├── .gitignore ├── .gitmodules ├── README.md ├── data ├── TF1.15 │ ├── xla_candidates_bert.txt │ ├── xla_candidates_inceptionv3.txt │ ├── xla_candidates_resnet.txt │ ├── xla_candidates_vgg.txt │ └── xla_candidates_vgg19.txt ├── TF2.4 │ └── xla_candidates_resnet50.txt ├── mx_20200824_resnet50.py ├── tf_20200720.py ├── tf_20200731_resnet50.py └── tf_20200811_pred_error.py ├── docker └── tensorflow.Dockerfile ├── docs ├── backup.md ├── dependency.md ├── format.md ├── nvprof.md ├── profile.md ├── sample_config.yaml └── usage.md ├── dpro ├── __init__.py ├── analyze.py ├── arg_utils.py ├── base.py ├── bps_helper │ ├── __init__.py │ ├── graph.py │ └── preprocess.py ├── collect.py ├── cost_model │ ├── __init__.py │ ├── _gpu_predict │ │ ├── __init__.py │ │ ├── dataloader.py │ │ ├── dim_reduce.py │ │ ├── gpu_cost_model.py │ │ ├── gpu_pred.py │ │ └── grouper.py │ ├── _mixed_precision │ │ ├── .cost_model │ │ │ ├── CastToFp16.txt │ │ │ ├── CastToFp32.txt │ │ │ ├── Conv2D.txt │ │ │ └── MatMul.txt │ │ ├── __init__.py │ │ ├── amp_cost_model.py │ │ ├── amp_pred.py │ │ ├── dataloader.py │ │ ├── dim_reduce.py │ │ ├── grouper.py │ │ └── test_rst.py │ ├── _tsfs │ │ ├── __init__.py │ │ └── cost_model.py │ ├── _xla │ │ ├── __init__.py │ │ ├── execute_graph.py │ │ ├── gen_dataset_utils.py │ │ ├── gen_samples.py │ │ ├── p_dispersion.py │ │ ├── pk_graph.py │ │ ├── process_trace.py │ │ ├── utils.py │ │ ├── xla_module_cost_model.py │ │ ├── xla_run_generate_kernel_dataset.sh │ │ ├── xla_run_test_module_cm.sh │ │ ├── xla_run_train_module_cm.sh │ │ └── xlatools.py │ ├── base.py │ ├── gpu_models_info.py │ ├── mixed_precision.py │ ├── op_fusion.py │ ├── tensor_fusion.py │ ├── trace_clct.sh │ └── trace_filter.py ├── dag_utils.py ├── debug_utils.py ├── helper │ ├── combine_json.py │ ├── compare_graph.py │ ├── get_iter_time_from_trace.py │ ├── tf_flops_profile.py │ ├── tf_helper.py │ └── visualize.py ├── hvd │ ├── __init__.py │ └── graph.py ├── logger_utils.py ├── memory │ ├── .gitignore │ ├── README.md │ ├── __init__.py │ ├── cost_model.py │ ├── estimator.py │ ├── gradient_accumulation.py │ ├── node.py │ ├── recomputation.py │ ├── schedule.py │ └── utils.py ├── mg_generate_dataset.py ├── ml_platform │ ├── __init__.py │ ├── mxnet │ │ ├── __init__.py │ │ └── metadata.py │ └── tensorflow │ │ ├── __init__.py │ │ ├── amp_lists.py │ │ ├── memory_lists.py │ │ ├── metadata.py │ │ └── util.py ├── nvprof │ └── analyze.py ├── optimizer │ ├── __init__.py │ ├── base.py │ ├── dp.py │ ├── mcmc.py │ └── mcts.py ├── parameter.py ├── replay.py ├── trace_utils.py ├── xla_cm_entry.py └── xla_test_generate_cluster_spec.py ├── dpro_cli ├── requirements.txt ├── setup.py ├── setup.sh └── sleep.sh /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/joapolarbear/dpro/HEAD/.gitignore -------------------------------------------------------------------------------- /.gitmodules: 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