├── Dockerfile ├── LICENSE ├── README.md ├── assets ├── big_logo.jpg ├── convnext_train.png ├── train_logs │ ├── convnext_exp1.log │ ├── convnext_exp2.log │ ├── convnext_exp4.log │ ├── convnext_exp5.log │ ├── convnext_exp6.log │ ├── convnext_exp9(1).log │ ├── convnext_exp9(2).log │ ├── swin_exp1.log │ ├── swin_exp2.log │ ├── yolox_exp1.txt │ └── yolox_exp2.txt └── 模型效果.png ├── data ├── .DS_Store ├── code │ ├── .DS_Store │ ├── mmdet │ │ ├── .dev_scripts │ │ │ ├── batch_test.py │ │ │ ├── batch_test.sh │ │ │ ├── benchmark_filter.py │ │ │ ├── convert_benchmark_script.py │ │ │ ├── gather_benchmark_metric.py │ │ │ ├── gather_models.py │ │ │ └── linter.sh │ │ ├── .github │ │ │ ├── CODE_OF_CONDUCT.md │ │ │ ├── CONTRIBUTING.md │ │ │ ├── ISSUE_TEMPLATE │ │ │ │ ├── config.yml │ │ │ │ ├── error-report.md │ │ │ │ ├── feature_request.md │ │ │ │ ├── general_questions.md │ │ │ │ └── reimplementation_questions.md │ │ │ └── workflows │ │ │ │ ├── build.yml │ │ │ │ ├── build_pat.yml │ │ │ │ └── deploy.yml │ │ ├── .gitignore │ │ ├── .pre-commit-config.yaml │ │ ├── .readthedocs.yml │ │ ├── LICENSE │ │ ├── README.md │ │ ├── apex-master │ │ │ ├── .gitignore │ │ │ ├── .gitmodules │ │ │ ├── .nojekyll │ │ │ ├── LICENSE │ │ │ ├── README.md │ │ │ ├── apex │ │ │ │ ├── RNN │ │ │ │ │ ├── README.md │ │ │ │ │ ├── RNNBackend.py │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── cells.py │ │ │ │ │ └── models.py │ │ │ │ ├── __init__.py │ │ │ │ ├── _autocast_utils.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 │ │ │ │ │ │ ├── bottleneck_module_test.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_dgrad_kernel_1xN_reload_nl.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_nl.h │ │ │ │ │ │ │ │ ├── fmha_fprop_kernel_1xN_reload_v.h │ │ │ │ │ │ │ │ ├── fmha_kernel.h │ │ │ │ │ │ │ │ ├── fmha_noloop_reduce.cu │ │ │ │ │ │ │ │ └── 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.h │ │ │ │ │ │ │ ├── ln_api.cpp │ │ │ │ │ │ │ ├── ln_bwd_kernels.cuh │ │ │ │ │ │ │ ├── ln_bwd_semi_cuda_kernel.cu │ │ │ │ │ │ │ ├── ln_fwd_cuda_kernel.cu │ │ │ │ │ │ │ ├── ln_fwd_kernels.cuh │ │ │ │ │ │ │ ├── ln_kernel_traits.h │ │ │ │ │ │ │ └── ln_utils.cuh │ │ │ │ │ │ ├── multihead_attn │ │ │ │ │ │ │ ├── additive_masked_softmax_dropout_cuda.cu │ │ │ │ │ │ │ ├── dropout.cuh │ │ │ │ │ │ │ ├── encdec_multihead_attn_cuda.cu │ │ │ │ │ │ │ ├── encdec_multihead_attn_norm_add_cuda.cu │ │ │ │ │ │ │ ├── layer_norm.cuh │ │ │ │ │ │ │ ├── masked_softmax_dropout_cuda.cu │ │ │ │ │ │ │ ├── multihead_attn_frontend.cpp │ │ │ │ │ │ │ ├── philox.cuh │ │ │ │ │ │ │ ├── self_multihead_attn_bias_additive_mask_cuda.cu │ │ │ │ │ │ │ ├── self_multihead_attn_bias_cuda.cu │ │ │ │ │ │ │ ├── self_multihead_attn_cuda.cu │ │ │ │ │ │ │ ├── self_multihead_attn_norm_add_cuda.cu │ │ │ │ │ │ │ ├── softmax.cuh │ │ │ │ │ │ │ └── strided_batched_gemm.cuh │ │ │ │ │ │ ├── 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 │ │ │ │ │ │ ├── fused_dense │ │ │ │ │ │ │ └── test_fused_dense.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 │ │ │ │ ├── fused_dense │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── fused_dense.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_mixed_precision_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 │ │ │ │ └── transformer │ │ │ │ │ ├── README.md │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── _data │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── _batchsampler.py │ │ │ │ │ ├── amp │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── grad_scaler.py │ │ │ │ │ ├── enums.py │ │ │ │ │ ├── functional │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── fused_softmax.py │ │ │ │ │ ├── log_util.py │ │ │ │ │ ├── microbatches.py │ │ │ │ │ ├── parallel_state.py │ │ │ │ │ ├── pipeline_parallel │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── _timers.py │ │ │ │ │ ├── p2p_communication.py │ │ │ │ │ ├── schedules │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── common.py │ │ │ │ │ │ ├── fwd_bwd_no_pipelining.py │ │ │ │ │ │ ├── fwd_bwd_pipelining_with_interleaving.py │ │ │ │ │ │ └── fwd_bwd_pipelining_without_interleaving.py │ │ │ │ │ └── utils.py │ │ │ │ │ ├── tensor_parallel │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── cross_entropy.py │ │ │ │ │ ├── data.py │ │ │ │ │ ├── layers.py │ │ │ │ │ ├── mappings.py │ │ │ │ │ ├── memory.py │ │ │ │ │ ├── random.py │ │ │ │ │ └── utils.py │ │ │ │ │ ├── testing │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── arguments.py │ │ │ │ │ ├── commons.py │ │ │ │ │ ├── global_vars.py │ │ │ │ │ ├── standalone_bert.py │ │ │ │ │ └── standalone_gpt.py │ │ │ │ │ └── utils.py │ │ │ ├── csrc │ │ │ │ ├── amp_C_frontend.cpp │ │ │ │ ├── compat.h │ │ │ │ ├── flatten_unflatten.cpp │ │ │ │ ├── fused_dense.cpp │ │ │ │ ├── fused_dense_cuda.cu │ │ │ │ ├── layer_norm_cuda.cpp │ │ │ │ ├── layer_norm_cuda_kernel.cu │ │ │ │ ├── megatron │ │ │ │ │ ├── scaled_masked_softmax.cpp │ │ │ │ │ ├── scaled_masked_softmax.h │ │ │ │ │ ├── scaled_masked_softmax_cuda.cu │ │ │ │ │ ├── scaled_upper_triang_masked_softmax.cpp │ │ │ │ │ ├── scaled_upper_triang_masked_softmax.h │ │ │ │ │ └── scaled_upper_triang_masked_softmax_cuda.cu │ │ │ │ ├── mlp.cpp │ │ │ │ ├── mlp_cuda.cu │ │ │ │ ├── multi_tensor_adagrad.cu │ │ │ │ ├── multi_tensor_adam.cu │ │ │ │ ├── multi_tensor_apply.cuh │ │ │ │ ├── multi_tensor_axpby_kernel.cu │ │ │ │ ├── multi_tensor_l2norm_kernel.cu │ │ │ │ ├── multi_tensor_l2norm_kernel_mp.cu │ │ │ │ ├── multi_tensor_l2norm_scale_kernel.cu │ │ │ │ ├── multi_tensor_lamb.cu │ │ │ │ ├── multi_tensor_lamb_mp.cu │ │ │ │ ├── multi_tensor_lamb_stage_1.cu │ │ │ │ ├── multi_tensor_lamb_stage_2.cu │ │ │ │ ├── multi_tensor_novograd.cu │ │ │ │ ├── multi_tensor_scale_kernel.cu │ │ │ │ ├── multi_tensor_sgd_kernel.cu │ │ │ │ ├── syncbn.cpp │ │ │ │ ├── type_shim.h │ │ │ │ └── welford.cu │ │ │ ├── docs │ │ │ │ ├── Makefile │ │ │ │ └── source │ │ │ │ │ ├── _static │ │ │ │ │ ├── css │ │ │ │ │ │ └── pytorch_theme.css │ │ │ │ │ └── img │ │ │ │ │ │ └── nv-pytorch2.png │ │ │ │ │ ├── _templates │ │ │ │ │ └── layout.html │ │ │ │ │ ├── advanced.rst │ │ │ │ │ ├── amp.rst │ │ │ │ │ ├── conf.py │ │ │ │ │ ├── fp16_utils.rst │ │ │ │ │ ├── index.rst │ │ │ │ │ ├── layernorm.rst │ │ │ │ │ ├── optimizers.rst │ │ │ │ │ └── parallel.rst │ │ │ ├── examples │ │ │ │ ├── README.md │ │ │ │ ├── dcgan │ │ │ │ │ ├── README.md │ │ │ │ │ └── main_amp.py │ │ │ │ ├── docker │ │ │ │ │ ├── Dockerfile │ │ │ │ │ └── README.md │ │ │ │ ├── imagenet │ │ │ │ │ ├── README.md │ │ │ │ │ └── main_amp.py │ │ │ │ └── simple │ │ │ │ │ └── distributed │ │ │ │ │ ├── README.md │ │ │ │ │ ├── distributed_data_parallel.py │ │ │ │ │ └── run.sh │ │ │ ├── requirements.txt │ │ │ ├── requirements_dev.txt │ │ │ ├── setup.py │ │ │ └── tests │ │ │ │ ├── L0 │ │ │ │ ├── run_amp │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── test_add_param_group.py │ │ │ │ │ ├── test_basic_casts.py │ │ │ │ │ ├── test_cache.py │ │ │ │ │ ├── test_checkpointing.py │ │ │ │ │ ├── test_fused_sgd.py │ │ │ │ │ ├── test_larc.py │ │ │ │ │ ├── test_multi_tensor_axpby.py │ │ │ │ │ ├── test_multi_tensor_l2norm.py │ │ │ │ │ ├── test_multi_tensor_scale.py │ │ │ │ │ ├── test_multiple_models_optimizers_losses.py │ │ │ │ │ ├── test_promotion.py │ │ │ │ │ ├── test_rnn.py │ │ │ │ │ └── utils.py │ │ │ │ ├── run_fp16util │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── test_fp16util.py │ │ │ │ ├── run_fused_layer_norm │ │ │ │ │ └── test_fused_layer_norm.py │ │ │ │ ├── run_mlp │ │ │ │ │ └── test_mlp.py │ │ │ │ ├── run_optimizers │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── test_dist_adam.py │ │ │ │ │ ├── test_fused_novograd.py │ │ │ │ │ ├── test_fused_optimizer.py │ │ │ │ │ └── test_lamb.py │ │ │ │ ├── run_pyprof_data │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── test_pyprof_data.py │ │ │ │ ├── run_pyprof_nvtx │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── test_pyprof_nvtx.py │ │ │ │ ├── run_test.py │ │ │ │ └── run_transformer │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── gpt_scaling_test.py │ │ │ │ │ ├── run_bert_minimal_test.py │ │ │ │ │ ├── run_cross_entropy_test.py │ │ │ │ │ ├── run_data_test.py │ │ │ │ │ ├── run_dynamic_batchsize_test.py │ │ │ │ │ ├── run_gpt_minimal_test.py │ │ │ │ │ ├── run_initialize_test.py │ │ │ │ │ ├── run_layers_test.py │ │ │ │ │ ├── run_mappings_test.py │ │ │ │ │ ├── run_megatron_gpt_pipeline.py │ │ │ │ │ ├── run_pipeline_parallel_test.py │ │ │ │ │ ├── run_random_test.py │ │ │ │ │ ├── run_utils_test.py │ │ │ │ │ ├── test_batch_sampler.py │ │ │ │ │ ├── test_fused_softmax.py │ │ │ │ │ └── test_transformer_module.py │ │ │ │ ├── L1 │ │ │ │ ├── common │ │ │ │ │ ├── compare.py │ │ │ │ │ ├── main_amp.py │ │ │ │ │ └── run_test.sh │ │ │ │ ├── cross_product │ │ │ │ │ └── run.sh │ │ │ │ └── cross_product_distributed │ │ │ │ │ └── run.sh │ │ │ │ ├── distributed │ │ │ │ ├── DDP │ │ │ │ │ ├── ddp_race_condition_test.py │ │ │ │ │ └── run_race_test.sh │ │ │ │ ├── amp_master_params │ │ │ │ │ ├── amp_master_params.py │ │ │ │ │ ├── compare.py │ │ │ │ │ └── run.sh │ │ │ │ └── synced_batchnorm │ │ │ │ │ ├── python_single_gpu_unit_test.py │ │ │ │ │ ├── single_gpu_unit_test.py │ │ │ │ │ ├── test_batchnorm1d.py │ │ │ │ │ ├── test_groups.py │ │ │ │ │ ├── two_gpu_test_different_batch_size.py │ │ │ │ │ ├── two_gpu_unit_test.py │ │ │ │ │ └── unit_test.sh │ │ │ │ └── docker_extension_builds │ │ │ │ └── run.sh │ │ ├── configs │ │ │ ├── _base_ │ │ │ │ ├── datasets │ │ │ │ │ ├── cityscapes_detection.py │ │ │ │ │ ├── cityscapes_instance.py │ │ │ │ │ ├── coco_detection.py │ │ │ │ │ ├── coco_instance.py │ │ │ │ │ ├── coco_instance_semantic.py │ │ │ │ │ ├── dcic_detection.py │ │ │ │ │ ├── deepfashion.py │ │ │ │ │ ├── lvis_v0.5_instance.py │ │ │ │ │ ├── lvis_v1_instance.py │ │ │ │ │ ├── voc0712.py │ │ │ │ │ └── wider_face.py │ │ │ │ ├── default_runtime.py │ │ │ │ ├── models │ │ │ │ │ ├── cascade_mask_rcnn_r50_fpn.py │ │ │ │ │ ├── cascade_mask_rcnn_swin_fpn.py │ │ │ │ │ ├── cascade_rcnn_r50_fpn.py │ │ │ │ │ ├── fast_rcnn_r50_fpn.py │ │ │ │ │ ├── faster_rcnn_r50_caffe_c4.py │ │ │ │ │ ├── faster_rcnn_r50_caffe_dc5.py │ │ │ │ │ ├── faster_rcnn_r50_fpn.py │ │ │ │ │ ├── mask_rcnn_r50_caffe_c4.py │ │ │ │ │ ├── mask_rcnn_r50_fpn.py │ │ │ │ │ ├── mask_rcnn_swin_fpn.py │ │ │ │ │ ├── retinanet_r50_fpn.py │ │ │ │ │ ├── rpn_r50_caffe_c4.py │ │ │ │ │ ├── rpn_r50_fpn.py │ │ │ │ │ └── ssd300.py │ │ │ │ └── schedules │ │ │ │ │ ├── schedule_1x.py │ │ │ │ │ ├── schedule_20e.py │ │ │ │ │ └── schedule_2x.py │ │ │ ├── albu_example │ │ │ │ ├── README.md │ │ │ │ └── mask_rcnn_r50_fpn_albu_1x_coco.py │ │ │ ├── atss │ │ │ │ ├── README.md │ │ │ │ ├── atss_r101_fpn_1x_coco.py │ │ │ │ └── atss_r50_fpn_1x_coco.py │ │ │ ├── carafe │ │ │ │ ├── README.md │ │ │ │ ├── faster_rcnn_r50_fpn_carafe_1x_coco.py │ │ │ │ └── mask_rcnn_r50_fpn_carafe_1x_coco.py │ │ │ ├── cascade_rcnn │ │ │ │ ├── README.md │ │ │ │ ├── cascade_mask_rcnn_r101_caffe_fpn_1x_coco.py │ │ │ │ ├── cascade_mask_rcnn_r101_fpn_1x_coco.py │ │ │ │ ├── cascade_mask_rcnn_r101_fpn_20e_coco.py │ │ │ │ ├── cascade_mask_rcnn_r50_caffe_fpn_1x_coco.py │ │ │ │ ├── cascade_mask_rcnn_r50_fpn_1x_coco.py │ │ │ │ ├── cascade_mask_rcnn_r50_fpn_20e_coco.py │ │ │ │ ├── cascade_mask_rcnn_x101_32x4d_fpn_1x_coco.py │ │ │ │ ├── cascade_mask_rcnn_x101_32x4d_fpn_20e_coco.py │ │ │ │ ├── cascade_mask_rcnn_x101_64x4d_fpn_1x_coco.py │ │ │ │ ├── cascade_mask_rcnn_x101_64x4d_fpn_20e_coco.py │ │ │ │ ├── cascade_mrcnn_x101.py │ │ │ │ ├── cascade_rcnn_r101_caffe_fpn_1x_coco.py │ │ │ │ ├── cascade_rcnn_r101_fpn_1x_coco.py │ │ │ │ ├── cascade_rcnn_r101_fpn_20e_coco.py │ │ │ │ ├── cascade_rcnn_r50_caffe_fpn_1x_coco.py │ │ │ │ ├── cascade_rcnn_r50_fpn_1x_coco.py │ │ │ │ ├── cascade_rcnn_r50_fpn_20e_coco.py │ │ │ │ ├── cascade_rcnn_x101_32x4d_fpn_1x_coco.py │ │ │ │ ├── cascade_rcnn_x101_32x4d_fpn_20e_coco.py │ │ │ │ ├── cascade_rcnn_x101_64x4d_fpn_1x_coco.py │ │ │ │ ├── cascade_rcnn_x101_64x4d_fpn_20e_coco.py │ │ │ │ └── cascade_rcnn_x101_64x4d_fpn_dcn_1x.py │ │ │ ├── cascade_rpn │ │ │ │ ├── README.md │ │ │ │ ├── crpn_fast_rcnn_r50_caffe_fpn_1x_coco.py │ │ │ │ ├── crpn_faster_rcnn_r50_caffe_fpn_1x_coco.py │ │ │ │ └── crpn_r50_caffe_fpn_1x_coco.py │ │ │ ├── centripetalnet │ │ │ │ ├── README.md │ │ │ │ └── centripetalnet_hourglass104_mstest_16x6_210e_coco.py │ │ │ ├── cityscapes │ │ │ │ ├── README.md │ │ │ │ ├── faster_rcnn_r50_fpn_1x_cityscapes.py │ │ │ │ └── mask_rcnn_r50_fpn_1x_cityscapes.py │ │ │ ├── convnext │ │ │ │ ├── cascade_convnext_x_1cls_640_exp2.py │ │ │ │ ├── cascade_convnext_x_1cls_full_exp4.py │ │ │ │ ├── cascade_convnext_x_2cls_aug_multiscale.py │ │ │ │ ├── cascade_convnext_x_2cls_denoise.py │ │ │ │ ├── cascade_convnext_x_2cls_full_640_exp6.py │ │ │ │ ├── cascade_convnext_x_2cls_full_aug_256_exp9.py │ │ │ │ ├── cascade_convnext_x_2cls_full_exp5.py │ │ │ │ ├── cascade_convnext_x_exp1.py │ │ │ │ └── cascade_convnext_x_exp3.py │ │ │ ├── cornernet │ │ │ │ ├── README.md │ │ │ │ ├── cornernet_hourglass104_mstest_10x5_210e_coco.py │ │ │ │ ├── cornernet_hourglass104_mstest_32x3_210e_coco.py │ │ │ │ └── cornernet_hourglass104_mstest_8x6_210e_coco.py │ │ │ ├── dcn │ │ │ │ ├── README.md │ │ │ │ ├── cascade_mask_rcnn_r101_fpn_dconv_c3-c5_1x_coco.py │ │ │ │ ├── cascade_mask_rcnn_r50_fpn_dconv_c3-c5_1x_coco.py │ │ │ │ ├── cascade_mask_rcnn_x101_32x4d_fpn_dconv_c3-c5_1x_coco.py │ │ │ │ ├── cascade_rcnn_r101_fpn_dconv_c3-c5_1x_coco.py │ │ │ │ ├── cascade_rcnn_r50_fpn_dconv_c3-c5_1x_coco.py │ │ │ │ ├── faster_rcnn_r101_fpn_dconv_c3-c5_1x_coco.py │ │ │ │ ├── faster_rcnn_r50_fpn_dconv_c3-c5_1x_coco.py │ │ │ │ ├── faster_rcnn_r50_fpn_dpool_1x_coco.py │ │ │ │ ├── faster_rcnn_r50_fpn_mdconv_c3-c5_1x_coco.py │ │ │ │ ├── faster_rcnn_r50_fpn_mdconv_c3-c5_group4_1x_coco.py │ │ │ │ ├── faster_rcnn_r50_fpn_mdpool_1x_coco.py │ │ │ │ ├── faster_rcnn_x101_32x4d_fpn_dconv_c3-c5_1x_coco.py │ │ │ │ ├── mask_rcnn_r101_fpn_dconv_c3-c5_1x_coco.py │ │ │ │ ├── mask_rcnn_r50_fpn_dconv_c3-c5_1x_coco.py │ │ │ │ └── mask_rcnn_r50_fpn_mdconv_c3-c5_1x_coco.py │ │ │ ├── deepfashion │ │ │ │ ├── README.md │ │ │ │ └── mask_rcnn_r50_fpn_15e_deepfashion.py │ │ │ ├── detectors │ │ │ │ ├── README.md │ │ │ │ ├── cascade_rcnn_r50_rfp_1x_coco.py │ │ │ │ ├── cascade_rcnn_r50_sac_1x_coco.py │ │ │ │ ├── detectors_cascade_rcnn_r50_1x_coco.py │ │ │ │ ├── detectors_htc_r50_1x_coco.py │ │ │ │ ├── htc_r50_rfp_1x_coco.py │ │ │ │ └── htc_r50_sac_1x_coco.py │ │ │ ├── detr │ │ │ │ ├── README.md │ │ │ │ └── detr_r50_8x2_150e_coco.py │ │ │ ├── double_heads │ │ │ │ ├── README.md │ │ │ │ └── dh_faster_rcnn_r50_fpn_1x_coco.py │ │ │ ├── dynamic_rcnn │ │ │ │ ├── README.md │ │ │ │ └── dynamic_rcnn_r50_fpn_1x.py │ │ │ ├── empirical_attention │ │ │ │ ├── README.md │ │ │ │ ├── faster_rcnn_r50_fpn_attention_0010_1x_coco.py │ │ │ │ ├── faster_rcnn_r50_fpn_attention_0010_dcn_1x_coco.py │ │ │ │ ├── faster_rcnn_r50_fpn_attention_1111_1x_coco.py │ │ │ │ └── faster_rcnn_r50_fpn_attention_1111_dcn_1x_coco.py │ │ │ ├── fast_rcnn │ │ │ │ ├── README.md │ │ │ │ ├── fast_rcnn_r101_caffe_fpn_1x_coco.py │ │ │ │ ├── fast_rcnn_r101_fpn_1x_coco.py │ │ │ │ ├── fast_rcnn_r101_fpn_2x_coco.py │ │ │ │ ├── fast_rcnn_r50_caffe_fpn_1x_coco.py │ │ │ │ ├── fast_rcnn_r50_fpn_1x_coco.py │ │ │ │ └── fast_rcnn_r50_fpn_2x_coco.py │ │ │ ├── faster_rcnn │ │ │ │ ├── README.md │ │ │ │ ├── faster_rcnn_r101_caffe_fpn_1x_coco.py │ │ │ │ ├── faster_rcnn_r101_fpn_1x_coco.py │ │ │ │ ├── faster_rcnn_r101_fpn_2x_coco.py │ │ │ │ ├── faster_rcnn_r50_caffe_c4_1x_coco.py │ │ │ │ ├── faster_rcnn_r50_caffe_dc5_1x_coco.py │ │ │ │ ├── faster_rcnn_r50_caffe_dc5_mstrain_1x_coco.py │ │ │ │ ├── faster_rcnn_r50_caffe_dc5_mstrain_3x_coco.py │ │ │ │ ├── faster_rcnn_r50_caffe_fpn_1x_coco.py │ │ │ │ ├── faster_rcnn_r50_caffe_fpn_mstrain_1x_coco-person-bicycle-car.py │ │ │ │ ├── faster_rcnn_r50_caffe_fpn_mstrain_1x_coco-person.py │ │ │ │ ├── faster_rcnn_r50_caffe_fpn_mstrain_1x_coco.py │ │ │ │ ├── faster_rcnn_r50_caffe_fpn_mstrain_2x_coco.py │ │ │ │ ├── faster_rcnn_r50_caffe_fpn_mstrain_3x_coco.py │ │ │ │ ├── faster_rcnn_r50_caffe_fpn_mstrain_90k_coco.py │ │ │ │ ├── faster_rcnn_r50_fpn_1x_coco.py │ │ │ │ ├── faster_rcnn_r50_fpn_2x_coco.py │ │ │ │ ├── faster_rcnn_r50_fpn_bounded_iou_1x_coco.py │ │ │ │ ├── faster_rcnn_r50_fpn_giou_1x_coco.py │ │ │ │ ├── faster_rcnn_r50_fpn_iou_1x_coco.py │ │ │ │ ├── faster_rcnn_r50_fpn_ohem_1x_coco.py │ │ │ │ ├── faster_rcnn_r50_fpn_soft_nms_1x_coco.py │ │ │ │ ├── faster_rcnn_x101_32x4d_fpn_1x_coco.py │ │ │ │ ├── faster_rcnn_x101_32x4d_fpn_2x_coco.py │ │ │ │ ├── faster_rcnn_x101_64x4d_fpn_1x_coco.py │ │ │ │ └── faster_rcnn_x101_64x4d_fpn_2x_coco.py │ │ │ ├── fcos │ │ │ │ ├── README.md │ │ │ │ ├── fcos_center-normbbox-centeronreg-giou_r50_caffe_fpn_gn-head_1x_coco.py │ │ │ │ ├── fcos_center-normbbox-centeronreg-giou_r50_caffe_fpn_gn-head_dcn_1x_coco.py │ │ │ │ ├── fcos_center_r50_caffe_fpn_gn-head_1x_coco.py │ │ │ │ ├── fcos_r101_caffe_fpn_gn-head_1x_coco.py │ │ │ │ ├── fcos_r101_caffe_fpn_gn-head_mstrain_640-800_2x_coco.py │ │ │ │ ├── fcos_r50_caffe_fpn_gn-head_1x_coco.py │ │ │ │ ├── fcos_r50_caffe_fpn_gn-head_4x4_1x_coco.py │ │ │ │ ├── fcos_r50_caffe_fpn_gn-head_mstrain_640-800_2x_coco.py │ │ │ │ └── fcos_x101_64x4d_fpn_gn-head_mstrain_640-800_2x_coco.py │ │ │ ├── foveabox │ │ │ │ ├── README.md │ │ │ │ ├── fovea_align_r101_fpn_gn-head_4x4_2x_coco.py │ │ │ │ ├── fovea_align_r101_fpn_gn-head_mstrain_640-800_4x4_2x_coco.py │ │ │ │ ├── fovea_align_r50_fpn_gn-head_4x4_2x_coco.py │ │ │ │ ├── fovea_align_r50_fpn_gn-head_mstrain_640-800_4x4_2x_coco.py │ │ │ │ ├── fovea_r101_fpn_4x4_1x_coco.py │ │ │ │ ├── fovea_r101_fpn_4x4_2x_coco.py │ │ │ │ ├── fovea_r50_fpn_4x4_1x_coco.py │ │ │ │ └── fovea_r50_fpn_4x4_2x_coco.py │ │ │ ├── fp16 │ │ │ │ ├── README.md │ │ │ │ ├── faster_rcnn_r50_fpn_fp16_1x_coco.py │ │ │ │ ├── mask_rcnn_r50_fpn_fp16_1x_coco.py │ │ │ │ └── retinanet_r50_fpn_fp16_1x_coco.py │ │ │ ├── fpg │ │ │ │ ├── README.md │ │ │ │ ├── faster_rcnn_r50_fpg-chn128_crop640_50e_coco.py │ │ │ │ ├── faster_rcnn_r50_fpg_crop640_50e_coco.py │ │ │ │ ├── faster_rcnn_r50_fpn_crop640_50e_coco.py │ │ │ │ ├── mask_rcnn_r50_fpg-chn128_crop640_50e_coco.py │ │ │ │ ├── mask_rcnn_r50_fpg_crop640_50e_coco.py │ │ │ │ ├── mask_rcnn_r50_fpn_crop640_50e_coco.py │ │ │ │ ├── retinanet_r50_fpg-chn128_crop640_50e_coco.py │ │ │ │ └── retinanet_r50_fpg_crop640_50e_coco.py │ │ │ ├── free_anchor │ │ │ │ ├── README.md │ │ │ │ ├── retinanet_free_anchor_r101_fpn_1x_coco.py │ │ │ │ ├── retinanet_free_anchor_r50_fpn_1x_coco.py │ │ │ │ └── retinanet_free_anchor_x101_32x4d_fpn_1x_coco.py │ │ │ ├── fsaf │ │ │ │ ├── README.md │ │ │ │ ├── fsaf_r101_fpn_1x_coco.py │ │ │ │ ├── fsaf_r50_fpn_1x_coco.py │ │ │ │ └── fsaf_x101_64x4d_fpn_1x_coco.py │ │ │ ├── gcnet │ │ │ │ ├── README.md │ │ │ │ ├── cascade_mask_rcnn_x101_32x4d_fpn_syncbn-backbone_1x_coco.py │ │ │ │ ├── cascade_mask_rcnn_x101_32x4d_fpn_syncbn-backbone_dconv_c3-c5_1x_coco.py │ │ │ │ ├── cascade_mask_rcnn_x101_32x4d_fpn_syncbn-backbone_dconv_c3-c5_r16_gcb_c3-c5_1x_coco.py │ │ │ │ ├── cascade_mask_rcnn_x101_32x4d_fpn_syncbn-backbone_dconv_c3-c5_r4_gcb_c3-c5_1x_coco.py │ │ │ │ ├── cascade_mask_rcnn_x101_32x4d_fpn_syncbn-backbone_r16_gcb_c3-c5_1x_coco.py │ │ │ │ ├── cascade_mask_rcnn_x101_32x4d_fpn_syncbn-backbone_r4_gcb_c3-c5_1x_coco.py │ │ │ │ ├── mask_rcnn_r101_fpn_r16_gcb_c3-c5_1x_coco.py │ │ │ │ ├── mask_rcnn_r101_fpn_r4_gcb_c3-c5_1x_coco.py │ │ │ │ ├── mask_rcnn_r101_fpn_syncbn-backbone_1x_coco.py │ │ │ │ ├── mask_rcnn_r101_fpn_syncbn-backbone_r16_gcb_c3-c5_1x_coco.py │ │ │ │ ├── mask_rcnn_r101_fpn_syncbn-backbone_r4_gcb_c3-c5_1x_coco.py │ │ │ │ ├── mask_rcnn_r50_fpn_r16_gcb_c3-c5_1x_coco.py │ │ │ │ ├── mask_rcnn_r50_fpn_r4_gcb_c3-c5_1x_coco.py │ │ │ │ ├── mask_rcnn_r50_fpn_syncbn-backbone_1x_coco.py │ │ │ │ ├── mask_rcnn_r50_fpn_syncbn-backbone_r16_gcb_c3-c5_1x_coco.py │ │ │ │ ├── mask_rcnn_r50_fpn_syncbn-backbone_r4_gcb_c3-c5_1x_coco.py │ │ │ │ ├── mask_rcnn_x101_32x4d_fpn_syncbn-backbone_1x_coco.py │ │ │ │ ├── mask_rcnn_x101_32x4d_fpn_syncbn-backbone_r16_gcb_c3-c5_1x_coco.py │ │ │ │ └── mask_rcnn_x101_32x4d_fpn_syncbn-backbone_r4_gcb_c3-c5_1x_coco.py │ │ │ ├── gfl │ │ │ │ ├── README.md │ │ │ │ ├── gfl_r101_fpn_dconv_c3-c5_mstrain_2x_coco.py │ │ │ │ ├── gfl_r101_fpn_mstrain_2x_coco.py │ │ │ │ ├── gfl_r50_fpn_1x_coco.py │ │ │ │ ├── gfl_r50_fpn_mstrain_2x_coco.py │ │ │ │ ├── gfl_x101_32x4d_fpn_dconv_c4-c5_mstrain_2x_coco.py │ │ │ │ └── gfl_x101_32x4d_fpn_mstrain_2x_coco.py │ │ │ ├── ghm │ │ │ │ ├── README.md │ │ │ │ ├── retinanet_ghm_r101_fpn_1x_coco.py │ │ │ │ ├── retinanet_ghm_r50_fpn_1x_coco.py │ │ │ │ ├── retinanet_ghm_x101_32x4d_fpn_1x_coco.py │ │ │ │ └── retinanet_ghm_x101_64x4d_fpn_1x_coco.py │ │ │ ├── gn+ws │ │ │ │ ├── README.md │ │ │ │ ├── faster_rcnn_r101_fpn_gn_ws-all_1x_coco.py │ │ │ │ ├── faster_rcnn_r50_fpn_gn_ws-all_1x_coco.py │ │ │ │ ├── faster_rcnn_x101_32x4d_fpn_gn_ws-all_1x_coco.py │ │ │ │ ├── faster_rcnn_x50_32x4d_fpn_gn_ws-all_1x_coco.py │ │ │ │ ├── mask_rcnn_r101_fpn_gn_ws-all_20_23_24e_coco.py │ │ │ │ ├── mask_rcnn_r101_fpn_gn_ws-all_2x_coco.py │ │ │ │ ├── mask_rcnn_r50_fpn_gn_ws-all_20_23_24e_coco.py │ │ │ │ ├── mask_rcnn_r50_fpn_gn_ws-all_2x_coco.py │ │ │ │ ├── mask_rcnn_x101_32x4d_fpn_gn_ws-all_20_23_24e_coco.py │ │ │ │ ├── mask_rcnn_x101_32x4d_fpn_gn_ws-all_2x_coco.py │ │ │ │ ├── mask_rcnn_x50_32x4d_fpn_gn_ws-all_20_23_24e_coco.py │ │ │ │ └── mask_rcnn_x50_32x4d_fpn_gn_ws-all_2x_coco.py │ │ │ ├── gn │ │ │ │ ├── README.md │ │ │ │ ├── mask_rcnn_r101_fpn_gn-all_2x_coco.py │ │ │ │ ├── mask_rcnn_r101_fpn_gn-all_3x_coco.py │ │ │ │ ├── mask_rcnn_r50_fpn_gn-all_2x_coco.py │ │ │ │ ├── mask_rcnn_r50_fpn_gn-all_3x_coco.py │ │ │ │ ├── mask_rcnn_r50_fpn_gn-all_contrib_2x_coco.py │ │ │ │ └── mask_rcnn_r50_fpn_gn-all_contrib_3x_coco.py │ │ │ ├── grid_rcnn │ │ │ │ ├── README.md │ │ │ │ ├── grid_rcnn_r101_fpn_gn-head_2x_coco.py │ │ │ │ ├── grid_rcnn_r50_fpn_gn-head_1x_coco.py │ │ │ │ ├── grid_rcnn_r50_fpn_gn-head_2x_coco.py │ │ │ │ ├── grid_rcnn_x101_32x4d_fpn_gn-head_2x_coco.py │ │ │ │ └── grid_rcnn_x101_64x4d_fpn_gn-head_2x_coco.py │ │ │ ├── groie │ │ │ │ ├── README.md │ │ │ │ ├── faster_rcnn_r50_fpn_groie_1x_coco.py │ │ │ │ ├── grid_rcnn_r50_fpn_gn-head_groie_1x_coco.py │ │ │ │ ├── mask_rcnn_r101_fpn_syncbn-backbone_r4_gcb_c3-c5_groie_1x_coco.py │ │ │ │ ├── mask_rcnn_r50_fpn_groie_1x_coco.py │ │ │ │ └── mask_rcnn_r50_fpn_syncbn-backbone_r4_gcb_c3-c5_groie_1x_coco.py │ │ │ ├── guided_anchoring │ │ │ │ ├── README.md │ │ │ │ ├── ga_fast_r50_caffe_fpn_1x_coco.py │ │ │ │ ├── ga_faster_r101_caffe_fpn_1x_coco.py │ │ │ │ ├── ga_faster_r50_caffe_fpn_1x_coco.py │ │ │ │ ├── ga_faster_r50_fpn_1x_coco.py │ │ │ │ ├── ga_faster_x101_32x4d_fpn_1x_coco.py │ │ │ │ ├── ga_faster_x101_64x4d_fpn_1x_coco.py │ │ │ │ ├── ga_retinanet_r101_caffe_fpn_1x_coco.py │ │ │ │ ├── ga_retinanet_r101_caffe_fpn_mstrain_2x.py │ │ │ │ ├── ga_retinanet_r50_caffe_fpn_1x_coco.py │ │ │ │ ├── ga_retinanet_r50_fpn_1x_coco.py │ │ │ │ ├── ga_retinanet_x101_32x4d_fpn_1x_coco.py │ │ │ │ ├── ga_retinanet_x101_64x4d_fpn_1x_coco.py │ │ │ │ ├── ga_rpn_r101_caffe_fpn_1x_coco.py │ │ │ │ ├── ga_rpn_r50_caffe_fpn_1x_coco.py │ │ │ │ ├── ga_rpn_r50_fpn_1x_coco.py │ │ │ │ ├── ga_rpn_x101_32x4d_fpn_1x_coco.py │ │ │ │ └── ga_rpn_x101_64x4d_fpn_1x_coco.py │ │ │ ├── hrnet │ │ │ │ ├── README.md │ │ │ │ ├── cascade_mask_rcnn_hrnetv2p_w18_20e_coco.py │ │ │ │ ├── cascade_mask_rcnn_hrnetv2p_w32_20e_coco.py │ │ │ │ ├── cascade_mask_rcnn_hrnetv2p_w40_20e_coco.py │ │ │ │ ├── cascade_rcnn_hrnetv2p_w18_20e_coco.py │ │ │ │ ├── cascade_rcnn_hrnetv2p_w32_20e_coco.py │ │ │ │ ├── cascade_rcnn_hrnetv2p_w40_20e_coco.py │ │ │ │ ├── faster_rcnn_hrnetv2p_w18_1x_coco.py │ │ │ │ ├── faster_rcnn_hrnetv2p_w18_2x_coco.py │ │ │ │ ├── faster_rcnn_hrnetv2p_w32_1x_coco.py │ │ │ │ ├── faster_rcnn_hrnetv2p_w32_2x_coco.py │ │ │ │ ├── faster_rcnn_hrnetv2p_w40_1x_coco.py │ │ │ │ ├── faster_rcnn_hrnetv2p_w40_2x_coco.py │ │ │ │ ├── fcos_hrnetv2p_w18_gn-head_4x4_1x_coco.py │ │ │ │ ├── fcos_hrnetv2p_w18_gn-head_4x4_2x_coco.py │ │ │ │ ├── fcos_hrnetv2p_w18_gn-head_mstrain_640-800_4x4_2x_coco.py │ │ │ │ ├── fcos_hrnetv2p_w32_gn-head_4x4_1x_coco.py │ │ │ │ ├── fcos_hrnetv2p_w32_gn-head_4x4_2x_coco.py │ │ │ │ ├── fcos_hrnetv2p_w32_gn-head_mstrain_640-800_4x4_2x_coco.py │ │ │ │ ├── fcos_hrnetv2p_w40_gn-head_mstrain_640-800_4x4_2x_coco.py │ │ │ │ ├── htc_hrnetv2p_w18_20e_coco.py │ │ │ │ ├── htc_hrnetv2p_w32_20e_coco.py │ │ │ │ ├── htc_hrnetv2p_w40_20e_coco.py │ │ │ │ ├── htc_hrnetv2p_w40_28e_coco.py │ │ │ │ ├── htc_x101_64x4d_fpn_16x1_28e_coco.py │ │ │ │ ├── mask_rcnn_hrnetv2p_w18_1x_coco.py │ │ │ │ ├── mask_rcnn_hrnetv2p_w18_2x_coco.py │ │ │ │ ├── mask_rcnn_hrnetv2p_w32_1x_coco.py │ │ │ │ ├── mask_rcnn_hrnetv2p_w32_2x_coco.py │ │ │ │ ├── mask_rcnn_hrnetv2p_w40_1x_coco.py │ │ │ │ └── mask_rcnn_hrnetv2p_w40_2x_coco.py │ │ │ ├── htc │ │ │ │ ├── README.md │ │ │ │ ├── htc_r101_fpn_20e_coco.py │ │ │ │ ├── htc_r50_fpn_1x_coco.py │ │ │ │ ├── htc_r50_fpn_20e_coco.py │ │ │ │ ├── htc_without_semantic_r50_fpn_1x_coco.py │ │ │ │ ├── htc_x101_32x4d_fpn_16x1_20e_coco.py │ │ │ │ ├── htc_x101_64x4d_fpn_16x1_20e_coco.py │ │ │ │ └── htc_x101_64x4d_fpn_dconv_c3-c5_mstrain_400_1400_16x1_20e_coco.py │ │ │ ├── instaboost │ │ │ │ ├── README.md │ │ │ │ ├── cascade_mask_rcnn_r101_fpn_instaboost_4x_coco.py │ │ │ │ ├── cascade_mask_rcnn_r50_fpn_instaboost_4x_coco.py │ │ │ │ ├── cascade_mask_rcnn_x101_64x4d_fpn_instaboost_4x_coco.py │ │ │ │ ├── mask_rcnn_r101_fpn_instaboost_4x_coco.py │ │ │ │ ├── mask_rcnn_r50_fpn_instaboost_4x_coco.py │ │ │ │ └── mask_rcnn_x101_64x4d_fpn_instaboost_4x_coco.py │ │ │ ├── ld │ │ │ │ ├── ld_r101_gflv1_r101dcn_fpn_coco_2x.py │ │ │ │ ├── ld_r18_gflv1_r101_fpn_coco_1x.py │ │ │ │ ├── ld_r34_gflv1_r101_fpn_coco_1x.py │ │ │ │ ├── ld_r50_gflv1_r101_fpn_coco_1x.py │ │ │ │ └── readme.md │ │ │ ├── legacy_1.x │ │ │ │ ├── README.md │ │ │ │ ├── cascade_mask_rcnn_r50_fpn_1x_coco_v1.py │ │ │ │ ├── faster_rcnn_r50_fpn_1x_coco_v1.py │ │ │ │ ├── mask_rcnn_r50_fpn_1x_coco_v1.py │ │ │ │ ├── retinanet_r50_caffe_fpn_1x_coco_v1.py │ │ │ │ ├── retinanet_r50_fpn_1x_coco_v1.py │ │ │ │ └── ssd300_coco_v1.py │ │ │ ├── libra_rcnn │ │ │ │ ├── README.md │ │ │ │ ├── libra_fast_rcnn_r50_fpn_1x_coco.py │ │ │ │ ├── libra_faster_rcnn_r101_fpn_1x_coco.py │ │ │ │ ├── libra_faster_rcnn_r50_fpn_1x_coco.py │ │ │ │ ├── libra_faster_rcnn_x101_64x4d_fpn_1x_coco.py │ │ │ │ └── libra_retinanet_r50_fpn_1x_coco.py │ │ │ ├── lvis │ │ │ │ ├── README.md │ │ │ │ ├── mask_rcnn_r101_fpn_sample1e-3_mstrain_1x_lvis_v1.py │ │ │ │ ├── mask_rcnn_r101_fpn_sample1e-3_mstrain_2x_lvis_v0.5.py │ │ │ │ ├── mask_rcnn_r50_fpn_sample1e-3_mstrain_1x_lvis_v1.py │ │ │ │ ├── mask_rcnn_r50_fpn_sample1e-3_mstrain_2x_lvis_v0.5.py │ │ │ │ ├── mask_rcnn_x101_32x4d_fpn_sample1e-3_mstrain_1x_lvis_v1.py │ │ │ │ ├── mask_rcnn_x101_32x4d_fpn_sample1e-3_mstrain_2x_lvis_v0.5.py │ │ │ │ ├── mask_rcnn_x101_64x4d_fpn_sample1e-3_mstrain_1x_lvis_v1.py │ │ │ │ └── mask_rcnn_x101_64x4d_fpn_sample1e-3_mstrain_2x_lvis_v0.5.py │ │ │ ├── mask_rcnn │ │ │ │ ├── README.md │ │ │ │ ├── mask_rcnn_r101_caffe_fpn_1x_coco.py │ │ │ │ ├── mask_rcnn_r101_fpn_1x_coco.py │ │ │ │ ├── mask_rcnn_r101_fpn_2x_coco.py │ │ │ │ ├── mask_rcnn_r50_caffe_c4_1x_coco.py │ │ │ │ ├── mask_rcnn_r50_caffe_fpn_1x_coco.py │ │ │ │ ├── mask_rcnn_r50_caffe_fpn_mstrain-poly_1x_coco.py │ │ │ │ ├── mask_rcnn_r50_caffe_fpn_mstrain-poly_2x_coco.py │ │ │ │ ├── mask_rcnn_r50_caffe_fpn_mstrain-poly_3x_coco.py │ │ │ │ ├── mask_rcnn_r50_caffe_fpn_mstrain_1x_coco.py │ │ │ │ ├── mask_rcnn_r50_caffe_fpn_poly_1x_coco_v1.py │ │ │ │ ├── mask_rcnn_r50_fpn_1x_coco.py │ │ │ │ ├── mask_rcnn_r50_fpn_2x_coco.py │ │ │ │ ├── mask_rcnn_r50_fpn_poly_1x_coco.py │ │ │ │ ├── mask_rcnn_x101_32x4d_fpn_1x_coco.py │ │ │ │ ├── mask_rcnn_x101_32x4d_fpn_2x_coco.py │ │ │ │ ├── mask_rcnn_x101_32x8d_fpn_1x_coco.py │ │ │ │ ├── mask_rcnn_x101_32x8d_fpn_mstrain-poly_1x_coco.py │ │ │ │ ├── mask_rcnn_x101_32x8d_fpn_mstrain-poly_3x_coco.py │ │ │ │ ├── mask_rcnn_x101_64x4d_fpn_1x_coco.py │ │ │ │ └── mask_rcnn_x101_64x4d_fpn_2x_coco.py │ │ │ ├── ms_rcnn │ │ │ │ ├── README.md │ │ │ │ ├── ms_rcnn_r101_caffe_fpn_1x_coco.py │ │ │ │ ├── ms_rcnn_r101_caffe_fpn_2x_coco.py │ │ │ │ ├── ms_rcnn_r50_caffe_fpn_1x_coco.py │ │ │ │ ├── ms_rcnn_r50_caffe_fpn_2x_coco.py │ │ │ │ ├── ms_rcnn_r50_fpn_1x_coco.py │ │ │ │ ├── ms_rcnn_x101_32x4d_fpn_1x_coco.py │ │ │ │ ├── ms_rcnn_x101_64x4d_fpn_1x_coco.py │ │ │ │ └── ms_rcnn_x101_64x4d_fpn_2x_coco.py │ │ │ ├── nas_fcos │ │ │ │ ├── README.md │ │ │ │ ├── nas_fcos_fcoshead_r50_caffe_fpn_gn-head_4x4_1x_coco.py │ │ │ │ └── nas_fcos_nashead_r50_caffe_fpn_gn-head_4x4_1x_coco.py │ │ │ ├── nas_fpn │ │ │ │ ├── README.md │ │ │ │ ├── retinanet_r50_fpn_crop640_50e_coco.py │ │ │ │ └── retinanet_r50_nasfpn_crop640_50e_coco.py │ │ │ ├── paa │ │ │ │ ├── README.md │ │ │ │ ├── paa_r101_fpn_1x_coco.py │ │ │ │ ├── paa_r101_fpn_2x_coco.py │ │ │ │ ├── paa_r101_fpn_mstrain_3x_coco.py │ │ │ │ ├── paa_r50_fpn_1.5x_coco.py │ │ │ │ ├── paa_r50_fpn_1x_coco.py │ │ │ │ ├── paa_r50_fpn_2x_coco.py │ │ │ │ └── paa_r50_fpn_mstrain_3x_coco.py │ │ │ ├── pafpn │ │ │ │ ├── README.md │ │ │ │ └── faster_rcnn_r50_pafpn_1x_coco.py │ │ │ ├── pascal_voc │ │ │ │ ├── README.md │ │ │ │ ├── faster_rcnn_r50_fpn_1x_voc0712.py │ │ │ │ ├── faster_rcnn_r50_fpn_1x_voc0712_cocofmt.py │ │ │ │ ├── retinanet_r50_fpn_1x_voc0712.py │ │ │ │ ├── ssd300_voc0712.py │ │ │ │ └── ssd512_voc0712.py │ │ │ ├── pisa │ │ │ │ ├── README.md │ │ │ │ ├── pisa_faster_rcnn_r50_fpn_1x_coco.py │ │ │ │ ├── pisa_faster_rcnn_x101_32x4d_fpn_1x_coco.py │ │ │ │ ├── pisa_mask_rcnn_r50_fpn_1x_coco.py │ │ │ │ ├── pisa_mask_rcnn_x101_32x4d_fpn_1x_coco.py │ │ │ │ ├── pisa_retinanet_r50_fpn_1x_coco.py │ │ │ │ ├── pisa_retinanet_x101_32x4d_fpn_1x_coco.py │ │ │ │ ├── pisa_ssd300_coco.py │ │ │ │ └── pisa_ssd512_coco.py │ │ │ ├── point_rend │ │ │ │ ├── README.md │ │ │ │ ├── point_rend_r50_caffe_fpn_mstrain_1x_coco.py │ │ │ │ └── point_rend_r50_caffe_fpn_mstrain_3x_coco.py │ │ │ ├── regnet │ │ │ │ ├── README.md │ │ │ │ ├── faster_rcnn_regnetx-3.2GF_fpn_1x_coco.py │ │ │ │ ├── faster_rcnn_regnetx-3.2GF_fpn_2x_coco.py │ │ │ │ ├── faster_rcnn_regnetx-3.2GF_fpn_mstrain_3x_coco.py │ │ │ │ ├── mask_rcnn_regnetx-12GF_fpn_1x_coco.py │ │ │ │ ├── mask_rcnn_regnetx-3.2GF_fpn_1x_coco.py │ │ │ │ ├── mask_rcnn_regnetx-3.2GF_fpn_mdconv_c3-c5_1x_coco.py │ │ │ │ ├── mask_rcnn_regnetx-3.2GF_fpn_mstrain_3x_coco.py │ │ │ │ ├── mask_rcnn_regnetx-4GF_fpn_1x_coco.py │ │ │ │ ├── mask_rcnn_regnetx-6.4GF_fpn_1x_coco.py │ │ │ │ ├── mask_rcnn_regnetx-8GF_fpn_1x_coco.py │ │ │ │ ├── retinanet_regnetx-1.6GF_fpn_1x_coco.py │ │ │ │ ├── retinanet_regnetx-3.2GF_fpn_1x_coco.py │ │ │ │ └── retinanet_regnetx-800MF_fpn_1x_coco.py │ │ │ ├── reppoints │ │ │ │ ├── README.md │ │ │ │ ├── bbox_r50_grid_center_fpn_gn-neck+head_1x_coco.py │ │ │ │ ├── bbox_r50_grid_fpn_gn-neck+head_1x_coco.py │ │ │ │ ├── reppoints.png │ │ │ │ ├── reppoints_minmax_r50_fpn_gn-neck+head_1x_coco.py │ │ │ │ ├── reppoints_moment_r101_fpn_dconv_c3-c5_gn-neck+head_2x_coco.py │ │ │ │ ├── reppoints_moment_r101_fpn_gn-neck+head_2x_coco.py │ │ │ │ ├── reppoints_moment_r50_fpn_1x_coco.py │ │ │ │ ├── reppoints_moment_r50_fpn_gn-neck+head_1x_coco.py │ │ │ │ ├── reppoints_moment_r50_fpn_gn-neck+head_2x_coco.py │ │ │ │ ├── reppoints_moment_x101_fpn_dconv_c3-c5_gn-neck+head_2x_coco.py │ │ │ │ └── reppoints_partial_minmax_r50_fpn_gn-neck+head_1x_coco.py │ │ │ ├── res2net │ │ │ │ ├── README.md │ │ │ │ ├── cascade_mask_rcnn_r2_101_fpn_20e_coco.py │ │ │ │ ├── cascade_rcnn_r2_101_fpn_20e_coco.py │ │ │ │ ├── faster_rcnn_r2_101_fpn_2x_coco.py │ │ │ │ ├── htc_r2_101_fpn_20e_coco.py │ │ │ │ └── mask_rcnn_r2_101_fpn_2x_coco.py │ │ │ ├── resnest │ │ │ │ ├── README.md │ │ │ │ ├── cascade_mask_rcnn_s101_fpn_syncbn-backbone+head_mstrain_1x_coco.py │ │ │ │ ├── cascade_mask_rcnn_s50_fpn_syncbn-backbone+head_mstrain_1x_coco.py │ │ │ │ ├── cascade_rcnn_s101_fpn_syncbn-backbone+head_mstrain-range_1x_coco.py │ │ │ │ ├── cascade_rcnn_s50_fpn_syncbn-backbone+head_mstrain-range_1x_coco.py │ │ │ │ ├── faster_rcnn_s101_fpn_syncbn-backbone+head_mstrain-range_1x_coco.py │ │ │ │ ├── faster_rcnn_s50_fpn_syncbn-backbone+head_mstrain-range_1x_coco.py │ │ │ │ ├── mask_rcnn_s101_fpn_syncbn-backbone+head_mstrain_1x_coco.py │ │ │ │ └── mask_rcnn_s50_fpn_syncbn-backbone+head_mstrain_1x_coco.py │ │ │ ├── retinanet │ │ │ │ ├── README.md │ │ │ │ ├── retinanet_r101_caffe_fpn_1x_coco.py │ │ │ │ ├── retinanet_r101_fpn_1x_coco.py │ │ │ │ ├── retinanet_r101_fpn_2x_coco.py │ │ │ │ ├── retinanet_r50_caffe_fpn_1x_coco.py │ │ │ │ ├── retinanet_r50_caffe_fpn_mstrain_1x_coco.py │ │ │ │ ├── retinanet_r50_caffe_fpn_mstrain_2x_coco.py │ │ │ │ ├── retinanet_r50_caffe_fpn_mstrain_3x_coco.py │ │ │ │ ├── retinanet_r50_fpn_1x_coco.py │ │ │ │ ├── retinanet_r50_fpn_2x_coco.py │ │ │ │ ├── retinanet_x101_32x4d_fpn_1x_coco.py │ │ │ │ ├── retinanet_x101_32x4d_fpn_2x_coco.py │ │ │ │ ├── retinanet_x101_64x4d_fpn_1x_coco.py │ │ │ │ └── retinanet_x101_64x4d_fpn_2x_coco.py │ │ │ ├── rpn │ │ │ │ ├── README.md │ │ │ │ ├── rpn_r101_caffe_fpn_1x_coco.py │ │ │ │ ├── rpn_r101_fpn_1x_coco.py │ │ │ │ ├── rpn_r101_fpn_2x_coco.py │ │ │ │ ├── rpn_r50_caffe_c4_1x_coco.py │ │ │ │ ├── rpn_r50_caffe_fpn_1x_coco.py │ │ │ │ ├── rpn_r50_fpn_1x_coco.py │ │ │ │ ├── rpn_r50_fpn_2x_coco.py │ │ │ │ ├── rpn_x101_32x4d_fpn_1x_coco.py │ │ │ │ ├── rpn_x101_32x4d_fpn_2x_coco.py │ │ │ │ ├── rpn_x101_64x4d_fpn_1x_coco.py │ │ │ │ └── rpn_x101_64x4d_fpn_2x_coco.py │ │ │ ├── sabl │ │ │ │ ├── README.md │ │ │ │ ├── sabl_cascade_rcnn_r101_fpn_1x_coco.py │ │ │ │ ├── sabl_cascade_rcnn_r50_fpn_1x_coco.py │ │ │ │ ├── sabl_faster_rcnn_r101_fpn_1x_coco.py │ │ │ │ ├── sabl_faster_rcnn_r50_fpn_1x_coco.py │ │ │ │ ├── sabl_retinanet_r101_fpn_1x_coco.py │ │ │ │ ├── sabl_retinanet_r101_fpn_gn_1x_coco.py │ │ │ │ ├── sabl_retinanet_r101_fpn_gn_2x_ms_480_960_coco.py │ │ │ │ ├── sabl_retinanet_r101_fpn_gn_2x_ms_640_800_coco.py │ │ │ │ ├── sabl_retinanet_r50_fpn_1x_coco.py │ │ │ │ └── sabl_retinanet_r50_fpn_gn_1x_coco.py │ │ │ ├── scnet │ │ │ │ ├── README.md │ │ │ │ ├── scnet_r101_fpn_20e_coco.py │ │ │ │ ├── scnet_r50_fpn_1x_coco.py │ │ │ │ ├── scnet_r50_fpn_20e_coco.py │ │ │ │ ├── scnet_x101_64x4d_fpn_20e_coco.py │ │ │ │ └── scnet_x101_64x4d_fpn_8x1_20e_coco.py │ │ │ ├── scratch │ │ │ │ ├── README.md │ │ │ │ ├── faster_rcnn_r50_fpn_gn-all_scratch_6x_coco.py │ │ │ │ └── mask_rcnn_r50_fpn_gn-all_scratch_6x_coco.py │ │ │ ├── sparse_rcnn │ │ │ │ ├── README.md │ │ │ │ ├── sparse_rcnn_r101_fpn_300_proposals_crop_mstrain_480-800_3x_coco.py │ │ │ │ ├── sparse_rcnn_r101_fpn_mstrain_480-800_3x_coco.py │ │ │ │ ├── sparse_rcnn_r50_fpn_1x_coco.py │ │ │ │ ├── sparse_rcnn_r50_fpn_300_proposals_crop_mstrain_480-800_3x_coco.py │ │ │ │ └── sparse_rcnn_r50_fpn_mstrain_480-800_3x_coco.py │ │ │ ├── ssd │ │ │ │ ├── README.md │ │ │ │ ├── ssd300_coco.py │ │ │ │ └── ssd512_coco.py │ │ │ ├── swin │ │ │ │ ├── cascade_mask_rcnn_swin_base_patch4_window7_mstrain_480-800_giou_4conv1f_adamw_3x_coco.py │ │ │ │ ├── cascade_mask_rcnn_swin_small_patch4_window7_mstrain_480-800_giou_4conv1f_adamw_3x_coco.py │ │ │ │ ├── cascade_mask_rcnn_swin_tiny_patch4_window7_mstrain_480-800_giou_4conv1f_adamw_1x_coco.py │ │ │ │ ├── cascade_mask_rcnn_swin_tiny_patch4_window7_mstrain_480-800_giou_4conv1f_adamw_3x_coco.py │ │ │ │ ├── mask_rcnn_swin_small_patch4_window7_mstrain_480-800_adamw_3x_coco.py │ │ │ │ ├── mask_rcnn_swin_tiny_patch4_window7_mstrain_480-800_adamw_1x_coco.py │ │ │ │ ├── mask_rcnn_swin_tiny_patch4_window7_mstrain_480-800_adamw_3x_coco.py │ │ │ │ ├── swin_large_2cls_full_exp1.py │ │ │ │ └── swin_large_continue_exp2.py │ │ │ ├── tridentnet │ │ │ │ ├── README.md │ │ │ │ ├── tridentnet_r50_caffe_1x_coco.py │ │ │ │ ├── tridentnet_r50_caffe_mstrain_1x_coco.py │ │ │ │ └── tridentnet_r50_caffe_mstrain_3x_coco.py │ │ │ ├── vfnet │ │ │ │ ├── README.md │ │ │ │ ├── vfnet_r101_fpn_1x_coco.py │ │ │ │ ├── vfnet_r101_fpn_2x_coco.py │ │ │ │ ├── vfnet_r101_fpn_mdconv_c3-c5_mstrain_2x_coco.py │ │ │ │ ├── vfnet_r101_fpn_mstrain_2x_coco.py │ │ │ │ ├── vfnet_r2_101_fpn_mdconv_c3-c5_mstrain_2x_coco.py │ │ │ │ ├── vfnet_r2_101_fpn_mstrain_2x_coco.py │ │ │ │ ├── vfnet_r50_fpn_1x_coco.py │ │ │ │ ├── vfnet_r50_fpn_mdconv_c3-c5_mstrain_2x_coco.py │ │ │ │ ├── vfnet_r50_fpn_mstrain_2x_coco.py │ │ │ │ ├── vfnet_x101_32x4d_fpn_mdconv_c3-c5_mstrain_2x_coco.py │ │ │ │ ├── vfnet_x101_32x4d_fpn_mstrain_2x_coco.py │ │ │ │ ├── vfnet_x101_64x4d_fpn_mdconv_c3-c5_mstrain_2x_coco.py │ │ │ │ └── vfnet_x101_64x4d_fpn_mstrain_2x_coco.py │ │ │ ├── wider_face │ │ │ │ ├── README.md │ │ │ │ └── ssd300_wider_face.py │ │ │ ├── yolact │ │ │ │ ├── README.md │ │ │ │ ├── yolact_r101_1x8_coco.py │ │ │ │ ├── yolact_r50_1x8_coco.py │ │ │ │ └── yolact_r50_8x8_coco.py │ │ │ └── yolo │ │ │ │ ├── README.md │ │ │ │ ├── yolov3_d53_320_273e_coco.py │ │ │ │ ├── yolov3_d53_mstrain-416_273e_coco.py │ │ │ │ └── yolov3_d53_mstrain-608_273e_coco.py │ │ ├── docker │ │ │ ├── Dockerfile │ │ │ └── serve │ │ │ │ ├── Dockerfile │ │ │ │ ├── config.properties │ │ │ │ └── entrypoint.sh │ │ ├── docs │ │ │ ├── 1_exist_data_model.md │ │ │ ├── 2_new_data_model.md │ │ │ ├── 3_exist_data_new_model.md │ │ │ ├── Makefile │ │ │ ├── api.rst │ │ │ ├── changelog.md │ │ │ ├── compatibility.md │ │ │ ├── conf.py │ │ │ ├── conventions.md │ │ │ ├── faq.md │ │ │ ├── get_started.md │ │ │ ├── index.rst │ │ │ ├── make.bat │ │ │ ├── model_zoo.md │ │ │ ├── projects.md │ │ │ ├── robustness_benchmarking.md │ │ │ ├── stat.py │ │ │ ├── tutorials │ │ │ │ ├── config.md │ │ │ │ ├── customize_dataset.md │ │ │ │ ├── customize_losses.md │ │ │ │ ├── customize_models.md │ │ │ │ ├── customize_runtime.md │ │ │ │ ├── data_pipeline.md │ │ │ │ ├── finetune.md │ │ │ │ ├── index.rst │ │ │ │ ├── onnx2tensorrt.md │ │ │ │ └── pytorch2onnx.md │ │ │ └── useful_tools.md │ │ ├── mmcv_custom │ │ │ ├── __init__.py │ │ │ ├── checkpoint.py │ │ │ ├── customized_text.py │ │ │ ├── layer_decay_optimizer_constructor.py │ │ │ └── runner │ │ │ │ ├── __init__.py │ │ │ │ ├── checkpoint.py │ │ │ │ ├── checkpoint.py.backup │ │ │ │ └── epoch_based_runner.py │ │ ├── mmdet │ │ │ ├── __init__.py │ │ │ ├── apis │ │ │ │ ├── __init__.py │ │ │ │ ├── inference.py │ │ │ │ ├── test.py │ │ │ │ └── train.py │ │ │ ├── core │ │ │ │ ├── __init__.py │ │ │ │ ├── anchor │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── anchor_generator.py │ │ │ │ │ ├── builder.py │ │ │ │ │ ├── point_generator.py │ │ │ │ │ └── utils.py │ │ │ │ ├── bbox │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── assigners │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── approx_max_iou_assigner.py │ │ │ │ │ │ ├── assign_result.py │ │ │ │ │ │ ├── atss_assigner.py │ │ │ │ │ │ ├── base_assigner.py │ │ │ │ │ │ ├── center_region_assigner.py │ │ │ │ │ │ ├── grid_assigner.py │ │ │ │ │ │ ├── hungarian_assigner.py │ │ │ │ │ │ ├── max_iou_assigner.py │ │ │ │ │ │ ├── point_assigner.py │ │ │ │ │ │ └── region_assigner.py │ │ │ │ │ ├── builder.py │ │ │ │ │ ├── coder │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── base_bbox_coder.py │ │ │ │ │ │ ├── bucketing_bbox_coder.py │ │ │ │ │ │ ├── delta_xywh_bbox_coder.py │ │ │ │ │ │ ├── legacy_delta_xywh_bbox_coder.py │ │ │ │ │ │ ├── pseudo_bbox_coder.py │ │ │ │ │ │ ├── tblr_bbox_coder.py │ │ │ │ │ │ └── yolo_bbox_coder.py │ │ │ │ │ ├── demodata.py │ │ │ │ │ ├── iou_calculators │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── builder.py │ │ │ │ │ │ └── iou2d_calculator.py │ │ │ │ │ ├── match_costs │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── builder.py │ │ │ │ │ │ └── match_cost.py │ │ │ │ │ ├── samplers │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── base_sampler.py │ │ │ │ │ │ ├── combined_sampler.py │ │ │ │ │ │ ├── instance_balanced_pos_sampler.py │ │ │ │ │ │ ├── iou_balanced_neg_sampler.py │ │ │ │ │ │ ├── ohem_sampler.py │ │ │ │ │ │ ├── pseudo_sampler.py │ │ │ │ │ │ ├── random_sampler.py │ │ │ │ │ │ ├── sampling_result.py │ │ │ │ │ │ └── score_hlr_sampler.py │ │ │ │ │ └── transforms.py │ │ │ │ ├── evaluation │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── bbox_overlaps.py │ │ │ │ │ ├── class_names.py │ │ │ │ │ ├── eval_hooks.py │ │ │ │ │ ├── mean_ap.py │ │ │ │ │ └── recall.py │ │ │ │ ├── export │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── pytorch2onnx.py │ │ │ │ ├── mask │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── mask_target.py │ │ │ │ │ ├── structures.py │ │ │ │ │ └── utils.py │ │ │ │ ├── post_processing │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── bbox_nms.py │ │ │ │ │ └── merge_augs.py │ │ │ │ ├── utils │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── dist_utils.py │ │ │ │ │ └── misc.py │ │ │ │ └── visualization │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── image.py │ │ │ ├── datasets │ │ │ │ ├── __init__.py │ │ │ │ ├── builder.py │ │ │ │ ├── cityscapes.py │ │ │ │ ├── coco.py │ │ │ │ ├── custom.py │ │ │ │ ├── dataset_wrappers.py │ │ │ │ ├── deepfashion.py │ │ │ │ ├── lvis.py │ │ │ │ ├── pipelines │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── auto_augment.py │ │ │ │ │ ├── compose.py │ │ │ │ │ ├── formating.py │ │ │ │ │ ├── instaboost.py │ │ │ │ │ ├── loading.py │ │ │ │ │ ├── test_time_aug.py │ │ │ │ │ └── transforms.py │ │ │ │ ├── samplers │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── distributed_sampler.py │ │ │ │ │ └── group_sampler.py │ │ │ │ ├── utils.py │ │ │ │ ├── voc.py │ │ │ │ ├── wider_face.py │ │ │ │ └── xml_style.py │ │ │ ├── models │ │ │ │ ├── __init__.py │ │ │ │ ├── backbones │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── convnext.py │ │ │ │ │ ├── darknet.py │ │ │ │ │ ├── detectors_resnet.py │ │ │ │ │ ├── detectors_resnext.py │ │ │ │ │ ├── hourglass.py │ │ │ │ │ ├── hrnet.py │ │ │ │ │ ├── regnet.py │ │ │ │ │ ├── res2net.py │ │ │ │ │ ├── resnest.py │ │ │ │ │ ├── resnet.py │ │ │ │ │ ├── resnext.py │ │ │ │ │ ├── ssd_vgg.py │ │ │ │ │ ├── swin_transformer.py │ │ │ │ │ └── trident_resnet.py │ │ │ │ ├── builder.py │ │ │ │ ├── dense_heads │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── anchor_free_head.py │ │ │ │ │ ├── anchor_head.py │ │ │ │ │ ├── atss_head.py │ │ │ │ │ ├── base_dense_head.py │ │ │ │ │ ├── cascade_rpn_head.py │ │ │ │ │ ├── centripetal_head.py │ │ │ │ │ ├── corner_head.py │ │ │ │ │ ├── dense_test_mixins.py │ │ │ │ │ ├── embedding_rpn_head.py │ │ │ │ │ ├── fcos_head.py │ │ │ │ │ ├── fovea_head.py │ │ │ │ │ ├── free_anchor_retina_head.py │ │ │ │ │ ├── fsaf_head.py │ │ │ │ │ ├── ga_retina_head.py │ │ │ │ │ ├── ga_rpn_head.py │ │ │ │ │ ├── gfl_head.py │ │ │ │ │ ├── guided_anchor_head.py │ │ │ │ │ ├── ld_head.py │ │ │ │ │ ├── nasfcos_head.py │ │ │ │ │ ├── paa_head.py │ │ │ │ │ ├── pisa_retinanet_head.py │ │ │ │ │ ├── pisa_ssd_head.py │ │ │ │ │ ├── reppoints_head.py │ │ │ │ │ ├── retina_head.py │ │ │ │ │ ├── retina_sepbn_head.py │ │ │ │ │ ├── rpn_head.py │ │ │ │ │ ├── rpn_test_mixin.py │ │ │ │ │ ├── sabl_retina_head.py │ │ │ │ │ ├── ssd_head.py │ │ │ │ │ ├── transformer_head.py │ │ │ │ │ ├── vfnet_head.py │ │ │ │ │ ├── yolact_head.py │ │ │ │ │ └── yolo_head.py │ │ │ │ ├── detectors │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── atss.py │ │ │ │ │ ├── base.py │ │ │ │ │ ├── cascade_rcnn.py │ │ │ │ │ ├── cornernet.py │ │ │ │ │ ├── detr.py │ │ │ │ │ ├── fast_rcnn.py │ │ │ │ │ ├── faster_rcnn.py │ │ │ │ │ ├── fcos.py │ │ │ │ │ ├── fovea.py │ │ │ │ │ ├── fsaf.py │ │ │ │ │ ├── gfl.py │ │ │ │ │ ├── grid_rcnn.py │ │ │ │ │ ├── htc.py │ │ │ │ │ ├── kd_one_stage.py │ │ │ │ │ ├── mask_rcnn.py │ │ │ │ │ ├── mask_scoring_rcnn.py │ │ │ │ │ ├── nasfcos.py │ │ │ │ │ ├── paa.py │ │ │ │ │ ├── point_rend.py │ │ │ │ │ ├── reppoints_detector.py │ │ │ │ │ ├── retinanet.py │ │ │ │ │ ├── rpn.py │ │ │ │ │ ├── scnet.py │ │ │ │ │ ├── single_stage.py │ │ │ │ │ ├── sparse_rcnn.py │ │ │ │ │ ├── trident_faster_rcnn.py │ │ │ │ │ ├── two_stage.py │ │ │ │ │ ├── vfnet.py │ │ │ │ │ ├── yolact.py │ │ │ │ │ └── yolo.py │ │ │ │ ├── losses │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── accuracy.py │ │ │ │ │ ├── ae_loss.py │ │ │ │ │ ├── balanced_l1_loss.py │ │ │ │ │ ├── cross_entropy_loss.py │ │ │ │ │ ├── focal_loss.py │ │ │ │ │ ├── gaussian_focal_loss.py │ │ │ │ │ ├── gfocal_loss.py │ │ │ │ │ ├── ghm_loss.py │ │ │ │ │ ├── iou_loss.py │ │ │ │ │ ├── kd_loss.py │ │ │ │ │ ├── mse_loss.py │ │ │ │ │ ├── pisa_loss.py │ │ │ │ │ ├── smooth_l1_loss.py │ │ │ │ │ ├── utils.py │ │ │ │ │ └── varifocal_loss.py │ │ │ │ ├── necks │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── bfp.py │ │ │ │ │ ├── channel_mapper.py │ │ │ │ │ ├── fpg.py │ │ │ │ │ ├── fpn.py │ │ │ │ │ ├── fpn_carafe.py │ │ │ │ │ ├── hrfpn.py │ │ │ │ │ ├── nas_fpn.py │ │ │ │ │ ├── nasfcos_fpn.py │ │ │ │ │ ├── pafpn.py │ │ │ │ │ ├── rfp.py │ │ │ │ │ └── yolo_neck.py │ │ │ │ ├── roi_heads │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── base_roi_head.py │ │ │ │ │ ├── bbox_heads │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── bbox_head.py │ │ │ │ │ │ ├── convfc_bbox_head.py │ │ │ │ │ │ ├── dii_head.py │ │ │ │ │ │ ├── double_bbox_head.py │ │ │ │ │ │ ├── sabl_head.py │ │ │ │ │ │ └── scnet_bbox_head.py │ │ │ │ │ ├── cascade_roi_head.py │ │ │ │ │ ├── double_roi_head.py │ │ │ │ │ ├── dynamic_roi_head.py │ │ │ │ │ ├── grid_roi_head.py │ │ │ │ │ ├── htc_roi_head.py │ │ │ │ │ ├── mask_heads │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── coarse_mask_head.py │ │ │ │ │ │ ├── fcn_mask_head.py │ │ │ │ │ │ ├── feature_relay_head.py │ │ │ │ │ │ ├── fused_semantic_head.py │ │ │ │ │ │ ├── global_context_head.py │ │ │ │ │ │ ├── grid_head.py │ │ │ │ │ │ ├── htc_mask_head.py │ │ │ │ │ │ ├── mask_point_head.py │ │ │ │ │ │ ├── maskiou_head.py │ │ │ │ │ │ ├── scnet_mask_head.py │ │ │ │ │ │ └── scnet_semantic_head.py │ │ │ │ │ ├── mask_scoring_roi_head.py │ │ │ │ │ ├── pisa_roi_head.py │ │ │ │ │ ├── point_rend_roi_head.py │ │ │ │ │ ├── roi_extractors │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── base_roi_extractor.py │ │ │ │ │ │ ├── generic_roi_extractor.py │ │ │ │ │ │ └── single_level_roi_extractor.py │ │ │ │ │ ├── scnet_roi_head.py │ │ │ │ │ ├── shared_heads │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── res_layer.py │ │ │ │ │ ├── sparse_roi_head.py │ │ │ │ │ ├── standard_roi_head.py │ │ │ │ │ ├── test_mixins.py │ │ │ │ │ └── trident_roi_head.py │ │ │ │ └── utils │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── builder.py │ │ │ │ │ ├── gaussian_target.py │ │ │ │ │ ├── positional_encoding.py │ │ │ │ │ ├── res_layer.py │ │ │ │ │ └── transformer.py │ │ │ ├── utils │ │ │ │ ├── __init__.py │ │ │ │ ├── collect_env.py │ │ │ │ ├── contextmanagers.py │ │ │ │ ├── logger.py │ │ │ │ ├── optimizer.py │ │ │ │ ├── profiling.py │ │ │ │ ├── util_mixins.py │ │ │ │ └── util_random.py │ │ │ └── version.py │ │ ├── mmpycocotools-12.0.3.tar.gz │ │ ├── openmmlab_ens.txt │ │ ├── pretrained │ │ │ └── .gitkeep │ │ ├── pytest.ini │ │ ├── requirements.txt │ │ ├── requirements │ │ │ ├── build.txt │ │ │ ├── docs.txt │ │ │ ├── optional.txt │ │ │ ├── readthedocs.txt │ │ │ ├── runtime.txt │ │ │ └── tests.txt │ │ ├── resources │ │ │ ├── coco_test_12510.jpg │ │ │ ├── corruptions_sev_3.png │ │ │ ├── data_pipeline.png │ │ │ ├── loss_curve.png │ │ │ └── mmdet-logo.png │ │ ├── resume.sh │ │ ├── run.sh │ │ ├── run_1.sh │ │ ├── run_2.sh │ │ ├── run_3.sh │ │ ├── run_4.sh │ │ ├── run_5.sh │ │ ├── run_6.sh │ │ ├── run_7.sh │ │ ├── run_8.sh │ │ ├── setup.cfg │ │ ├── setup.py │ │ ├── test.sh │ │ ├── test_1.sh │ │ ├── test_2.sh │ │ ├── test_3.sh │ │ ├── test_4.sh │ │ ├── test_5.sh │ │ ├── test_6.sh │ │ ├── test_7.sh │ │ ├── test_8.sh │ │ ├── tests │ │ │ ├── test_data │ │ │ │ ├── test_datasets │ │ │ │ │ ├── test_coco_dataset.py │ │ │ │ │ ├── test_common.py │ │ │ │ │ ├── test_custom_dataset.py │ │ │ │ │ ├── test_dataset_wrapper.py │ │ │ │ │ └── test_xml_dataset.py │ │ │ │ ├── test_pipelines │ │ │ │ │ ├── test_formatting.py │ │ │ │ │ ├── test_loading.py │ │ │ │ │ ├── test_sampler.py │ │ │ │ │ └── test_transform │ │ │ │ │ │ ├── test_img_augment.py │ │ │ │ │ │ ├── test_models_aug_test.py │ │ │ │ │ │ ├── test_rotate.py │ │ │ │ │ │ ├── test_shear.py │ │ │ │ │ │ ├── test_transform.py │ │ │ │ │ │ └── test_translate.py │ │ │ │ └── test_utils.py │ │ │ ├── test_metrics │ │ │ │ ├── test_box_overlap.py │ │ │ │ └── test_losses.py │ │ │ ├── test_models │ │ │ │ ├── test_backbones │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── test_hourglass.py │ │ │ │ │ ├── test_regnet.py │ │ │ │ │ ├── test_renext.py │ │ │ │ │ ├── test_res2net.py │ │ │ │ │ ├── test_resnest.py │ │ │ │ │ ├── test_resnet.py │ │ │ │ │ ├── test_trident_resnet.py │ │ │ │ │ └── utils.py │ │ │ │ ├── test_dense_heads │ │ │ │ │ ├── test_anchor_head.py │ │ │ │ │ ├── test_corner_head.py │ │ │ │ │ ├── test_fcos_head.py │ │ │ │ │ ├── test_fsaf_head.py │ │ │ │ │ ├── test_ga_anchor_head.py │ │ │ │ │ ├── test_ld_head.py │ │ │ │ │ ├── test_paa_head.py │ │ │ │ │ ├── test_pisa_head.py │ │ │ │ │ ├── test_sabl_retina_head.py │ │ │ │ │ ├── test_transformer_head.py │ │ │ │ │ ├── test_vfnet_head.py │ │ │ │ │ └── test_yolact_head.py │ │ │ │ ├── test_forward.py │ │ │ │ ├── test_necks.py │ │ │ │ ├── test_roi_heads │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── test_bbox_head.py │ │ │ │ │ ├── test_mask_head.py │ │ │ │ │ ├── test_roi_extractor.py │ │ │ │ │ ├── test_sabl_bbox_head.py │ │ │ │ │ └── utils.py │ │ │ │ └── test_utils │ │ │ │ │ ├── test_position_encoding.py │ │ │ │ │ └── test_transformer.py │ │ │ ├── test_onnx │ │ │ │ ├── __init__.py │ │ │ │ ├── test_head.py │ │ │ │ ├── test_neck.py │ │ │ │ └── utils.py │ │ │ ├── test_runtime │ │ │ │ ├── async_benchmark.py │ │ │ │ ├── test_async.py │ │ │ │ ├── test_config.py │ │ │ │ ├── test_eval_hook.py │ │ │ │ └── test_fp16.py │ │ │ └── test_utils │ │ │ │ ├── test_anchor.py │ │ │ │ ├── test_assigner.py │ │ │ │ ├── test_coder.py │ │ │ │ ├── test_masks.py │ │ │ │ ├── test_misc.py │ │ │ │ ├── test_version.py │ │ │ │ └── test_visualization.py │ │ └── tools │ │ │ ├── analysis_tools │ │ │ ├── analyze_logs.py │ │ │ ├── analyze_results.py │ │ │ ├── benchmark.py │ │ │ ├── coco_error_analysis.py │ │ │ ├── eval_metric.py │ │ │ ├── get_flops.py │ │ │ ├── robustness_eval.py │ │ │ └── test_robustness.py │ │ │ ├── dataset_analyze.py │ │ │ ├── dataset_converters │ │ │ ├── cityscapes.py │ │ │ └── pascal_voc.py │ │ │ ├── deployment │ │ │ ├── mmdet2torchserve.py │ │ │ ├── mmdet_handler.py │ │ │ ├── onnx2tensorrt.py │ │ │ └── pytorch2onnx.py │ │ │ ├── dist_test.sh │ │ │ ├── dist_train.sh │ │ │ ├── misc │ │ │ ├── browse_dataset.py │ │ │ └── print_config.py │ │ │ ├── model_converters │ │ │ ├── detectron2pytorch.py │ │ │ ├── publish_model.py │ │ │ ├── regnet2mmdet.py │ │ │ └── upgrade_model_version.py │ │ │ ├── post_process │ │ │ └── post_process.py │ │ │ ├── slurm_test.sh │ │ │ ├── slurm_train.sh │ │ │ ├── test.py │ │ │ └── train.py │ ├── utils │ │ ├── coco2yolo.py │ │ ├── generate_bg_cls.py │ │ ├── post_process.py │ │ ├── submit_sample.csv │ │ ├── test.json │ │ ├── wbf_test.py │ │ └── yolo2COCO │ │ │ ├── LICENSE │ │ │ ├── README.md │ │ │ ├── __pycache__ │ │ │ ├── create_annotations.cpython-37.pyc │ │ │ └── create_annotations.cpython-39.pyc │ │ │ ├── create_annotations.py │ │ │ ├── main.py │ │ │ └── path_replacer.py │ └── yolox │ │ ├── .github │ │ └── workflows │ │ │ ├── ci.yaml │ │ │ └── format_check.sh │ │ ├── .gitignore │ │ ├── .gitkeep │ │ ├── .readthedocs.yaml │ │ ├── LICENSE │ │ ├── README.md │ │ ├── apex-master │ │ ├── .gitignore │ │ ├── .gitmodules │ │ ├── .nojekyll │ │ ├── LICENSE │ │ ├── README.md │ │ ├── apex │ │ │ ├── RNN │ │ │ │ ├── README.md │ │ │ │ ├── RNNBackend.py │ │ │ │ ├── __init__.py │ │ │ │ ├── cells.py │ │ │ │ └── models.py │ │ │ ├── __init__.py │ │ │ ├── _autocast_utils.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 │ │ │ │ │ ├── bottleneck_module_test.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_dgrad_kernel_1xN_reload_nl.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_nl.h │ │ │ │ │ │ │ ├── fmha_fprop_kernel_1xN_reload_v.h │ │ │ │ │ │ │ ├── fmha_kernel.h │ │ │ │ │ │ │ ├── fmha_noloop_reduce.cu │ │ │ │ │ │ │ └── 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.h │ │ │ │ │ │ ├── ln_api.cpp │ │ │ │ │ │ ├── ln_bwd_kernels.cuh │ │ │ │ │ │ ├── ln_bwd_semi_cuda_kernel.cu │ │ │ │ │ │ ├── ln_fwd_cuda_kernel.cu │ │ │ │ │ │ ├── ln_fwd_kernels.cuh │ │ │ │ │ │ ├── ln_kernel_traits.h │ │ │ │ │ │ └── ln_utils.cuh │ │ │ │ │ ├── multihead_attn │ │ │ │ │ │ ├── additive_masked_softmax_dropout_cuda.cu │ │ │ │ │ │ ├── dropout.cuh │ │ │ │ │ │ ├── encdec_multihead_attn_cuda.cu │ │ │ │ │ │ ├── encdec_multihead_attn_norm_add_cuda.cu │ │ │ │ │ │ ├── layer_norm.cuh │ │ │ │ │ │ ├── masked_softmax_dropout_cuda.cu │ │ │ │ │ │ ├── multihead_attn_frontend.cpp │ │ │ │ │ │ ├── philox.cuh │ │ │ │ │ │ ├── self_multihead_attn_bias_additive_mask_cuda.cu │ │ │ │ │ │ ├── self_multihead_attn_bias_cuda.cu │ │ │ │ │ │ ├── self_multihead_attn_cuda.cu │ │ │ │ │ │ ├── self_multihead_attn_norm_add_cuda.cu │ │ │ │ │ │ ├── softmax.cuh │ │ │ │ │ │ └── strided_batched_gemm.cuh │ │ │ │ │ ├── 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 │ │ │ │ │ ├── permutation_lib.py │ │ │ │ │ ├── permutation_search_kernels │ │ │ │ │ │ ├── CUDA_kernels │ │ │ │ │ │ │ └── permutation_search_kernels.cu │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── call_permutation_search_kernels.py │ │ │ │ │ │ ├── exhaustive_search.py │ │ │ │ │ │ └── permutation_utilities.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 │ │ │ │ │ ├── fused_dense │ │ │ │ │ │ └── test_fused_dense.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 │ │ │ ├── fused_dense │ │ │ │ ├── __init__.py │ │ │ │ └── fused_dense.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_mixed_precision_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 │ │ │ └── transformer │ │ │ │ ├── README.md │ │ │ │ ├── __init__.py │ │ │ │ ├── _data │ │ │ │ ├── __init__.py │ │ │ │ └── _batchsampler.py │ │ │ │ ├── amp │ │ │ │ ├── __init__.py │ │ │ │ └── grad_scaler.py │ │ │ │ ├── enums.py │ │ │ │ ├── functional │ │ │ │ ├── __init__.py │ │ │ │ └── fused_softmax.py │ │ │ │ ├── log_util.py │ │ │ │ ├── microbatches.py │ │ │ │ ├── parallel_state.py │ │ │ │ ├── pipeline_parallel │ │ │ │ ├── __init__.py │ │ │ │ ├── _timers.py │ │ │ │ ├── p2p_communication.py │ │ │ │ ├── schedules │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── common.py │ │ │ │ │ ├── fwd_bwd_no_pipelining.py │ │ │ │ │ ├── fwd_bwd_pipelining_with_interleaving.py │ │ │ │ │ └── fwd_bwd_pipelining_without_interleaving.py │ │ │ │ └── utils.py │ │ │ │ ├── tensor_parallel │ │ │ │ ├── __init__.py │ │ │ │ ├── cross_entropy.py │ │ │ │ ├── data.py │ │ │ │ ├── layers.py │ │ │ │ ├── mappings.py │ │ │ │ ├── memory.py │ │ │ │ ├── random.py │ │ │ │ └── utils.py │ │ │ │ ├── testing │ │ │ │ ├── __init__.py │ │ │ │ ├── arguments.py │ │ │ │ ├── commons.py │ │ │ │ ├── global_vars.py │ │ │ │ ├── standalone_bert.py │ │ │ │ └── standalone_gpt.py │ │ │ │ └── utils.py │ │ ├── csrc │ │ │ ├── amp_C_frontend.cpp │ │ │ ├── compat.h │ │ │ ├── flatten_unflatten.cpp │ │ │ ├── fused_dense.cpp │ │ │ ├── fused_dense_cuda.cu │ │ │ ├── layer_norm_cuda.cpp │ │ │ ├── layer_norm_cuda_kernel.cu │ │ │ ├── megatron │ │ │ │ ├── scaled_masked_softmax.cpp │ │ │ │ ├── scaled_masked_softmax.h │ │ │ │ ├── scaled_masked_softmax_cuda.cu │ │ │ │ ├── scaled_upper_triang_masked_softmax.cpp │ │ │ │ ├── scaled_upper_triang_masked_softmax.h │ │ │ │ └── scaled_upper_triang_masked_softmax_cuda.cu │ │ │ ├── mlp.cpp │ │ │ ├── mlp_cuda.cu │ │ │ ├── multi_tensor_adagrad.cu │ │ │ ├── multi_tensor_adam.cu │ │ │ ├── multi_tensor_apply.cuh │ │ │ ├── multi_tensor_axpby_kernel.cu │ │ │ ├── multi_tensor_l2norm_kernel.cu │ │ │ ├── multi_tensor_l2norm_kernel_mp.cu │ │ │ ├── multi_tensor_l2norm_scale_kernel.cu │ │ │ ├── multi_tensor_lamb.cu │ │ │ ├── multi_tensor_lamb_mp.cu │ │ │ ├── multi_tensor_lamb_stage_1.cu │ │ │ ├── multi_tensor_lamb_stage_2.cu │ │ │ ├── multi_tensor_novograd.cu │ │ │ ├── multi_tensor_scale_kernel.cu │ │ │ ├── multi_tensor_sgd_kernel.cu │ │ │ ├── syncbn.cpp │ │ │ ├── type_shim.h │ │ │ └── welford.cu │ │ ├── docs │ │ │ ├── Makefile │ │ │ └── source │ │ │ │ ├── _static │ │ │ │ ├── css │ │ │ │ │ └── pytorch_theme.css │ │ │ │ └── img │ │ │ │ │ └── nv-pytorch2.png │ │ │ │ ├── _templates │ │ │ │ └── layout.html │ │ │ │ ├── advanced.rst │ │ │ │ ├── amp.rst │ │ │ │ ├── conf.py │ │ │ │ ├── fp16_utils.rst │ │ │ │ ├── index.rst │ │ │ │ ├── layernorm.rst │ │ │ │ ├── optimizers.rst │ │ │ │ └── parallel.rst │ │ ├── examples │ │ │ ├── README.md │ │ │ ├── dcgan │ │ │ │ ├── README.md │ │ │ │ └── main_amp.py │ │ │ ├── docker │ │ │ │ ├── Dockerfile │ │ │ │ └── README.md │ │ │ ├── imagenet │ │ │ │ ├── README.md │ │ │ │ └── main_amp.py │ │ │ └── simple │ │ │ │ └── distributed │ │ │ │ ├── README.md │ │ │ │ ├── distributed_data_parallel.py │ │ │ │ └── run.sh │ │ ├── requirements.txt │ │ ├── requirements_dev.txt │ │ ├── setup.py │ │ └── tests │ │ │ ├── L0 │ │ │ ├── run_amp │ │ │ │ ├── __init__.py │ │ │ │ ├── test_add_param_group.py │ │ │ │ ├── test_basic_casts.py │ │ │ │ ├── test_cache.py │ │ │ │ ├── test_checkpointing.py │ │ │ │ ├── test_fused_sgd.py │ │ │ │ ├── test_larc.py │ │ │ │ ├── test_multi_tensor_axpby.py │ │ │ │ ├── test_multi_tensor_l2norm.py │ │ │ │ ├── test_multi_tensor_scale.py │ │ │ │ ├── test_multiple_models_optimizers_losses.py │ │ │ │ ├── test_promotion.py │ │ │ │ ├── test_rnn.py │ │ │ │ └── utils.py │ │ │ ├── run_fp16util │ │ │ │ ├── __init__.py │ │ │ │ └── test_fp16util.py │ │ │ ├── run_fused_layer_norm │ │ │ │ └── test_fused_layer_norm.py │ │ │ ├── run_mlp │ │ │ │ └── test_mlp.py │ │ │ ├── run_optimizers │ │ │ │ ├── __init__.py │ │ │ │ ├── test_dist_adam.py │ │ │ │ ├── test_fused_novograd.py │ │ │ │ ├── test_fused_optimizer.py │ │ │ │ └── test_lamb.py │ │ │ ├── run_pyprof_data │ │ │ │ ├── __init__.py │ │ │ │ └── test_pyprof_data.py │ │ │ ├── run_pyprof_nvtx │ │ │ │ ├── __init__.py │ │ │ │ └── test_pyprof_nvtx.py │ │ │ ├── run_test.py │ │ │ └── run_transformer │ │ │ │ ├── __init__.py │ │ │ │ ├── gpt_scaling_test.py │ │ │ │ ├── run_bert_minimal_test.py │ │ │ │ ├── run_cross_entropy_test.py │ │ │ │ ├── run_data_test.py │ │ │ │ ├── run_dynamic_batchsize_test.py │ │ │ │ ├── run_gpt_minimal_test.py │ │ │ │ ├── run_initialize_test.py │ │ │ │ ├── run_layers_test.py │ │ │ │ ├── run_mappings_test.py │ │ │ │ ├── run_megatron_gpt_pipeline.py │ │ │ │ ├── run_pipeline_parallel_test.py │ │ │ │ ├── run_random_test.py │ │ │ │ ├── run_utils_test.py │ │ │ │ ├── test_batch_sampler.py │ │ │ │ ├── test_fused_softmax.py │ │ │ │ └── test_transformer_module.py │ │ │ ├── L1 │ │ │ ├── common │ │ │ │ ├── compare.py │ │ │ │ ├── main_amp.py │ │ │ │ └── run_test.sh │ │ │ ├── cross_product │ │ │ │ └── run.sh │ │ │ └── cross_product_distributed │ │ │ │ └── run.sh │ │ │ ├── distributed │ │ │ ├── DDP │ │ │ │ ├── ddp_race_condition_test.py │ │ │ │ └── run_race_test.sh │ │ │ ├── amp_master_params │ │ │ │ ├── amp_master_params.py │ │ │ │ ├── compare.py │ │ │ │ └── run.sh │ │ │ └── synced_batchnorm │ │ │ │ ├── python_single_gpu_unit_test.py │ │ │ │ ├── single_gpu_unit_test.py │ │ │ │ ├── test_batchnorm1d.py │ │ │ │ ├── test_groups.py │ │ │ │ ├── two_gpu_test_different_batch_size.py │ │ │ │ ├── two_gpu_unit_test.py │ │ │ │ └── unit_test.sh │ │ │ └── docker_extension_builds │ │ │ └── run.sh │ │ ├── assets │ │ ├── demo.png │ │ ├── dog.jpg │ │ ├── git_fig.png │ │ └── logo.png │ │ ├── csrc │ │ ├── amp_C_frontend.cpp │ │ ├── compat.h │ │ ├── flatten_unflatten.cpp │ │ ├── fused_dense.cpp │ │ ├── fused_dense_cuda.cu │ │ ├── layer_norm_cuda.cpp │ │ ├── layer_norm_cuda_kernel.cu │ │ ├── megatron │ │ │ ├── scaled_masked_softmax.cpp │ │ │ ├── scaled_masked_softmax.h │ │ │ ├── scaled_masked_softmax_cuda.cu │ │ │ ├── scaled_upper_triang_masked_softmax.cpp │ │ │ ├── scaled_upper_triang_masked_softmax.h │ │ │ └── scaled_upper_triang_masked_softmax_cuda.cu │ │ ├── mlp.cpp │ │ ├── mlp_cuda.cu │ │ ├── multi_tensor_adagrad.cu │ │ ├── multi_tensor_adam.cu │ │ ├── multi_tensor_apply.cuh │ │ ├── multi_tensor_axpby_kernel.cu │ │ ├── multi_tensor_l2norm_kernel.cu │ │ ├── multi_tensor_l2norm_kernel_mp.cu │ │ ├── multi_tensor_l2norm_scale_kernel.cu │ │ ├── multi_tensor_lamb.cu │ │ ├── multi_tensor_lamb_mp.cu │ │ ├── multi_tensor_lamb_stage_1.cu │ │ ├── multi_tensor_lamb_stage_2.cu │ │ ├── multi_tensor_novograd.cu │ │ ├── multi_tensor_scale_kernel.cu │ │ ├── multi_tensor_sgd_kernel.cu │ │ ├── syncbn.cpp │ │ ├── type_shim.h │ │ └── welford.cu │ │ ├── demo │ │ ├── MegEngine │ │ │ ├── cpp │ │ │ │ ├── README.md │ │ │ │ ├── build.sh │ │ │ │ └── yolox.cpp │ │ │ └── python │ │ │ │ ├── README.md │ │ │ │ ├── build.py │ │ │ │ ├── convert_weights.py │ │ │ │ ├── demo.py │ │ │ │ ├── dump.py │ │ │ │ └── models │ │ │ │ ├── __init__.py │ │ │ │ ├── darknet.py │ │ │ │ ├── network_blocks.py │ │ │ │ ├── yolo_fpn.py │ │ │ │ ├── yolo_head.py │ │ │ │ ├── yolo_pafpn.py │ │ │ │ └── yolox.py │ │ ├── ONNXRuntime │ │ │ ├── README.md │ │ │ └── onnx_inference.py │ │ ├── OpenVINO │ │ │ ├── README.md │ │ │ ├── cpp │ │ │ │ ├── CMakeLists.txt │ │ │ │ ├── README.md │ │ │ │ └── yolox_openvino.cpp │ │ │ └── python │ │ │ │ ├── README.md │ │ │ │ └── openvino_inference.py │ │ ├── TensorRT │ │ │ ├── cpp │ │ │ │ ├── CMakeLists.txt │ │ │ │ ├── README.md │ │ │ │ ├── logging.h │ │ │ │ └── yolox.cpp │ │ │ └── python │ │ │ │ └── README.md │ │ └── ncnn │ │ │ ├── android │ │ │ ├── README.md │ │ │ ├── app │ │ │ │ ├── build.gradle │ │ │ │ └── src │ │ │ │ │ └── main │ │ │ │ │ ├── AndroidManifest.xml │ │ │ │ │ ├── assets │ │ │ │ │ └── yolox.param │ │ │ │ │ ├── java │ │ │ │ │ └── com │ │ │ │ │ │ └── megvii │ │ │ │ │ │ └── yoloXncnn │ │ │ │ │ │ ├── MainActivity.java │ │ │ │ │ │ └── YOLOXncnn.java │ │ │ │ │ ├── jni │ │ │ │ │ ├── CMakeLists.txt │ │ │ │ │ └── yoloXncnn_jni.cpp │ │ │ │ │ └── res │ │ │ │ │ ├── layout │ │ │ │ │ └── main.xml │ │ │ │ │ └── values │ │ │ │ │ └── strings.xml │ │ │ ├── build.gradle │ │ │ ├── gradle │ │ │ │ └── wrapper │ │ │ │ │ ├── gradle-wrapper.jar │ │ │ │ │ └── gradle-wrapper.properties │ │ │ ├── gradlew │ │ │ ├── gradlew.bat │ │ │ └── settings.gradle │ │ │ └── cpp │ │ │ ├── README.md │ │ │ └── yolox.cpp │ │ ├── docs │ │ ├── .gitignore │ │ ├── Makefile │ │ ├── _static │ │ │ └── css │ │ │ │ └── custom.css │ │ ├── conf.py │ │ ├── demo │ │ │ ├── megengine_cpp_readme.md │ │ │ ├── megengine_py_readme.md │ │ │ ├── ncnn_android_readme.md │ │ │ ├── ncnn_cpp_readme.md │ │ │ ├── onnx_readme.md │ │ │ ├── openvino_cpp_readme.md │ │ │ ├── openvino_py_readme.md │ │ │ ├── trt_cpp_readme.md │ │ │ └── trt_py_readme.md │ │ ├── index.rst │ │ ├── manipulate_training_image_size.md │ │ ├── model_zoo.md │ │ ├── quick_run.md │ │ ├── requirements-doc.txt │ │ ├── source │ │ │ ├── _static │ │ │ │ ├── css │ │ │ │ │ └── pytorch_theme.css │ │ │ │ └── img │ │ │ │ │ └── nv-pytorch2.png │ │ │ ├── _templates │ │ │ │ └── layout.html │ │ │ ├── advanced.rst │ │ │ ├── amp.rst │ │ │ ├── conf.py │ │ │ ├── fp16_utils.rst │ │ │ ├── index.rst │ │ │ ├── layernorm.rst │ │ │ ├── optimizers.rst │ │ │ └── parallel.rst │ │ ├── train_custom_data.md │ │ └── updates_note.md │ │ ├── examples │ │ ├── README.md │ │ ├── dcgan │ │ │ ├── README.md │ │ │ └── main_amp.py │ │ ├── docker │ │ │ ├── Dockerfile │ │ │ └── README.md │ │ ├── imagenet │ │ │ ├── README.md │ │ │ └── main_amp.py │ │ └── simple │ │ │ └── distributed │ │ │ ├── README.md │ │ │ ├── distributed_data_parallel.py │ │ │ └── run.sh │ │ ├── exps │ │ ├── default │ │ │ ├── __init__.py │ │ │ ├── yolov3.py │ │ │ ├── yolox_l.py │ │ │ ├── yolox_m.py │ │ │ ├── yolox_nano.py │ │ │ ├── yolox_s.py │ │ │ ├── yolox_tiny.py │ │ │ └── yolox_x.py │ │ ├── example │ │ │ ├── custom │ │ │ │ ├── nano.py │ │ │ │ └── yolox_s.py │ │ │ └── yolox_voc │ │ │ │ └── yolox_voc_s.py │ │ ├── yolox_l.py │ │ ├── yolox_m.py │ │ ├── yolox_x_exp1.py │ │ └── yolox_x_exp2.py │ │ ├── inference.sh │ │ ├── inference_1.sh │ │ ├── inference_2.sh │ │ ├── pretrained │ │ └── .gitkeep │ │ ├── requirements.txt │ │ ├── requirements_dev.txt │ │ ├── resume.sh │ │ ├── run_l.sh │ │ ├── run_m.sh │ │ ├── run_x.sh │ │ ├── run_x_1.sh │ │ ├── run_x_2.sh │ │ ├── setup.cfg │ │ ├── setup.py │ │ ├── tests │ │ ├── L0 │ │ │ ├── run_amp │ │ │ │ ├── __init__.py │ │ │ │ ├── test_add_param_group.py │ │ │ │ ├── test_basic_casts.py │ │ │ │ ├── test_cache.py │ │ │ │ ├── test_checkpointing.py │ │ │ │ ├── test_fused_sgd.py │ │ │ │ ├── test_larc.py │ │ │ │ ├── test_multi_tensor_axpby.py │ │ │ │ ├── test_multi_tensor_l2norm.py │ │ │ │ ├── test_multi_tensor_scale.py │ │ │ │ ├── test_multiple_models_optimizers_losses.py │ │ │ │ ├── test_promotion.py │ │ │ │ ├── test_rnn.py │ │ │ │ └── utils.py │ │ │ ├── run_fp16util │ │ │ │ ├── __init__.py │ │ │ │ └── test_fp16util.py │ │ │ ├── run_fused_layer_norm │ │ │ │ └── test_fused_layer_norm.py │ │ │ ├── run_mlp │ │ │ │ └── test_mlp.py │ │ │ ├── run_optimizers │ │ │ │ ├── __init__.py │ │ │ │ ├── test_dist_adam.py │ │ │ │ ├── test_fused_novograd.py │ │ │ │ ├── test_fused_optimizer.py │ │ │ │ └── test_lamb.py │ │ │ ├── run_pyprof_data │ │ │ │ ├── __init__.py │ │ │ │ └── test_pyprof_data.py │ │ │ ├── run_pyprof_nvtx │ │ │ │ ├── __init__.py │ │ │ │ └── test_pyprof_nvtx.py │ │ │ ├── run_test.py │ │ │ └── run_transformer │ │ │ │ ├── __init__.py │ │ │ │ ├── gpt_scaling_test.py │ │ │ │ ├── run_bert_minimal_test.py │ │ │ │ ├── run_cross_entropy_test.py │ │ │ │ ├── run_data_test.py │ │ │ │ ├── run_dynamic_batchsize_test.py │ │ │ │ ├── run_gpt_minimal_test.py │ │ │ │ ├── run_initialize_test.py │ │ │ │ ├── run_layers_test.py │ │ │ │ ├── run_mappings_test.py │ │ │ │ ├── run_megatron_gpt_pipeline.py │ │ │ │ ├── run_pipeline_parallel_test.py │ │ │ │ ├── run_random_test.py │ │ │ │ ├── run_utils_test.py │ │ │ │ ├── test_batch_sampler.py │ │ │ │ ├── test_fused_softmax.py │ │ │ │ └── test_transformer_module.py │ │ ├── L1 │ │ │ ├── common │ │ │ │ ├── compare.py │ │ │ │ ├── main_amp.py │ │ │ │ └── run_test.sh │ │ │ ├── cross_product │ │ │ │ └── run.sh │ │ │ └── cross_product_distributed │ │ │ │ └── run.sh │ │ ├── distributed │ │ │ ├── DDP │ │ │ │ ├── ddp_race_condition_test.py │ │ │ │ └── run_race_test.sh │ │ │ ├── amp_master_params │ │ │ │ ├── amp_master_params.py │ │ │ │ ├── compare.py │ │ │ │ └── run.sh │ │ │ └── synced_batchnorm │ │ │ │ ├── python_single_gpu_unit_test.py │ │ │ │ ├── single_gpu_unit_test.py │ │ │ │ ├── test_batchnorm1d.py │ │ │ │ ├── test_groups.py │ │ │ │ ├── two_gpu_test_different_batch_size.py │ │ │ │ ├── two_gpu_unit_test.py │ │ │ │ └── unit_test.sh │ │ └── docker_extension_builds │ │ │ └── run.sh │ │ ├── tools │ │ ├── __init__.py │ │ ├── demo.py │ │ ├── eval.py │ │ ├── export_onnx.py │ │ ├── export_torchscript.py │ │ ├── train.py │ │ └── trt.py │ │ ├── train.py │ │ ├── yolox │ │ ├── __init__.py │ │ ├── core │ │ │ ├── __init__.py │ │ │ ├── launch.py │ │ │ └── trainer.py │ │ ├── data │ │ │ ├── __init__.py │ │ │ ├── data_augment.py │ │ │ ├── data_prefetcher.py │ │ │ ├── dataloading.py │ │ │ ├── datasets │ │ │ │ ├── __init__.py │ │ │ │ ├── coco.py │ │ │ │ ├── coco_classes.py │ │ │ │ ├── datasets_wrapper.py │ │ │ │ ├── mosaicdetection.py │ │ │ │ ├── voc.py │ │ │ │ └── voc_classes.py │ │ │ └── samplers.py │ │ ├── evaluators │ │ │ ├── __init__.py │ │ │ ├── coco_evaluator.py │ │ │ ├── voc_eval.py │ │ │ └── voc_evaluator.py │ │ ├── exp │ │ │ ├── __init__.py │ │ │ ├── base_exp.py │ │ │ ├── build.py │ │ │ ├── default │ │ │ │ └── __init__.py │ │ │ └── yolox_base.py │ │ ├── layers │ │ │ ├── __init__.py │ │ │ ├── csrc │ │ │ │ ├── cocoeval │ │ │ │ │ ├── cocoeval.cpp │ │ │ │ │ └── cocoeval.h │ │ │ │ └── vision.cpp │ │ │ └── fast_coco_eval_api.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── darknet.py │ │ │ ├── losses.py │ │ │ ├── network_blocks.py │ │ │ ├── yolo_fpn.py │ │ │ ├── yolo_head.py │ │ │ ├── yolo_pafpn.py │ │ │ └── yolox.py │ │ ├── tools │ │ │ └── __init__.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── allreduce_norm.py │ │ │ ├── boxes.py │ │ │ ├── checkpoint.py │ │ │ ├── demo_utils.py │ │ │ ├── dist.py │ │ │ ├── ema.py │ │ │ ├── logger.py │ │ │ ├── lr_scheduler.py │ │ │ ├── metric.py │ │ │ ├── model_utils.py │ │ │ ├── setup_env.py │ │ │ └── visualize.py │ │ └── yolox_requirements.txt ├── prediction_result │ └── result.csv ├── raw_data │ ├── test │ │ └── .gitkeep │ └── train │ │ 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