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About the developer

lakshayg
145 Stars 25 Forks Apache License 2.0 17 Commits 1 Opened issues

Description

TensorFlow binaries supporting AVX, FMA, SSE

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Contributors list

# 26,152
simd-in...
Shell
Tensorf...
c-sharp
17 commits

This repository contains custom builds of tensorflow. To install one of these on your system, download the correct file according to your version of python and gcc and run the following command.

pip install --ignore-installed --upgrade /path/to/binary.whl --user
You can also install directly from github using
pip install --ignore-installed --upgrade "Download URL" --user

All the binaries were compiled by passing

--config=opt
to bazel and setting
-O2 -Wno-sign-compare
in addition to the feature flags in configure script.

Latest Builds

| TF | HW | OS | GCC | Python | Supports | | |--------|-----|----------------|--------------------|----------|---------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------| | 2.4.1 | CPU | Ubuntu 20.04 | 9.3.0 | 3.8.5 | FMA, AVX, AVX2, SSE4.1, SSE4.2 | Download | | 2.2.1 | CPU | macOS Catalina | clang-1200.0.26.2 | 3.8.6 | FMA, AVX, AVX2, SSE4.1, SSE4.2 | Download | | 2.2.0 | CPU | Ubuntu 18.04 | 7.5.0 | 3.7.7 | FMA, AVX, AVX2, SSE4.1, SSE4.2 | Download | | 2.1.0 | CPU | Ubuntu 16.04 | 5.4.0 | 3.5.2 | FMA, AVX, AVX2, SSE4.1, SSE4.2 | Download |

What flags are supported by my CPU?

To check the instruction sets supported by your CPU, check the output of the following commands:

# macOS
sysctl -a | grep "machdep.cpu.*features:"

Linux

cat /proc/cpuinfo | grep flags


If you find this project useful, consider donating whatever amount you value this project at to a (any) charity, please drop me an email if you do. I personally care a lot about improving access to high quality medical facilities and Rotary Ambala Cancer & General Hospital is my charity of choice. It is a donation supported hospital in my hometown and provides extremely affordable services to the local population.

The donation process on its page is suboptimal, if you prefer not going through the trouble, consider using the "Sponsor" button at the top or this Venmo QR code for @lakshayg on Venmo and I'll make sure your donations get to the hospital. Thanks!

Expand for Venmo QR Code

Expand for older builds
TF HW OS GCC Python Supports
1.14.1 CPU macOS Mojave clang-1001.0.46.4 3.7.4 FMA, AVX, AVX2, SSE4.1, SSE4.2 Download
1.14.1 CPU macOS Mojave clang-1001.0.46.4 3.7.4 FMA, AVX2, AVX512F Download
1.14.1 CPU Ubuntu 18.04 7.4 3.7.3 FMA, AVX2, AVX512F Download
1.13.1 CPU MacOS Mojave clang-1001.0.46.4 3.7.2 FMA, AVX, AVX2, SSE4.1, SSE4.2 Download
1.13.1 CPU Ubuntu 16.04 5.4 3.5.2 FMA, AVX, AVX2, SSE4.1, SSE4.2 Download
1.12.0 CPU Ubuntu 16.04 5.4 3.5.4 FMA, AVX2, AVX512F Download
1.12.0 CPU Ubuntu 18.04 7.3 3.6.5 FMA, AVX2, AVX512F Download
1.12.0 CPU Ubuntu 18.04 7.3 3.6.5 FMA, AVX, AVX2, SSE4.1, SSE4.2 Download
1.12.0 CPU Ubuntu 18.04 7.3 2.7.15rc1 FMA, AVX, AVX2, SSE4.1, SSE4.2 Download
1.12.0 CPU Ubuntu 16.04 5.4 3.5.2 FMA, AVX, AVX2, SSE4.1, SSE4.2 Download
1.12.0 CPU Ubuntu 16.04 5.4 2.7.12 FMA, AVX, AVX2, SSE4.1, SSE4.2 Download
1.12.0 CPU MacOS Mojave clang-1000.10.44.4 3.7.0 FMA, AVX, AVX2, SSE4.1, SSE4.2 Download
1.12.0 CPU MacOS Mojave clang-1000.10.44.4 2.7.15 FMA, AVX, AVX2, SSE4.1, SSE4.2 Download
1.11.0 CPU Ubuntu 16.04 5.4 3.5.2 FMA, AVX, AVX2, SSE4.1, SSE4.2 Download
1.11.0 CPU Ubuntu 16.04 5.4 2.7.12 FMA, AVX, AVX2, SSE4.1, SSE4.2 Download
1.11.0 CPU MacOS Mojave clang-1000.10.44.2 3.7.0 FMA, AVX, AVX2, SSE4.1, SSE4.2 Download
1.11.0 CPU MacOS Mojave clang-1000.10.44.2 2.7.15 FMA, AVX, AVX2, SSE4.1, SSE4.2 Download
1.10.0 CPU Ubuntu 16.04 5.4 3.6.6 FMA, AVX, AVX2, SSE4.1, SSE4.2, AVX512F Download
1.10.0 CPU Ubuntu 16.04 5.4 2.7.12 FMA, AVX, AVX2, SSE4.1, SSE4.2 Download
1.10.0 CPU Ubuntu 16.04 5.4 3.5.2 FMA, AVX, AVX2, SSE4.1, SSE4.2 Download
1.10.0 CPU Ubuntu 18.04 7.3 2.7.15rc1 FMA, AVX, AVX2, SSE4.1, SSE4.2 Download
1.10.0 CPU Ubuntu 18.04 7.3 3.6.5 FMA, AVX, AVX2, SSE4.1, SSE4.2 Download
1.9.0 CPU Ubuntu 18.04 7.3 3.6.5 FMA, AVX, AVX2, SSE4.1, SSE4.2 Download
1.9.0 CPU Ubuntu 16.04 5.4 2.7.12 FMA, AVX, AVX2, SSE4.1, SSE4.2 Download
1.9.0 CPU Ubuntu 16.04 5.4 3.5.2 FMA, AVX, AVX2, SSE4.1, SSE4.2 Download
1.9.0 CPU Ubuntu 16.04 5.4 3.6.6 FMA, AVX, AVX2, SSE4.1, SSE4.2 Download
1.9.0 CPU macOS High Sierra clang-902.0.39.1 2.7.15 SSE4.1, SSE4.2, AVX, AVX2, FMA Download
1.9.0 CPU macOS High Sierra clang-902.0.39.1 3.6.5 SSE4.1, SSE4.2, AVX, AVX2, FMA Download
1.8.0 CPU macOS High Sierra clang-902.0.39.1 2.7.15 SSE4.1, SSE4.2, AVX, AVX2, FMA Download
1.8.0 CPU macOS High Sierra clang-902.0.39.1 3.6.5 SSE4.1, SSE4.2, AVX, AVX2, FMA Download
1.8.0 CPU macOS High Sierra clang-902.0.39.1 3.6.5 SSE4.1, SSE4.2, AVX, AVX2, FMA, SSSE3, POPCNT, CX16 Download
1.6.0 CPU Ubuntu 16.04 5.4 2.7.12 SSE4.1, SSE4.2, AVX, AVX2, FMA Download
1.5.0 CPU macOS High Sierra clang-900.0.39.2 3.6.4 AVX, SSE4.1, SSE4.2 Download
1.5.0 CPU macOS High Sierra clang-900.0.39.2 3.6.4 SSE4.2, AVX, AVX2, FMA Download
1.4.1 CPU macOS Sierra clang-900.0.39.2 3.6.1 AVX, SSE4.1, SSE4.2 Download
1.4.1 CPU macOS Sierra clang-900.0.39.2 2.7.13 AVX, SSE4.1, SSE4.2 Download
1.4.1 CPU macOS Sierra clang-900.0.39.2 2.7.14 SSE4.1, SSE4.2, AVX, AVX2, FMA Download
1.4.0 CPU macOS Sierra clang-802.0.42 3.6.3 SSE4.1, SSE4.2, AVX, AVX2, FMA Download

Visit tensorflow.org for instructions on building tensorflow for your machine.

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