minimaxir / Deep Learning Cpu Gpu Benchmark
Labels
deep-learning-cpu-gpu-benchmark
Repository to benchmark the performance of Cloud CPUs vs. Cloud GPUs on TensorFlow and Google Compute Engine. This R Notebook is the complement to my blog post Benchmarking TensorFlow on Cloud CPUs: Cheaper Deep Learning than Cloud GPUs.
Usage
The repository uses my keras-cntk-docker container, and assumes necessary dependices for that are installed.
keras_cntk_benchmark.py
contains the benchmark script.
/test_files
contains the test files.
/logs
contains the performance output (CSV) for each test.
/analysis
contains the R Notebook of the logs used to create the interactive data visualizations in the blog post. (You can view the R Notebook on the Web here)
Maintainer
Max Woolf (@minimaxir)
Max's open-source projects are supported by his Patreon. If you found this project helpful, any monetary contributions to the Patreon are appreciated and will be put to good creative use.
Credits
Test scripts (aside from text_generator_keras.py
) sourced from the official Keras repository/contributors.
License
MIT