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Composable building blocks to build Llama Apps

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### 🚀 Describe the new functionality needed Users may want to precompute embeddings outside of the Stack using a variety of other tools (e.g., https://github.com/meta-llama/llama-stack/pull/1563, https://github.com/meta-llama/llama-stack/pull/1866, https://github.com/meta-llama/llama-stack/pull/1290). Allowing users to...

enhancement

# What does this PR do? Adds a new endpoint that is compatible with OpenAI for embeddings api. `/openai/v1/embeddings` Added providers for OpenAI, LiteLLM and SentenceTransformer. ## Test Plan ```...

CLA Signed

### 🚀 Describe the new functionality needed Merge queue: https://docs.github.com/en/repositories/configuring-branches-and-merges-in-your-repository/configuring-pull-request-merges/managing-a-merge-queue ### 💡 Why is this needed? What if we don't build it? This is to avoid the situation where CI...

enhancement

### System Info Latest llama-stack from main commit 2603f10f95fcd302297158adb709d2a84c9f60af ### 🐛 Describe the bug When testing the responses API with the ollama provider, I'm getting frequent errors with unique id...

bug

### 🚀 Describe the new functionality needed Implement Embedding, keyword, and hybrid search for available providers. ### 💡 Why is this needed? What if we don't build it? We need...

enhancement

### System Info python -m "torch.utils.collect_env" /Users/bmurdock/.pyenv/versions/3.10.16/lib/python3.10/runpy.py:126: RuntimeWarning: 'torch.utils.collect_env' found in sys.modules after import of package 'torch.utils', but prior to execution of 'torch.utils.collect_env'; this may result in unpredictable behaviour warn(RuntimeWarning(msg))...

bug

# What does this PR do? Add support for hybrid search mode in SQLite-vec provider, which combines keyword and vector search for better results. The implementation: - Adds hybrid search...

CLA Signed

# What does this PR do? [Provide a short summary of what this PR does and why. Link to relevant issues if applicable.] Removes the ability to run llama stack...

CLA Signed

I think the implementation needs more simplification. Spent way too much time trying to get the tests pass with models not co-operating :( Finally had to switch claude-sonnet to get...

CLA Signed

## What does this PR do? Adds comprehensive test suite for the synthetic data kit provider implementation, including both unit and integration tests. This ensures the provider's functionality, configuration handling,...

CLA Signed