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Yang Cen
a9028ef441
Lance beta.11 calibrates lower `search_effort` tiers by metric and requested `k`. With the Rust dependency and Python/Node execution tests already on main via #4881, document the tiers across Rust, Python, Node and the search guide, extend the remote request matrix to cover `0.1` and `0.25`, and align the Python test package with beta.11. `0.1` and `0.25` target empirical mean partition-routing recall of 80% and 90% for L2, cosine and dot through `k=100000`. These are not per-query or final Recall@k guarantees. Default Auto is unchanged; Hamming and larger `k` remain uncalibrated, and remote queries require corresponding server support. This PR makes no additional performance claim. See [Lance #10695](https://github.com/lance-format/lance/pull/10695) for measurements and limitations. Validation: both strict workspace Clippy configurations, Rust formatting, 13 Rust effort tests, 208 Python query tests, 41 Node query tests, native binding builds, TypeScript, Node lint/generated docs, Python lint/format, full lockfile check and two dependency guards passed on `a8b09170`. All validated Rust/Python/Node source and dependency files are byte-identical at `2a82d07c`; the only subsequent change restores the Java POM to main. Root Ruff has 59 existing diagnostics and six formatting files, all byte-identical to the base; the Python package passes. The Java REST/Namespace client has no changed API here, and its dependency remains identical to main. The separate [Java beta publication failure](https://github.com/lance-format/lance/issues/10773) is not claimed resolved or validated. Official SDK release, automatic mirror, Sophon adoption and measured consumer acceptance remain follow-up stages.