├── .gitignore ├── LICENSE ├── Makefile ├── README.md ├── blog ├── .gitignore ├── docs │ ├── algorithms-and-techniques.md │ ├── conclusion.md │ ├── hardware.md │ ├── images │ │ ├── 7gforce_az2x60_bandwidth_dtod.png │ │ ├── 7gforce_az2x60_bandwidth_htod_dtoh.png │ │ ├── comparison_inception3_7gforce_efficiency.png │ │ ├── comparison_inception3_7gforce_ps_cpu_speedup.png │ │ ├── comparison_inception3_7gforce_speedup.png │ │ ├── comparison_inception3_az-2x-m60_efficiency.png │ │ ├── comparison_inception3_az-2x-m60_speedup.png │ │ ├── comparison_resnet50_7gforce_efficiency.png │ │ ├── comparison_resnet50_7gforce_speedup.png │ │ ├── comparison_resnet50_az-2x-m60_efficiency.png │ │ ├── comparison_resnet50_az-2x-m60_speedup.png │ │ ├── inception3_tf_cnn_benchmarks_efficiency.png │ │ ├── inception3_tf_cnn_benchmarks_speedup.png │ │ ├── keras_avolkov1_cifar10_7gforce_efficiency.png │ │ ├── keras_avolkov1_cifar10_7gforce_speedup.png │ │ ├── nchw_cifar10_tesla-m60.png │ │ ├── nchw_imagenet_tesla-m60.png │ │ ├── nvprof_async_htod_memcpy_with_stagingarea.png │ │ ├── nvprof_cifar10_keras_7gforce_1_gpu.png │ │ ├── nvprof_cifar10_keras_7gforce_2_gpu.png │ │ ├── nvprof_cifar10_keras_7gforce_4_gpu.png │ │ ├── nvprof_sync_htod_memcpy.png │ │ ├── overall_comparison_inception3_7gforce_efficiency.png │ │ ├── overall_comparison_inception3_7gforce_speedup.png │ │ ├── tf_benchmark_efficiency_cifar10.png │ │ ├── tf_benchmark_orig_efficiency_imagenet.png │ │ ├── tf_cnn_benchmark_inception3_efficiency.png │ │ ├── tf_cnn_benchmark_inception3_speedup.png │ │ ├── tf_cnn_benchmark_resnet50_efficiency.png │ │ └── tf_cnn_benchmark_resnet50_speedup.png │ ├── index.md │ ├── keras-tensorflow.md │ ├── measurements.md │ ├── more-notes.md │ ├── other-implementations.md │ └── skeleton.md └── mkdocs.yml ├── experiments ├── gpu_bandwidth │ ├── cuda_samples │ │ ├── README.md │ │ ├── gpu_bandwidth_init.sh │ │ ├── measure_gpu_bandwidth.sh │ │ └── results │ │ │ ├── 7gforce-v2 │ │ │ ├── bandwidthTest_gpu_0.txt │ │ │ ├── bandwidthTest_gpu_1.txt │ │ │ ├── bandwidthTest_gpu_2.txt │ │ │ ├── bandwidthTest_gpu_3.txt │ │ │ ├── bandwidthTest_gpu_4.txt │ │ │ ├── bandwidthTest_gpu_5.txt │ │ │ ├── bandwidthTest_gpu_6.txt │ │ │ └── p2pBandwidthLatencyTest.txt │ │ │ ├── 7gforce │ │ │ ├── bandwidthTest_gpu_0.txt │ │ │ ├── bandwidthTest_gpu_1.txt │ │ │ ├── bandwidthTest_gpu_2.txt │ │ │ ├── bandwidthTest_gpu_3.txt │ │ │ ├── bandwidthTest_gpu_4.txt │ │ │ ├── bandwidthTest_gpu_5.txt │ │ │ ├── bandwidthTest_gpu_6.txt │ │ │ └── p2pBandwidthLatencyTest.txt │ │ │ ├── az-2x-m60 │ │ │ ├── bandwidthTest_gpu_0.txt │ │ │ ├── bandwidthTest_gpu_1.txt │ │ │ └── p2pBandwidthLatencyTest.txt │ │ │ └── az-4x-m60 │ │ │ ├── bandwidthTest_gpu_0.txt │ │ │ ├── bandwidthTest_gpu_1.txt │ │ │ ├── bandwidthTest_gpu_2.txt │ │ │ ├── bandwidthTest_gpu_3.txt │ │ │ └── p2pBandwidthLatencyTest.txt │ └── parallel_forall_blog │ │ ├── README.md │ │ └── memory-bandwidth-7gpu.txt ├── keras_tensorflow │ ├── avolkov1 │ │ ├── cifar10 │ │ │ ├── cifar10_7gforce.sh │ │ │ ├── cifar10_7gforce_results.csv │ │ │ └── cifar10_7gforce_times.csv │ │ ├── original │ │ │ ├── original_7gforce_results_nocr.txt │ │ │ ├── run_original_7gforce.sh │ │ │ └── run_original_az-2x-m60.sh │ │ └── remove_progressbar_from_logs.py │ ├── az-4x-m60.tsv │ ├── benchmark_inception3_resnet50_7gforce.sh │ ├── benchmark_inception3_resnet50_az-2x-m60.sh │ ├── benchmark_inception3_resnet50_az-4x-m60.sh │ ├── benchmark_inception3_resnet50_results_7gforce.txt │ ├── benchmark_inception3_resnet50_results_az-2x-m60.txt │ ├── fchollet │ │ └── inception3_7gforce.sh │ ├── kuza55 │ │ └── original_examples │ │ │ ├── az-2x-m60.txt │ │ │ ├── kuza55_blog_example_cli.py │ │ │ ├── kuza55_blog_example_orig.py │ │ │ ├── run_7gforce.sh │ │ │ └── run_az-2x-m60.sh │ ├── plots-az-4x-60.ipynb │ └── plots.ipynb ├── system_info │ └── az-4x-m60.txt ├── tensorflow │ ├── tf_cnn_benchmarks │ │ ├── README.txt │ │ ├── benchmark_az-4x-m60.sh │ │ ├── benchmark_batch.sh │ │ ├── benchmark_batch_2.sh │ │ ├── benchmark_batch_cifar10.sh │ │ ├── results │ │ │ ├── benchmark_batch_inception3_az-2xm-60.txt │ │ │ ├── benchmark_batch_results_az2xm60_2017-09-22.txt │ │ │ ├── benchmark_batch_results_cifar10_az-2xm-60.txt │ │ │ └── plots.ipynb │ │ └── runner.py │ └── tutorials_cifar10_estimators │ │ └── run.sh └── topology │ ├── 7gforce-v2.txt │ ├── 7gforce.txt │ ├── az-2x-m60.txt │ ├── az-4x-m60.txt │ └── topology.sh ├── keras_tf_multigpu ├── __init__.py ├── avolkov1 │ ├── LICENSE │ ├── README.md │ ├── __init__.py │ ├── _mixin_common.py │ ├── _patch_tf_backend.py │ ├── multigpu.py │ └── optimizers.py ├── bzamecnik │ ├── README.md │ ├── __init__.py │ ├── data_parallel_model.md │ └── data_parallel_model.py ├── callbacks.py ├── examples │ ├── __init__.py │ ├── alexnet_cifar10.py │ ├── alexnet_imagenet_synth.py │ ├── avolkov1 │ │ ├── cifar │ │ │ ├── cifar10_cnn_mgpu.py │ │ │ ├── cifar10_cnn_mgpu_tfqueue.py │ │ │ ├── parser_common.py │ │ │ └── tf_examples │ │ │ │ ├── BUILD │ │ │ │ ├── README.md │ │ │ │ ├── __init__.py │ │ │ │ ├── cifar10.py │ │ │ │ ├── cifar10_eval.py │ │ │ │ ├── cifar10_input.py │ │ │ │ ├── cifar10_input_test.py │ │ │ │ ├── cifar10_multi_gpu_train.py │ │ │ │ └── cifar10_train.py │ │ ├── faster_rcnn │ │ │ └── train_frcnn_mgpu.py │ │ └── mnist │ │ │ └── mnist_tfrecord_mgpu.py │ ├── benchmark_inception3_resnet50.py │ ├── bzamecnik │ │ ├── data_parallel_mnist_cnn.py │ │ ├── staging_area │ │ │ ├── keras_staging_area_cifar10.py │ │ │ ├── keras_staging_area_mnist.py │ │ │ └── keras_staging_area_resnet50.py │ │ └── staging_area_feed_dict │ │ │ ├── keras_staging_area_cifar10.py │ │ │ ├── keras_staging_area_mnist.py │ │ │ └── keras_staging_area_resnet50.py │ ├── cifar10_plain_keras.py │ ├── datasets.py │ ├── fchollet_inception3_multigpu.py │ ├── inception3_imagenet_synth_mgpu_tfqueue.py │ └── kuza55 │ │ ├── cifar10_cnn.py │ │ ├── cifar10_cnn_functional.py │ │ ├── cifar10_cnn_functional_multigpu.py │ │ ├── cifar10_cnn_multigpu.py │ │ ├── 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