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All Projects → triagemd → tensorflow-builds

triagemd / tensorflow-builds

Licence: MIT license
Tensorflow binaries and Docker images compiled with GPU support and CPU optimizations.

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dockermachine-learningtensorflowgpucudabazelnvidiacudnntensorflow-serving

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Warning: This repo is now unmaintained and unnecessary.

Use the official tensorflow/serving Docker images instead: https://hub.docker.com/r/tensorflow/serving

tensorflow-builds

Tensorflow binaries and Docker images compiled with GPU support and CPU optimizations.

We now pull optimized Tensorflow wheels from mind/wheels rather than building our own.

Updating Tensorflow version

When a new version of Tensorflow is released:

  1. Update the versions at the top of script/distribute*.
  2. On a very powerful machine with Docker, set $GITHUB_TOKEN to a GitHub access token with repo permissions and run script/distribute-binaries (seriously, crank the CPU all the way up if using the cloud).
  3. Update the binary links below from https://github.com/triagemd/tensorflow-builds/releases.
  4. Push to master.
Docker builds
Travis
Binary
Tensorflow Serving 1.7:
CPU optimized, with Intel MKL https://github.com/triagemd/tensorflow-builds/releases/download/tf-serving-1.7.0/tensorflow_model_server_optimized
GPU, CUDA 9.0, without CPU optimization https://github.com/triagemd/tensorflow-builds/releases/download/tf-serving-1.7.0/tensorflow_model_server_gpu
GPU, CUDA 9.1, with CPU optimization, with Intel MKL https://github.com/triagemd/tensorflow-builds/releases/download/tf-serving-1.7.0/tensorflow_model_server_optimized_gpu
Tensorflow Serving 1.6:
CPU optimized, with Intel MKL https://github.com/triagemd/tensorflow-builds/releases/download/tf-serving-1.6.0/tensorflow_model_server_optimized
GPU, CUDA 9.0, without CPU optimization https://github.com/triagemd/tensorflow-builds/releases/download/tf-serving-1.6.0/tensorflow_model_server_gpu
GPU, CUDA 9.1, with CPU optimization, with Intel MKL https://github.com/triagemd/tensorflow-builds/releases/download/tf-serving-1.6.0/tensorflow_model_server_optimized_gpu
Tensorflow Serving 1.5:
CPU optimized, with Intel MKL https://github.com/triagemd/tensorflow-builds/releases/download/tf-serving-1.5.0/tensorflow_model_server_optimized
GPU, CUDA 9.0, without CPU optimization https://github.com/triagemd/tensorflow-builds/releases/download/tf-serving-1.5.0/tensorflow_model_server_gpu
GPU, CUDA 9.1, with CPU optimization, with Intel MKL https://github.com/triagemd/tensorflow-builds/releases/download/tf-serving-1.5.0/tensorflow_model_server_optimized_gpu
Docker image
Python + Intel MKL-DNN:
python2.7-mkl Docker Pulls
python3.6-mkl Docker Pulls
Python + CUDA:
python2.7-cuda9.0 Docker Pulls
python3.6-cuda9.0 Docker Pulls
python2.7-cuda9.1 Docker Pulls
python3.6-cuda9.1 Docker Pulls
Python + CUDA + Intel MKL-DNN:
python2.7-cuda9.1-mkl Docker Pulls
python3.6-cuda9.1-mkl Docker Pulls
Tensorflow:
python2.7-tensorflow Docker Pulls
python3.6-tensorflow Docker Pulls
python2.7-tensorflow-gpu Docker Pulls
python3.6-tensorflow-gpu Docker Pulls
Tensorflow with CPU optimizations:
python2.7-tensorflow-optimized Docker Pulls
python3.6-tensorflow-optimized Docker Pulls
python2.7-tensorflow-optimized-gpu Docker Pulls
python3.6-tensorflow-optimized-gpu Docker Pulls
Tensorflow Serving:
python2.7-tensorflow-serving Docker Pulls
python2.7-tensorflow-serving-optimized Docker Pulls
python2.7-tensorflow-serving-gpu Docker Pulls
python2.7-tensorflow-serving-optimized-gpu Docker Pulls
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