├── LICENSE ├── README.md ├── bootstrap ├── env.sh ├── fp16_2trt_test.sh ├── python ├── ching_utils.py ├── dec │ ├── dec2trt.py │ ├── fp16_2torch.py │ ├── fp16_opt.py │ ├── onnx2torch.py │ └── opt_onnx.py └── enc │ ├── enc2trt.py │ ├── fp16_2torch.py │ ├── fp16_opt.py │ ├── onnx2torch.py │ └── opt_onnx.py ├── train_int8qat.sh ├── trt_ft_wenet ├── .clang-format ├── .vscode │ ├── c_cpp_properties.json │ └── settings.json ├── 3rdparty │ ├── CMakeLists.txt │ ├── INIReader.h │ ├── cub │ │ ├── agent │ │ │ ├── agent_histogram.cuh │ │ │ ├── agent_radix_sort_downsweep.cuh │ │ │ ├── agent_radix_sort_upsweep.cuh │ │ │ ├── agent_reduce.cuh │ │ │ ├── agent_reduce_by_key.cuh │ │ │ ├── agent_rle.cuh │ │ │ ├── agent_scan.cuh │ │ │ ├── agent_segment_fixup.cuh │ │ │ ├── agent_select_if.cuh │ │ │ ├── agent_spmv_orig.cuh │ │ │ └── single_pass_scan_operators.cuh │ │ ├── block │ │ │ ├── block_adjacent_difference.cuh │ │ │ ├── block_discontinuity.cuh │ │ │ ├── block_exchange.cuh │ │ │ ├── block_histogram.cuh │ │ │ ├── block_load.cuh │ │ │ ├── block_radix_rank.cuh │ │ │ ├── block_radix_sort.cuh │ │ │ ├── block_raking_layout.cuh │ │ │ ├── block_reduce.cuh │ │ │ ├── block_scan.cuh │ │ │ ├── block_shuffle.cuh │ │ │ ├── block_store.cuh │ │ │ └── specializations │ │ │ │ ├── block_histogram_atomic.cuh │ │ │ │ ├── block_histogram_sort.cuh │ │ │ │ ├── block_reduce_raking.cuh │ │ │ │ ├── block_reduce_raking_commutative_only.cuh │ │ │ │ ├── block_reduce_warp_reductions.cuh │ │ │ │ ├── block_scan_raking.cuh │ │ │ │ ├── block_scan_warp_scans.cuh │ │ │ │ ├── block_scan_warp_scans2.cuh │ │ │ │ └── block_scan_warp_scans3.cuh │ │ ├── cub.cuh │ │ ├── device │ │ │ ├── device_histogram.cuh │ │ │ ├── device_partition.cuh │ │ │ ├── device_radix_sort.cuh │ │ │ ├── device_reduce.cuh │ │ │ ├── device_run_length_encode.cuh │ │ │ ├── device_scan.cuh │ │ │ ├── device_segmented_radix_sort.cuh │ │ │ ├── device_segmented_reduce.cuh │ │ │ ├── device_select.cuh │ │ │ ├── device_spmv.cuh │ │ │ └── dispatch │ │ │ │ ├── dispatch_histogram.cuh │ │ │ │ ├── dispatch_radix_sort.cuh │ │ │ │ ├── dispatch_reduce.cuh │ │ │ │ ├── dispatch_reduce_by_key.cuh │ │ │ │ ├── dispatch_rle.cuh │ │ │ │ ├── dispatch_scan.cuh │ │ │ │ ├── dispatch_select_if.cuh │ │ │ │ └── dispatch_spmv_orig.cuh │ │ ├── grid │ │ │ ├── grid_barrier.cuh │ │ │ ├── grid_even_share.cuh │ │ │ ├── grid_mapping.cuh │ │ │ └── grid_queue.cuh │ │ ├── host │ │ │ └── mutex.cuh │ │ ├── iterator │ │ │ ├── arg_index_input_iterator.cuh │ │ │ ├── cache_modified_input_iterator.cuh │ │ │ ├── cache_modified_output_iterator.cuh │ │ │ ├── constant_input_iterator.cuh │ │ │ ├── counting_input_iterator.cuh │ │ │ ├── discard_output_iterator.cuh │ │ │ ├── tex_obj_input_iterator.cuh │ │ │ ├── tex_ref_input_iterator.cuh │ │ │ └── transform_input_iterator.cuh │ │ ├── thread │ │ │ ├── thread_load.cuh │ │ │ ├── thread_operators.cuh │ │ │ ├── thread_reduce.cuh │ │ │ ├── thread_scan.cuh │ │ │ ├── thread_search.cuh │ │ │ └── thread_store.cuh │ │ ├── util_allocator.cuh │ │ ├── util_arch.cuh │ │ ├── util_debug.cuh │ │ ├── util_device.cuh │ │ ├── util_macro.cuh │ │ ├── util_namespace.cuh │ │ ├── util_ptx.cuh │ │ ├── util_type.cuh │ │ └── warp │ │ │ ├── specializations │ │ │ ├── warp_reduce_shfl.cuh │ │ │ ├── warp_reduce_smem.cuh │ │ │ ├── warp_scan_shfl.cuh │ │ │ └── warp_scan_smem.cuh │ │ │ ├── warp_reduce.cuh │ │ │ └── warp_scan.cuh │ └── trt_fused_multihead_attention │ │ ├── CMakeLists.txt │ │ ├── common.cuh │ │ ├── cudaDriverWrapper.cpp │ │ ├── cudaDriverWrapper.h │ │ ├── fused_mha_with_relPosBias_fp16_128_32_kernel.sm75.cpp │ │ ├── fused_mha_with_relPosBias_fp16_128_32_kernel.sm80.cpp │ │ ├── fused_mha_with_relPosBias_fp16_128_32_kernel.sm86.cpp │ │ ├── fused_mha_with_relPosBias_fp16_256_32_kernel.sm75.cpp │ │ ├── fused_mha_with_relPosBias_fp16_256_32_kernel.sm80.cpp │ │ ├── fused_mha_with_relPosBias_fp16_256_32_kernel.sm86.cpp │ │ ├── fused_mha_with_relPosBias_fp16_64_32_kernel.sm75.cpp │ │ ├── fused_mha_with_relPosBias_fp16_64_32_kernel.sm80.cpp │ │ ├── fused_mha_with_relPosBias_fp16_64_32_kernel.sm86.cpp │ │ ├── fused_mha_with_relPosBias_int8_256_32_kernel.sm75.cpp │ │ ├── fused_mha_with_relPosBias_int8_256_32_kernel.sm80.cpp │ │ ├── fused_mha_with_relPosBias_int8_64_32_kernel.sm75.cpp │ │ ├── fused_mha_with_relPosBias_int8_64_32_kernel.sm80.cpp │ │ ├── fused_multihead_attention.h │ │ ├── fused_multihead_attention_common.h │ │ ├── fused_multihead_attention_fp16_128_64_kernel.sm75.cpp │ │ ├── fused_multihead_attention_fp16_128_64_kernel.sm80.cpp │ │ ├── fused_multihead_attention_fp16_384_64_kernel.sm75.cpp │ │ ├── fused_multihead_attention_fp16_384_64_kernel.sm80.cpp │ │ ├── fused_multihead_attention_fp16_64_64_kernel.sm75.cpp │ │ ├── fused_multihead_attention_fp16_64_64_kernel.sm80.cpp │ │ ├── fused_multihead_attention_fp16_96_64_kernel.sm75.cpp │ │ ├── fused_multihead_attention_fp16_96_64_kernel.sm80.cpp │ │ ├── fused_multihead_attention_int8_128_64_kernel.sm75.cpp │ │ ├── fused_multihead_attention_int8_128_64_kernel.sm80.cpp │ │ ├── fused_multihead_attention_int8_384_64_kernel.sm75.cpp │ │ ├── fused_multihead_attention_int8_384_64_kernel.sm80.cpp │ │ ├── fused_multihead_attention_v2.h │ │ ├── fused_multihead_attention_v2_fp16_128_64_kernel.sm70.cpp │ │ ├── fused_multihead_attention_v2_fp16_128_64_kernel.sm75.cpp │ │ ├── fused_multihead_attention_v2_fp16_128_64_kernel.sm80.cpp │ │ ├── fused_multihead_attention_v2_fp16_128_64_kernel.sm86.cpp │ │ ├── fused_multihead_attention_v2_fp16_256_64_kernel.sm70.cpp │ │ ├── fused_multihead_attention_v2_fp16_256_64_kernel.sm75.cpp │ │ ├── fused_multihead_attention_v2_fp16_256_64_kernel.sm80.cpp │ │ ├── fused_multihead_attention_v2_fp16_256_64_kernel.sm86.cpp │ │ ├── fused_multihead_attention_v2_fp16_384_64_kernel.sm70.cpp │ │ ├── fused_multihead_attention_v2_fp16_384_64_kernel.sm75.cpp │ │ ├── fused_multihead_attention_v2_fp16_384_64_kernel.sm80.cpp │ │ ├── fused_multihead_attention_v2_fp16_384_64_kernel.sm86.cpp │ │ ├── fused_multihead_attention_v2_fp16_64_64_kernel.sm70.cpp │ │ ├── fused_multihead_attention_v2_fp16_64_64_kernel.sm75.cpp │ │ ├── fused_multihead_attention_v2_fp16_64_64_kernel.sm80.cpp │ │ ├── fused_multihead_attention_v2_fp16_64_64_kernel.sm86.cpp │ │ ├── fused_multihead_attention_v2_fp16_96_64_kernel.sm70.cpp │ │ ├── fused_multihead_attention_v2_fp16_96_64_kernel.sm75.cpp │ │ ├── fused_multihead_attention_v2_fp16_96_64_kernel.sm80.cpp │ │ ├── fused_multihead_attention_v2_fp16_96_64_kernel.sm86.cpp │ │ ├── fused_multihead_attention_v2_int8_128_64_kernel.sm72.cpp │ │ ├── fused_multihead_attention_v2_int8_128_64_kernel.sm75.cpp │ │ ├── fused_multihead_attention_v2_int8_128_64_kernel.sm80.cpp │ │ ├── fused_multihead_attention_v2_int8_128_64_kernel.sm86.cpp │ │ ├── fused_multihead_attention_v2_int8_192_64_kernel.sm72.cpp │ │ ├── fused_multihead_attention_v2_int8_192_64_kernel.sm75.cpp │ │ ├── fused_multihead_attention_v2_int8_192_64_kernel.sm80.cpp │ │ ├── fused_multihead_attention_v2_int8_192_64_kernel.sm86.cpp │ │ ├── fused_multihead_attention_v2_int8_256_64_kernel.sm72.cpp │ │ ├── fused_multihead_attention_v2_int8_256_64_kernel.sm75.cpp │ │ ├── fused_multihead_attention_v2_int8_256_64_kernel.sm80.cpp │ │ ├── fused_multihead_attention_v2_int8_256_64_kernel.sm86.cpp │ │ ├── fused_multihead_attention_v2_int8_384_64_kernel.sm72.cpp │ │ ├── fused_multihead_attention_v2_int8_384_64_kernel.sm75.cpp │ │ ├── fused_multihead_attention_v2_int8_384_64_kernel.sm80.cpp │ │ ├── fused_multihead_attention_v2_int8_384_64_kernel.sm86.cpp │ │ ├── fused_multihead_attention_v2_int8_64_64_kernel.sm75.cpp │ │ ├── fused_multihead_attention_v2_int8_64_64_kernel.sm80.cpp │ │ ├── qkvToContext.cu │ │ └── qkvToContext.h ├── CMakeLists.txt ├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── benchmarks │ ├── bert │ │ ├── pyt_benchmark.sh │ │ ├── pyt_int8_benchmark.sh │ │ ├── pyt_sp_fp16_benchmark.sh │ │ ├── pyt_sp_int8_mode2_benchmark.sh │ │ ├── tf_benchmark.sh │ │ └── tf_int8_benchmark.sh │ ├── decoding │ │ ├── pyt_decoding_beamsearch_benchmark.sh │ │ ├── tf_decoding_beamsearch_benchmark.sh │ │ └── tf_decoding_sampling_benchmark.sh │ └── t5 │ │ └── pyt_benchmark.sh ├── cmake │ ├── FasterTransformerConfig.cmake.in │ └── Modules │ │ └── FindNCCL.cmake ├── compile.sh ├── docs │ ├── QAList.md │ ├── bert_guide.md │ ├── decoder_guide.md │ ├── gpt_guide.md │ ├── gptj_guide.md │ ├── images │ │ ├── FP-swin-flowchart.png │ │ ├── FT_Encoder_T4.png │ │ ├── FT_GPT_A100.png │ │ ├── INT8-swin-flowchart.png │ │ ├── PyTorch_Encoder_T4.png │ │ ├── Py_Decoder_T4.png │ │ ├── Py_Encoder_T4.png │ │ ├── TF_Decoder_T4.png │ │ ├── TF_Encoder_T4.png │ │ ├── decoding │ │ │ └── decoding.png │ │ ├── effective_transformer.png │ │ ├── encoder-decoding-2.png │ │ ├── encoder_flowchart.png │ │ ├── gpt │ │ │ ├── Megatron_530B_benchmark_1.png │ │ │ ├── Megatron_530B_benchmark_2.png │ │ │ ├── Megatron_530B_benchmark_3.png │ │ │ ├── Megatron_530B_benchmark_4.png │ │ │ ├── gpt.png │ │ │ ├── gpt_context.png │ │ │ └── parallelgpt.png │ │ ├── gpt_flowchart.png │ │ ├── longformer_compute_flow.png │ │ ├── vit │ │ │ ├── vit-FMHA.png │ │ │ └── vit-fp32-fp16-compute-flow.png │ │ ├── workflow-of-int8-inference.png │ │ └── xlnet_flowchart.png │ ├── longformer_guide.md │ ├── models │ │ ├── megatron-345m-model.md │ │ └── megatron-530b-model.md │ ├── swin_guide.md │ ├── t5_guide.md │ ├── vit_guide.md │ └── xlnet_guide.md ├── examples │ ├── CMakeLists.txt │ ├── cpp │ │ ├── CMakeLists.txt │ │ ├── bert │ │ │ ├── CMakeLists.txt │ │ │ └── bert_example.cc │ │ ├── bert_int8 │ │ │ ├── CMakeLists.txt │ │ │ └── bert_int8_example.cc │ │ ├── decoding │ │ │ ├── CMakeLists.txt │ │ │ ├── decoding_example.cc │ │ │ └── layernorm_test.cc │ │ ├── gpt │ │ │ ├── CMakeLists.txt │ │ │ ├── gpt_config.ini │ │ │ ├── gpt_example.cc │ │ │ └── start_ids.csv │ │ ├── gptj │ │ │ ├── CMakeLists.txt │ │ │ ├── bad_words.csv │ │ │ ├── gptj_config.ini │ │ │ ├── gptj_example.cc │ │ │ ├── gptj_triton_example.cc │ │ │ ├── start_ids.csv │ │ │ └── stop_words.csv │ │ ├── multi_gpu_gpt │ │ │ ├── CMakeLists.txt │ │ │ ├── gpt_config.ini │ │ │ ├── gpt_example_utils.cc │ │ │ ├── gpt_example_utils.h │ │ │ ├── multi_gpu_gpt_async_example.cc │ │ │ ├── multi_gpu_gpt_example.cc │ │ │ ├── multi_gpu_gpt_triton_example.cc │ │ │ └── start_ids.csv │ │ ├── swin │ │ │ ├── CMakeLists.txt │ │ │ ├── functions.h │ │ │ └── swin_example.cc │ │ ├── swin_int8 │ │ │ ├── CMakeLists.txt │ │ │ └── swin_int8_example.cc │ │ ├── vit │ │ │ ├── CMakeLists.txt │ │ │ └── vit_example.cc │ │ ├── vit_int8 │ │ │ ├── CMakeLists.txt │ │ │ └── vit_int8_example.cc │ │ └── xlnet │ │ │ ├── CMakeLists.txt │ │ │ ├── cnpy.cpp │ │ │ ├── cnpy.h │ │ │ ├── xlnet_correctness_example.cc │ │ │ └── xlnet_example.cc │ ├── onnx │ │ └── multi_gpu_gpt │ │ │ └── onnx_ckpt_convert.py │ ├── pytorch │ │ ├── bert │ │ │ ├── bert-quantization-sparsity │ │ │ │ ├── .dockerignore │ │ │ │ ├── Dockerfile │ │ │ │ ├── LICENSE │ │ │ │ ├── NOTICE │ │ │ │ ├── README.md │ │ │ │ ├── README_orig.md │ │ │ │ ├── apex_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 │ │ │ │ ├── bert_config.json │ │ │ │ ├── checkpoints │ │ │ │ │ └── .keep │ │ │ │ ├── configurations.yml │ │ │ │ ├── create_pretraining_data.py │ │ │ │ ├── data │ │ │ │ │ ├── BooksDownloader.py │ │ │ │ │ ├── BookscorpusTextFormatting.py │ │ │ │ │ ├── Downloader.py │ │ │ │ │ ├── GLUEDownloader.py │ │ │ │ │ ├── GooglePretrainedWeightDownloader.py │ │ │ │ │ ├── NVIDIAPretrainedWeightDownloader.py │ │ │ │ │ ├── SquadDownloader.py │ │ │ │ │ ├── TextSharding.py │ │ │ │ │ ├── WikiDownloader.py │ │ │ │ │ ├── WikicorpusTextFormatting.py │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── bertPrep.py │ │ │ │ │ ├── create_datasets_from_start.sh │ │ │ │ │ └── squad │ │ │ │ │ │ └── squad_download.sh │ │ │ │ ├── extract_features.py │ │ │ │ ├── file_utils.py │ │ │ │ ├── images │ │ │ │ │ ├── loss_curves.png │ │ │ │ │ ├── model.png │ │ │ │ │ └── nvlamb.png │ │ │ │ ├── inference.py │ │ │ │ ├── modeling.py │ │ │ │ ├── optimization.py │ │ │ │ ├── processors │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── glue.py │ │ │ │ ├── quant_utils.py │ │ │ │ ├── requirements.txt │ │ │ │ ├── run.sub │ │ │ │ ├── run_glue.py │ │ │ │ ├── run_pretraining.py │ │ │ │ ├── run_squad.py │ │ │ │ ├── run_swag.py │ │ │ │ ├── schedulers.py │ │ │ │ ├── scripts │ │ │ │ │ ├── configs │ │ │ │ │ │ ├── glue_config.sh │ │ │ │ │ │ ├── pretrain_config.sh │ │ │ │ │ │ └── squad_config.sh │ │ │ │ │ ├── data_download.sh │ │ │ │ │ ├── docker │ │ │ │ │ │ ├── build.sh │ │ │ │ │ │ └── launch.sh │ │ │ │ │ ├── run_glue.sh │ │ │ │ │ ├── run_pretraining.sh │ │ │ │ │ ├── run_squad.sh │ │ │ │ │ └── run_swag.sh │ │ │ │ ├── tokenization.py │ │ │ │ ├── utils.py │ │ │ │ └── vocab │ │ │ │ │ └── vocab │ │ │ ├── bert_example.py │ │ │ ├── run_glue.py │ │ │ ├── run_squad.py │ │ │ ├── scripts │ │ │ │ ├── run_mrpc.sh │ │ │ │ └── run_squad.sh │ │ │ └── utils │ │ │ │ ├── checkpoint_quantization.py │ │ │ │ ├── encoder.py │ │ │ │ ├── get_mrpc_data.py │ │ │ │ └── modeling_bert.py │ │ ├── decoder │ │ │ ├── decoder_example.py │ │ │ └── utils │ │ │ │ ├── decoder.py │ │ │ │ └── ft_decoder.py │ │ ├── decoding │ │ │ ├── decoding_example.py │ │ │ ├── translate_example.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ ├── decoding.py │ │ │ │ ├── download_model.sh │ │ │ │ ├── ft_decoding.py │ │ │ │ ├── recover_bpe.py │ │ │ │ ├── translation │ │ │ │ ├── test.de │ │ │ │ ├── test.en │ │ │ │ └── wmtende.vocab │ │ │ │ ├── translation_model.py │ │ │ │ └── translator.py │ │ ├── encoder │ │ │ ├── encoder_example.py │ │ │ └── utils │ │ │ │ └── ft_encoder.py │ │ ├── gpt │ │ │ ├── evaluate_zeroshot_gpt.py │ │ │ ├── gpt_example.py │ │ │ ├── gpt_summarization.py │ │ │ ├── multi_gpu_gpt_example.py │ │ │ ├── requirement.txt │ │ │ ├── scripts │ │ │ │ └── evaluate_zeroshot_gpt.sh │ │ │ └── utils │ │ │ │ ├── checkpoint_saver_fastertransformer.py │ │ │ │ ├── generate_gpt_config.py │ │ │ │ ├── generate_start_ids.py │ │ │ │ ├── gpt.py │ │ │ │ ├── gpt_token_converter.py │ │ │ │ ├── gpt_token_encoder.py │ │ │ │ ├── huggingface_gpt_convert.py │ │ │ │ ├── huggingface_jp_gpt_convert.py │ │ │ │ ├── megatron_ckpt_convert.py │ │ │ │ ├── megatron_ckpt_convert_2.py │ │ │ │ ├── nemo_ckpt_convert.py │ │ │ │ ├── parallel_gpt.py │ │ │ │ └── word_list.py │ │ ├── gptj │ │ │ └── utils │ │ │ │ ├── gptj_ckpt_convert.py │ │ │ │ └── reference_gptj.py │ │ ├── longformer │ │ │ ├── longformer_qa.py │ │ │ └── model.py │ │ ├── requirement.txt │ │ ├── swin │ │ │ ├── Swin-Transformer-Quantization │ │ │ │ ├── README.md │ │ │ │ ├── __init__.py │ │ │ │ ├── calib.sh │ │ │ │ ├── data.py │ │ │ │ ├── main.py │ │ │ │ ├── models.py │ │ │ │ ├── qat.sh │ │ │ │ ├── quant_utils.py │ │ │ │ └── run.sh │ │ │ ├── SwinTransformerINT8Weight.py │ │ │ ├── SwinTransformerWeightTransposeQKVWeight.py │ │ │ ├── checkpoint_quantization.py │ │ │ ├── infer_swintransformer_int8_op.py │ │ │ ├── infer_swintransformer_op.py │ │ │ ├── run_test.sh │ │ │ ├── run_test_int8.sh │ │ │ └── run_test_int8_accuracy.sh │ │ ├── t5 │ │ │ ├── perf_benchmark.py │ │ │ ├── requirement.txt │ │ │ ├── translate_example.py │ │ │ └── utils │ │ │ │ ├── ft_decoding.py │ │ │ │ ├── ft_encoder.py │ │ │ │ ├── huggingface_t5_ckpt_convert.py │ │ │ │ ├── megatron_t5_ckpt_convert.py │ │ │ │ ├── nemo_t5_ckpt_convert.py │ │ │ │ └── t5_ckpt_convert.py │ │ ├── utils.py │ │ └── vit │ │ │ ├── ViT-quantization │ │ │ ├── README.md │ │ │ ├── calib.sh │ │ │ ├── config.py │ │ │ ├── data.py │ │ │ ├── main.py │ │ │ ├── qat.sh │ │ │ ├── quant_utils.py │ │ │ └── vit_int8.py │ │ │ ├── VisionTransformerINT8WeightLoader.py │ │ │ ├── VisionTransformerWeightLoader.py │ │ │ ├── checkpoint_quantization.py │ │ │ ├── infer_visiontransformer_int8_op.py │ │ │ ├── infer_visiontransformer_op.py │ │ │ ├── requirement.txt │ │ │ ├── run.sh │ │ │ └── run2.sh │ ├── tensorflow │ │ ├── bert │ │ │ ├── bert-quantization │ │ │ │ ├── .dockerignore │ │ │ │ ├── CONTRIBUTING.md │ │ │ │ ├── Dockerfile │ │ │ │ ├── LICENSE │ │ │ │ ├── NOTICE │ │ │ │ ├── README.md │ │ │ │ ├── README_orig.md │ │ │ │ ├── __init__.py │ │ │ │ ├── configurations.yml │ │ │ │ ├── extract_features.py │ │ │ │ ├── fp16_utils.py │ │ │ │ ├── ft-tensorflow-quantization │ │ │ │ │ ├── README.md │ │ │ │ │ ├── ft_tensorflow_quantization │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── python │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ ├── calib │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ ├── calibrator.py │ │ │ │ │ │ │ ├── histogram.py │ │ │ │ │ │ │ └── max.py │ │ │ │ │ │ │ ├── layers │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ ├── dense.py │ │ │ │ │ │ │ ├── tensor_quantizer.py │ │ │ │ │ │ │ └── utils.py │ │ │ │ │ │ │ ├── ops │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ └── fake_quantize.py │ │ │ │ │ │ │ └── utils │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ └── utils.py │ │ │ │ │ └── setup.py │ │ │ │ ├── fused_layer_norm.py │ │ │ │ ├── gpu_environment.py │ │ │ │ ├── modeling.py │ │ │ │ ├── optimization.py │ │ │ │ ├── run_pretraining.py │ │ │ │ ├── run_squad.py │ │ │ │ ├── tf_metrics.py │ │ │ │ ├── tokenization.py │ │ │ │ └── utils │ │ │ │ │ ├── create_glue_data.py │ │ │ │ │ ├── create_pretraining_data.py │ │ │ │ │ ├── create_squad_data.py │ │ │ │ │ └── utils.py │ │ │ ├── bert_example.py │ │ │ ├── tensorflow_bert │ │ │ │ ├── __init__.py │ │ │ │ ├── ckpt_quantization.py │ │ │ │ ├── ckpt_type_convert.py │ │ │ │ ├── fast_infer_util.py │ │ │ │ ├── my_modeling.py │ │ │ │ ├── profile_bert_inference.py │ │ │ │ ├── profile_transformer_inference.py │ │ │ │ ├── profile_util.py │ │ │ │ ├── run_classifier_wrap.py │ │ │ │ ├── run_squad_wrap.py │ │ │ │ ├── sample.md │ │ │ │ ├── squad_evaluate-v1.1.py │ │ │ │ └── squad_evaluate_v1_1.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ ├── bert.py │ │ │ │ ├── common.py │ │ │ │ ├── position.py │ │ │ │ └── reducer.py │ │ ├── ckpt_type_convert.py │ │ ├── common_utils │ │ │ ├── common.py │ │ │ ├── position.py │ │ │ └── reducer.py │ │ ├── decoder │ │ │ ├── decoder_example.py │ │ │ └── utils │ │ │ │ ├── beam_search.py │ │ │ │ ├── common.py │ │ │ │ ├── decoder.py │ │ │ │ ├── decoding.py │ │ │ │ ├── position.py │ │ │ │ ├── reducer.py │ │ │ │ └── sampling.py │ │ ├── decoding │ │ │ ├── decoding_example.py │ │ │ ├── translate_example.py │ │ │ └── utils │ │ │ │ ├── bleu_score.py │ │ │ │ ├── ft_decoding.py │ │ │ │ └── translation │ │ │ │ ├── download_model_data.sh │ │ │ │ ├── test.de │ │ │ │ ├── test.en │ │ │ │ └── wmtende.vocab │ │ ├── encoder │ │ │ ├── encoder_example.py │ │ │ └── utils │ │ │ │ └── encoder.py │ │ ├── gpt │ │ │ ├── gpt_example.py │ │ │ └── utils │ │ │ │ ├── download_gpt2_model.py │ │ │ │ ├── gpt_token_converter.py │ │ │ │ ├── gpt_token_encoder.py │ │ │ │ └── openai_gpt_ckpt_converter.py │ │ ├── requirement.txt │ │ └── xlnet │ │ │ ├── convertInput.py │ │ │ ├── convertModel.py │ │ │ ├── downloadModel.sh │ │ │ ├── modeling.py │ │ │ ├── runData.py │ │ │ └── verifyCorrectness.sh │ └── tensorrt │ │ ├── swin │ │ ├── builder_fp16.py │ │ ├── builder_fp32.py │ │ ├── builder_int8.py │ │ ├── infer_swintransformer_plugin.py │ │ ├── infer_swintransformer_plugin_int8.py │ │ ├── run_builder_fp16.sh │ │ ├── run_builder_fp32.sh │ │ ├── run_builder_int8.sh │ │ ├── run_infer_fp16.sh │ │ ├── run_infer_fp32.sh │ │ └── run_infer_int8.sh │ │ ├── t5 │ │ ├── createT5TestData.py │ │ ├── extractT5ModelToBIN.py │ │ └── testT5Plugin.py │ │ └── vit │ │ ├── infer_visiontransformer_plugin.py │ │ └── plugin_loader.py ├── src │ ├── CMakeLists.txt │ └── fastertransformer │ │ ├── CMakeLists.txt │ │ ├── kernels │ │ ├── CMakeLists.txt │ │ ├── activation_int8_kernels.cu │ │ ├── activation_int8_kernels.h │ │ ├── activation_kernels.cu │ │ ├── activation_kernels.h │ │ ├── add_bias_transpose_kernels.cu │ │ ├── add_bias_transpose_kernels.h │ │ ├── add_residual_kernels.cu │ │ ├── add_residual_kernels.h │ │ ├── ban_bad_words.cu │ │ ├── ban_bad_words.h │ │ ├── beam_search_penalty_kernels.cu │ │ ├── beam_search_penalty_kernels.h │ │ ├── beam_search_topk_kernels.cu │ │ ├── beam_search_topk_kernels.h │ │ ├── bert_preprocess_kernels.cu │ │ ├── bert_preprocess_kernels.h │ │ ├── bfloat16_fallback_kenrels.cuh │ │ ├── calibrate_quantize_weight_kernels.cu │ │ ├── calibrate_quantize_weight_kernels.h │ │ ├── custom_ar_kernels.cu │ │ ├── custom_ar_kernels.h │ │ ├── decoder_masked_multihead_attention.cu │ │ ├── decoder_masked_multihead_attention.h │ │ ├── decoder_masked_multihead_attention_utils.h │ │ ├── decoding_kernels.cu │ │ ├── decoding_kernels.h │ │ ├── dequantize_kernels.cu │ │ ├── dequantize_kernels.h │ │ ├── gen_relative_pos_bias.cu │ │ ├── gen_relative_pos_bias.h │ │ ├── gpt_kernels.cu │ │ ├── gpt_kernels.h │ │ ├── int8_utils.cuh │ │ ├── layernorm_int8_kernels.cu │ │ ├── layernorm_int8_kernels.h │ │ ├── layernorm_kernels.cu │ │ ├── layernorm_kernels.h │ │ ├── layout_transformer_int8_kernels.cu │ │ ├── layout_transformer_int8_kernels.h │ │ ├── logprob_kernels.cu │ │ ├── logprob_kernels.h │ │ ├── longformer_kernels.cu │ │ ├── longformer_kernels.h │ │ ├── matrix_transpose_kernels.cu │ │ ├── matrix_transpose_kernels.h │ │ ├── matrix_vector_multiplication.cu │ │ ├── matrix_vector_multiplication.h │ │ ├── online_softmax_beamsearch_kernels.cu │ │ ├── online_softmax_beamsearch_kernels.h │ │ ├── quantization_int8_kernels.cu │ │ ├── quantization_int8_kernels.h │ │ ├── quantize_weight.cu │ │ ├── quantize_weight.h │ │ ├── reduce_kernel_utils.cuh │ │ ├── reverse_roll_kernels.cu │ │ ├── reverse_roll_kernels.h │ │ ├── sampling_penalty_kernels.cu │ │ ├── sampling_penalty_kernels.h │ │ ├── sampling_topk_kernels.cu │ │ ├── sampling_topk_kernels.h │ │ ├── sampling_topp_kernels.cu │ │ ├── sampling_topp_kernels.h │ │ ├── softmax_int8_kernels.cu │ │ ├── softmax_int8_kernels.h │ │ ├── stop_criteria_kernels.cu │ │ ├── stop_criteria_kernels.h │ │ ├── transform_mask_kernels.cu │ │ ├── transform_mask_kernels.h │ │ ├── transpose_int8_kernels.cu │ │ ├── transpose_int8_kernels.h │ │ ├── unfused_attention_int8_kernels.cu │ │ ├── unfused_attention_int8_kernels.h │ │ ├── unfused_attention_kernels.cu │ │ ├── unfused_attention_kernels.h │ │ ├── vit_kernels.cu │ │ ├── vit_kernels.h │ │ ├── xlnet_attention_kernels.cu │ │ ├── xlnet_attention_kernels.h │ │ ├── xlnet_preprocess_kernels.cu │ │ └── xlnet_preprocess_kernels.h │ │ ├── layers │ │ ├── BaseLayer.h │ │ ├── CMakeLists.txt │ │ ├── DenseWeight.h │ │ ├── DynamicDecodeBaseLayer.h │ │ ├── DynamicDecodeLayer.cc │ │ ├── DynamicDecodeLayer.h │ │ ├── FfnINT8Weight.h │ │ ├── FfnLayer.cc │ │ ├── FfnLayer.h │ │ ├── FfnLayerINT8.cc │ │ ├── FfnLayerINT8.h │ │ ├── FfnWeight.h │ │ ├── TensorParallelGeluFfnLayer.cc │ │ ├── TensorParallelGeluFfnLayer.h │ │ ├── TensorParallelReluFfnLayer.cc │ │ ├── TensorParallelReluFfnLayer.h │ │ ├── attention_layers │ │ │ ├── AttentionWeight.h │ │ │ ├── BaseAttentionLayer.h │ │ │ ├── CMakeLists.txt │ │ │ ├── DecoderCrossAttentionLayer.cu │ │ │ ├── DecoderCrossAttentionLayer.h │ │ │ ├── DecoderSelfAttentionLayer.cc │ │ │ ├── DecoderSelfAttentionLayer.h │ │ │ ├── FusedAttentionLayer.cu │ │ │ ├── FusedAttentionLayer.h │ │ │ ├── GptContextAttentionLayer.cc │ │ │ ├── GptContextAttentionLayer.h │ │ │ ├── LongformerAttentionLayer.cc │ │ │ ├── LongformerAttentionLayer.h │ │ │ ├── TensorParallelDecoderCrossAttentionLayer.cc │ │ │ ├── TensorParallelDecoderCrossAttentionLayer.cu │ │ │ ├── TensorParallelDecoderCrossAttentionLayer.h │ │ │ ├── TensorParallelDecoderSelfAttentionLayer.cc │ │ │ ├── TensorParallelDecoderSelfAttentionLayer.h │ │ │ ├── TensorParallelGptContextAttentionLayer.cc │ │ │ ├── TensorParallelGptContextAttentionLayer.h │ │ │ ├── TensorParallelUnfusedAttentionLayer.cc │ │ │ ├── TensorParallelUnfusedAttentionLayer.h │ │ │ ├── UnfusedAttentionLayer.cc │ │ │ ├── UnfusedAttentionLayer.h │ │ │ ├── WindowAttention.cc │ │ │ └── WindowAttention.h │ │ ├── attention_layers_int8 │ │ │ ├── AttentionINT8Weight.h │ │ │ ├── CMakeLists.txt │ │ │ ├── FusedAttentionLayerINT8.cu │ │ │ ├── FusedAttentionLayerINT8.h │ │ │ ├── UnfusedAttentionLayerINT8.cc │ │ │ ├── UnfusedAttentionLayerINT8.h │ │ │ ├── WindowAttentionINT8.cu │ │ │ └── WindowAttentionINT8.h │ │ ├── beam_search_layers │ │ │ ├── BaseBeamSearchLayer.cu │ │ │ ├── BaseBeamSearchLayer.h │ │ │ ├── BeamSearchLayer.cu │ │ │ ├── BeamSearchLayer.h │ │ │ ├── CMakeLists.txt │ │ │ ├── OnlineBeamSearchLayer.cu │ │ │ └── OnlineBeamSearchLayer.h │ │ ├── sampling_layers │ │ │ ├── BaseSamplingLayer.cc │ │ │ ├── BaseSamplingLayer.h │ │ │ ├── CMakeLists.txt │ │ │ ├── TopKSamplingLayer.cu │ │ │ ├── TopKSamplingLayer.h │ │ │ ├── TopKTopPSamplingLayer.cu │ │ │ ├── TopKTopPSamplingLayer.h │ │ │ ├── TopPSamplingLayer.cu │ │ │ └── TopPSamplingLayer.h │ │ └── xlnet_attention_layers │ │ │ ├── CMakeLists.txt │ │ │ ├── XlnetAttentionLayer.cc │ │ │ ├── XlnetAttentionLayer.h │ │ │ └── XlnetAttentionWeight.h │ │ ├── models │ │ ├── CMakeLists.txt │ │ ├── bert │ │ │ ├── Bert.cc │ │ │ ├── Bert.h │ │ │ ├── BertLayerWeight.h │ │ │ ├── BertWeight.h │ │ │ ├── CMakeLists.txt │ │ │ └── bert_gemm.cc │ │ ├── bert_int8 │ │ │ ├── BertINT8.cc │ │ │ ├── BertINT8.h │ │ │ ├── BertLayerINT8.cc │ │ │ ├── BertLayerINT8.h │ │ │ ├── BertLayerINT8Weight.h │ │ │ └── CMakeLists.txt │ │ ├── decoder │ │ │ ├── CMakeLists.txt │ │ │ ├── Decoder.cc │ │ │ ├── Decoder.h │ │ │ └── DecoderLayerWeight.h │ │ ├── decoding │ │ │ ├── CMakeLists.txt │ │ │ ├── Decoding.cc │ │ │ ├── Decoding.h │ │ │ ├── DecodingWeight.h │ │ │ └── decoding_gemm.cc │ │ ├── gpt │ │ │ ├── CMakeLists.txt │ │ │ ├── Gpt.cc │ │ │ ├── Gpt.h │ │ │ ├── GptContextDecoder.cc │ │ │ ├── GptContextDecoder.h │ │ │ ├── GptDecoder.cc │ │ │ ├── GptDecoder.h │ │ │ ├── GptDecoderLayerWeight.cc │ │ │ ├── GptDecoderLayerWeight.h │ │ │ ├── GptWeight.cc │ │ │ └── GptWeight.h │ │ ├── gptj │ │ │ ├── CMakeLists.txt │ │ │ ├── GptJ.cc │ │ │ ├── GptJ.h │ │ │ ├── GptJContextDecoder.cc │ │ │ ├── GptJContextDecoder.h │ │ │ ├── GptJDecoder.cc │ │ │ ├── GptJDecoder.h │ │ │ ├── GptJDecoderLayerWeight.cc │ │ │ ├── GptJDecoderLayerWeight.h │ │ │ ├── GptJWeight.cc │ │ │ └── GptJWeight.h │ │ ├── longformer │ │ │ ├── CMakeLists.txt │ │ │ ├── LongformerEncoder.cc │ │ │ └── LongformerEncoder.h │ │ ├── multi_gpu_gpt │ │ │ ├── CMakeLists.txt │ │ │ ├── ParallelGpt.cc │ │ │ ├── ParallelGpt.h │ │ │ ├── ParallelGptContextDecoder.cc │ │ │ ├── ParallelGptContextDecoder.h │ │ │ ├── ParallelGptDecoder.cc │ │ │ ├── ParallelGptDecoder.h │ │ │ ├── ParallelGptDecoderLayerWeight.cc │ │ │ ├── ParallelGptDecoderLayerWeight.h │ │ │ ├── ParallelGptWeight.cc │ │ │ ├── ParallelGptWeight.h │ │ │ └── gpt_gemm.cc │ │ ├── swin │ │ │ ├── CMakeLists.txt │ │ │ ├── Swin.cc │ │ │ ├── Swin.h │ │ │ ├── SwinBasicLayer.cc │ │ │ ├── SwinBasicLayer.h │ │ │ ├── SwinBlock.cc │ │ │ ├── SwinBlock.h │ │ │ ├── SwinWeight.h │ │ │ └── swin_gemm.cc │ │ ├── swin_int8 │ │ │ ├── CMakeLists.txt │ │ │ ├── SwinBasicLayerINT8.cc │ │ │ ├── SwinBasicLayerINT8.h │ │ │ ├── SwinBlockINT8.cc │ │ │ ├── SwinBlockINT8.h │ │ │ ├── SwinINT8.cc │ │ │ ├── SwinINT8.h │ │ │ └── SwinINT8Weight.h │ │ ├── t5 │ │ │ ├── CMakeLists.txt │ │ │ ├── T5Decoder.cc │ │ │ ├── T5Decoder.h │ │ │ ├── T5DecoderLayerWeight.cc │ │ │ ├── T5DecoderLayerWeight.h │ │ │ ├── T5Decoding.cc │ │ │ ├── T5Decoding.h │ │ │ ├── T5DecodingWeight.cc │ │ │ ├── T5DecodingWeight.h │ │ │ ├── T5Encoder.cc │ │ │ ├── T5Encoder.h │ │ │ ├── T5EncoderLayerWeight.cc │ │ │ ├── T5EncoderLayerWeight.h │ │ │ ├── T5EncoderWeight.cc │ │ │ ├── T5EncoderWeight.h │ │ │ └── t5_gemm.cc │ │ ├── vit │ │ │ ├── CMakeLists.txt │ │ │ ├── ViT.cc │ │ │ ├── ViT.h │ │ │ ├── ViTLayerWeight.h │ │ │ ├── ViTWeight.h │ │ │ └── vit_gemm.cc │ │ ├── vit_int8 │ │ │ ├── CMakeLists.txt │ │ │ ├── ViTINT8.cc │ │ │ ├── ViTINT8.h │ │ │ ├── ViTINT8Weight.h │ │ │ └── ViTLayerINT8Weight.h │ │ ├── wenet │ │ │ ├── CMakeLists.txt │ │ │ ├── ConformerConvLayer.cc │ │ │ ├── ConformerConvLayer.h │ │ │ ├── CrossAttentionKernels.cu │ │ │ ├── ExtractDecoderToBIN.py │ │ │ ├── ExtractEncoderToBIN.py │ │ │ ├── FTCudaGraph.h │ │ │ ├── MultiHeadedAttentionLayer.cc │ │ │ ├── MultiHeadedAttentionLayer.h │ │ │ ├── RelPositionAttentionLayer.cc │ │ │ ├── RelPositionAttentionLayer.h │ │ │ ├── SelfAttentionKernels.cu │ │ │ ├── SiluFfnLayer.cc │ │ │ ├── SiluFfnLayer.h │ │ │ ├── WenetDecoder.cc │ │ │ ├── WenetDecoder.h │ │ │ ├── WenetDecoderLayerWeight.cc │ │ │ ├── WenetDecoderLayerWeight.h │ │ │ ├── WenetDecoderWeight.cc │ │ │ ├── WenetDecoderWeight.h │ │ │ ├── WenetEncoder.cc │ │ │ ├── WenetEncoder.h │ │ │ ├── WenetEncoderLayerWeight.cc │ │ │ ├── WenetEncoderLayerWeight.h │ │ │ ├── WenetEncoderWeight.cc │ │ │ ├── WenetEncoderWeight.h │ │ │ ├── WenetKernels.cu │ │ │ └── WenetKernels.h │ │ └── xlnet │ │ │ ├── CMakeLists.txt │ │ │ ├── Xlnet.cc │ │ │ ├── Xlnet.h │ │ │ ├── XlnetLayerWeight.h │ │ │ └── xlnet_gemm.cc │ │ ├── tensorrt_plugin │ │ ├── CMakeLists.txt │ │ ├── swin │ │ │ ├── CMakeLists.txt │ │ │ ├── serialize.hpp │ │ │ ├── swinTransformerINT8Plugin.cpp │ │ │ ├── swinTransformerINT8Plugin.h │ │ │ ├── swinTransformerPlugin.cpp │ │ │ └── swinTransformerPlugin.h │ │ ├── t5 │ │ │ ├── CMakeLists.txt │ │ │ ├── README.md │ │ │ ├── T5Plugin.cu │ │ │ ├── T5Plugin.h │ │ │ ├── T5PluginGemm.cc │ │ │ └── T5PluginGemm.h │ │ ├── vit │ │ │ ├── CMakeLists.txt │ │ │ ├── ViTPlugin.cpp │ │ │ └── ViTPlugin.h │ │ └── wenet │ │ │ ├── CMakeLists.txt │ │ │ ├── DecoderPlugin.cc │ │ │ ├── DecoderPlugin.h │ │ │ ├── EncoderGemm.cc │ │ │ ├── EncoderGemm.h │ │ │ ├── EncoderPlugin.cc │ │ │ └── EncoderPlugin.h │ │ ├── tf_op │ │ ├── BaseOp.h │ │ ├── CMakeLists.txt │ │ ├── bert │ │ │ ├── BertINT8Op.cc │ │ │ ├── BertOp.cc │ │ │ ├── CMakeLists.txt │ │ │ └── weight_quantize_op.cc │ │ ├── decoder │ │ │ ├── CMakeLists.txt │ │ │ ├── DecoderOp.cc │ │ │ └── FusedSelfAttentionOp.cc │ │ ├── decoding │ │ │ ├── CMakeLists.txt │ │ │ └── DecodingOp.cc │ │ ├── encoder │ │ │ ├── CMakeLists.txt │ │ │ └── EncoderOp.cc │ │ └── gpt │ │ │ ├── CMakeLists.txt │ │ │ └── GptOp.cc │ │ ├── th_op │ │ ├── CMakeLists.txt │ │ ├── bert │ │ │ ├── BertINT8Op.cc │ │ │ ├── BertINT8Op.h │ │ │ ├── BertOp.cc │ │ │ ├── BertOp.h │ │ │ ├── CMakeLists.txt │ │ │ └── WeightQuantizeOp.cc │ │ ├── decoder │ │ │ ├── CMakeLists.txt │ │ │ ├── DecoderOp.cc │ │ │ └── DecoderOp.h │ │ ├── decoding │ │ │ ├── CMakeLists.txt │ │ │ ├── DecodingOp.cc │ │ │ ├── DecodingOp.h │ │ │ ├── GatherTreeOp.cc │ │ │ └── GatherTreeOp.h │ │ ├── encoder │ │ │ ├── CMakeLists.txt │ │ │ ├── EncoderOp.cc │ │ │ └── EncoderOp.h │ │ ├── gpt │ │ │ ├── CMakeLists.txt │ │ │ ├── GptOp.cc │ │ │ └── GptOp.h │ │ ├── longformer │ │ │ ├── CMakeLists.txt │ │ │ ├── LongformerEncoderOp.cc │ │ │ └── LongformerEncoderOp.h │ │ ├── multi_gpu_gpt │ │ │ ├── CMakeLists.txt │ │ │ ├── ParallelGptOp.cc │ │ │ ├── ParallelGptOp.h │ │ │ ├── WeightTransposeCalibrateQuantizeOp.cc │ │ │ └── WeightTransposeCalibrateQuantizeOp.h │ │ ├── swin │ │ │ ├── CMakeLists.txt │ │ │ ├── SwinINT8Op.cc │ │ │ ├── SwinINT8Op.h │ │ │ ├── SwinOp.cc │ │ │ ├── SwinOp.h │ │ │ └── WeightQuantizeOp.cc │ │ ├── t5 │ │ │ ├── CMakeLists.txt │ │ │ ├── T5DecoderOp.cc │ │ │ ├── T5DecoderOp.h │ │ │ ├── T5DecodingOp.cc │ │ │ ├── T5DecodingOp.h │ │ │ ├── T5EncoderOp.cc │ │ │ └── T5EncoderOp.h │ │ ├── th_traits.h │ │ ├── th_utils.cu │ │ ├── th_utils.h │ │ └── vit │ │ │ ├── CMakeLists.txt │ │ │ ├── ViTINT8Op.cc │ │ │ ├── ViTINT8Op.h │ │ │ ├── ViTOp.cc │ │ │ ├── ViTOp.h │ │ │ └── WeightQuantizeOp.cc │ │ ├── triton_backend │ │ ├── CMakeLists.txt │ │ ├── gptj │ │ │ ├── CMakeLists.txt │ │ │ ├── GptJTritonModel.cc │ │ │ ├── GptJTritonModel.h │ │ │ ├── GptJTritonModelInstance.cc │ │ │ └── GptJTritonModelInstance.h │ │ ├── multi_gpu_gpt │ │ │ ├── CMakeLists.txt │ │ │ ├── ParallelGptTritonModel.cc │ │ │ ├── ParallelGptTritonModel.h │ │ │ ├── ParallelGptTritonModelInstance.cc │ │ │ └── ParallelGptTritonModelInstance.h │ │ ├── t5 │ │ │ ├── CMakeLists.txt │ │ │ ├── T5TritonModel.cc │ │ │ ├── T5TritonModel.h │ │ │ ├── T5TritonModelInstance.cc │ │ │ └── T5TritonModelInstance.h │ │ ├── transformer_triton_backend.hpp │ │ └── triton_utils.hpp │ │ └── utils │ │ ├── CMakeLists.txt │ │ ├── ScaleList.h │ │ ├── Tensor.h │ │ ├── allocator.h │ │ ├── conv2d.h │ │ ├── convert_data_type.h │ │ ├── cublasAlgoMap.cc │ │ ├── cublasAlgoMap.h │ │ ├── cublasINT8MMWrapper.cc │ │ ├── cublasINT8MMWrapper.h │ │ ├── cublasMMWrapper.cc │ │ ├── cublasMMWrapper.h │ │ ├── cuda_bf16_wrapper.h │ │ ├── cuda_utils.h │ │ ├── custom_ar_comm.cc │ │ ├── custom_ar_comm.h │ │ ├── gemm.cc │ │ ├── gemm.h │ │ ├── gemm_test │ │ ├── CMakeLists.txt │ │ ├── decoding_gemm_func.cc │ │ ├── decoding_gemm_func.h │ │ ├── encoder_gemm_func.cc │ │ ├── encoder_gemm_func.h │ │ ├── encoder_igemm_func.cc │ │ ├── encoder_igemm_func.h │ │ ├── gemm_func.cc │ │ ├── gemm_func.h │ │ ├── gpt_gemm_func.cc │ │ ├── gpt_gemm_func.h │ │ ├── swin_gemm_func.cc │ │ ├── swin_gemm_func.h │ │ ├── swin_igemm_func.cc │ │ ├── swin_igemm_func.h │ │ ├── t5_gemm_func.cc │ │ ├── t5_gemm_func.h │ │ ├── xlnet_gemm_func.cc │ │ └── xlnet_gemm_func.h │ │ ├── logger.h │ │ ├── memory_utils.cu │ │ ├── memory_utils.h │ │ ├── mpi_utils.h │ │ ├── nccl_utils.cc │ │ ├── nccl_utils.h │ │ ├── nvtx_utils.cc │ │ ├── nvtx_utils.h │ │ ├── string_utils.h │ │ ├── word_list.cc │ │ └── word_list.h ├── templates │ └── adding_a_new_model │ │ └── README.md └── tests │ ├── CMakeLists.txt │ ├── bert │ ├── tf_bert_unit_test.py │ ├── tf_encoder_unit_test.py │ ├── th_bert_unit_test.py │ └── th_encoder_unit_test.py │ ├── decoding │ ├── tf_decoding_unit_test.py │ └── tf_fused_self_multihead_attention_unit_test.py │ ├── longformer │ └── py_longformer_unit_test.py │ └── unittests │ ├── CMakeLists.txt │ ├── test_gemm.cu │ ├── test_logprob_kernels.cu │ └── test_sampling.cu ├── wenet ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── CPPLINT.cfg ├── LICENSE ├── README.md ├── README_CN.md ├── docs │ ├── .gitignore │ ├── Makefile │ ├── UIO.md │ ├── conf.py │ ├── context.md │ ├── images │ │ ├── UIO_dataflow.png │ │ ├── UIO_system.png │ │ ├── UIO_wenetspeech_cer.png │ │ ├── check_detail.png │ │ ├── checks.png │ │ ├── context_graph.png │ │ ├── lm_system.png │ │ ├── runtime_android.gif │ │ ├── runtime_server.gif │ │ ├── runtime_web.png │ │ ├── subsampling_overalp.gif │ │ └── u2.gif │ ├── index.rst │ ├── jit_in_wenet.md │ ├── lm.md │ ├── make.bat │ ├── papers.md │ ├── pretrained_models.md │ ├── runtime.md │ ├── tutorial_aishell.md │ └── tutorial_librispeech.md ├── examples │ ├── aishell │ │ ├── s0 │ │ │ ├── README.md │ │ │ ├── UIO_RESULT.md │ │ │ ├── conf │ │ │ │ ├── dyq_conformer.yaml │ │ │ │ ├── train_conformer.yaml │ │ │ │ ├── train_conformer_no_pos.yaml │ │ │ │ ├── train_transformer.yaml │ │ │ │ ├── train_u2++_conformer.yaml │ │ │ │ ├── train_u2++_transformer.yaml │ │ │ │ ├── train_unified_conformer.yaml │ │ │ │ └── train_unified_transformer.yaml │ │ │ ├── fp32.log │ │ │ ├── gen_data.py │ │ │ ├── int8.log │ │ │ ├── local │ │ │ │ ├── aishell_data_prep.sh │ │ │ │ ├── aishell_train_lms.sh │ │ │ │ └── download_and_untar.sh │ │ │ ├── path.sh │ │ │ ├── run.sh │ │ │ ├── tools │ │ │ ├── train.log │ │ │ └── wenet │ │ ├── s0_deprecated │ │ │ ├── README.md │ │ │ ├── conf │ │ │ │ ├── train_conformer.yaml │ │ │ │ ├── train_conformer_no_pos.yaml │ │ │ │ ├── train_transformer.yaml │ │ │ │ ├── train_u2++_conformer.yaml │ │ │ │ ├── train_u2++_transformer.yaml │ │ │ │ ├── train_unified_conformer.yaml │ │ │ │ └── train_unified_transformer.yaml │ │ │ ├── local │ │ │ │ ├── aishell_data_prep.sh │ │ │ │ ├── aishell_train_lms.sh │ │ │ │ └── download_and_untar.sh │ │ │ ├── path.sh │ │ │ ├── run.sh │ │ │ ├── tools │ │ │ └── wenet │ │ └── s1 │ │ │ ├── README.md │ │ │ ├── cmd.sh │ │ │ ├── conf │ │ │ ├── fbank.conf │ │ │ ├── pitch.conf │ │ │ ├── train_conformer.yaml │ │ │ ├── train_transformer.yaml │ │ │ └── train_unified_conformer.yaml │ │ │ ├── local │ │ │ ├── aishell_data_prep.sh │ │ │ └── download_and_untar.sh │ │ │ ├── path.sh │ │ │ ├── run.sh │ │ │ ├── tools │ │ │ └── wenet │ ├── aishell2 │ │ └── s0 │ │ │ ├── README.md │ │ │ ├── conf │ │ │ ├── train_u2++_conformer.yaml │ │ │ ├── train_u2++_transformer.yaml │ │ │ ├── train_unified_conformer.yaml │ │ │ └── train_unified_transformer.yaml │ │ │ ├── local │ │ │ ├── prepare_data.sh │ │ │ ├── train_lms.sh │ │ │ └── word_segmentation.py │ │ │ ├── path.sh │ │ │ ├── run.sh │ │ │ ├── tools │ │ │ └── wenet │ ├── aishell4 │ │ └── s0 │ │ │ ├── README.md │ │ │ ├── conf │ │ │ └── train_conformer.yaml │ │ │ ├── local │ │ │ ├── aishell4_process_textgrid.py │ │ │ ├── apply_map.pl │ │ │ ├── copy_data_dir.sh │ │ │ ├── download_and_untar.sh │ │ │ ├── filter_scp.pl │ │ │ ├── prepare_data.sh │ │ │ ├── spk2utt_to_utt2spk.pl │ │ │ ├── text_format.pl │ │ │ ├── text_normalize.pl │ │ │ ├── utt2spk_to_spk2utt.pl │ │ │ ├── validate_data_dir.sh │ │ │ └── validate_text.pl │ │ │ ├── path.sh │ │ │ ├── run.sh │ │ │ ├── tools │ │ │ └── wenet │ ├── chime4 │ │ └── s0 │ │ │ ├── README.md │ │ │ ├── conf │ │ │ └── train_conformer.yaml │ │ │ ├── local │ │ │ ├── chime4_format_dir.sh │ │ │ ├── chime4_gen_wav.sh │ │ │ ├── clean_wsj0_data_prep.sh │ │ │ ├── clean_wsj1_data_prep.sh │ │ │ ├── cstr_ndx2flist.pl │ │ │ ├── find_noisy_transcripts.pl │ │ │ ├── find_transcripts.pl │ │ │ ├── flist2scp.pl │ │ │ ├── ndx2flist.pl │ │ │ ├── normalize_transcript.pl │ │ │ ├── real_enhan_chime4_data_prep.sh │ │ │ ├── real_noisy_chime4_data_prep.sh │ │ │ ├── simu_enhan_chime4_data_prep.sh │ │ │ └── simu_noisy_chime4_data_prep.sh │ │ │ ├── path.sh │ │ │ ├── run.sh │ │ │ ├── tools │ │ │ └── wenet │ ├── csj │ │ └── s0 │ │ │ ├── README.md │ │ │ ├── conf │ │ │ └── train_conformer.yaml │ │ │ ├── csj_tools │ │ │ ├── wn.0.parse.py │ │ │ ├── wn.1.split_wav.py │ │ │ ├── wn.2.prep.text.py │ │ │ ├── wn.3.mincut.py │ │ │ └── wn.4.make_raw_list.py │ │ │ ├── list_files │ │ │ ├── 2ch.id.list │ │ │ ├── test.set.1.list │ │ │ ├── test.set.123.list │ │ │ ├── test.set.2.list │ │ │ └── test.set.3.list │ │ │ ├── path.sh │ │ │ ├── run.sh │ │ │ ├── tools │ │ │ └── wenet │ ├── gigaspeech │ │ └── s0 │ │ │ ├── README.md │ │ │ ├── conf │ │ │ ├── train_conformer.yaml │ │ │ ├── train_conformer_bidecoder.yaml │ │ │ └── train_u2++_conformer.yaml │ │ │ ├── local │ │ │ ├── extract_meta.py │ │ │ ├── gigaspeech_data_prep.sh │ │ │ └── gigaspeech_scoring.py │ │ │ ├── path.sh │ │ │ ├── run.sh │ │ │ ├── tools │ │ │ └── wenet │ ├── hkust │ │ └── s0 │ │ │ ├── README.md │ │ │ ├── conf │ │ │ ├── train_960_unigram5000.model │ │ │ └── train_conformer.yaml │ │ │ ├── local │ │ │ ├── hkust_data_prep.sh │ │ │ └── hkust_normalize.pl │ │ │ ├── path.sh │ │ │ ├── run.sh │ │ │ ├── tools │ │ │ └── wenet │ ├── librispeech │ │ ├── s0 │ │ │ ├── README.md │ │ │ ├── conf │ │ │ │ ├── train_conformer.yaml │ │ │ │ ├── train_conformer_bidecoder_large.yaml │ │ │ │ ├── train_u2++_conformer.yaml │ │ │ │ └── train_unified_conformer.yaml │ │ │ ├── local │ │ │ │ ├── data_prep_torchaudio.sh │ │ │ │ └── download_and_untar.sh │ │ │ ├── path.sh │ │ │ ├── run.sh │ │ │ ├── tools │ │ │ └── wenet │ │ └── s1 │ │ │ ├── README.md │ │ │ ├── cmd.sh │ │ │ ├── conf │ │ │ ├── fbank.conf │ │ │ ├── pitch.conf │ │ │ ├── train_conformer_large.yaml │ │ │ └── train_unified_conformer.yaml │ │ │ ├── local │ │ │ ├── data_prep.sh │ │ │ └── download_and_untar.sh │ │ │ ├── path.sh │ │ │ ├── run.sh │ │ │ ├── steps │ │ │ ├── tools │ │ │ ├── utils │ │ │ └── wenet │ ├── multi_cn │ │ └── s0 │ │ │ ├── README.md │ │ │ ├── conf │ │ │ ├── train_960_unigram5000.model │ │ │ ├── train_conformer.yaml │ │ │ ├── train_unified_conformer.yaml │ │ │ └── train_unified_transformer.yaml │ │ │ ├── local │ │ │ ├── aidatatang_data_prep.sh │ │ │ ├── aidatatang_download_and_untar.sh │ │ │ ├── aishell2_data_prep.sh │ │ │ ├── aishell_data_prep.sh │ │ │ ├── aishell_download_and_untar.sh │ │ │ ├── magicdata_badlist │ │ │ ├── magicdata_data_prep.sh │ │ │ ├── magicdata_download_and_untar.sh │ │ │ ├── primewords_data_prep.sh │ │ │ ├── primewords_download_and_untar.sh │ │ │ ├── primewords_parse_transcript.py │ │ │ ├── stcmds_data_prep.sh │ │ │ ├── stcmds_download_and_untar.sh │ │ │ ├── tal_data_prep.sh │ │ │ ├── tal_mix_data_prep.sh │ │ │ ├── thchs-30_data_prep.sh │ │ │ └── thchs_download_and_untar.sh │ │ │ ├── path.sh │ │ │ ├── run.sh │ │ │ ├── tools │ │ │ └── wenet │ ├── openasr2021 │ │ └── s0 │ │ │ ├── README.md │ │ │ ├── conf │ │ │ ├── lang.conf │ │ │ └── train_conformer_large_10h.yaml │ │ │ ├── local │ │ │ ├── dump_wav.sh │ │ │ ├── make_absolute.sh │ │ │ ├── make_corpus_subset.sh │ │ │ ├── prepare_acoustic_training_data.pl │ │ │ ├── prepare_data.sh │ │ │ └── setup_languages.sh │ │ │ ├── path.sh │ │ │ ├── run.sh │ │ │ ├── tools │ │ │ └── wenet │ ├── swbd │ │ └── s0 │ │ │ ├── README.md │ │ │ ├── conf │ │ │ └── train_conformer.yaml │ │ │ ├── local │ │ │ ├── MSU_single_letter.txt │ │ │ ├── dict.patch │ │ │ ├── eval2000_data_prep.sh │ │ │ ├── extend_segments.pl │ │ │ ├── format_acronyms_dict.py │ │ │ ├── map_acronyms_transcripts.py │ │ │ ├── swbd1_data_download.sh │ │ │ ├── swbd1_data_prep.sh │ │ │ ├── swbd1_fix_speakerid.pl │ │ │ ├── swbd1_map_words.pl │ │ │ └── swbd1_prepare_dict.sh │ │ │ ├── path.sh │ │ │ ├── run.sh │ │ │ ├── tools │ │ │ └── wenet │ ├── tedlium3 │ │ └── s0 │ │ │ ├── README.md │ │ │ ├── conf │ │ │ └── train_conformer.yaml │ │ │ ├── local │ │ │ ├── download_data.sh │ │ │ ├── join_suffix.py │ │ │ └── prepare_data.sh │ │ │ ├── path.sh │ │ │ ├── run.sh │ │ │ ├── tools │ │ │ └── wenet │ ├── timit │ │ ├── README.md │ │ ├── conf │ │ │ ├── train_conformer.yaml │ │ │ └── train_transformer.yaml │ │ ├── local │ │ │ ├── dev_spk.list │ │ │ ├── phones.60-48-39.map │ │ │ ├── sph2pipe_process.py │ │ │ ├── test_spk.list │ │ │ ├── timit_data_prep.sh │ │ │ ├── timit_format_data.sh │ │ │ ├── timit_norm_trans.pl │ │ │ ├── utt2spk_to_spk2utt.pl │ │ │ └── validate_data_dir.sh │ │ ├── path.sh │ │ ├── run.sh │ │ ├── tools │ │ └── wenet │ ├── vkw2021 │ │ └── s0 │ │ │ ├── README.md │ │ │ ├── conf │ │ │ ├── combine_finetune_5h_vkw_bidirect_12conformer_hs2048_output256_att4_conv2d_char.yaml │ │ │ └── train_vkw_bidirect_12conformer_hs2048_output256_att4_conv2d_char.yaml │ │ │ ├── local │ │ │ ├── run_finetune_5h.sh │ │ │ ├── vkw_data_prep.sh │ │ │ └── vkw_kws_results.py │ │ │ ├── path.sh │ │ │ ├── run.sh │ │ │ ├── tools │ │ │ └── wenet │ ├── wenetspeech │ │ └── s0 │ │ │ ├── README.md │ │ │ ├── conf │ │ │ ├── train_conformer.yaml │ │ │ └── train_conformer_bidecoder.yaml │ │ │ ├── local │ │ │ ├── extract_meta.py │ │ │ ├── process_opus.py │ │ │ └── wenetspeech_data_prep.sh │ │ │ ├── path.sh │ │ │ ├── run.sh │ │ │ ├── tools │ │ │ └── wenet │ └── wsj │ │ └── s0 │ │ ├── README.md │ │ ├── conf │ │ └── train_conformer.yaml │ │ ├── local │ │ ├── find_transcripts.pl │ │ ├── flist2scp.pl │ │ ├── ndx2flist.pl │ │ ├── normalize_transcript.pl │ │ ├── wsj_data_prep.sh │ │ ├── wsj_format_data.sh │ │ └── wsj_gen_wav.sh │ │ ├── path.sh │ │ ├── run.sh │ │ ├── tools │ │ └── wenet ├── int8 │ ├── amax2qscale.py │ ├── config.yaml │ ├── export_onnx_gpu.py │ ├── fp16_export.sh │ ├── fp16_test.sh │ ├── test_fp16.py │ ├── train.yaml │ ├── train_conformer.yaml │ └── trt_test.py ├── requirements.txt ├── runtime │ ├── core │ │ ├── bin │ │ │ ├── decoder_main.cc │ │ │ ├── grpc_client_main.cc │ │ │ ├── grpc_server_main.cc │ │ │ ├── label_checker_main.cc │ │ │ ├── websocket_client_main.cc │ │ │ └── websocket_server_main.cc │ │ ├── decoder │ │ │ ├── asr_decoder.cc │ │ │ ├── asr_decoder.h │ │ │ ├── asr_model.cc │ │ │ ├── asr_model.h │ │ │ ├── context_graph.cc │ │ │ ├── context_graph.h │ │ │ ├── ctc_endpoint.cc │ │ │ ├── ctc_endpoint.h │ │ │ ├── ctc_prefix_beam_search.cc │ │ │ ├── ctc_prefix_beam_search.h │ │ │ ├── ctc_prefix_beam_search_test.cc │ │ │ ├── ctc_wfst_beam_search.cc │ │ │ ├── ctc_wfst_beam_search.h │ │ │ ├── params.h │ │ │ ├── search_interface.h │ │ │ ├── torch_asr_model.cc │ │ │ └── torch_asr_model.h │ │ ├── frontend │ │ │ ├── fbank.h │ │ │ ├── feature_pipeline.cc │ │ │ ├── feature_pipeline.h │ │ │ ├── fft.cc │ │ │ ├── fft.h │ │ │ └── wav.h │ │ ├── grpc │ │ │ ├── grpc_client.cc │ │ │ ├── grpc_client.h │ │ │ ├── grpc_server.cc │ │ │ ├── grpc_server.h │ │ │ └── wenet.proto │ │ ├── kaldi │ │ │ ├── CMakeLists.txt │ │ │ ├── README.md │ │ │ ├── base │ │ │ │ ├── io-funcs-inl.h │ │ │ │ ├── io-funcs.cc │ │ │ │ ├── io-funcs.h │ │ │ │ ├── kaldi-common.h │ │ │ │ ├── kaldi-error.cc │ │ │ │ ├── kaldi-error.h │ │ │ │ ├── kaldi-math.cc │ │ │ │ ├── kaldi-math.h │ │ │ │ ├── kaldi-types.h │ │ │ │ └── kaldi-utils.h │ │ │ ├── decoder │ │ │ │ ├── lattice-faster-decoder.cc │ │ │ │ ├── lattice-faster-decoder.h │ │ │ │ ├── lattice-faster-online-decoder.cc │ │ │ │ └── lattice-faster-online-decoder.h │ │ │ ├── fstbin │ │ │ │ ├── fstaddselfloops.cc │ │ │ │ ├── fstdeterminizestar.cc │ │ │ │ ├── fstisstochastic.cc │ │ │ │ ├── fstminimizeencoded.cc │ │ │ │ └── fsttablecompose.cc │ │ │ ├── fstext │ │ │ │ ├── determinize-lattice-inl.h │ │ │ │ ├── determinize-lattice.h │ │ │ │ ├── determinize-star-inl.h │ │ │ │ ├── determinize-star.h │ │ │ │ ├── fstext-lib.h │ │ │ │ ├── fstext-utils-inl.h │ │ │ │ ├── fstext-utils.h │ │ │ │ ├── kaldi-fst-io-inl.h │ │ │ │ ├── kaldi-fst-io.cc │ │ │ │ ├── kaldi-fst-io.h │ │ │ │ ├── lattice-utils-inl.h │ │ │ │ ├── lattice-utils.h │ │ │ │ ├── lattice-weight.h │ │ │ │ ├── pre-determinize-inl.h │ │ │ │ ├── pre-determinize.h │ │ │ │ ├── remove-eps-local-inl.h │ │ │ │ ├── remove-eps-local.h │ │ │ │ └── table-matcher.h │ │ │ ├── itf │ │ │ │ ├── decodable-itf.h │ │ │ │ └── options-itf.h │ │ │ ├── lat │ │ │ │ ├── CPPLINT.cfg │ │ │ │ ├── determinize-lattice-pruned.cc │ │ │ │ ├── determinize-lattice-pruned.h │ │ │ │ ├── kaldi-lattice.cc │ │ │ │ ├── kaldi-lattice.h │ │ │ │ ├── lattice-functions.cc │ │ │ │ └── lattice-functions.h │ │ │ ├── lm │ │ │ │ ├── arpa-file-parser.cc │ │ │ │ ├── arpa-file-parser.h │ │ │ │ ├── arpa-lm-compiler.cc │ │ │ │ └── arpa-lm-compiler.h │ │ │ ├── lmbin │ │ │ │ └── arpa2fst.cc │ │ │ └── util │ │ │ │ ├── basic-filebuf.h │ │ │ │ ├── const-integer-set-inl.h │ │ │ │ ├── const-integer-set.h │ │ │ │ ├── hash-list-inl.h │ │ │ │ ├── hash-list.h │ │ │ │ ├── kaldi-io-inl.h │ │ │ │ ├── kaldi-io.cc │ │ │ │ ├── kaldi-io.h │ │ │ │ ├── kaldi-pipebuf.h │ │ │ │ ├── parse-options.cc │ │ │ │ ├── parse-options.h │ │ │ │ ├── simple-io-funcs.cc │ │ │ │ ├── simple-io-funcs.h │ │ │ │ ├── stl-utils.h │ │ │ │ ├── text-utils.cc │ │ │ │ └── text-utils.h │ │ ├── patch │ │ │ ├── CPPLINT.cfg │ │ │ └── openfst │ │ │ │ └── src │ │ │ │ ├── include │ │ │ │ └── fst │ │ │ │ │ ├── flags.h │ │ │ │ │ └── log.h │ │ │ │ └── lib │ │ │ │ └── flags.cc │ │ ├── post_processor │ │ │ ├── post_processor.cc │ │ │ ├── post_processor.h │ │ │ └── post_processor_test.cc │ │ ├── utils │ │ │ ├── blocking_queue.h │ │ │ ├── flags.h │ │ │ ├── log.h │ │ │ ├── string.cc │ │ │ ├── string.h │ │ │ ├── timer.h │ │ │ ├── utils.cc │ │ │ ├── utils.h │ │ │ └── utils_test.cc │ │ └── websocket │ │ │ ├── websocket_client.cc │ │ │ ├── websocket_client.h │ │ │ ├── websocket_server.cc │ │ │ └── websocket_server.h │ ├── device │ │ └── android │ │ │ ├── .gitignore │ │ │ └── wenet │ │ │ ├── .gitignore │ │ │ ├── README.md │ │ │ ├── app │ │ │ ├── .gitignore │ │ │ ├── proguard-rules.pro │ │ │ ├── src │ │ │ │ ├── androidTest │ │ │ │ │ └── java │ │ │ │ │ │ └── com │ │ │ │ │ │ └── mobvoi │ │ │ │ │ │ └── wenet │ │ │ │ │ │ └── ExampleInstrumentedTest.java │ │ │ │ ├── main │ │ │ │ │ ├── AndroidManifest.xml │ │ │ │ │ ├── assets │ │ │ │ │ │ └── README.md │ │ │ │ │ ├── cpp │ │ │ │ │ │ ├── CMakeLists.txt │ │ │ │ │ │ ├── bin │ │ │ │ │ │ ├── decoder │ │ │ │ │ │ ├── frontend │ │ │ │ │ │ ├── kaldi │ │ │ │ │ │ ├── patch │ │ │ │ │ │ ├── post_processor │ │ │ │ │ │ ├── utils │ │ │ │ │ │ └── wenet.cc │ │ │ │ │ ├── java │ │ │ │ │ │ └── com │ │ │ │ │ │ │ └── mobvoi │ │ │ │ │ │ │ └── wenet │ │ │ │ │ │ │ ├── MainActivity.java │ │ │ │ │ │ │ ├── Recognize.java │ │ │ │ │ │ │ └── VoiceRectView.java │ │ │ │ │ └── res │ │ │ │ │ │ ├── drawable-v24 │ │ │ │ │ │ └── ic_launcher_foreground.xml │ │ │ │ │ │ ├── drawable │ │ │ │ │ │ └── ic_launcher_background.xml │ │ │ │ │ │ ├── layout │ │ │ │ │ │ └── activity_main.xml │ │ │ │ │ │ ├── mipmap-anydpi-v26 │ │ │ │ │ │ ├── ic_launcher.xml │ │ │ │ │ │ └── ic_launcher_round.xml │ │ │ │ │ │ ├── mipmap-hdpi │ │ │ │ │ │ ├── ic_launcher.png │ │ │ │ │ │ └── ic_launcher_round.png │ │ │ │ │ │ ├── mipmap-mdpi │ │ │ │ │ │ ├── ic_launcher.png │ │ │ │ │ │ └── ic_launcher_round.png │ │ │ │ │ │ ├── mipmap-xhdpi │ │ │ │ │ │ ├── ic_launcher.png │ │ │ │ │ │ └── ic_launcher_round.png │ │ │ │ │ │ ├── mipmap-xxhdpi │ │ │ │ │ │ ├── ic_launcher.png │ │ │ │ │ │ └── ic_launcher_round.png │ │ │ │ │ │ ├── mipmap-xxxhdpi │ │ │ │ │ │ ├── ic_launcher.png │ │ │ │ │ │ └── ic_launcher_round.png │ │ │ │ │ │ ├── values-night │ │ │ │ │ │ └── themes.xml │ │ │ │ │ │ └── values │ │ │ │ │ │ ├── attrs.xml │ │ │ │ │ │ ├── colors.xml │ │ │ │ │ │ ├── strings.xml │ │ │ │ │ │ └── themes.xml │ │ │ │ └── test │ │ │ │ │ └── java │ │ │ │ │ └── com │ │ │ │ │ └── mobvoi │ │ │ │ │ └── wenet │ │ │ │ │ └── ExampleUnitTest.java │ │ │ └── wenet.keystore │ │ │ ├── gradle.properties │ │ │ ├── gradle │ │ │ └── wrapper │ │ │ │ ├── gradle-wrapper.jar │ │ │ │ └── gradle-wrapper.properties │ │ │ ├── gradlew │ │ │ ├── gradlew.bat │ │ │ └── settings.gradle │ └── server │ │ ├── x86 │ │ ├── .gitignore │ │ ├── CMakeLists.txt │ │ ├── README.md │ │ ├── README_CN.md │ │ ├── bin │ │ ├── decoder │ │ ├── docker │ │ │ └── Dockerfile │ │ ├── frontend │ │ ├── grpc │ │ ├── kaldi │ │ ├── patch │ │ ├── post_processor │ │ ├── utils │ │ ├── web │ │ │ ├── app.py │ │ │ ├── static │ │ │ │ ├── css │ │ │ │ │ ├── font-awesome.min.css │ │ │ │ │ └── style.css │ │ │ │ ├── favicon.ico │ │ │ │ ├── fonts │ │ │ │ │ ├── FontAwesome.otf │ │ │ │ │ ├── fontawesome-webfont.eot │ │ │ │ │ ├── fontawesome-webfont.svg │ │ │ │ │ ├── fontawesome-webfont.ttf │ │ │ │ │ ├── fontawesome-webfont.woff │ │ │ │ │ └── fontawesome-webfont.woff2 │ │ │ │ ├── image │ │ │ │ │ ├── qrcode-enterprise.png │ │ │ │ │ ├── qrcode-group.png │ │ │ │ │ ├── qrcode-official-account.png │ │ │ │ │ ├── voice-dictation.svg │ │ │ │ │ └── voice-pic.png │ │ │ │ └── js │ │ │ │ │ ├── SoundRecognizer.js │ │ │ │ │ ├── jquery-3.2.1.min.js │ │ │ │ │ └── recorder │ │ │ │ │ ├── engine │ │ │ │ │ ├── mp3.js │ │ │ │ │ ├── pcm.js │ │ │ │ │ └── wav.js │ │ │ │ │ ├── extensions │ │ │ │ │ ├── frequency.histogram.view.js │ │ │ │ │ └── lib.fft.js │ │ │ │ │ └── recorder-core.js │ │ │ └── templates │ │ │ │ └── index.html │ │ └── websocket │ │ └── x86_gpu │ │ ├── Dockerfile │ │ ├── Dockerfile.client │ │ └── Dockerfile.server │ │ ├── Overview.JPG │ │ ├── README.md │ │ ├── client │ │ ├── client.py │ │ ├── generate_perf_input.py │ │ ├── offline_client.py │ │ └── utils.py │ │ ├── model_repo │ │ ├── attention_rescoring │ │ │ └── config_template.pbtxt │ │ ├── decoder │ │ │ ├── config_template.pbtxt │ │ │ └── config_template2.pbtxt │ │ ├── encoder │ │ │ └── config_template.pbtxt │ │ ├── feature_extractor │ │ │ ├── 1 │ │ │ │ └── model.py │ │ │ └── config_template.pbtxt │ │ └── scoring │ │ │ ├── 1 │ │ │ └── model.py │ │ │ └── config_template.pbtxt │ │ ├── scripts │ │ ├── convert.py │ │ └── convert_start_server.sh │ │ └── test.gif ├── test │ ├── resources │ │ ├── aishell2.words.txt │ │ ├── librispeech.train_960_unigram5000.bpemodel │ │ ├── librispeech.words.txt │ │ ├── non-linguistic-symbols.invalid │ │ └── non-linguistic-symbols.valid │ ├── test_file_utils.py │ └── test_tokenize.py ├── tools │ ├── alignment.sh │ ├── cmvn_kaldi2json.py │ ├── combine_data.sh │ ├── compute-cer.py │ ├── compute-wer.py │ ├── compute_cmvn_stats.py │ ├── compute_cmvn_stats_deprecated.py │ ├── compute_fbank_feats.py │ ├── copy_data_dir.sh │ ├── decode.sh │ ├── feat_to_shape.sh │ ├── filter_scp.pl │ ├── fix_data_dir.sh │ ├── flake8_hook.py │ ├── format_data.sh │ ├── fst │ │ ├── add_lex_disambig.pl │ │ ├── compile_lexicon_token_fst.sh │ │ ├── ctc_token_fst.py │ │ ├── ctc_token_fst_compact.py │ │ ├── ctc_token_fst_corrected.py │ │ ├── eps2disambig.pl │ │ ├── make_lexicon_fst.pl │ │ ├── make_tlg.sh │ │ ├── prepare_dict.py │ │ ├── remove_oovs.pl │ │ ├── rnnt_token_fst.py │ │ └── s2eps.pl │ ├── git-pre-commit │ ├── make_raw_list.py │ ├── make_shard_list.py │ ├── merge_scp2txt.py │ ├── parse_options.sh │ ├── perturb_data_dir_speed.sh │ ├── reduce_data_dir.sh │ ├── remove_longshortdata.py │ ├── segment.py │ ├── sph2wav.sh │ ├── spk2utt_to_utt2spk.pl │ ├── spm_decode │ ├── spm_encode │ ├── spm_train │ ├── subset_data_dir.sh │ ├── subset_scp.pl │ ├── sym2int.pl │ ├── text2token.py │ ├── utt2spk_to_spk2utt.pl │ ├── validate_data_dir.sh │ ├── validate_dict_dir.pl │ ├── validate_text.pl │ ├── wav2dur.py │ └── wav_to_duration.sh └── wenet │ ├── bin │ ├── alignment.py │ ├── alignment_deprecated.py │ ├── average_model.py │ ├── export_jit.py │ ├── export_onnx_gpu.py │ ├── recognize.py │ ├── recognize_deprecated.py │ ├── recognize_onnx.py │ ├── train.py │ └── train_deprecated.py │ ├── dataset │ ├── dataset.py │ ├── dataset_deprecated.py │ ├── kaldi_io.py │ ├── processor.py │ └── wav_distortion.py │ ├── transformer │ ├── asr_model.py │ ├── attention.py │ ├── cmvn.py │ ├── convolution.py │ ├── ctc.py │ ├── decoder.py │ ├── decoder_layer.py │ ├── embedding.py │ ├── encoder.py │ ├── encoder_layer.py │ ├── label_smoothing_loss.py │ ├── positionwise_feed_forward.py │ ├── quantization_util.py │ ├── subsampling.py │ └── swish.py │ └── utils │ ├── checkpoint.py │ ├── cmvn.py │ ├── common.py │ ├── config.py │ ├── ctc_util.py │ ├── executor.py │ ├── file_utils.py │ ├── mask.py │ └── scheduler.py ├── with_cudagraph.png └── without_cudagraph.png /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dingyuqing05/trt2022_wenet/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dingyuqing05/trt2022_wenet/HEAD/README.md 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