├── BraTSDataSet.py ├── DualNet_SS.py ├── README.md ├── Res50.py ├── __init__.py ├── apex ├── RNN │ ├── README.md │ ├── RNNBackend.py │ ├── __init__.py │ ├── cells.py │ └── models.py ├── __init__.py ├── amp │ ├── README.md │ ├── __init__.py │ ├── __version__.py │ ├── _amp_state.py │ ├── _initialize.py │ ├── _process_optimizer.py │ ├── amp.py │ ├── compat.py │ ├── frontend.py │ ├── handle.py │ ├── lists │ │ ├── __init__.py │ │ ├── functional_overrides.py │ │ ├── tensor_overrides.py │ │ └── torch_overrides.py │ ├── opt.py │ ├── rnn_compat.py │ ├── scaler.py │ ├── utils.py │ └── wrap.py ├── contrib │ ├── __init__.py │ ├── bottleneck │ │ ├── __init__.py │ │ ├── bottleneck.py │ │ └── test.py │ ├── csrc │ │ ├── bottleneck │ │ │ └── bottleneck.cpp │ │ ├── fmha │ │ │ ├── fmha_api.cpp │ │ │ └── src │ │ │ │ ├── fmha.h │ │ │ │ ├── fmha │ │ │ │ ├── gemm.h │ │ │ │ ├── gmem_tile.h │ │ │ │ ├── kernel_traits.h │ │ │ │ ├── mask.h │ │ │ │ ├── smem_tile.h │ │ │ │ ├── softmax.h │ │ │ │ └── utils.h │ │ │ │ ├── fmha_dgrad_fp16_128_64_kernel.sm80.cu │ │ │ │ ├── fmha_dgrad_fp16_256_64_kernel.sm80.cu │ │ │ │ ├── fmha_dgrad_fp16_384_64_kernel.sm80.cu │ │ │ │ ├── fmha_dgrad_fp16_512_64_kernel.sm80.cu │ │ │ │ ├── fmha_dgrad_kernel_1xN_reload.h │ │ │ │ ├── fmha_fprop_fp16_128_64_kernel.sm80.cu │ │ │ │ ├── fmha_fprop_fp16_256_64_kernel.sm80.cu │ │ │ │ ├── fmha_fprop_fp16_384_64_kernel.sm80.cu │ │ │ │ ├── fmha_fprop_fp16_512_64_kernel.sm80.cu │ │ │ │ ├── fmha_fprop_kernel_1xN.h │ │ │ │ ├── fmha_fprop_kernel_1xN_reload_v.h │ │ │ │ ├── fmha_kernel.h │ │ │ │ └── fmha_utils.h │ │ ├── groupbn │ │ │ ├── batch_norm.cu │ │ │ ├── batch_norm.h │ │ │ ├── batch_norm_add_relu.cu │ │ │ ├── batch_norm_add_relu.h │ │ │ ├── cuda_utils.h │ │ │ ├── interface.cpp │ │ │ ├── ipc.cu │ │ │ └── nhwc_batch_norm_kernel.h │ │ ├── layer_norm │ │ │ ├── ln_api.cpp │ │ │ ├── ln_bwd_semi_cuda_kernel.cu │ │ │ ├── ln_fwd_cuda_kernel.cu │ │ │ ├── ln_kernel_traits.h │ │ │ └── utils.cuh │ │ ├── multihead_attn │ │ │ ├── additive_masked_softmax_dropout.cpp │ │ │ ├── additive_masked_softmax_dropout_cuda.cu │ │ │ ├── dropout.h │ │ │ ├── encdec_multihead_attn.cpp │ │ │ ├── encdec_multihead_attn_cuda.cu │ │ │ ├── encdec_multihead_attn_norm_add.cpp │ │ │ ├── encdec_multihead_attn_norm_add_cuda.cu │ │ │ ├── layer_norm.h │ │ │ ├── masked_softmax_dropout.cpp │ │ │ ├── masked_softmax_dropout_cuda.cu │ │ │ ├── philox.h │ │ │ ├── self_multihead_attn.cpp │ │ │ ├── self_multihead_attn_bias.cpp │ │ │ ├── self_multihead_attn_bias_additive_mask.cpp │ │ │ ├── self_multihead_attn_bias_additive_mask_cuda.cu │ │ │ ├── self_multihead_attn_bias_cuda.cu │ │ │ ├── self_multihead_attn_cuda.cu │ │ │ ├── self_multihead_attn_norm_add.cpp │ │ │ ├── self_multihead_attn_norm_add_cuda.cu │ │ │ ├── softmax.h │ │ │ └── strided_batched_gemm.h │ │ ├── optimizers │ │ │ ├── fused_adam_cuda.cpp │ │ │ ├── fused_adam_cuda_kernel.cu │ │ │ ├── fused_lamb_cuda.cpp │ │ │ ├── fused_lamb_cuda_kernel.cu │ │ │ ├── multi_tensor_distopt_adam.cpp │ │ │ ├── multi_tensor_distopt_adam_kernel.cu │ │ │ ├── multi_tensor_distopt_lamb.cpp │ │ │ └── multi_tensor_distopt_lamb_kernel.cu │ │ ├── transducer │ │ │ ├── transducer_joint.cpp │ │ │ ├── transducer_joint_kernel.cu │ │ │ ├── transducer_loss.cpp │ │ │ └── transducer_loss_kernel.cu │ │ └── xentropy │ │ │ ├── interface.cpp │ │ │ └── xentropy_kernel.cu │ ├── examples │ │ └── multihead_attn │ │ │ ├── func_test_multihead_attn.py │ │ │ └── perf_test_multihead_attn.py │ ├── fmha │ │ ├── __init__.py │ │ └── fmha.py │ ├── groupbn │ │ ├── __init__.py │ │ └── batch_norm.py │ ├── layer_norm │ │ ├── __init__.py │ │ └── layer_norm.py │ ├── multihead_attn │ │ ├── MHA_bwd.png │ │ ├── MHA_fwd.png │ │ ├── README.md │ │ ├── __init__.py │ │ ├── encdec_multihead_attn.py │ │ ├── encdec_multihead_attn_func.py │ │ ├── fast_encdec_multihead_attn_func.py │ │ ├── fast_encdec_multihead_attn_norm_add_func.py │ │ ├── fast_self_multihead_attn_func.py │ │ ├── fast_self_multihead_attn_norm_add_func.py │ │ ├── mask_softmax_dropout_func.py │ │ ├── self_multihead_attn.py │ │ └── self_multihead_attn_func.py │ ├── optimizers │ │ ├── __init__.py │ │ ├── distributed_fused_adam.py │ │ ├── distributed_fused_adam_v2.py │ │ ├── distributed_fused_adam_v3.py │ │ ├── distributed_fused_lamb.py │ │ ├── fp16_optimizer.py │ │ ├── fused_adam.py │ │ ├── fused_lamb.py │ │ └── fused_sgd.py │ ├── sparsity │ │ ├── README.md │ │ ├── __init__.py │ │ ├── asp.py │ │ ├── sparse_masklib.py │ │ └── test │ │ │ ├── checkpointing_test_part1.py │ │ │ ├── checkpointing_test_part2.py │ │ │ ├── checkpointing_test_reference.py │ │ │ └── toy_problem.py │ ├── test │ │ ├── fmha │ │ │ └── test_fmha.py │ │ ├── layer_norm │ │ │ └── test_fast_layer_norm.py │ │ ├── multihead_attn │ │ │ ├── test_encdec_multihead_attn.py │ │ │ ├── test_encdec_multihead_attn_norm_add.py │ │ │ ├── test_fast_self_multihead_attn_bias.py │ │ │ ├── test_mha_fused_softmax.py │ │ │ ├── test_self_multihead_attn.py │ │ │ └── test_self_multihead_attn_norm_add.py │ │ ├── test_label_smoothing.py │ │ └── transducer │ │ │ ├── test_transducer_joint.py │ │ │ ├── test_transducer_loss.py │ │ │ └── transducer_ref.py │ ├── transducer │ │ ├── __init__.py │ │ └── transducer.py │ └── xentropy │ │ ├── __init__.py │ │ └── softmax_xentropy.py ├── fp16_utils │ ├── README.md │ ├── __init__.py │ ├── fp16_optimizer.py │ ├── fp16util.py │ └── loss_scaler.py ├── mlp │ ├── __init__.py │ └── mlp.py ├── multi_tensor_apply │ ├── __init__.py │ └── multi_tensor_apply.py ├── normalization │ ├── __init__.py │ └── fused_layer_norm.py ├── optimizers │ ├── __init__.py │ ├── fused_adagrad.py │ ├── fused_adam.py │ ├── fused_lamb.py │ ├── fused_novograd.py │ └── fused_sgd.py ├── parallel │ ├── LARC.py │ ├── README.md │ ├── __init__.py │ ├── distributed.py │ ├── multiproc.py │ ├── optimized_sync_batchnorm.py │ ├── optimized_sync_batchnorm_kernel.py │ ├── sync_batchnorm.py │ └── sync_batchnorm_kernel.py ├── pyprof │ ├── FAQs.md │ ├── README.md │ ├── __init__.py │ ├── examples │ │ ├── .gitignore │ │ ├── apex │ │ │ ├── README.md │ │ │ ├── fused_adam.py │ │ │ ├── fused_layer_norm.py │ │ │ └── test.sh │ │ ├── custom_func_module │ │ │ ├── README.md │ │ │ ├── custom_function.py │ │ │ ├── custom_module.py │ │ │ └── test.sh │ │ ├── imagenet │ │ │ ├── imagenet.py │ │ │ └── test.sh │ │ ├── jit │ │ │ ├── README.md │ │ │ ├── jit_script_function.py │ │ │ ├── jit_script_method.py │ │ │ ├── jit_trace_function.py │ │ │ ├── jit_trace_method.py │ │ │ └── test.sh │ │ ├── lenet.py │ │ ├── operators.py │ │ ├── simple.py │ │ └── user_annotation │ │ │ ├── README.md │ │ │ ├── resnet.py │ │ │ └── test.sh │ ├── nvtx │ │ ├── __init__.py │ │ └── nvmarker.py │ ├── parse │ │ ├── __init__.py │ │ ├── __main__.py │ │ ├── db.py │ │ ├── kernel.py │ │ ├── nvvp.py │ │ └── parse.py │ └── prof │ │ ├── __init__.py │ │ ├── __main__.py │ │ ├── activation.py │ │ ├── base.py │ │ ├── blas.py │ │ ├── conv.py │ │ ├── convert.py │ │ ├── data.py │ │ ├── dropout.py │ │ ├── embedding.py │ │ ├── index_slice_join_mutate.py │ │ ├── linear.py │ │ ├── loss.py │ │ ├── misc.py │ │ ├── normalization.py │ │ ├── optim.py │ │ ├── output.py │ │ ├── pointwise.py │ │ ├── pooling.py │ │ ├── prof.py │ │ ├── randomSample.py │ │ ├── recurrentCell.py │ │ ├── reduction.py │ │ ├── softmax.py │ │ ├── usage.py │ │ └── utility.py └── reparameterization │ ├── README.md │ ├── __init__.py │ ├── reparameterization.py │ └── weight_norm.py ├── datalist └── BraTS18 │ ├── BraTS18_test.csv │ ├── BraTS18_train.csv │ ├── BraTS18_train_all.csv │ └── BraTS18_val.csv ├── dsn.py ├── engine.py ├── environment.yml ├── eval.py ├── eval.sh ├── loss_Dual.py ├── postprocess.py ├── requirements.txt ├── run.sh ├── train_SS.py └── utils ├── HausdorffD.py ├── ParaFlop.py ├── __init__.py ├── custom_transforms.py ├── functional_instancenorm_noverifydim.py ├── logger.py ├── pyt_utils.py └── utils.py /BraTSDataSet.py: -------------------------------------------------------------------------------- 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