Patch

Improve: Support more input types in JS (#653) (97ff4b2)

- C++
Published by ashvardanian 6 months ago

Patch

Make: Disable half-precision intrinsics in Windows JNI (a1e75f3)

- C++
Published by ashvardanian 6 months ago

Patch

Docs: Wording & logic mistakes (16b7c70)
Docs: Using WFM (d3a2868)
Make: Bump JS deps with vulnerabilities (d7a7cd4)
Make: Forward SIMSIMD_ definitions (7254fa6)

- C++
Published by ashvardanian 6 months ago

Patch

Make: Repeat Gradle SIMD flags in CI (988567c)

- C++
Published by ashvardanian 6 months ago

Patch

Improve: Expose more platform caps in Java (29aad77)
Make: Bump dependencies (471b9a0)

- C++
Published by ashvardanian 6 months ago

usearch - v2.20.4: SIMD dispatch in fat-JARs ☕

Make: Skip Javadoc in blame (86e8b47)
Improve: Format Javadoc (1f08de4)
Make: Formatting Java with Spotless (5ae8f17)
Make: Enable SIMD in Java builds (b9e345d)

- C++
Published by ashvardanian 6 months ago

Patch

Improve: hardwareAcceleration API for Java (a6cec2b)

- C++
Published by ashvardanian 6 months ago

usearch - v2.20.2: Zero-copy Java APIs ☕

Improve: Zero-copy USearch APIs (dd1e197)
Improve: Expose memoryUsage() to Java (89b1432)

- C++
Published by ashvardanian 6 months ago

Patch

Make: Versioning java/README.md (68f8ffa)
Improve: Bench C++ with .i8bin inputs (3019d09)
Fix: Replace L2 with L2sq in Java (d4c1148)
Docs: Usage instructions for Py scripts (81ac139)
Docs: List SpaceV dataset files (2e5f1f8)
Improve: Handle .i8bin files for SpaceV (106b718)
Docs: Describe Gradle usage (d1efd42)

- C++
Published by ashvardanian 6 months ago

Minor

Add: Overloaded Java APIs (66fc6f1)

Hashes

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usearchwasm2.20.0.tar.gz : cd838beb45a61b11d1a967a474ff5b4daa77b68f196912c4dbde13cc409f86ef
usearchwasm2.20.0.zip : ab043eb77aa3764beeb77652dda775a395096e341b03ef43ecb367f773beac24
usearchwindowsarm64_2.20.0.tar : 87063ca2091b37eae597864cfbf3182da874a6e64395314db30012b775949a09
usearchwindowsx64_2.20.0.tar : 12a7038fe698c8791502e9aadae4819c439d3a235fd166fe9c37f313923423f3
usearchwindowsx86_2.20.0.tar : e43a8ae6fc8bbd74bf7e21275b04d5d983eb4f989641b7c57a568e29155a39af

- C++
Published by ashvardanian 6 months ago

Patch

Make: Resolve Windows CI and Gradle (287fea9)

- C++
Published by ashvardanian 6 months ago

Patch

Make: Avoid export K=V in CI (6bb004e)
Make: Avoid -latest CI images for versioned ones (fcc0944)
Make: Remove /java/ path components (95db493)

- C++
Published by ashvardanian 6 months ago

Patch

Make: Newer compilers for JNI (b8246e4)

- C++
Published by ashvardanian 6 months ago

Patch

Make: Put checksums after JNI & Android (88a8f32)
Fix: Detect 32-bitness w/out <cstdint> (9095b66)
Make: Disambiguate JNI builds via CMake (3ae8df5)

- C++
Published by ashvardanian 6 months ago

Patch

Make: Fat JAR packaging order in CI (7e98f58)

Hashes

docs.tar.gz : 84347d7ea22dad24b18481a1b3ca01db8108cdfeb082e35773d479e572f54f64
hashes.md : 18c344a28b1b700b82a25fe2734174e19a90b69a5ccb7acbaf949af3ec5ab806
usearch-2.19.19-javadoc.jar : 6a687616a408ae5089cd49c40bcb00f1ca15f14656c4a6ceb2cfa271d57398d3
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usearch-2.19.19.jar : a13e3624a6de4b9d4a272228a25c5bb956a6e53170b8b893d00935abedf829b8
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usearchsqlitemacosarm642.19.19.dylib : 0f4219fdd009b3051fcc9be24086cf27163b7dfbbface97a796f78a8a26c335c
usearchsqlitemacosx8664_2.19.19.dylib : 81c2836a8c82de2420f9a33622b2c17f79b1a9667264c82e112f4affc5bab084
usearchwasm2.19.19.tar.gz : 09fd48b9d21dbcbf7421d8428aee50f54fc46a85e457f1c5eebc667c2b432d9e
usearchwasm2.19.19.zip : 9fa4513ca6649a0065cfd910802970d755d4cd99f36007e04329a434bf572e1d
usearchwindowsarm64_2.19.19.tar : f5991d5981a8cd99052ca2fe48d7646aff334983af70781e3cb9431c7b01fa03
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usearchwindowsx86_2.19.19.tar : 444c2690dc89f8f7cbc9089bf8910ebbfa182ed4fc8ed9d0e539b8bfd930ffd8

- C++
Published by ashvardanian 6 months ago

Patch

Make: Prefer amd64 naming over x86_64 (f2a7b73)
Make: Resolve $buildDir in Gradle (b69086f)

- C++
Published by ashvardanian 6 months ago

Patch

Make: CMake install in C# builds (d8429f2)

- C++
Published by ashvardanian 6 months ago

Patch

Make: Skip slim JARs (0ced334)

- C++
Published by ashvardanian 6 months ago

Patch

Make: Separate fatJar task for Gradle CI (d05bbdf)

- C++
Published by ashvardanian 6 months ago

Patch

Make: Bump OS versions (4dca276)
Make: Ignore formatting changes (b29f591)
Fix: MSVC type-casting warnings (e90ab64)
Make: MSVC has no /O3 (ab75e94)
Improve: Formatting YAML (66c2aa3)
Make: Test Windows Arm builds (c932454)
Make: Sync JAR artifact names (47f661b)

- C++
Published by ashvardanian 6 months ago

Patch

Make: Compile for Windows on Arm (eb449ec)
Make: Freeze Swift 6.0 over 6.2 (39d4c70)

- C++
Published by ashvardanian 6 months ago

Patch

Improve: Formatting Swift code (a400ed5)
Make: Sync lib names in JARs (86fc86a)
Make: Triple-pull from NPM (ff1a1a6)
Make: Auto-override consecutive releases (535a35e)

- C++
Published by ashvardanian 6 months ago

Patch

Make: Bump & parameterize CI versions (d2f9325)
Make: Dynamically checksum CI releases (fbd6f3d)

- C++
Published by ashvardanian 6 months ago

Patch

Make: Cleanup WASM CI (79b1c73)
Make: Package Android builds (2744fdd)
Make: Test Android cross-compilation in CI (c5eee4b)
Make: Match C lib names in JARs (71424d5)

- C++
Published by ashvardanian 6 months ago

Patch

Make: Packaging fat JARs (1e5d325)

Hashes

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usearch-2.19.9-javadoc.jar : 906dd677411632361a028500fed8ad045d62d6937876313bd70eb4b7eb0d4a15
usearch-2.19.9-sources.jar : f159466f41b8b9dfad54f4c310c25db1324c9938616a7b15c043aa363d5f322c
usearch-2.19.9.jar : b05f6e4bae060b3820e615d1fc3ed954fc0c7a4ef9ba3d53bb54c9a9fe6eafe5
usearch-v2.19.9.tar.gz : 1bed0205ba66e87bda2850bbeb21e8e3333596f0e812e630143bca72a56c3690
usearch-v2.19.9.zip : e1ec90b0622506a48f81e337029f2526fdc8f7122d1df494b429100cf784e0ee
usearchlinuxamd64_2.19.9.deb : b2ff05868ff606bd67a76c54b6385e28342f943536bc09ea8bdd3ce8898cc790
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usearchlinuxarm64_2.19.9.deb : 6d5dbdbfdf87d834e1218e97e7fdd2e20fe2b42d081a34bd8f69ad5384091f21
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usearchmacosarm64_2.19.9.zip : ca3966c5fe6c34d638d3ba8a270094a0567fb8b0c32f8365aa0a67b43e1e675f
usearchmacosx86642.19.9.zip : 16ee28db91c495ef565b930a69d4de233ed4e84ad89d7fb33692b12e42f20d2c
usearchsqlitelinuxamd642.19.9.so : 52f87c6441c2ecdb1d05e4a684fcc89edb57135000f962a4c6a663681d4ca5c2
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usearchsqlitemacosarm642.19.9.dylib : 0f4219fdd009b3051fcc9be24086cf27163b7dfbbface97a796f78a8a26c335c

- C++
Published by ashvardanian 6 months ago

Patch

Make: Packaging fat JARs for all OSes (e4e977d)

- C++
Published by ashvardanian 6 months ago

Patch

Make: Skip Gradle not supported by Maven (56de0ec)

- C++
Published by ashvardanian 6 months ago

Patch

Make: Avoid old Gradle syntax (52a4ff6)

- C++
Published by ashvardanian 6 months ago

Patch

Improve: Expose bf16 for C users (2d09e71)
Fix: Consistent types in Java SDK (fd1509d)
Make: Java builds for Windows (5884b0d)
Make: Use Maven Central over OSSRH (1f55fc2)
Improve: Signal instead of uninitialized matches (1979128)

- C++
Published by ashvardanian 6 months ago

Patch

Make: Download prebuilds in CI (aabb41c)
Improve: Check JS results count (#651) (80fe46c)

- C++
Published by ashvardanian 6 months ago

Patch

Fix: MSVC won't recognize not keyword (f79e703)
Improve: erase_if for neighbors lists (10670a9)
Fix: Correctly pass 'allow' predicate as argument of indexdensegt::isolate (817d7f5)
Fix: Correctly remove all incoming links in index_gt::isolate (6339676)

- C++
Published by ashvardanian 7 months ago

Patch

Improve: Fetch crate version (#644) (164b492)

- C++
Published by ashvardanian 7 months ago

usearch - v2.19.1: Multi-threading Usability in Python & JavaScript

Thanks to @Stefano-t the Python and JS bindings require one less step to start working with a restored index. It was a common usability issue, and now it's gone!

Patch

Fix: Reasonably clamp thread-counts (663eb9b)
Docs: Recommend --force-reinstall (315dfb5)
Fix: Infinite loop over index.keys (0168744)
Fix: py::enum_ leak (10b3659)
Fix: Avoid copy into bytes and use after free (203a76b)
Improve: Explicitly using memoryview (bb36d3b)
Improve: Cleaner multithreaded PyTests (54307f0)
Improve: Drop redundant test (5ceead8)
Improve: Multithreaded JS tests (ea874aa)
Docs: Inferring threads count in JS (cb50123)
Improve: threads parameter in exact search in JS (d96a237)
Improve: threads parameter in search function in JS (b490758)
Improve: PyTest for multithread search after restore (be1cbdb)
Fix: try_reserve when restoring index from disk (090b1d4)

- C++
Published by ashvardanian 7 months ago

usearch - v2.19: Rust & Python Improvements

Thanks to @frank-lsf, viewing Python's native buffers works as expected! Thanks to @couguiv, passing closures from Rust to C++ is also fixed! Thanks to @laurenspriem, Rust users can now also run each search queries! This PR also adds concurrent tests using Fork Union, instantiating many threads, indexing & searching concurrently 🚀

Minor

Add: Exact search in Rust bindings (#616) (77b590a)
Add: reserve_capacity_and_threads for Rust (0ec06dc)
Add: Concurrent Rust tests (8a537c3)

Patch

Fix: Rust static checks with Clippy (c41dc5a)
Fix: Use exact search for consistency tests (bbd6928)
Make: Bump Fork Union to 2.1 (a75bb4d)
Fix: MetricFunction example (0e740ed)
Docs: Running tests via uv (1d12aeb)
Fix: Detect buffer-like objs pre Python 3.11 (a7990d7)
Make: Upgrade SimSIMD (5a52c1e)
Fix: Typo in test (ead8675)
Fix: Properly deallocate the closure when dropping the Index (c68fffe)
Fix: load & view any buffers in Python (#618) (0f20eba)
Fix: Use Box::into_raw to use Rust closure in C++ (486ddda)

- C++
Published by ashvardanian 8 months ago

usearch - v2.18: Copy-Less Indexing

Most importantly, this minor release fixes the copy-less indexing feature, which can help keep memory usage low in index_dense_gt instantiations. Thanks to @jrwinter for spotting! Now, the memory usage of the index itself remains very low, reducing your applications' overall memory requirement by around 2x in a best-case scenario:

```py from usearch.index import Index import numpy as np

keys = np.arange(1000000) vectors = np.random.rand(1000000, 1_536).astype("float32") # 5.7 GB

index = Index(ndim=1536, dtype="float32") index.add(keys, vectors, copy=False) index.memoryusage # 0.26 GB instead of 8.25 GB ```

Other minor changes include:

C# bindings now support binary vectors. Thanks to @mlveggo for the implementation!
.NET 7.0 STS is deprecated in favor of 8.0 LTS.
Python 3.7 is deprecated in favor of 3.8 as the new minimum requirement.

- C++
Published by ashvardanian 8 months ago

usearch - Release v2.17.12

Release: v2.17.12 [skip ci]

Patch

Fix: Init cast_buffer_ in loads/views (#621) (76c6bb3)
Fix: __usearch_raise_runtime_error lexing UB (#622) (6e80bed)

- C++
Published by ashvardanian 8 months ago

usearch - Release v2.17.11

Release: v2.17.11 [skip ci]

Patch

Make: Don't overwrite artifacts (b16bafa)

- C++
Published by ashvardanian 9 months ago

usearch - v2.17.10: JS Builds & Armv8-R Support

Patch

Make: Bump SimSIMD to handle Armv8-R (6120597)
Make: Pull only JS artifacts in CI (58dcdaa)
Make: Format settings (e16f26f)

- C++
Published by ashvardanian 9 months ago

usearch - v2.17.9: Python 3.13t "No-GIL" Builds

[x] bumps SimSIMD to a more broadly-compatible version.
[x] bumps CI to provide better versioning & release notes.
[x] builds no-GIL Python bindings & uploads 'em to PyPi.

Patch

Make: Bump SimSIMD to 6.4.7 (279b034)
Make: Enable no-GIL builds (7a91b55)
Make: Bump TinySemVer (150714b)

- C++
Published by ashvardanian 9 months ago

usearch - v2.17.8: Higher Recall + Python, JS, & Swift Improvements

This is a very warm release! It doesn't break anything, doesn't change too much, but will be beneficial to all users - big or small - from indie devs to larger orgs (AFAIK every major AI lab now uses USearch), and is mostly driven by the community, not by me. So thanks to everyone 🤗

@ycw66 found a core algorithmic issue, which yielded a 30% recall improvement in my testing 👏
@frank-lsf suggested a new API to forward variadic arguments in Index.restore in Python 👏
@abetomo noticed the error handling issues in newly multi-threaded JS batched methods 👏
@mapleFU fixed radius update issue when passing filter predicates to the core engine 👏
@brittlewis12 fixed Swift compilation issues with half-precision Float16 and visionOS 👏

- C++
Published by ashvardanian 9 months ago

usearch - Release v2.17.7

Release: v2.17.7 [skip ci]

- C++
Published by ashvardanian 10 months ago

usearch - BF16, New Swift SDK for Linux, Redesigned Java SDK ☕

This PR brings a new BF16 interface for adding and retrieving vectors in the C++ SDK and adds a new way to compile Swift bindings on Linux, a much safer Java SDK, and more:

Thanks to @danpalmer for rewriting the whole Swift binding 🤗
Thanks to @anirudlappathi & @egorovcharenko for bf16 patches 🤗
Thanks to @Light-V for noticing type-casting issues in bench.cpp 🤗
Thanks to @IoeCmcomc for fixing __delitem__ problem in index.py 🤗
Thanks to @agoncharuk for fixing key types in the Java Native Interface 🤗

- C++
Published by ashvardanian 11 months ago

usearch - Release v2.17.5

Release: v2.17.5 [skip ci]

- C++
Published by ashvardanian 11 months ago

usearch - Release v2.17.4

Release: v2.17.4 [skip ci]

- C++
Published by ashvardanian 11 months ago

usearch - Release v2.17.3

Release: v2.17.3 [skip ci]

- C++
Published by ashvardanian 11 months ago

usearch - Release v2.17.2

Release: v2.17.2 [skip ci]

- C++
Published by ashvardanian about 1 year ago

usearch - Release v2.17.1

Release: v2.17.1 [skip ci]

- C++
Published by ashvardanian about 1 year ago

usearch - Release v2.17.0

Release: v2.17.0 [skip ci]

- C++
Published by ashvardanian about 1 year ago

usearch - Release v2.16.10

Release: v2.16.10 [skip ci]

- C++
Published by ashvardanian about 1 year ago

usearch - Release v2.16.9

Release: v2.16.9 [skip ci]

- C++
Published by ashvardanian about 1 year ago

usearch - Release v2.16.8

Release: v2.16.8 [skip ci]

- C++
Published by ashvardanian about 1 year ago

usearch - Release v2.16.7

Release: v2.16.7 [skip ci]

- C++
Published by ashvardanian about 1 year ago

usearch - Release v2.16.6

Release: v2.16.6 [skip ci]

- C++
Published by ashvardanian over 1 year ago

usearch - Release v2.16.5

Release: v2.16.5 [skip ci]

Hashes

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usearch-v2.16.5.zip : 03e0ea74cdca4a1020af6a85abe09ed9de5f83f02053ffe90d8fa03c584a928d
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usearchmacosarm64_2.16.5.zip : 8a360f8ab1f15637bb0b816c42115e992a27fa0a42d526e3f08880ca9e338898
usearchmacosx86642.16.5.zip : 80c85c90424b98ec2b8857c252ae81a5c3e4c09df14d3692085938f9bb82f26a
usearchsqlitelinuxamd642.16.5.so : 030a902cfd2bdc37c0049f74918b049d893dda019328dbbf47119963c7694c8f
usearchsqlitelinuxarm642.16.5.so : 4244ca64420f4a50a74d17f6b3ad911a7884510f5392e935dc53a3df5798ac46
usearchsqlitemacosarm642.16.5.dylib : 7d7b7724305105527bc80f20fe23451a110c05533126021d6245a1249c73259b
usearchsqlitemacosx8664_2.16.5.dylib : 210fda12b2412c77eee4dd706b7eb143e3491dff4ba3334333345c0bc6eb2334
usearchwasmlinuxarm642.16.5.tar.gz : 4845e63c4d83e09bc2864c7fa4fa62f39599836026b7e5397a8d76c9706f8cc5
usearchwasmlinuxx8664_2.16.5.tar.gz : feacd61f04aa34c43ee428cfeac8c90611212676509ade3ec5c80388cb535621

- C++
Published by ashvardanian over 1 year ago

usearch - Release v2.16.4

Release: v2.16.4 [skip ci]

- C++
Published by ashvardanian over 1 year ago

usearch - Release v2.16.3

Release: v2.16.3 [skip ci]

- C++
Published by ashvardanian over 1 year ago

usearch - Release v2.16.2

Release: v2.16.2 [skip ci]

- C++
Published by ashvardanian over 1 year ago

usearch - Release v2.16.1

Release: v2.16.1 [skip ci]

- C++
Published by ashvardanian over 1 year ago

usearch - v2.16: Mixed-Precision K-Means

Many data scientists embark on their journey by implementing K-Means clustering, much like app developers starting with a calculator. But despite K-Means’ popularity, most implementations overlook the power of SIMD on modern CPUs. Efficient vector math, especially with single- and double-precision floating-point vectors, is challenging due to the computational cost of accuracy. Meanwhile, float16, bfloat16, and smaller types can fail under uneven distributions or when computing centroids for large clusters. So, what’s Unum’s solution? Mixed precision!

Thanks to strong community support and sponsorship from @sutoiku (LinkedIn, Website), we're introducing a high-performance K-Means implementation! It utilizes any numeric type for distance calculations, switching to float64 for centroid updates, a technique that boosts performance and enables billion-scale clustering on a single machine.

- C++
Published by ashvardanian over 1 year ago

usearch - Release v2.15.3

Release: v2.15.3 [skip ci]

Hashes

docs.tar.gz : 423fd002bd83e263c0a9cb2508b5b8c813dfae9f0c26c11321e11f07df1f5bde
usearch-v2.15.3.tar.gz : badb87b82ee5699e1555f55298a265f94edeae03f087bb16ca588f7a43b246c4
usearch-v2.15.3.zip : f3598138b6a8922e3770c4bfb094b91807209157438ce3a535fe11099890b316
usearchlinuxamd64_2.15.3.deb : eb5b4c47f03e35abeba4b9fb2708e6e2c0f63b25acbc876ea25956163609d1a3
usearchlinuxamd64_2.15.3.so : 3052c1c37b75e45228bc0f94421c0e5133ad792f99229aa3df875a6836905458
usearchlinuxarm64_2.15.3.deb : 4291fb414f4bb2051293b39ae0217c57081b293e1ac7ad9070a7c0be9ff29a1d
usearchlinuxarm64_2.15.3.so : 930a7de642bfcc534203a0471f5b1803114de63b64b50d262e3202950c5955bd
usearchmacosarm64_2.15.3.zip : a9639b285368df8fbac43456cb640ca287757a46a8ef9fa40800d2a2da2e84d7
usearchmacosx86642.15.3.zip : ee843f82305d2b8192e2488719fe89e5d7fe02d412e1a99cfe57c372f0807c80
usearchsqlitelinuxamd642.15.3.so : 281a3414455767fe1925b0a9de0551cce258d4bc9146ea4934179b63d70fa173
usearchsqlitelinuxarm642.15.3.so : 05c4ed19aa57ac778d9240c2d31b817adb19788e2d21a6215249b49daf5dea9c
usearchsqlitemacosarm642.15.3.dylib : f966a1eff9a6032b8c8de0383ab08e619dc0a65e4829386d19b5f7e131604487
usearchsqlitemacosx8664_2.15.3.dylib : 19b9c48b02dab0980e4fd482b4008fbfe4c8e7e2da6b719630f51a78b70d7613
usearchwasmlinuxarm642.15.3.tar.gz : 7c6735ff24b29962626889632537df40eac6bc57e6d41dff8c22c47b65a07951
usearchwasmlinuxx8664_2.15.3.tar.gz : b9137d94a68eed1864e027c37e9089154c3c559b1677ac465cd8dca9918482c0

- C++
Published by ashvardanian over 1 year ago

usearch - v2.15.2: Android compatibility 🤖

Contributors, we are still looking to improve Android compatibility in Java SDK, potentially Kotlin bindings, and an extended CI pipeline to ensure consistent behavior. Thank you all for support and help 🤗

- C++
Published by ashvardanian over 1 year ago

usearch - v2.15.1: Mixed Precision Kernels, Windows Builds, and Docs

What's Changed

Test: Use const instead of var in JS by @abetomo in https://github.com/unum-cloud/usearch/pull/479
Make: Rust Windows builds by @brkp in https://github.com/unum-cloud/usearch/pull/472
Docs: Update JavaScript code example by @abetomo in https://github.com/unum-cloud/usearch/pull/478
Mixed Precision Kernels, Windows Builds, and Docs by @ashvardanian in https://github.com/unum-cloud/usearch/pull/476

New Contributors

@brkp made their first contribution in https://github.com/unum-cloud/usearch/pull/472

Full Changelog: https://github.com/unum-cloud/usearch/compare/v2.15.0...v2.15.1

- C++
Published by ashvardanian over 1 year ago

usearch - v2.15: New Obj-C, Swift, and GoLang APIs

[x] Get API for ObjC and Swift #455
[x] Feature parity between C and GoLang #409
[x] Swift & Obj-C bindings for filteredSearch #471

Thanks to @abetomo, @sdenton4, @brittlewis12, @vardhan, and @MarkReedZ for help 🤗

- C++
Published by ashvardanian over 1 year ago

usearch - `bf16` by default, even in Python 🐍

Previously, on modern CPUs the USearch index would default to f16 IEEE 16-bit floating point numbers, when used through high-level bindings, like Python. That format is more common in the Pythonic ecosystem, and it's supported by NumPy. Still, it's much less efficient and harder to convert to/from f32. The alternative is to use bf16, which is more hardware friendly, and upcast to f32, when we need to export the data back to Python. That's the new default behavior.

What's Changed

Default to bf16 by @ashvardanian in https://github.com/unum-cloud/usearch/pull/465

Full Changelog: https://github.com/unum-cloud/usearch/compare/v2.13.5...v2.14.0

- C++
Published by ashvardanian over 1 year ago

usearch - Release v2.13.5

Release: v2.13.5 [skip ci]

- C++
Published by ashvardanian over 1 year ago

usearch - Fixing Rust Dynamic Dispatch

Last few releases of USearch for Rust didn't include SimSIMD. Expect things to get much faster, if you are a 🦀 user 🤗

- C++
Published by ashvardanian over 1 year ago

usearch - Release v2.13.3

Release: v2.13.3 [skip ci]

- C++
Published by ashvardanian over 1 year ago

usearch - Release v2.13.2

Release: v2.13.2 [skip ci]

- C++
Published by ashvardanian over 1 year ago

usearch - Release v2.13.1

Release: v2.13.1 [skip ci]

- C++
Published by ashvardanian over 1 year ago

usearch - Error Handling, Update Stability, and Improved SDKs

USearch implementation had 2 layers, the core HNSW structure implemented in index.hpp and the high-level wrapper for dense equidimensional vectors in index_dense.hpp. In this release, we've made the top layer thinner and cleaner, also making this APIs more similar, error-handling more consistent, and builds faster.

Reducing Dependencies & Accelerating Builds

Previously index_dense.hpp had the following STL includes:

```cpp

include // `std::thread`

include // `std::function`

include // `std::vector`

include // `std::iota`

```

Those are some of the most common includes in C++ projects, also the ones I like the least. Here are a couple of reasons to hate them, taken from the "C++ Compile Health Watchdog":

| name | compilation time | lines of code | binary size | |------------|------------------|---------------|--------------| | <functional> | 82 .. 228 ms | 12.9 .. 27.4 kLoC | 0 .. 141 kB | | <vector> | 32 .. 48 ms | 7.1 .. 8.0 kLoC | 0 .. 8.2 kB | | <numeric> | 7 .. 13 ms | 1.6 .. 2.1 kLoC | 0 .. 3.3 kB | | <thread> | 110 .. 189 ms | 17.5 .. 20.3 kLoC | 0 .. 153 kB |

Reduced Memory Consumption for DBMS-like Users

Most databases using USearch, would prefer to have a smaller index at the cost of some functionality. As mentioned by @rschu1ze, if enable_key_lookups is disabled, and some external DBMS is responsible for "key to vector" mappings, the memory consumption of the index_dense_gt can be further reduced.

Other Improvements

In update-heavy workloads, it's possible to encounter an undefined behavior, leading to a corrupt index state.
In aligned-alloc an integer overflow was resolved by @antonio2368.
Search is now exhaustive by default, so if you have ≥10 items in the index and ask for 10 closest vectors, you are expected to get 10, not ≤10.
Extended get, loadFromPath, and viewFromPath APIs for Java by @mccullocht.
On GCC 12 and older the #pragma region warning was resolved by @mbautin.
Casts to uint40_t slot IDs have been fixed by @Ngalstyan4.
Casts to b1x8_t vectors have been fixed by @Ngalstyan4.
Python type annotation has been added by @jamesbraza.
C++ example was patched by @SheldonFung98.
JavaScript duplicate exports patched by @eryue0220 & @johnhorsema.
Checking the number of dimensions in Rust by @jbrummack.
Marking Rust index views unsafe with @bddap.
Documenting reserve-save-load behavior with @GoodKnight.
Patching argument types in C# tests with @brittlewis12.

- C++
Published by ashvardanian over 1 year ago

usearch - v2.12.0

2.12.0 (2024-04-29)

Add

String-search example (6dc574f)

Docs

Log running test stages (48ef5e8)
ObjC & Swift SDK (b16d85a)
Recommend SwiftPM for ObjC (da84fa2)

Fix

/EHc effect on exceptions in MSVC (d1be7d5)
metric_jaccard_gt out-of-bounds (11e344a)
Overload resolution in MSVC (62f9b61)
UBSan alignment complaints (813e992)

Improve

Safeguard against uninitialized buffers (689fe19), closes ClickHouse/ClickHouse#61780
Test obscure initializations (a9525d5)
Tests for variable length sets (7b3b13a)

Make

Move benchmark docs (a22ab47)

- C++
Published by ashvardanian almost 2 years ago

usearch - v2.11.7

2.11.7 (2024-04-15)

Docs

Mention checkbox in issue request (3a33d9d)

Make

Formatting Swift (4af6d2d)
Revert CI version (28520e5), closes #377
Upgrade deps & list extensions (04b39ed)

- C++
Published by ashvardanian almost 2 years ago

usearch - v2.11.6

2.11.6 (2024-04-14)

Make

Trick ncc to include binaries (#397) (27704bf), closes #397

- C++
Published by ashvardanian almost 2 years ago

usearch - v2.11.5

2.11.5 (2024-04-12)

Improve

Cloning b1x8 & f16 (eb5920e)

- C++
Published by ashvardanian almost 2 years ago

usearch - v2.11.4

2.11.4 (2024-04-11)

Fix

#[repr(transparent)] for f16 and b1x8 (e182d77)
Non-native f16 haversine (c7922ff)

Make

Bump versions in CMakeLists.txt (aadb717)
Rever WASI CI (92e0b94)

Test

Oversubscribed search (7db0c39), closes #393
Re-seed NumPy PRNG (8de87df)

- C++
Published by ashvardanian almost 2 years ago

usearch - v2.11.3

2.11.3 (2024-04-10)

Fix

Avoid native f16 in Rust builds (a697f89)

Make

Clean CI & refresh Cargo.lock (d39777a)

- C++
Published by ashvardanian almost 2 years ago

usearch - v2.11.2

2.11.2 (2024-04-10)

Make

Add submodules to Crates (86a8d8c)
Package submodules without Cargo.toml (facb5dc), closes #378

- C++
Published by ashvardanian almost 2 years ago

usearch - v2.11.1

2.11.1 (2024-04-10)

Docs

Filtering predicates examples (e2498c5)
TypeScript instructions (f4df7ac)

Fix

Support oversubscribed threads (266099e), closes #389

Make

Build JS before generating docs (#385) (f417c11), closes #385

- C++
Published by ashvardanian almost 2 years ago

usearch - New Rust 🦀 & C 🐂 APIs in USearch v2.11

```c

include // For printing.

include // For assertions!

include // For the win 🚀

```

Filtering with Predicates

The new USearch release exposes low-level C++ predicated-search functionality to Rust and C 99, also providing several convenience methods already present in the Python and JavaScript APIs. In Rust you may use it like this:

rust let is_odd = |key: Key| key % 2 == 1; let query = vec![0.2, 0.1, 0.2, 0.1, 0.3]; let results = index.filtered_search(&query, 10, is_odd).unwrap(); assert!( results.keys.iter().all(|&key| key % 2 == 1), "All keys must be odd" );

The same using the C:

```c int isodd(usearchkey_t key, void* state) { return key % 2; }

int main() { ... usearchkeyt foundkeys[10]; usearchdistancet founddistances[10]; usearchfilteredsearch( index, &query[0], usearchscalarf32k, 10, &isodd, NULL, // no state needed for this callback &foundkeys[0], &founddistances[0], &error); ```

User Defined Metrics

While most vector search packages concentrate on just two metrics, "Inner Product distance" and "Euclidean distance", USearch allows arbitrary user-defined metrics. This flexibility allows you to customize your search for various applications, from computing geospatial coordinates with the rare [Haversine][haversine] distance to creating custom metrics for composite embeddings from multiple AI models, like joint image-text embeddings. You could already use Numba, Cppyy, or PeachPy to define your custom metric even in Python:

```py from numba import cfunc, types, carray from usearch.index import Index, MetricKind, MetricSignature, CompiledMetric

@cfunc(types.float32(types.CPointer(types.float32), types.CPointer(types.float32))) def pythoninnerproduct(a, b): aarray = carray(a, ndim) barray = carray(b, ndim) c = 0.0 for i in range(ndim): c += aarray[i] * barray[i] return 1 - c

metric = CompiledMetric(pointer=pythoninnerproduct.address, kind=MetricKind.IP, signature=MetricSignature.ArrayArray) index = Index(ndim=ndim, metric=metric, dtype=np.float32) ```

Similar effect was much easier to achieve in the C++ layer, and is now also exposed to Rust and C.

```c simsimddistancet callback(void const* a, void const* b, void* state) { // Your custom metric implementation here }

int main() { ... void callbackstate = NULL; usearchchangemetric(index, callback, callbackstate, usearchmetricunknown_k, &error); ```

Let's say you are implementing a weighted distance function to search through joint embeddings of images and textual descriptions of some products in a catalog, taking some UForm or CLIP-like multimodal embedding models. Implementing that in Rust using SimSIMD for unimodal slices may look like:

```rust use simsimd::SpatialSimilarity;

let imagedimensions: usize = 768; let textdimensions: usize = 512; let imageweights: f32 = 0.7; let textweights: f32 = 0.9;

let weighteddistance = Box::new(move |a: *const f32, b: *const f32| unsafe { let aslice = std::slice::fromrawparts(a, imagedimensions + textdimensions); let bslice = std::slice::fromrawparts(b, imagedimensions + text_dimensions);

let image_similarity = f32::cosine(a_slice[0..image_dimensions], b_slice[0..image_dimensions]);
let text_similarity = f32::cosine(a_slice[image_dimensions..], b_slice[image_dimensions..]);
let similarity = image_weights * image_similarity + text_weights * text_similarity / (image_weights + text_weights);

1.0 - similarity

}); index.changemetric(weighteddistance); ```

Broader Type System for Rust

USearch supports the Rust-native f32 and f64 scalar types, as well as the i8 for quantized 8-bit scalars. Going beyond that, USearch supports non-native f16 and b1x8 for half-precision floating point and binary vectors, respectively.

Half Precision Floating Point

Rust has no native support for half-precision floating-point numbers, but USearch provides a f16 type. It has no advanced functionality - it is a transparent wrapper around i16 and can be used with half or any other half-precision library. Assuming USearch uses the IEEE 754 no conversion is needed, you can unsafe-cast the outputs of other IEEE-compliant libraries to usearch::f16.

```rust use usearch::f16 as USearchF16; use half::f16 as HalfF16;

let vectora: Vec = ... let vectorb: Vec = ...

let buffera: &[USearchF16] = unsafe { std::slice::fromrawparts(ahalf.asptr() as *const SimF16, ahalf.len()) }; let bufferb: &[USearchF16] = unsafe { std::slice::fromrawparts(bhalf.asptr() as *const SimF16, bhalf.len()) };

index.add(42, buffera); index.add(43, bufferb); ```

Binary Vectors

USearch also implement binary distance functions and natively supports bit-vectors. If you initialize the index with quantization: ScalarKind::B1, you can add floating-point vectors and they will be quantized mapping positive values to 1 and negative and zero values to 0. Alternatively, you can use the b1x8 type to represent packed binary vectors directly.

```rs let index = Index::new(&IndexOptions { dimensions: 8, metric: MetricKind::Hamming, quantization: ScalarKind::B1, ..Default::default() }) .unwrap();

// Binary vectors represented as b1x8 slices let vector42: Vec = vec![b1x8(0b00001111)]; let vector43: Vec = vec![b1x8(0b11110000)]; let query: Vec = vec![b1x8(0b01111000)];

// Adding binary vectors to the index index.reserve(10).unwrap(); index.add(42, &vector42).unwrap(); index.add(43, &vector43).unwrap();

let results = index.search(&query, 5).unwrap();

// Validate the search results based on Hamming distance asserteq!(results.keys.len(), 2); asserteq!(results.keys[0], 43); asserteq!(results.distances[0], 2.0); // 2 bits differ between query and vector43 asserteq!(results.keys[1], 42); assert_eq!(results.distances[1], 6.0); // 6 bits differ between query and vector42 ```

Metadata

Both C and Rust now provide:

memory_usage API, that reports the number of bytes consumed.
hardware_acceleration API that reports the codename for used SIMD extensions.

Changelog 2.11.0 (2024-04-08)

b1x8 for Rust (540fc75)
filtered_search API in C & C++ (5bb38aa)
filtered_search in Rust (e1b24e1)
Hyper-param configs in C (c7ed1d4)
Metadata extraction in C (2c698cd)
Guides for Rust and C (fe05ad8)
-Wdeprecated-this-capture (#387) (a233e20), closes #387
Explicit capture (208e383)
Filter the entry point in the 0 layer (4ff568b)
JS imports & Doxygen (#384) (7356158), closes #384
More adequate default Rust params (c4f9e65)
metric_punned_t static methods (220ef57)
Configure Rust compilation options (32c9f3b), closes #378
Include sources in Crates (0d414e4)

- C++
Published by ashvardanian almost 2 years ago

usearch - v2.10.5

2.10.5 (2024-04-04)

Fix

Ensure Rust build aborts on error (7c0095a)

Make

JS CI cross compiling (#383) (6e1356c), closes #383

- C++
Published by ashvardanian almost 2 years ago

usearch - v2.10.4

2.10.4 (2024-04-02)

Fix

TypeScript docs (28688ac)

Make

NodeJS packaging (#379) (4b0cd31), closes #379

- C++
Published by ashvardanian almost 2 years ago

usearch - v2.10.3

2.10.3 (2024-04-02)

Make

Create missing directories (39cf7c3)

- C++
Published by ashvardanian almost 2 years ago

usearch - v2.10.2

2.10.2 (2024-04-01)

Make

Cleaner SQLite CI (e0bc522), closes #376 #373 #371

- C++
Published by ashvardanian almost 2 years ago

usearch - v2.10.1

2.10.1 (2024-04-01)

Fix

Strip shared lib extension (9c10855), closes #373

Improve

SQLite download process (47f94ef)

Make

usearch.h path (d04f898)
Override OSX arch target (aff6293)
Versioning releases from main (27897e8)

- C++
Published by ashvardanian almost 2 years ago

usearch - Broader Compatibility in USearch v2.10.0

USearch v2.10.0 brings major compatibility improvements:

Better CMake thanks to @Ngalstyan4 🤗
Pre-build JavaScript binaries thanks to @sroussey 🤗
Better docs thanks to @simonw 🤗

Notable new features include:

Use AVX in Windows Python images (c694880)
Standalone SQLite binaries (227083b)
Introspecting SIMD capabilities in Rust builds (16fa90f)
Pretty printing the index with __repr_pretty__ (7087138)
Improved bit-casting for negative float-s (1d03a9d)

Moreover, new USearch ships 50 binaries to PyPi, covering more platforms than NumPy with 35, but still fewer than SimSIMD and StringZilla with 105. More improvements to come to the most portable fast approximate nearest neighbors search engine 🥳

- C++
Published by ashvardanian almost 2 years ago

usearch - v2.9.2

2.9.2 (2024-03-05)

Docs

Comparison tolerance (01c5c89)
New shields (8a964ec)

Fix

index.vectors computed property (fe710cc), closes #349
multi initialization in C tests (7f4dee4)
Add BigInt validation in index creation,Node Support (5c61c95)
Bugfix for importlib attrib error (1bc24dd)
No Pearson correlation for 1d data (3b09259)
ordering keys before comparison (6bf1df8)
Reordering vectors before comparison (a4fb305)

Make

Upgrade SimSIMD & StringZilla (e7aac02)

Hashes

docs.tar.gz : 71c0d872c29a98d2fdbfbd27946682372138f54512e701d3f40810cb8566ab0d
usearch-v2.9.2.tar.gz : 16736360f30c9e27d9544ac1fc7662939e02ea223c748e29e8e18ba282a2eadf
usearch-v2.9.2.zip : 572988a414ddc8ebe6091648c6fe12edfe3fb01ddb2c4000a3538d56e547aa76
usearchlinuxamd_2.9.2.deb : 4025bf124e3ee32029407a85b8eb7011e9a3ce1f19f5057cc674391264947ea2
usearchlinuxarm_2.9.2.deb : a9ad80f35789b5f661ad8fd2d01663661d036c61ff04a9109a6e8ef9d20f3a99
usearchmacOSarm64_2.9.2.zip : ebfc16c1da6029110260dbb3bd5b3e1c20855cc5ffaa69ee00d30436f2bf377b
usearchmacOSx86642.9.2.zip : 7860f96675d87ff3afc0587e5940a3732e54c933057ad1290802ae8110a945f0
usearchwasmlinuxarm642.9.2.tar.gz : a610edde242ee047156945b82dcf9ad02448fce5c815ae57f87296ffa81ddecd
usearchwasmlinuxx8664_2.9.2.tar.gz : 4e389a217fad0c7f2802697330c8b19cbbee09201c9e85542404f694d17426e2
usearchwasmmacosarm642.9.2.zip : d88faf6739742a6c141736a6565eaae1316e327d295023501c97b5d77abac895
usearchwasmmacosx8664_2.9.2.zip : dc9a5df62be5ffad2fa37f312cfce213f4cc669d9bd3b8e117c518e132db3ce7
usearchwasmwindowsx642.9.2.tar.gz : 80a8aac793c5bd537eef7b16c22186886ae1f6146a50fb4c06068eb3a8894d10
usearchwasmwindowsx862.9.2.tar.gz : 2746e5cc7a172017324f76922bc9803309a5d9b3caf21df14ded9ce29faedb57
usearchwindowsx64_2.9.2.tar : 440924a5e7aba5fd95daf673043b7a6fee3447ecefc3c2f380acee8c5626bed6
usearchwindowsx86_2.9.2.tar : bf851998175614f406ba31395c07f4d65a9f98ef1f09003e2fe00cb180c13ad0

- C++
Published by ashvardanian almost 2 years ago

usearch - v2.9.1

2.9.1 (2024-02-27)

Fix

Explicit narrowing conversions (25436ae)
Match enum values between C and C# (4a69086)
Recovering quantization settings in load (fd53619), closes #353 #343
wildcard ES module imports (#351) (d5091ac), closes #351

Improve

Report missing arguments in debug builds (ce5bbaf)
Test reopening index (24be07b)

Make

Clean-up the C# dir (70d646c)
invalid C++17 Clang arg (23684aa)

Hashes

docs.tar.gz : 80b75daa7f627b9a96607fff2498d695f71dc4a12f3695bc9a3521ae8fc12f6a
usearch-v2.9.1.tar.gz : 69f22afb6da763c11840ca28307523b1cd1154d6925b0f05235af9e49674eba0
usearch-v2.9.1.zip : 771f434c5cd818c4e6b395ab5cc7ac755b167417a724a9bb70f95954f21cb603
usearchlinuxamd_2.9.1.deb : e12ba570f5f8eba17221218e1d49f9fae5f5936cb7c21727df1f72f6712d3490
usearchlinuxarm_2.9.1.deb : ce6fb426af55a96324f77d1ada9ab58cf741ea787358e681e17805601f359279
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- C++
Published by ashvardanian almost 2 years ago

usearch - v2.9.0

2.9.0 (2024-02-22)

Add

SQLite binding (222de55)
String distances to SQLite (ae4d0f0)

Docs

Header refreshed (7465c29)
Py and SQLite extensions (550624b)
README.md link to Joins (#327) (1279c54), closes #327

Fix

bug reports were immediately marked invalid (c5fc825)
Error handling, mem safety bugs #335 (#339) (4747ef4), closes #335 #339
Passing SQLite tests (6334983)
Reported number of levels (9b1a06a)
Skip non-Linux SQLite tests (b02d262)
SQLite cosine function + tests (55464fb)
undefined var error in remove api (8d86a9e)

Improve

Multi property lookup (e8bf02c)
Support multi-column vectors (66f1716)

Make

npi ci (#330) (5680920), closes #330
Add 3.12 wheels (d66f697)
Change include paths (21db294)
invalid C++17 Clang arg (2a6d779)
Link libpthread for older Linux GCC builds (#324) (6f1e5dd), closes #324
Parallel CI for Python wheels (a9ad89e)
Upgrade SimSIMD & StringZilla (5481bdf)

Revert

Postpone Apache Arrow integration (5d040ca)

Hashes

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usearch-v2.9.0.tar.gz : f2ceef55ba874b1ab14b115f8a8487848ebdd1384425497b1a76a6e4c1ab6718
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- C++
Published by ashvardanian almost 2 years ago

usearch - v2.8.16

2.8.16 (2024-01-24)

Docs

Downloads numbers (13cc624)

Fix

SimSIMD dispatch (c8dc3b7), closes #320

Make

Fix Node version for SemVer (a68fca6)
Upgrade dependencies (6ab2150)
Upgrade Node environment (f5b6750)

- C++
Published by ashvardanian about 2 years ago

usearch - v2.8.15

2.8.15 (2024-01-09)

Fix

exporting quantization enums in Go (#336) (93c74c3), closes #336

Hashes

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- C++
Published by ashvardanian about 2 years ago

usearch - Faster Double-Precision Math

As was discussed in the SciPy integration thread, Python libraries use double-precision floating-point numbers by default. So, in this release, I've extended the spatial distance functions in the underlying SimSIMD - Cos, L2sq, IP with support for double arguments with specialized implementations on AVX-512-capable x86 CPUs and SVE-capable Arm CPUs.

Benchmarking SimSIMD vs. SciPy on Intel Sapphire Rapids CPU

Vector dimensions: 1536
Vectors count: 1000
Hardware capabilities: serial, x86avx2, x86avx512, x86avx2fp16, x86avx512fp16, x86avx512vpopcntdq, x86avx512vnni
NumPy BLAS dependency: openblas64
NumPy LAPACK dependency: dep140640983012528

Between 2 Vectors, Batch Size: 1

| Datatype | Method | Ops/s | SimSIMD Ops/s | SimSIMD Improvement | | :------- | :-------------------- | -------------------: | -------------------: | ------------------: | | f64 | scipy.cosine | 63,612 | 572,605 | 9.00 x | | f64 | scipy.sqeuclidean | 238,547 | 915,596 | 3.84 x | | f64 | numpy.inner | 449,499 | 986,522 | 2.19 x |

Between 2 Vectors, Batch Size: 1,000

| Datatype | Method | Ops/s | SimSIMD Ops/s | SimSIMD Improvement | | :------- | :-------------------- | -------------------: | -------------------: | ------------------: | | f64 | scipy.cosine | 68,962 | 1,457,172 | 21.13 x | | f64 | scipy.sqeuclidean | 247,727 | 1,535,547 | 6.20 x | | f64 | numpy.inner | 463,509 | 1,512,004 | 3.26 x |

Benchmarking SimSIMD vs. SciPy on AWS Graviton 3

Vector dimensions: 1536
Vectors count: 1000
Hardware capabilities: serial, armneon, armsve
NumPy BLAS dependency: openblas64
NumPy LAPACK dependency: openblas64

Between 2 Vectors, Batch Size: 1

| Datatype | Method | Ops/s | SimSIMD Ops/s | SimSIMD Improvement | | :------- | :-------------------- | -------------------: | -------------------: | ------------------: | | f64 | scipy.cosine | 40,729 | 725,382 | 17.81 x | | f64 | scipy.sqeuclidean | 160,812 | 728,114 | 4.53 x | | f64 | numpy.inner | 473,443 | 767,374 | 1.62 x | | f64 | scipy.jensenshannon | 15,684 | 38,528 | 2.46 x | | f64 | scipy.kl_div | 49,983 | 61,811 | 1.24 x |

Between 2 Vectors, Batch Size: 1,000

| Datatype | Method | Ops/s | SimSIMD Ops/s | SimSIMD Improvement | | :------- | :-------------------- | -------------------: | -------------------: | ------------------: | | f64 | scipy.cosine | 41,130 | 1,460,850 | 35.52 x | | f64 | scipy.sqeuclidean | 162,147 | 1,486,255 | 9.17 x | | f64 | numpy.inner | 473,856 | 1,580,136 | 3.33 x |

Hashes

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- C++
Published by ashvardanian about 2 years ago

usearch - v2.8.13

2.8.13 (2023-11-18)

Docs

badges, comparisons with clustering tools (05b3109)

Improve

Faster exports for non-multi Indexes (48655a3)

Hashes

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- C++
Published by ashvardanian over 2 years ago

usearch - v2.8.12

2.8.12 (2023-11-13)

Docs

Typo in Java README (#307) (494b9f0), closes #307
Update Java's step-by-step build instructions (#306) (63d8027), closes #306

Fix

Dumping to uninitialized memory in Java (9eaa10d)
Key type mismatch in Java (25dc6fc)
Normalize bit-vector length for SimSIMD (#311) (8a77b3e), closes #311
OOM error in Java (2589979), closes #308

Improve

TypeScript annotations (#309) (6a5e009), closes #309

Make

Trace used compiler (7d17eab)

Hashes

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- C++
Published by ashvardanian over 2 years ago

usearch - v2.8.11

2.8.11 (2023-11-11)

Fix

loading of native libs from Jar with NativeUtils.java (#305) (40bb2fb), closes #305

- C++
Published by ashvardanian over 2 years ago

usearch - v2.8.10

2.8.10 (2023-11-11)

Docs

Reorganized sections (7431f94)

Fix

Detecting GCC and forwarding Py settings (28cd82c)

Hashes

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- C++
Published by ashvardanian over 2 years ago

usearch - v2.8.9

2.8.9 (2023-11-09)

Docs

Compiling NodeJS bindings on Lambdas (aeb3956)

Fix

Unpacking JS batch requests (b761680), closes #303

Make

Upgrade SimSIMD (39a926e)

test

usearch-js expected results (cf1b58f)

Hashes

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usearchwasmwindowsx862.8.9.tar.gz : dd6dba98a55c5da625dca96d32439c77a01f48bc68718db5c70b38d4b83747b9
usearchwindowsx64_2.8.9.tar : 5e77f60ceb7e717ede45c7e79d40280b1be83d61b126fe74b1d97a91148c2a1a
usearchwindowsx86_2.8.9.tar : 5e77f60ceb7e717ede45c7e79d40280b1be83d61b126fe74b1d97a91148c2a1a

- C++
Published by ashvardanian over 2 years ago

usearch - v2.8.8

2.8.8 (2023-11-09)

Docs

Fix benchmarks link (332b7d2)
Spelling & punctuation (e67d5a9)

Make

Forward compilation settings for JS/Py (3578c50)
Forward SimSIMD settings (490a1e2)
typo in .npmignore name (4beeed9)

- C++
Published by ashvardanian over 2 years ago

usearch - v2.8.7

2.8.7 (2023-11-09)

Make

pre-install submodules for NodeJS builds (472570d), closes #301

Hashes

docs.tar.gz : b31d1ac7776e330d2da6342fc10d014ce6ca2443a10fc8cfb76168e57264eb73
usearch-v2.8.7.tar.gz : 518712ddc3a2f376e11f995393d63da7163a7c8b4717543ac4b43c5416758cd6
usearch-v2.8.7.zip : d91c7dc60dc0009bf293de83677a32340da57dbc793ba9841b4f34e51f0f0987
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usearchlinuxarm_2.8.7.deb : 8c03322842f7f5e1c21f61cd0037a6de96b7dc8641780769f9a1f8bcaa825462
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usearchwasmwindowsx862.8.7.tar.gz : 30e39ce164b3368df1b107dfe56ab4c3de801147a0b0e473b5a8ab288ff85a8a
usearchwindowsx64_2.8.7.tar : dece3d35ec2d742ac72b578e77df3de2c3f01589bb6707513b2f6a49ea7a24f4
usearchwindowsx86_2.8.7.tar : 07387e83fc53349ad26852da5a9dd7fe7d1a1a17db644c95573815b8c3fa09d6

- C++
Published by ashvardanian over 2 years ago

usearch - v2.8.6

2.8.6 (2023-11-06)

Make

Globally configure env for Gradle (6d195ca)

Hashes

docs.tar.gz : 20cbe4469ac77f6cce5558240e0f99226a4e863bb017d7c4da8fcc4246a2747f
usearch-v2.8.6.tar.gz : 69681c50ac13f93efe38ec7f95ea9cacf6fd2629f7c8623f985b6651f6c045d4
usearch-v2.8.6.zip : 3262c5b111c0fc7e7675cde69b2e0f31c1f9726c6a22c7add1ed6167228e543b
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usearchlinuxarm_2.8.6.deb : b5f8deb2d02cb3ecc8c85e0aff27db4df3749db4b819f70895f790715bc77b70
usearchmacOSarm64_2.8.6.zip : b1f2f218e5be2405ef24f0b0dabf25d02b63e2c37e0b37dbdd8973a3c671e62b
usearchmacOSx86642.8.6.zip : fe9e9cc100a5c4e7379d2636f6044087363d53d707223345f4b993c6d971e139
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usearchwasmlinuxx8664_2.8.6.tar.gz : b4b47c8ac4c3f97373bd9d8c8fb4c21b2fcecc3dac9cb982d03d2f8a74e0f263
usearchwasmmacosarm642.8.6.zip : 13bbdfb81ceac5eebfee867b94c1ca324b85d337c21cf3f59f35022fcb1efeb9
usearchwasmmacosx8664_2.8.6.zip : be9b595c50f313b490256eafa81ef78f218b15fc34c4298490f00c72d1a1379c
usearchwasmwindowsx642.8.6.tar.gz : ebe3e8e2f0e975f0dbefe3ba62d4c728c9f6363953e2938922084007e2f74e4c
usearchwasmwindowsx862.8.6.tar.gz : c65b885160693d83e3319115a88d74adde535a062dc399793470641c4821a577
usearchwindowsx64_2.8.6.tar : caf40eb5237e9d93e70c0273ad81cee5248390a0286fc5eca236ddcf4c755a51
usearchwindowsx86_2.8.6.tar : 241e928dcf25ffd51e26a16e298d07f4f3afc9dc30ec26069af746f06f935691

- C++
Published by ashvardanian over 2 years ago

usearch - v2.8.5

2.8.5 (2023-11-06)

Make

Signing Maven uploads (2e76e1c), closes #143 #278

- C++
Published by ashvardanian over 2 years ago

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include // `std::thread`

include // `std::function`

include // `std::vector`

include // `std::iota`