after your CI passes on it - `@dependabot squash and merge` will squash and merge this PR after your CI passes on it - `@dependabot cancel merge` will cancel a previously requested merge and block automerging - `@dependabot reopen` will reopen this PR if it is closed - `@dependabot close` will close this PR and stop Dependabot recreating it. You can achieve the same result by closing it manually - `@dependabot show <dependency name> ignore conditions` will show all of the ignore conditions of the specified dependency - `@dependabot ignore this major version` will close this PR and stop Dependabot creating any more for this major version (unless you reopen the PR or upgrade to it yourself) - `@dependabot ignore this minor version` will close this PR and stop Dependabot creating any more for this minor version (unless you reopen the PR or upgrade to it yourself) - `@dependabot ignore this dependency` will close this PR and stop Dependabot creating any more for this dependency (unless you reopen the PR or upgrade to it yourself) </details> Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> |
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4499559ed1
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chore(ui-deps): bump prettier from 3.5.3 to 3.6.2 in /llama_stack/ui (#3289)
Bumps [prettier](https://github.com/prettier/prettier) from 3.5.3 to 3.6.2. <details> <summary>Release notes</summary> <p><em>Sourced from <a href="https://github.com/prettier/prettier/releases">prettier's releases</a>.</em></p> <blockquote> <h2>3.6.2</h2> <h2>What's Changed</h2> <ul> <li>Add missing blank line around code block by <a href="https://github.com/fisker"><code>@fisker</code></a> in <a href="https://redirect.github.com/prettier/prettier/pull/17675">prettier/prettier#17675</a></li> </ul> <p>🔗 <a href="https://github.com/prettier/prettier/blob/main/CHANGELOG.md#362">Changelog</a></p> <h2>3.6.1</h2> <ul> <li>Fix "Warning: File descriptor 39 closed but not opened in unmanaged mode" error when running <code>--experimental-cli</code></li> </ul> <p>🔗 <a href="https://github.com/prettier/prettier/blob/main/CHANGELOG.md#361">Changelog</a></p> <h2>3.6.0</h2> <p><a href="https://github.com/prettier/prettier/compare/3.5.3...3.6.0">diff</a></p> <p>🔗 <a href="https://prettier.io/blog/2025/06/23/3.6.0">Release note "Prettier 3.6: Experimental fast CLI and new OXC and Hermes plugins!"</a></p> </blockquote> </details> <details> <summary>Changelog</summary> <p><em>Sourced from <a href="https://github.com/prettier/prettier/blob/main/CHANGELOG.md">prettier's changelog</a>.</em></p> <blockquote> <h1>3.6.2</h1> <p><a href="https://github.com/prettier/prettier/compare/3.6.1...3.6.2">diff</a></p> <h4>Markdown: Add missing blank line around code block (<a href="https://redirect.github.com/prettier/prettier/pull/17675">#17675</a> by <a href="https://github.com/fisker"><code>@fisker</code></a>)</h4> <!-- raw HTML omitted --> <pre lang="md"><code><!-- Input --> 1. Some text, and code block below, with newline after code block <pre lang="yaml"><code>--- foo: bar </code></pre> <ol> <li>Another</li> <li>List</li> </ol> <p><!-- Prettier 3.6.1 --></p> <ol> <li> <p>Some text, and code block below, with newline after code block</p> <pre lang="yaml"><code>--- foo: bar </code></pre> <ol> <li>Another</li> <li>List</li> </ol> </li> </ol> <p><!-- Prettier 3.6.2 --></p> <ol> <li> <p>Some text, and code block below, with newline after code block</p> <pre lang="yaml"><code>--- foo: bar </code></pre> <ol> <li>Another</li> <li>List<br /> </code></pre></li> </ol> </li> </ol> <h1>3.6.1</h1> <p><a href="https://github.com/prettier/prettier/compare/3.6.0...3.6.1">diff</a></p> <h4>TypeScript: Allow const without initializer (<a href="https://redirect.github.com/prettier/prettier/pull/17650">#17650</a>, <a href="https://redirect.github.com/prettier/prettier/pull/17654">#17654</a> by <a href="https://github.com/fisker"><code>@fisker</code></a>)</h4> <!-- raw HTML omitted --> <pre lang="jsx"><code>// Input </tr></table> </code></pre> </blockquote> <p>... (truncated)</p> </details> <details> <summary>Commits</summary> <ul> <li><a href=" |
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7cc059fe41
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chore(ui-deps): bump eslint-config-next from 15.3.2 to 15.5.2 in /llama_stack/ui (#3288)
Bumps [eslint-config-next](https://github.com/vercel/next.js/tree/HEAD/packages/eslint-config-next) from 15.3.2 to 15.5.2. <details> <summary>Release notes</summary> <p><em>Sourced from <a href="https://github.com/vercel/next.js/releases">eslint-config-next's releases</a>.</em></p> <blockquote> <h2>v15.5.2</h2> <blockquote> <p>[!NOTE]<br /> This release is backporting bug fixes. It does <strong>not</strong> include all pending features/changes on canary.</p> </blockquote> <h3>Core Changes</h3> <ul> <li>fix: disable unknownatrules lint rule entirely (<a href="https://github.com/vercel/next.js/tree/HEAD/packages/eslint-config-next/issues/83059">#83059</a>)</li> <li>revert: add ?dpl to fonts in /_next/static/media (<a href="https://github.com/vercel/next.js/tree/HEAD/packages/eslint-config-next/issues/83062">#83062</a>)</li> </ul> <h3>Credits</h3> <p>Huge thanks to <a href="https://github.com/bgub"><code>@bgub</code></a> and <a href="https://github.com/ztanner"><code>@ztanner</code></a> for helping!</p> <h2>v15.5.1</h2> <blockquote> <p>[!NOTE]<br /> This release is backporting bug fixes. It does <strong>not</strong> include all pending features/changes on canary.</p> </blockquote> <h3>Core Changes</h3> <ul> <li>fix: aliased navigations should apply scroll handling (<a href="https://github.com/vercel/next.js/tree/HEAD/packages/eslint-config-next/issues/82900">#82900</a>)</li> <li>Turbopack: fix invalid NFT entry with file behind symlink (<a href="https://github.com/vercel/next.js/tree/HEAD/packages/eslint-config-next/issues/82887">#82887</a>)</li> <li>fix: typesafe linking to route handlers and pages API routes (<a href="https://github.com/vercel/next.js/tree/HEAD/packages/eslint-config-next/issues/82858">#82858</a>)</li> <li>fix: change "noUnknownAtRules" to "warn" for Biome (<a href="https://github.com/vercel/next.js/tree/HEAD/packages/eslint-config-next/issues/82974">#82974</a>)</li> <li>fix: add path normalization to getRelativePath for Windows (<a href="https://github.com/vercel/next.js/tree/HEAD/packages/eslint-config-next/issues/82918">#82918</a>)</li> <li>feat: add typesafety with config.typedRoutes to redirect() and permanentRedirect() (<a href="https://github.com/vercel/next.js/tree/HEAD/packages/eslint-config-next/issues/82860">#82860</a>)</li> <li>fix: avoid importing types that will be unused (<a href="https://github.com/vercel/next.js/tree/HEAD/packages/eslint-config-next/issues/82856">#82856</a>)</li> <li>fix: update the config.api.responseLimit type (<a href="https://github.com/vercel/next.js/tree/HEAD/packages/eslint-config-next/issues/82852">#82852</a>)</li> <li>fix: update validation return types (<a href="https://github.com/vercel/next.js/tree/HEAD/packages/eslint-config-next/issues/82854">#82854</a>)</li> </ul> <h3>Credits</h3> <p>Huge thanks to <a href="https://github.com/bgub"><code>@bgub</code></a>, <a href="https://github.com/mischnic"><code>@mischnic</code></a>, and <a href="https://github.com/ztanner"><code>@ztanner</code></a> for helping!</p> <h2>v15.5.1-canary.20</h2> <h3>Misc Changes</h3> <ul> <li>Turbopack: hide blocking spans in trace server: <a href="https://github.com/vercel/next.js/tree/HEAD/packages/eslint-config-next/issues/83167">#83167</a></li> <li>Update Rspack production test manifest: <a href="https://github.com/vercel/next.js/tree/HEAD/packages/eslint-config-next/issues/83207">#83207</a></li> <li>[create-next-app] Generate route types after setup: <a href="https://github.com/vercel/next.js/tree/HEAD/packages/eslint-config-next/issues/82956">#82956</a></li> <li>Update Rspack development test manifest: <a href="https://github.com/vercel/next.js/tree/HEAD/packages/eslint-config-next/issues/83208">#83208</a></li> <li>docs: fix snippets in getting started: <a href="https://github.com/vercel/next.js/tree/HEAD/packages/eslint-config-next/issues/83228">#83228</a></li> </ul> <h3>Credits</h3> <p>Huge thanks to <a href="https://github.com/sokra"><code>@sokra</code></a>, <a href="https://github.com/vercel-release-bot"><code>@vercel-release-bot</code></a>, <a href="https://github.com/bgub"><code>@bgub</code></a>, and <a href="https://github.com/icyJoseph"><code>@icyJoseph</code></a> for helping!</p> <h2>v15.5.1-canary.19</h2> <h3>Core Changes</h3> <ul> <li>[sourcemaps] Always check for vendor chunks regardless of Node.js version: <a href="https://github.com/vercel/next.js/tree/HEAD/packages/eslint-config-next/issues/83114">#83114</a></li> <li>Turbopack: Remove undocumented legacy syntax for built-in conditions (e.g. foreign, browser): <a href="https://github.com/vercel/next.js/tree/HEAD/packages/eslint-config-next/issues/83068">#83068</a></li> <li>[metadata] update metadata routes cache headers: <a href="https://github.com/vercel/next.js/tree/HEAD/packages/eslint-config-next/issues/83215">#83215</a></li> </ul> <!-- raw HTML omitted --> </blockquote> <p>... (truncated)</p> </details> <details> <summary>Commits</summary> <ul> <li><a href=" |
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26b4340de3
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chore(ui-deps): bump @types/node from 20.17.47 to 24.3.0 in /llama_stack/ui (#3290)
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Bumps [@types/node](https://github.com/DefinitelyTyped/DefinitelyTyped/tree/HEAD/types/node) from 20.17.47 to 24.3.0. <details> <summary>Commits</summary> <ul> <li>See full diff in <a href="https://github.com/DefinitelyTyped/DefinitelyTyped/commits/HEAD/types/node">compare view</a></li> </ul> </details> <br /> [](https://docs.github.com/en/github/managing-security-vulnerabilities/about-dependabot-security-updates#about-compatibility-scores) Dependabot will resolve any conflicts with this PR as long as you don't alter it yourself. You can also trigger a rebase manually by commenting `@dependabot rebase`. [//]: # (dependabot-automerge-start) [//]: # (dependabot-automerge-end) --- <details> <summary>Dependabot commands and options</summary> <br /> You can trigger Dependabot actions by commenting on this PR: - `@dependabot rebase` will rebase this PR - `@dependabot recreate` will recreate this PR, overwriting any edits that have been made to it - `@dependabot merge` will merge this PR after your CI passes on it - `@dependabot squash and merge` will squash and merge this PR after your CI passes on it - `@dependabot cancel merge` will cancel a previously requested merge and block automerging - `@dependabot reopen` will reopen this PR if it is closed - `@dependabot close` will close this PR and stop Dependabot recreating it. You can achieve the same result by closing it manually - `@dependabot show <dependency name> ignore conditions` will show all of the ignore conditions of the specified dependency - `@dependabot ignore this major version` will close this PR and stop Dependabot creating any more for this major version (unless you reopen the PR or upgrade to it yourself) - `@dependabot ignore this minor version` will close this PR and stop Dependabot creating any more for this minor version (unless you reopen the PR or upgrade to it yourself) - `@dependabot ignore this dependency` will close this PR and stop Dependabot creating any more for this dependency (unless you reopen the PR or upgrade to it yourself) </details> Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> |
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a4a89745b6
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chore(ui-deps): bump framer-motion from 11.18.2 to 12.23.12 in /llama_stack/ui (#3291)
Bumps [framer-motion](https://github.com/motiondivision/motion) from 11.18.2 to 12.23.12. <details> <summary>Changelog</summary> <p><em>Sourced from <a href="https://github.com/motiondivision/motion/blob/main/CHANGELOG.md">framer-motion's changelog</a>.</em></p> <blockquote> <h2>[12.23.12] 2025-07-29</h2> <h3>Added</h3> <ul> <li>Exporting internal APIs for use in view animations.</li> </ul> <h2>[12.23.11] 2025-07-28</h2> <h3>Added</h3> <ul> <li>Children of variants with <code>delayChildren: stagger()</code> will now be staggered correctly alongside their newly-entering siblings.</li> </ul> <h2>[12.23.10] 2025-07-28</h2> <h3>Fixed</h3> <ul> <li>Fixed shared layout animation in situations where no <code>motion</code> components have re-rendered between shared element switching.</li> </ul> <h2>[12.23.9] 2025-07-24</h2> <h3>Changed</h3> <ul> <li>Removing redundant <code>renderRequest</code> <code>MotionValue</code> lifecycle.</li> </ul> <h2>[12.23.8] 2025-07-24</h2> <h3>Fixed</h3> <ul> <li>Ensuring that when an animation is skipped via <code>duration = 0</code> that we also set <code>type = "keyframes"</code> so that <code>duration</code> takes effect.</li> </ul> <h2>[12.23.7] 2025-07-23</h2> <h3>Fixed</h3> <ul> <li><code>springValue</code> cleanup.</li> <li>Removed additional <code>removeNode</code> from <code>AnimatePresence</code> when using <code>popLayout</code>.</li> </ul> <h2>[12.23.6] 2025-07-11</h2> <h3>Changed</h3> <ul> <li>Added explainer for reduced motion warning.</li> <li>Refactored <code>motion</code> component creation to remove indirection.</li> </ul> <h2>[12.23.5] 2025-07-11</h2> <h3>Fixed</h3> <ul> <li>Fix animation timings within dynamically-generated popups.</li> </ul> <!-- raw HTML omitted --> </blockquote> <p>... (truncated)</p> </details> <details> <summary>Commits</summary> <ul> <li><a href=" |
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478b4ff1e6
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chore(migrate apis): move VectorDBWithIndex from embeddings to openai_embeddings (#3294)
# What does this PR do? migrates VectorDBWithIndex to use openai_embeddings part of #2365 ## Test Plan existing unit tests |
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b12cd528ef
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docs: add VLM NIM example (#3277)
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3370d8e557
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feat(files, s3, expiration): add expires_after support to S3 files provider (#3283) | ||
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78a78264a7 | build: Bump version to 0.2.20 | ||
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efdb5558b8
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fix: Remove bfcl scoring function as not supported (#3281)
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# What does this PR do? BFCL scoring function is not supported, removing it. Also minor fixes as the llama stack run is broken for open-benchmark for test plan verification 1. Correct the model paths for supported models 2. Fix another issue as there is no `provider_id` for DatasetInput but logger assumes it exists. ``` File "/Users/swapna942/llama-stack/llama_stack/core/stack.py", line 332, in construct_stack await register_resources(run_config, impls) File "/Users/swapna942/llama-stack/llama_stack/core/stack.py", line 108, in register_resources logger.debug(f"registering {rsrc.capitalize()} {obj} for provider {obj.provider_id}") ^^^^^^^^^^^^^^^ File "/Users/swapna942/llama-stack/.venv/lib/python3.13/site-packages/pydantic/main.py", line 991, in __getattr__ raise AttributeError(f'{type(self).__name__!r} object has no attribute {item!r}') AttributeError: 'DatasetInput' object has no attribute 'provider_id' ``` ## Test Plan ```llama stack build --distro open-benchmark --image-type venv``` and run the server succeeds Issue Link: https://github.com/llamastack/llama-stack/issues/3282 |
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3130ca0a78
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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> |
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e96e3c4da4
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feat(s3 auth): add authorization support for s3 files provider (#3265)
# What does this PR do? adds support for authorized users to the s3 files provider ## Test Plan existing and new unit tests |
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ed418653ec
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chore(dev): add inequality support to sqlstore where clause (#3272)
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# What does this PR do? add the ability to use inequalities in the where clause of the sqlstore. this is infrastructure for files expiration. ## Test Plan unit tests |
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30117dea22
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fix: docker failing to start container [fireworks-ai] (#3267)
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# What does this PR do?
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52106d95d3
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fix(env): env var replacement preserve types (#3270)
# What does this PR do? During env var replacement, we're implicitly converting all config types to their apparent types (e.g., "true" to True, "123" to 123). This may be arguably useful for when doing an env var substitution, as those are always strings, but we should definitely avoid touching config values that have explicit types and are uninvolved in env var substitution. ## Test Plan Unit |
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75fad445a6
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feat(UI): Implementing File Upload and VectorDB Creation/Configuration in Playground (#3266)
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d73955a41e
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chore: remove absolute paths (#3263)
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# What does this PR do? Finding these issues while moving to github pages. ## Test Plan uv run --group docs sphinx-autobuild docs/source docs/build/html --write-all |
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963305c84d | build: Bump version to 0.2.19 | ||
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9fa69b0337
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feat(distro): no huggingface provider for starter (#3258)
The `trl` dependency brings in `accelerate` which brings in nvidia dependencies for torch. We cannot have that in the starter distro. As such, no CPU-only post-training for the huggingface provider. |
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7ca8233889
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feat(testing): remove SQLite dependency from inference recorder (#3254)
Recording files use a predictable naming format, making the SQLite index redundant. The binary SQLite file was causing frequent git conflicts. Simplify by calculating file paths directly from request hashes. Signed-off-by: Derek Higgins <derekh@redhat.com> |
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1eb1ac0f41
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chore(ui-deps): bump @testing-library/jest-dom from 6.6.3 to 6.8.0 in /llama_stack/ui (#3243)
Bumps [@testing-library/jest-dom](https://github.com/testing-library/jest-dom) from 6.6.3 to 6.8.0. <details> <summary>Release notes</summary> <p><em>Sourced from <a href="https://github.com/testing-library/jest-dom/releases"><code>@testing-library/jest-dom</code>'s releases</a>.</em></p> <blockquote> <h2>v6.8.0</h2> <h1><a href="https://github.com/testing-library/jest-dom/compare/v6.7.0...v6.8.0">6.8.0</a> (2025-08-20)</h1> <h3>Features</h3> <ul> <li>add toBePartiallyPressed matcher (<a href="https://redirect.github.com/testing-library/jest-dom/issues/203">#203</a>) (<a href="https://redirect.github.com/testing-library/jest-dom/issues/692">#692</a>) (<a href=" |
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fc466cb4a4
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chore(ui-deps): bump eslint-plugin-prettier from 5.4.0 to 5.5.4 in /llama_stack/ui (#3241)
Bumps [eslint-plugin-prettier](https://github.com/prettier/eslint-plugin-prettier) from 5.4.0 to 5.5.4. <details> <summary>Release notes</summary> <p><em>Sourced from <a href="https://github.com/prettier/eslint-plugin-prettier/releases">eslint-plugin-prettier's releases</a>.</em></p> <blockquote> <h2>v5.5.4</h2> <h3>Patch Changes</h3> <ul> <li> <p><a href="https://redirect.github.com/prettier/eslint-plugin-prettier/pull/755">#755</a> <a href=" |
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83dbc93e3f
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chore(ui-deps): bump @testing-library/dom from 10.4.0 to 10.4.1 in /llama_stack/ui (#3244)
Bumps [@testing-library/dom](https://github.com/testing-library/dom-testing-library) from 10.4.0 to 10.4.1. <details> <summary>Release notes</summary> <p><em>Sourced from <a href="https://github.com/testing-library/dom-testing-library/releases"><code>@testing-library/dom</code>'s releases</a>.</em></p> <blockquote> <h2>v10.4.1</h2> <h2><a href="https://github.com/testing-library/dom-testing-library/compare/v10.4.0...v10.4.1">10.4.1</a> (2025-07-27)</h2> <h3>Bug Fixes</h3> <ul> <li><strong>deps:</strong> replace chalk with picocolors (<a href="https://redirect.github.com/testing-library/dom-testing-library/issues/1341">#1341</a>) (<a href=" |
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dc07575ecd
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chore(ui-deps): bump remeda from 2.26.1 to 2.30.0 in /llama_stack/ui (#3242)
Bumps [remeda](https://github.com/remeda/remeda) from 2.26.1 to 2.30.0. <details> <summary>Release notes</summary> <p><em>Sourced from <a href="https://github.com/remeda/remeda/releases">remeda's releases</a>.</em></p> <blockquote> <h2>v2.30.0</h2> <h1><a href="https://github.com/remeda/remeda/compare/v2.29.0...v2.30.0">2.30.0</a> (2025-08-07)</h1> <h3>Features</h3> <ul> <li><strong>isFunction:</strong> stricter <code>Function</code> type (<a href="https://redirect.github.com/remeda/remeda/issues/1161">#1161</a>) (<a href=" |
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cffc4edf47
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feat: Add optional idempotency support to batches API (#3171)
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Implements optional idempotency for batch creation using `idem_tok` parameter: * **Core idempotency**: Same token + parameters returns existing batch * **Conflict detection**: Same token + different parameters raises HTTP 409 ConflictError * **Metadata order independence**: Different key ordering doesn't affect idempotency **API changes:** - Add optional `idem_tok` parameter to `create_batch()` method - Enhanced API documentation with idempotency extensions **Implementation:** - Reference provider supports idempotent batch creation - ConflictError for proper HTTP 409 status code mapping - Comprehensive parameter validation **Testing:** - Unit tests: focused tests covering core scenarios with parametrized conflict detection - Integration tests: tests validating real OpenAI client behavior This enables client-side retry safety and prevents duplicate batch creation when using the same idempotency token, following REST API closes #3144 |
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7519b73fcc
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feat(distro): fork off a starter-gpu distribution (#3240)
The starter distribution added post-training which added torch dependencies which pulls in all the nvidia CUDA libraries. This made our starter container very big. We have worked hard to keep the starter container small so it serves its purpose as a starter. This PR tries to get it back to its size by forking off duplicate "-gpu" providers for post-training. These forked providers are then used for a new `starter-gpu` distribution which can pull in all dependencies. |
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3b9278f254
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feat: implement query_metrics (#3074)
# What does this PR do? query_metrics currently has no implementation, meaning once a metric is emitted there is no way in llama stack to query it from the store. implement query_metrics for the meta_reference provider which follows a similar style to `query_traces`, using the trace_store to format an SQL query and execute it in this case the parameters for the query are `metric.METRIC_NAME, start_time, and end_time` and any other matchers if they are provided. this required client side changes since the client had no `query_metrics` or any associated resources, so any tests here will fail but I will provide manual execution logs for the new tests I am adding order the metrics by timestamp. Additionally add `unit` to the `MetricDataPoint` class since this adds much more context to the metric being queried. depends on https://github.com/llamastack/llama-stack-client-python/pull/260 ## Test Plan ``` import time import uuid def create_http_client(): from llama_stack_client import LlamaStackClient return LlamaStackClient(base_url="http://localhost:8321") client = create_http_client() response = client.telemetry.query_metrics(metric_name="total_tokens", start_time=0) print(response) ``` ``` ╰─ python3.12 ~/telemetry.py INFO:httpx:HTTP Request: POST http://localhost:8322/v1/telemetry/metrics/total_tokens "HTTP/1.1 200 OK" [TelemetryQueryMetricsResponse(data=None, metric='total_tokens', labels=[], values=[{'timestamp': 1753999514, 'value': 34.0, 'unit': 'tokens'}, {'timestamp': 1753999816, 'value': 34.0, 'unit': 'tokens'}, {'timestamp': 1753999881, 'value': 34.0, 'unit': 'tokens'}, {'timestamp': 1753999956, 'value': 34.0, 'unit': 'tokens'}, {'timestamp': 1754000200, 'value': 34.0, 'unit': 'tokens'}, {'timestamp': 1754000419, 'value': 36.0, 'unit': 'tokens'}, {'timestamp': 1754000714, 'value': 36.0, 'unit': 'tokens'}, {'timestamp': 1754000876, 'value': 36.0, 'unit': 'tokens'}, {'timestamp': 1754000908, 'value': 34.0, 'unit': 'tokens'}, {'timestamp': 1754001309, 'value': 584.0, 'unit': 'tokens'}, {'timestamp': 1754001311, 'value': 138.0, 'unit': 'tokens'}, {'timestamp': 1754001316, 'value': 349.0, 'unit': 'tokens'}, {'timestamp': 1754001318, 'value': 133.0, 'unit': 'tokens'}, {'timestamp': 1754001320, 'value': 133.0, 'unit': 'tokens'}, {'timestamp': 1754001341, 'value': 923.0, 'unit': 'tokens'}, {'timestamp': 1754001350, 'value': 354.0, 'unit': 'tokens'}, {'timestamp': 1754001462, 'value': 417.0, 'unit': 'tokens'}, {'timestamp': 1754001464, 'value': 158.0, 'unit': 'tokens'}, {'timestamp': 1754001475, 'value': 697.0, 'unit': 'tokens'}, {'timestamp': 1754001477, 'value': 133.0, 'unit': 'tokens'}, {'timestamp': 1754001479, 'value': 133.0, 'unit': 'tokens'}, {'timestamp': 1754001489, 'value': 298.0, 'unit': 'tokens'}, {'timestamp': 1754001541, 'value': 615.0, 'unit': 'tokens'}, {'timestamp': 1754001543, 'value': 119.0, 'unit': 'tokens'}, {'timestamp': 1754001548, 'value': 310.0, 'unit': 'tokens'}, {'timestamp': 1754001549, 'value': 133.0, 'unit': 'tokens'}, {'timestamp': 1754001551, 'value': 133.0, 'unit': 'tokens'}, {'timestamp': 1754001568, 'value': 714.0, 'unit': 'tokens'}, {'timestamp': 1754001800, 'value': 437.0, 'unit': 'tokens'}, {'timestamp': 1754001802, 'value': 200.0, 'unit': 'tokens'}, {'timestamp': 1754001806, 'value': 262.0, 'unit': 'tokens'}, {'timestamp': 1754001808, 'value': 133.0, 'unit': 'tokens'}, {'timestamp': 1754001810, 'value': 133.0, 'unit': 'tokens'}, {'timestamp': 1754001816, 'value': 82.0, 'unit': 'tokens'}, {'timestamp': 1754001923, 'value': 61.0, 'unit': 'tokens'}, {'timestamp': 1754001929, 'value': 391.0, 'unit': 'tokens'}, {'timestamp': 1754001939, 'value': 598.0, 'unit': 'tokens'}, {'timestamp': 1754001941, 'value': 133.0, 'unit': 'tokens'}, {'timestamp': 1754001942, 'value': 133.0, 'unit': 'tokens'}, {'timestamp': 1754001952, 'value': 252.0, 'unit': 'tokens'}, {'timestamp': 1754002053, 'value': 251.0, 'unit': 'tokens'}, {'timestamp': 1754002059, 'value': 375.0, 'unit': 'tokens'}, {'timestamp': 1754002062, 'value': 244.0, 'unit': 'tokens'}, {'timestamp': 1754002064, 'value': 111.0, 'unit': 'tokens'}, {'timestamp': 1754002065, 'value': 133.0, 'unit': 'tokens'}, {'timestamp': 1754002083, 'value': 719.0, 'unit': 'tokens'}, {'timestamp': 1754002302, 'value': 279.0, 'unit': 'tokens'}, {'timestamp': 1754002306, 'value': 218.0, 'unit': 'tokens'}, {'timestamp': 1754002308, 'value': 198.0, 'unit': 'tokens'}, {'timestamp': 1754002309, 'value': 69.0, 'unit': 'tokens'}, {'timestamp': 1754002311, 'value': 133.0, 'unit': 'tokens'}, {'timestamp': 1754002324, 'value': 481.0, 'unit': 'tokens'}, {'timestamp': 1754003161, 'value': 579.0, 'unit': 'tokens'}, {'timestamp': 1754003161, 'value': 69.0, 'unit': 'tokens'}, {'timestamp': 1754003169, 'value': 499.0, 'unit': 'tokens'}, {'timestamp': 1754003171, 'value': 133.0, 'unit': 'tokens'}, {'timestamp': 1754003173, 'value': 133.0, 'unit': 'tokens'}, {'timestamp': 1754003185, 'value': 422.0, 'unit': 'tokens'}, {'timestamp': 1754003448, 'value': 579.0, 'unit': 'tokens'}, {'timestamp': 1754003453, 'value': 422.0, 'unit': 'tokens'}, {'timestamp': 1754003589, 'value': 579.0, 'unit': 'tokens'}, {'timestamp': 1754003609, 'value': 279.0, 'unit': 'tokens'}, {'timestamp': 1754003614, 'value': 481.0, 'unit': 'tokens'}, {'timestamp': 1754003706, 'value': 303.0, 'unit': 'tokens'}, {'timestamp': 1754003706, 'value': 51.0, 'unit': 'tokens'}, {'timestamp': 1754003713, 'value': 426.0, 'unit': 'tokens'}, {'timestamp': 1754003714, 'value': 70.0, 'unit': 'tokens'}, {'timestamp': 1754003715, 'value': 133.0, 'unit': 'tokens'}, {'timestamp': 1754003724, 'value': 225.0, 'unit': 'tokens'}, {'timestamp': 1754004226, 'value': 516.0, 'unit': 'tokens'}, {'timestamp': 1754004228, 'value': 127.0, 'unit': 'tokens'}, {'timestamp': 1754004232, 'value': 281.0, 'unit': 'tokens'}, {'timestamp': 1754004234, 'value': 133.0, 'unit': 'tokens'}, {'timestamp': 1754004236, 'value': 133.0, 'unit': 'tokens'}, {'timestamp': 1754004244, 'value': 206.0, 'unit': 'tokens'}, {'timestamp': 1754004683, 'value': 338.0, 'unit': 'tokens'}, {'timestamp': 1754004690, 'value': 481.0, 'unit': 'tokens'}, {'timestamp': 1754004692, 'value': 124.0, 'unit': 'tokens'}, {'timestamp': 1754004692, 'value': 65.0, 'unit': 'tokens'}, {'timestamp': 1754004694, 'value': 133.0, 'unit': 'tokens'}, {'timestamp': 1754004703, 'value': 211.0, 'unit': 'tokens'}, {'timestamp': 1754004743, 'value': 338.0, 'unit': 'tokens'}, {'timestamp': 1754004749, 'value': 211.0, 'unit': 'tokens'}, {'timestamp': 1754005566, 'value': 481.0, 'unit': 'tokens'}, {'timestamp': 1754006101, 'value': 159.0, 'unit': 'tokens'}, {'timestamp': 1754006105, 'value': 272.0, 'unit': 'tokens'}, {'timestamp': 1754006109, 'value': 308.0, 'unit': 'tokens'}, {'timestamp': 1754006110, 'value': 61.0, 'unit': 'tokens'}, {'timestamp': 1754006112, 'value': 133.0, 'unit': 'tokens'}, {'timestamp': 1754006130, 'value': 705.0, 'unit': 'tokens'}, {'timestamp': 1754051825, 'value': 454.0, 'unit': 'tokens'}, {'timestamp': 1754051827, 'value': 152.0, 'unit': 'tokens'}, {'timestamp': 1754051834, 'value': 481.0, 'unit': 'tokens'}, {'timestamp': 1754051835, 'value': 55.0, 'unit': 'tokens'}, {'timestamp': 1754051837, 'value': 133.0, 'unit': 'tokens'}, {'timestamp': 1754051845, 'value': 102.0, 'unit': 'tokens'}, {'timestamp': 1754099929, 'value': 36.0, 'unit': 'tokens'}, {'timestamp': 1754510050, 'value': 598.0, 'unit': 'tokens'}, {'timestamp': 1754510052, 'value': 160.0, 'unit': 'tokens'}, {'timestamp': 1754510064, 'value': 725.0, 'unit': 'tokens'}, {'timestamp': 1754510065, 'value': 133.0, 'unit': 'tokens'}, {'timestamp': 1754510067, 'value': 133.0, 'unit': 'tokens'}, {'timestamp': 1754510083, 'value': 535.0, 'unit': 'tokens'}, {'timestamp': 1754596582, 'value': 36.0, 'unit': 'tokens'}])] ``` adding tests for each currently documented metric in llama stack using this new function. attached is also some manual testing integrations tests passing locally with replay mode and the linked client changes: <img width="1907" height="529" alt="Screenshot 2025-08-08 at 2 49 14 PM" src="https://github.com/user-attachments/assets/d482ab06-dcff-4f0c-a1f1-f870670ee9bc" /> --------- Signed-off-by: Charlie Doern <cdoern@redhat.com> |
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3d119a86d4
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chore: indicate to mypy that InferenceProvider.batch_completion/batch_chat_completion is concrete (#3239)
# What does this PR do? closes https://github.com/llamastack/llama-stack/issues/3236 mypy considered our default implementations (raise NotImplementedError) to be trivial. the result was we implemented the same stubs in providers. this change puts enough into the default impls so mypy considers them non-trivial. this allows us to remove the duplicate implementations. |
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2ee898cc4c
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chore: indicate to mypy that InferenceProvider.rerank is concrete (#3238) | ||
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da73f1a180
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fix: ensure assistant message is followed by tool call message as expected by openai (#3224)
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# What does this PR do? As described in #3134 a langchain example works against openai's responses impl, but not against llama stack's. This turned out to be due to the order of the inputs. The langchain example has the two function call outputs first, followed by each call result in turn. This seems to be valid as it is accepted by openai's impl. However in llama stack, these inputs are converted to chat completion inputs and the resulting order for that api is not accpeted by openai. This PR fixes the issue by ensuring that the converted chat completions inputs are in the expected order. Closes #3134 ## Test Plan Added unit and integration tests. Verified this fixes original issue as reported. --------- Signed-off-by: Gordon Sim <gsim@redhat.com> |
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f520e244d9
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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` |
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c5e2e269e2
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feat(api): introduce /rerank (#2940)
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# What does this PR do? Context: https://github.com/meta-llama/llama-stack/issues/2937 The API design is inspired by existing offerings, but not exactly the same: * `top_n` as the parameter to control number of results, instead of `top_k`, since `n` is conventional to control number * `truncation` bool instead of `max_token_per_doc`, since we should just handle the truncation automatically depending on model capability, instead of user setting the context length manually. * `data` field in the response, to be consistent with other OpenAI APIs (though they don't have a rerank API). Also, it is one less name to learn in the API. ## Test Plan Co-authored-by: Ashwin Bharambe <ashwin.bharambe@gmail.com> |
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d78ac434bd
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feat(UI): Adding a session manager (#3203)
# What does this PR do? - Introduces the Agent Session creation for the Playground and allows users to set tools - note tools are actually not usable yet and this is marked explicitly - this also caches sessions locally for faster loading on the UI and deletes them appropriately - allows users to easily create new sessions as well - Moved Model Configuration settings and "System Message" / Prompt to the left component - Added new logo and favicon - Added new typing animation when LLM is generating ### Create New Session <img width="1916" height="1393" alt="Screenshot 2025-08-21 at 4 18 08 PM" src="https://github.com/user-attachments/assets/52c70ae3-a33e-4338-8522-8184c692c320" /> ### List of Sessions <img width="1920" height="1391" alt="Screenshot 2025-08-21 at 4 18 56 PM" src="https://github.com/user-attachments/assets/ed78c3c6-08ec-486c-8bad-9b7382c11360" /> <!-- If resolving an issue, uncomment and update the line below --> <!-- Closes #[issue-number] --> ## Test Plan Unit tests added --------- Signed-off-by: Francisco Javier Arceo <farceo@redhat.com> |
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c3b2b06974
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refactor(logging): rename llama_stack logger categories (#3065)
# What does this PR do? <!-- Provide a short summary of what this PR does and why. Link to relevant issues if applicable. --> This PR renames categories of llama_stack loggers. This PR aligns logging categories as per the package name, as well as reviews from initial https://github.com/meta-llama/llama-stack/pull/2868. This is a follow up to #3061. <!-- If resolving an issue, uncomment and update the line below --> <!-- Closes #[issue-number] --> Replaces https://github.com/meta-llama/llama-stack/pull/2868 Part of https://github.com/meta-llama/llama-stack/issues/2865 cc @leseb @rhuss Signed-off-by: Mustafa Elbehery <melbeher@redhat.com> |
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deffaa9e4e
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fix: fix the error type in embedding test case (#3197)
# What does this PR do? Currently the embedding integration test cases fail due to a misalignment in the error type. This PR fixes the embedding integration test by fixing the error type. ## Test Plan ``` pytest -s -v tests/integration/inference/test_embedding.py --stack-config="inference=nvidia" --embedding-model="nvidia/llama-3.2-nv-embedqa-1b-v2" --env NVIDIA_API_KEY={nvidia_api_key} --env NVIDIA_BASE_URL="https://integrate.api.nvidia.com" ``` |
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b72169ca47
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docs: update the docs for NVIDIA Inference provider (#3227)
# What does this PR do? - Documentation update and fix for the NVIDIA Inference provider. - Update the `run_moderation` for safety API with a `NotImplementedError` placeholder. Otherwise initialization NVIDIA inference client will raise an error. ## Test Plan N/A |