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628610478a
This PR was merged into the main branch.
Discussion
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[Store] Introduce batch processing in `DistanceCalculator`
| Q | A
| ------------- | ---
| Bug fix? | no
| New feature? | yes
| Docs? | yes
| Issues | --
| License | MIT
Following #1770, local stores might be used to store / retrieve vectors, problem is, the current implementation perform the sorting strategy through the whole dataset, this PR aims to introduce a "batch and reduce" approach, `VectorDocument`s are handled per batch (default size to `100`) and returned in smaller size if `maxItems` is set.
The implementation is inspired by https://x.com/JeffDean/status/1997854093239595503.
Commits
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293df7d9 feat(store): allow to sort documents as batches
Symfony AI is a set of components that integrate AI capabilities into PHP applications.
Components & Bundles
Symfony AI consists of several lower and higher level components and the respective integration bundles:
- Components
- Agent: Framework for building AI agents that can interact with users and perform tasks.
- Chat: A unified interface to send messages to agents and store long-term context.
- Mate: MCP development server enabling AI assistants to interact with PHP applications through standardized tools.
- Platform: A unified interface to various AI platforms like OpenAI, Anthropic, Azure, Gemini, VertexAI, and more.
- Store: Data storage abstraction with indexing and retrieval for AI applications.
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- AI Bundle: Symfony integration for AI Platform, Store and Agent components.
- MCP Bundle: Symfony integration for official MCP SDK, allowing them to act as MCP servers or clients.
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