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","thon/bench.py` and `python/bench.ipynb` for interactive charts against FAISS.\n\n### C++ Benchmarking Utilities\n\nTo achiev"],"notes":["hybrid lexical+vector body — elected because it looks like natural language (word_ratio 0.74, 765.6 tokens/value); embedded server-side (lexical by default; Candle neural, proxy, or experimental ONNX if configured)"]},{"name":"section","es_type":"long","cardinality_est":73,"coverage":0.058,"examples":["0","1","2"],"num_min":0,"num_max":72},{"name":"end_line","es_type":"long","cardinality_est":52,"coverage":0.022,"examples":["48","80","112"],"num_min":7,"num_max":454},{"name":"start_line","es_type":"long","cardinality_est":28,"coverage":0.022,"examples":["1","37","70"],"num_min":1,"num_max":408},{"name":"text","es_type":"semantic_text","cardinality_est":63,"coverage":0.022,"examples":["# This CMake file is heavily inspired by following `usearch` CMake:\n# https://github.com/nlohmann/json/blob/develop/CMak","option(USEARCH_BUILD_SQLITE \"Compile separate SQLite extension\" OFF)\n# Includes\nset(CMAKE_MODULE_PATH ${CMAKE_CURRENT_SO","]=]\n    USEARCH_CAN_COMPILE_FP16\n)\n# Check for `_Float16` support\ncheck_c_source_compiles(\n    [=[\nint\nmain(int argc, ch"],"notes":["hybrid lexical+vector body — elected because it looks like natural language (word_ratio 0.88, 93.9 tokens/value); embedded server-side (lexical by default; Candle neural, proxy, or experimental ONNX if configured)"]},{"name":"defs","es_type":"text","cardinality_est":59,"coverage":0.021,"examples":["const cxxSettings\nstatic targets\nstatic products\nconst package","function metric_kind_to_cpp\nfunction metric_kind_to_c\nfunction scalar_kind_to_cpp\nfunction scalar_kind_to_c\nfunction add","function usearch_write_backtrace\nfunction usearch_crash_handler\nfunction install_crash_handlers\nfunction 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hnswlib/*.h"]},{"name":"language","es_type":"keyword","cardinality_est":3,"coverage":0.913,"examples":["cpp","python","c"]},{"name":"code","es_type":"text","cardinality_est":243,"coverage":0.792,"examples":["int main()","class PickDivisibleIds: public hnswlib::BaseFilterFunctor","PickDivisibleIds(unsigned int divisor): divisor(divisor)"]},{"name":"kind","es_type":"keyword","cardinality_est":6,"coverage":0.792,"examples":["function","class","const"]},{"name":"line","es_type":"long","cardinality_est":184,"coverage":0.792,"examples":["6","5","8"],"num_min":4,"num_max":1380},{"name":"name","es_type":"keyword","cardinality_est":203,"coverage":0.792,"examples":["main","PickDivisibleIds","ParallelFor"]},{"name":"path","es_type":"keyword","cardinality_est":51,"coverage":0.792,"examples":["example_epsilon_search.cpp","example_filter.cpp","example_mt_filter.cpp"]},{"name":"body","es_type":"semantic_text","cardinality_est":78,"coverage":0.184,"examples":["# HNSW algorithm parameters\n\n## Search parameters:\n* ```ef``` - the size of the dynamic list for the nearest neighbors (","hen ```M``` is changed one has to update the other parameters. \nNonetheless, ef and ef_construction parameters can be ro","Apache License\n                           Version 2.0, January 2004\n                        http://www.apache.org/licens"],"notes":["hybrid lexical+vector body — elected because it looks like natural language (word_ratio 0.71, 428.9 tokens/value); embedded server-side (lexical by default; Candle neural, proxy, or experimental ONNX if configured)"]},{"name":"defs","es_type":"text","cardinality_est":35,"coverage":0.121,"examples":["function main","class PickDivisibleIds\nfunction PickDivisibleIds\nfunction main","function ParallelFor\nclass PickDivisibleIds\nfunction PickDivisibleIds\nfunction main"]},{"name":"symbol_count","es_type":"long","cardinality_est":16,"coverage":0.121,"examples":["1","3","4"],"num_min":1,"num_max":42},{"name":"section","es_type":"long","cardinality_est":11,"coverage":0.061,"examples":["0","1","2"],"num_min":0,"num_max":10},{"name":"end_line","es_type":"long","cardinality_est":10,"coverage":0.024,"examples":["49","91","105"],"num_min":9,"num_max":207},{"name":"start_line","es_type":"long","cardinality_est":7,"coverage":0.024,"examples":["1","40","78"],"num_min":1,"num_max":160},{"name":"text","es_type":"semantic_text","cardinality_est":10,"coverage":0.024,"examples":["cmake_minimum_required(VERSION 3.0...3.26)\nproject(hnswlib\n    LANGUAGES CXX)\ninclude(GNUInstallDirs)\ninclude(CheckCXXCo","if(COMPILER_SUPPORT_NATIVE_FLAG)\n        SET( CMAKE_CXX_FLAGS \"${CMAKE_CXX_FLAGS} -march=native\" )\n        message(\"set ","add_executable(example_mt_replace_deleted examples/cpp/example_mt_replace_deleted.cpp)\n    target_link_libraries(example"],"notes":["hybrid lexical+vector body — elected because it looks like natural language (word_ratio 0.92, 147.5 tokens/value); embedded server-side (lexical by default; Candle neural, proxy, or experimental ONNX if configured)"]}]},{"index":"xc-map-gate-v-b1790790750-instant-distance-docs","records":179,"semantic_field":"body","notes":["body: hybrid lexical+vector body — elected because it looks like natural language (word_ratio 0.85, 403.1 tokens/value); embedded server-side (lexical by default; Candle neural, proxy, or experimental ONNX if configured)","text: hybrid lexical+vector body — elected because it looks like natural language (word_ratio 0.73, 98.2 tokens/value); embedded server-side (lexical by default; Candle neural, proxy, or experimental ONNX if configured)"],"field_count":14,"fields":[{"name":"title","es_type":"keyword","cardinality_est":108,"coverage":0.972,"examples":["[workspace]","Apache License","[licenses]"]},{"name":"language","es_type":"keyword","cardinality_est":2,"coverage":0.905,"examples":["python","rust"]},{"name":"code","es_type":"text","cardinality_est":132,"coverage":0.86,"examples":["MAX_LINES = 100_000","LANGS = (\"en\", \"fr\", \"it\")","LANG_REPLACE = \"$$lang\""]},{"name":"kind","es_type":"keyword","cardinality_est":7,"coverage":0.86,"examples":["const","function","struct"]},{"name":"line","es_type":"long","cardinality_est":141,"coverage":0.86,"examples":["11","12","13"],"num_min":3,"num_max":787},{"name":"name","es_type":"keyword","cardinality_est":96,"coverage":0.86,"examples":["MAX_LINES","LANGS","LANG_REPLACE"]},{"name":"path","es_type":"keyword","cardinality_est":6,"coverage":0.86,"examples":["translate.py","lib.rs","test.py"]},{"name":"body","es_type":"semantic_text","cardinality_est":20,"coverage":0.112,"examples":["[workspace]\nmembers = [\"instant-distance\", \"instant-distance-py\"]\nresolver = \"2\"\n\n[profile.bench]\ndebug = true","Apache License\n                           Version 2.0, January 2004\n                        http://www.apache.org/licens","ource or\n      Object form, made available under the License, as indicated by a\n      copyright notice that is included "],"notes":["hybrid lexical+vector body — elected because it looks like natural language (word_ratio 0.85, 403.1 tokens/value); embedded server-side (lexical by default; Candle neural, proxy, or experimental ONNX if configured)"]},{"name":"defs","es_type":"text","cardinality_est":8,"coverage":0.045,"examples":["const MAX_LINES\nconst LANGS\nconst LANG_REPLACE\nconst DL_TEMPLATE\nconst BUILT_IDX_PATH\nconst WORD_MAP_PATH\nfunction downl","function instant_distance_py\nstruct HnswMap\nfunction build\nfunction load\nfunction dump\nfunction search\nstruct Hnsw\nstruc","function test_hsnw\nfunction test_hsnw_map"]},{"name":"symbol_count","es_type":"long","cardinality_est":8,"coverage":0.045,"examples":["9","37","2"],"num_min":2,"num_max":48},{"name":"section","es_type":"long","cardinality_est":7,"coverage":0.039,"examples":["0","1","2"],"num_min":0,"num_max":6},{"name":"end_line","es_type":"long","cardinality_est":5,"coverage":0.028,"examples":["14","57","76"],"num_min":14,"num_max":76},{"name":"start_line","es_type":"long","cardinality_est":2,"coverage":0.028,"examples":["1","46"],"num_min":1,"num_max":46},{"name":"text","es_type":"semantic_text","cardinality_est":5,"coverage":0.028,"examples":["ifeq ($(shell uname), Darwin)\n\tPY_EXT := dylib\nelse\n\tPY_EXT := so\nendif\ntest-python:\n\tcargo build --release\n\tcp target/r","![Cover logo](./cover.svg)\n# Instant Distance: fast HNSW indexing\n[![Build status](https://github.com/InstantDomain/inst","}\n#[derive(Clone, Copy, Debug)]\nstruct Point(isize, isize, isize);\nimpl instant_distance::Point for Point {\n    fn dista"],"notes":["hybrid lexical+vector body — elected because it looks like natural language (word_ratio 0.73, 98.2 tokens/value); embedded server-side (lexical by default; Candle neural, proxy, or experimental ONNX if configured)"]}]},{"index":"xc-map-gate-v-b1790790750-usearch-csharp-cloud-unum-usearch-tests","records":4,"field_count":4,"fields":[{"name":"Include","es_type":"keyword","cardinality_est":4,"coverage":1.0,"examples":["Microsoft.NET.Test.Sdk","xunit","xunit.runner.visualstudio"]},{"name":"Version","es_type":"keyword","cardinality_est":4,"coverage":1.0,"examples":["18.7.0","2.9.3","3.1.5"]},{"name":"IncludeAssets","es_type":"text","cardinality_est":1,"coverage":0.5,"examples":["runtime; build; native; contentfiles; analyzers; buildtransitive"]},{"name":"PrivateAssets","es_type":"keyword","cardinality_est":1,"coverage":0.5,"examples":["all"]}]},{"index":"xc-map-gate-v-b1790790750-usearch-csharp-nuget-package","records":4,"field_count":3,"fields":[{"name":"Include","es_type":"keyword","cardinality_est":4,"coverage":1.0,"examples":["$(NativeLibDir)runtimes\\**\\*.*","$(RepoRoot)LICENSE","$(RepoRoot)assets\\unum.png"]},{"name":"Pack","es_type":"boolean","cardinality_est":1,"coverage":1.0,"examples":["true"]},{"name":"PackagePath","es_type":"keyword","cardinality_est":2,"coverage":1.0,"examples":["runtimes"]}]},{"index":"xc-map-gate-v-b1790790750-json","records":3,"time_field":"cloned_at","time_min":"2026-09-30T17:52:28.000Z","time_max":"2026-09-30T17:52:28.000Z","field_count":8,"fields":[{"name":"bytes","es_type":"long","cardinality_est":3,"coverage":1.0,"examples":["2146512","204055","344905"],"num_min":204055,"num_max":2146512},{"name":"cloned_at","es_type":"date","date_enc":"rfc3339","cardinality_est":1,"coverage":1.0,"examples":["2026-09-30T17:52:28Z"],"date_min":"2026-09-30T17:52:28.000Z","date_max":"2026-09-30T17:52:28.000Z"},{"name":"corpus","es_type":"keyword","cardinality_est":1,"coverage":1.0,"examples":["map-gate-v"]},{"name":"files","es_type":"long","cardinality_est":3,"coverage":1.0,"examples":["175","27","65"],"num_min":27,"num_max":175},{"name":"licence","es_type":"keyword","cardinality_est":1,"coverage":1.0,"examples":["Apache-2.0"]},{"name":"repo","es_type":"keyword","cardinality_est":3,"coverage":1.0,"examples":["usearch","instant-distance","hnswlib"]},{"name":"sha","es_type":"keyword","cardinality_est":3,"coverage":1.0,"examples":["cc23bbaf21ef52313c5a495adbc40cbd733cdcfb","13ea89ac1ca038d19fbbe3c095c1aeddf713f859","d9b3608c83d83b46c96e25088cb1d729b29dcfe9"]},{"name":"url","es_type":"keyword","cardinality_est":3,"coverage":1.0,"examples":["https://github.com/unum-cloud/usearch","https://github.com/instant-labs/instant-distance","https://github.com/nmslib/hnswlib"]}]},{"index":"xc-map-gate-v-b1790790750-usearch-csharp-directory-build","records":3,"field_count":15,"fields":[{"name":"TargetOS","es_type":"keyword","cardinality_est":3,"coverage":1.0,"examples":["win","linux","osx"]},{"name":"TargetOS_Condition","es_type":"keyword","cardinality_est":3,"coverage":1.0,"examples":["$([MSBuild]::IsOSPlatform('Windows'))","$([MSBuild]::IsOSPlatform('Linux'))","$([MSBuild]::IsOSPlatform('OSX'))"]},{"name":"TargetArchitecture","es_type":"keyword","cardinality_est":2,"coverage":0.667,"examples":["$([System.Runtime.InteropServices.RuntimeInformation]::OSArchitecture)","$(TargetArchitecture.ToLower())"]},{"name":"CSharpDir","es_type":"keyword","cardinality_est":1,"coverage":0.333,"examples":["$(RepoRoot)csharp\\"]},{"name":"Configuration","es_type":"keyword","cardinality_est":1,"coverage":0.333,"examples":["Debug"]},{"name":"Configuration_Condition","es_type":"keyword","cardinality_est":1,"coverage":0.333,"examples":["'$(Configuration)'==''"]},{"name":"LangVersion","es_type":"long","cardinality_est":1,"coverage":0.333,"examples":["13"],"num_min":13,"num_max":13},{"name":"NativeLibBuildScriptsDir","es_type":"keyword","cardinality_est":1,"coverage":0.333,"examples":["$(CSharpDir)eng\\"]},{"name":"NativeLibDir","es_type":"keyword","cardinality_est":1,"coverage":0.333,"examples":["$(CSharpDir)lib\\"]},{"name":"PackageOutputPath","es_type":"keyword","cardinality_est":1,"coverage":0.333,"examples":["$(CSharpDir)packages"]},{"name":"Platform","es_type":"keyword","cardinality_est":1,"coverage":0.333,"examples":["AnyCPU"]},{"name":"Platform_Condition","es_type":"keyword","cardinality_est":1,"coverage":0.333,"examples":["'$(Platform)'==''"]},{"name":"RepoRoot","es_type":"keyword","cardinality_est":1,"coverage":0.333,"examples":["$([System.IO.Path]::GetFullPath('$(MSBuildThisFileDirectory)\\..\\'))"]},{"name":"RepoRoot_Condition","es_type":"keyword","cardinality_est":1,"coverage":0.333,"examples":["'$(RepoRoot)' 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