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lancedb-gatefixer[bot]andXuanwo
2cd635d41c
Remote materialized-view refreshes drained the SQL result and then fabricated `mode=rebuild`, `rows_written=<total view rows>`, and `source_version=0`. This made incremental refreshes report incorrect statistics. Make these three result fields optional across Rust, Python, and TypeScript, and leave them unset for remote SQL refreshes. Remove the post-refresh row count request. Local refreshes continue to populate all metrics, and `version` remains the view version observed after completion. Remote per-operation statistics remain unavailable until the SQL job adapter can retrieve them. Expose the forced-rebuild option through the Rust builder, synchronous/asynchronous Python refresh and job methods, and TypeScript refresh. Remote `full=true` sends `WITH (full = true)`; the default lets the server choose its refresh mode. Local source-version pinning and remote job cancellation are preserved. Local refresh regression tests respect the `experimental-functions` build gate, while remote refresh coverage also runs in default builds. Validation: - Rust: 20 materialized-view tests and 21 remote SQL tests passed with `remote,experimental-functions`; `cargo fmt --all` passed. - Python: rebuilt the extension in the uv-managed environment. The default build passed 23 tests with 27 feature-dependent skips. The opt-in build passed 61 tests with 3 expected default-build-only skips, covering the materialized-view suite and 14 async query-serialization cases from current main. Python Ruff lint and formatting checks passed. - TypeScript: default and opt-in native builds and TypeScript compilation passed. The default build passed 5 tests with 10 expected feature-dependent skips; the opt-in build passed all 14 materialized-view tests with the default-build-only test skipped. Lint/format checks and documentation generation passed. - Repository-wide `ruff check .` reports 48 pre-existing violations in unchanged `docs/web-tests` files; `ruff check python` passes. Fixes #4670 <!-- lance-gatekeeper-fix:v1 agent=ece43ec4b88a48d1789f60005fa3ecfc generation=1 --> Co-authored-by: Gatefixer <313497061+lancedb-gatefixer[bot]@users.noreply.github.com> Co-authored-by: Xuanwo <github@xuanwo.io>
The Multimodal Lakehouse for AI
How to Install ✦ Detailed Documentation ✦ Tutorials and Recipes ✦ Contributors
The ultimate multimodal data platform for AI/ML applications.
LanceDB is designed for fast, scalable, and production-ready vector search. It is built on top of the Lance columnar format. You can store, index, and search over petabytes of multimodal data and vectors with ease. LanceDB is a central location where developers can build, train and analyze their AI workloads.
Demo: Multimodal Search by Keyword, Vector or with SQL
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⭐ Click here ⭐ to see how fast we're growing!
Key Features:
- Fast Vector Search: Search billions of vectors in milliseconds with state-of-the-art indexing.
- Comprehensive Search: Support for vector similarity search, full-text search and SQL.
- Multimodal Support: Store, query and filter vectors, metadata and multimodal data (text, images, videos, point clouds, and more).
- Advanced Features: Zero-copy, automatic versioning, manage versions of your data without needing extra infrastructure. GPU support in building vector index.
Products:
- Open Source & Local: 100% open source, runs locally or in your cloud. No vendor lock-in.
- Cloud and Enterprise: Production-scale vector search with no servers to manage. Complete data sovereignty and security.
Ecosystem:
- Columnar Storage: Built on the Lance columnar format for efficient storage and analytics.
- Seamless Integration: Python, Node.js, Rust, and REST APIs for easy integration. Native Python and Javascript/Typescript support.
- Rich Ecosystem: Integrations with LangChain 🦜️🔗, LlamaIndex 🦙, Apache-Arrow, Pandas, Polars, DuckDB and more on the way.
How to Install:
Follow the Quickstart doc to set up LanceDB locally.
API & SDK: We also support Python, Typescript and Rust SDKs
| Interface | Documentation |
|---|---|
| Python SDK | https://lancedb.github.io/lancedb/python/python/ |
| Typescript SDK | https://lancedb.github.io/lancedb/js/globals/ |
| Rust SDK | https://docs.rs/lancedb/latest/lancedb/index.html |
| REST API | https://docs.lancedb.com/api-reference/rest |
Join Us and Contribute
We welcome contributions from everyone! Whether you're a developer, researcher, or just someone who wants to help out.
If you have any suggestions or feature requests, please feel free to open an issue on GitHub or discuss it on our Discord server.
Check out the GitHub Issues if you would like to work on the features that are planned for the future. If you have any suggestions or feature requests, please feel free to open an issue on GitHub.
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