https://github.com/ankane/ml-builds

Pre-built shared libraries for machine learning
https://github.com/ankane/ml-builds

Last synced: about 1 month ago
JSON representation

Pre-built shared libraries for machine learning

• Host: GitHub
• URL: https://github.com/ankane/ml-builds
• Owner: ankane
• License: mit
• Created: 2020-01-24T23:04:39.000Z (over 4 years ago)
• Default Branch: master
• Last Pushed: 2024-07-31T03:24:33.000Z (about 2 months ago)
• Last Synced: 2024-07-31T05:41:43.120Z (about 2 months ago)
• Homepage:
• Size: 278 KB
• Stars: 26
• Watchers: 3
• Forks: 4
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE.txt

Awesome Lists containing this project

README

        
# ML Builds

Pre-built shared libraries for machine learning

Library | Linux x86 | ARM | Mac x86 | ARM | Windows | Files | License

--- | --- | --- | --- | --- | --- | --- | ---

[Bling Fire](https://github.com/Microsoft/BlingFire) | ✓ | ✓ | ✓ | ✓ | ✓ | [View](https://github.com/ankane/ml-builds/releases/tag/blingfire-0.1.8) | MIT

[cmfrec](https://github.com/david-cortes/cmfrec) | ✓ | | ✓ | ✓ | | [View](https://github.com/ankane/ml-builds/releases/tag/cmfrec-2.4.1) | MIT

[Faiss](https://github.com/facebookresearch/faiss) | ✓ | | ✓ | | n/a | [View](https://github.com/ankane/ml-builds/releases/tag/faiss-1.6.1) | MIT

[Interpret](https://github.com/interpretml/interpret) | ✓ | | ✓ | ✓ | ✓ | [View](https://github.com/ankane/ml-builds/releases/tag/interpret-0.2.2) | MIT

[LIBMF](https://github.com/cjlin1/libmf) | ✓ | ✓ | ✓ | ✓ | ✓ | [View](https://github.com/ankane/ml-builds/releases/tag/libmf-master-2) | BSD-3-Clause

[MITIE](https://github.com/mit-nlp/MITIE) | ✓ | | ✓ | ✓ | ✓ | [View](https://github.com/ankane/ml-builds/releases/tag/mitie-0.7) | BSL-1.0

[Multicore t-SNE](https://github.com/DmitryUlyanov/Multicore-TSNE) | ✓ | | ✓ | ✓ | ✓ | [View](https://github.com/ankane/ml-builds/releases/tag/multicore-tsne-master) | BSD-3-Clause

[NGT](https://github.com/yahoojapan/NGT) | ✓ | ✓ | ✓ | ✓ | n/a | [View](https://github.com/ankane/ml-builds/releases/tag/ngt-1.13.5) | Apache-2.0

[OSQP](https://github.com/oxfordcontrol/osqp) | ✓ | ✓ | ✓ | ✓ | ✓ | [View](https://github.com/ankane/ml-builds/releases/tag/osqp-0.6.2-1) | Apache-2.0

[Prophet](https://github.com/facebook/prophet) | ✓ | ✓ | ✓ | ✓ | | [View](https://github.com/ankane/ml-builds/releases/tag/prophet-1.1) | MIT

[SCS](https://github.com/cvxgrp/scs) | ✓ | | ✓ | | ✓ | [View](https://github.com/ankane/ml-builds/releases/tag/scs-2.0.2) | MIT

[ThunderSVM](https://github.com/Xtra-Computing/thundersvm) | ✓ | | ✓ | ✓ | ✓ | [View](https://github.com/ankane/ml-builds/releases/tag/thundersvm-0.3.4) | Apache-2.0

[XGBoost](https://github.com/dmlc/xgboost) | ✓ | ✓ | ✓ | ✓ | ✓ | [View](https://github.com/ankane/ml-builds/releases/tag/xgboost-2.0.0) | Apache-2.0

[xLearn](https://github.com/aksnzhy/xlearn) | ✓ | n/a | ✓ | n/a | ✓ | [View](https://github.com/ankane/ml-builds/releases/tag/xlearn-0.4.4) | Apache-2.0

[Argon2](https://github.com/P-H-C/phc-winner-argon2) (non-ML) | ✓ | ✓ | ✓ | ✓ | ✓ | [View](https://github.com/ankane/ml-builds/releases/tag/argon2-20190702) | CC0-1.0

Notes

- LIBMF: Fork, no OpenMP

- Multicore t-SNE: Fork with OpenMP for Mac x86

- SCS: No blas/lapack on Windows

- XGBoost: No OpenMP on Windows

View the [build scripts](.github/workflows)

Some projects include shared libraries as part of their releases:

- [LibTorch](https://pytorch.org/)

- [LightGBM](https://github.com/microsoft/LightGBM/releases)

- [ONNX Runtime](https://github.com/microsoft/onnxruntime/releases)

- [OR-Tools](https://developers.google.com/optimization/install/cpp)

Library | Linux ARM | Mac ARM | Files | License

--- | --- | --- | --- | ---

[LightGBM](https://github.com/Microsoft/LightGBM) | | ✓ | [View](https://github.com/ankane/ml-builds/releases/tag/lightgbm-4.1.0) | MIT

## Details

For portability:

- Linux x86 libraries are built with `-march=x86-64` (when possible) and older `glibc`

- Linux ARM libraries are built with `-march=armv8-a` (when possible) and older `glibc`

- Mac x86 libraries are built with `-march=nehalem` (same as Homebrew) and `MACOSX_DEPLOYMENT_TARGET=10.13`

- Mac ARM libraries are built with `-march=armv8-a` and `MACOSX_DEPLOYMENT_TARGET=11.0`

References:

- [x86](https://gcc.gnu.org/onlinedocs/gcc/x86-Options.html)

- [ARM](https://gcc.gnu.org/onlinedocs/gcc/ARM-Options.html)

Other notes:

- Windows libraries are built with `-A x64`

- Mac libraries that use OpenMP require `brew install libomp` (Faiss, Multicore t-SNE, NGT, ThunderSVM, XGBoost)