├── .gitignore ├── FasterTransformer ├── .clang-format ├── .flake8 ├── 3rdparty │ ├── CMakeLists.txt │ ├── INIReader.h │ ├── Megatron-LM │ │ ├── LICENSE │ │ ├── MANIFEST.in │ │ ├── README.md │ │ ├── examples │ │ │ ├── evaluate_retriever_nq.sh │ │ │ ├── evaluate_zeroshot_gpt.sh │ │ │ ├── finetune_mnli_distributed.sh │ │ │ ├── finetune_race_distributed.sh │ │ │ ├── finetune_retriever_distributed.sh │ │ │ ├── generate_text.sh │ │ │ ├── merge_mp_bert.sh │ │ │ ├── pretrain_bert.sh │ │ │ ├── pretrain_bert_distributed.sh │ │ │ ├── pretrain_bert_distributed_with_mp.sh │ │ │ ├── pretrain_gpt.sh │ │ │ ├── pretrain_gpt3_175B.sh │ │ │ ├── pretrain_gpt_distributed.sh │ │ │ ├── pretrain_gpt_distributed_with_mp.sh │ │ │ ├── pretrain_ict.sh │ │ │ ├── pretrain_t5.sh │ │ │ ├── pretrain_t5_distributed.sh │ │ │ └── pretrain_t5_distributed_with_mp.sh │ │ ├── images │ │ │ └── cases_april2021.png │ │ ├── megatron │ │ │ ├── __init__.py │ │ │ ├── arguments.py │ │ │ ├── checkpointing.py │ │ │ ├── data │ │ │ │ ├── Makefile │ │ │ │ ├── __init__.py │ │ │ │ ├── autoaugment.py │ │ │ │ ├── bert_dataset.py │ │ │ │ ├── biencoder_dataset_utils.py │ │ │ │ ├── blendable_dataset.py │ │ │ │ ├── data_samplers.py │ │ │ │ ├── dataset_utils.py │ │ │ │ ├── gpt_dataset.py │ │ │ │ ├── helpers.cpp │ │ │ │ ├── ict_dataset.py │ │ │ │ ├── indexed_dataset.py │ │ │ │ ├── orqa_wiki_dataset.py │ │ │ │ ├── realm_dataset_utils.py │ │ │ │ ├── realm_index.py │ │ │ │ ├── t5_dataset.py │ │ │ │ ├── test │ │ │ │ │ ├── test_indexed_dataset.py │ │ │ │ │ └── test_preprocess_data.sh │ │ │ │ └── vit_dataset.py │ │ │ ├── fp16_deprecated │ │ │ │ └── loss_scaler.py │ │ │ ├── fused_kernels │ │ │ │ ├── __init__.py │ │ │ │ ├── compat.h │ │ │ │ ├── layer_norm_cuda.cpp │ │ │ │ ├── layer_norm_cuda_kernel.cu │ │ │ │ ├── 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 │ │ │ │ └── type_shim.h │ │ │ ├── global_vars.py │ │ │ ├── indexer.py │ │ │ ├── initialize.py │ │ │ ├── learning_rates.py │ │ │ ├── memory.py │ │ │ ├── microbatches.py │ │ │ ├── model │ │ │ │ ├── __init__.py │ │ │ │ ├── bert_model.py │ │ │ │ ├── biencoder_model.py │ │ │ │ ├── classification.py │ │ │ │ ├── distributed.py │ │ │ │ ├── enums.py │ │ │ │ ├── fused_bias_gelu.py │ │ │ │ ├── fused_layer_norm.py │ │ │ │ ├── fused_softmax.py │ │ │ │ ├── gpt_model.py │ │ │ │ ├── language_model.py │ │ │ │ ├── module.py │ │ │ │ ├── multiple_choice.py │ │ │ │ ├── realm_model.py │ │ │ │ ├── t5_model.py │ │ │ │ ├── transformer.py │ │ │ │ ├── utils.py │ │ │ │ └── vit_model.py │ │ │ ├── mpu │ │ │ │ ├── __init__.py │ │ │ │ ├── cross_entropy.py │ │ │ │ ├── data.py │ │ │ │ ├── initialize.py │ │ │ │ ├── layers.py │ │ │ │ ├── mappings.py │ │ │ │ ├── random.py │ │ │ │ ├── tests │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── commons.py │ │ │ │ │ ├── test_cross_entropy.py │ │ │ │ │ ├── test_data.py │ │ │ │ │ ├── test_initialize.py │ │ │ │ │ ├── test_layers.py │ │ │ │ │ └── test_random.py │ │ │ │ └── utils.py │ │ │ ├── optimizer │ │ │ │ ├── __init__.py │ │ │ │ ├── clip_grads.py │ │ │ │ ├── grad_scaler.py │ │ │ │ └── optimizer.py │ │ │ ├── p2p_communication.py │ │ │ ├── package_info.py │ │ │ ├── schedules.py │ │ │ ├── text_generation_utils.py │ │ │ ├── tokenizer │ │ │ │ ├── __init__.py │ │ │ │ ├── bert_tokenization.py │ │ │ │ ├── gpt2_tokenization.py │ │ │ │ └── tokenizer.py │ │ │ ├── training.py │ │ │ └── utils.py │ │ ├── pretrain_bert.py │ │ ├── pretrain_gpt.py │ │ ├── pretrain_ict.py │ │ ├── pretrain_t5.py │ │ ├── pretrain_vit.py │ │ ├── requirements.txt │ │ ├── setup.py │ │ ├── tasks │ │ │ ├── data_utils.py │ │ │ ├── ensemble_classifier.py │ │ │ ├── eval_utils.py │ │ │ ├── finetune_utils.py │ │ │ ├── glue │ │ │ │ ├── data.py │ │ │ │ ├── finetune.py │ │ │ │ ├── mnli.py │ │ │ │ └── qqp.py │ │ │ ├── main.py │ │ │ ├── orqa │ │ │ │ ├── README.md │ │ │ │ ├── evaluate_orqa.py │ │ │ │ ├── evaluate_utils.py │ │ │ │ ├── supervised │ │ │ │ │ ├── data.py │ │ │ │ │ ├── eval_utils.py │ │ │ │ │ └── finetune.py │ │ │ │ └── unsupervised │ │ │ │ │ ├── nq.py │ │ │ │ │ ├── qa_utils.py │ │ │ │ │ └── tokenizers.py │ │ │ ├── race │ │ │ │ ├── data.py │ │ │ │ └── finetune.py │ │ │ ├── vision │ │ │ │ ├── classification.py │ │ │ │ ├── eval_utils.py │ │ │ │ ├── finetune_utils.py │ │ │ │ └── main.py │ │ │ └── zeroshot_gpt │ │ │ │ ├── datasets.py │ │ │ │ ├── detokenizer.py │ │ │ │ └── evaluate.py │ │ ├── tests │ │ │ └── test_basic.py │ │ └── tools │ │ │ ├── generate_samples_gpt.py │ │ │ ├── linter.py │ │ │ ├── merge_mp_partitions.py │ │ │ ├── openwebtext │ │ │ ├── README.md │ │ │ ├── add_id.py │ │ │ ├── blacklist_urls.py │ │ │ ├── cleanup_dataset.py │ │ │ ├── cleanup_fix_dataset.py │ │ │ ├── filter_ngrams.py │ │ │ ├── find_duplicates.py │ │ │ ├── group_duplicate_url.py │ │ │ ├── merge_jsons.py │ │ │ └── remove_group_duplicates.py │ │ │ └── preprocess_data.py │ ├── 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 │ ├── json.hpp │ └── 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 │ │ ├── pyt_tp_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 │ ├── gpt │ │ └── cpp_benchmark.sh │ └── t5 │ │ └── pyt_benchmark.sh ├── cmake │ ├── FasterTransformerConfig.cmake.in │ └── Modules │ │ └── FindNCCL.cmake ├── docker │ ├── Dockerfile.tf │ └── Dockerfile.torch ├── docs │ ├── QAList.md │ ├── bert_guide.md │ ├── decoder_guide.md │ ├── gpt_guide.md │ ├── gptj_guide.md │ ├── gptneox_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 │ │ │ ├── gpt_interactive_generation.0.png │ │ │ ├── gpt_interactive_generation.1.png │ │ │ ├── gpt_interactive_generation.2.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 │ ├── __init__.py │ ├── cpp │ │ ├── CMakeLists.txt │ │ ├── bert │ │ │ ├── CMakeLists.txt │ │ │ ├── bert_config.ini │ │ │ ├── bert_example.cc │ │ │ └── bert_triton_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 │ │ ├── gptneox │ │ │ ├── CMakeLists.txt │ │ │ ├── bad_words.csv │ │ │ ├── gptneox_config.ini │ │ │ ├── gptneox_example.cc │ │ │ ├── gptneox_triton_example.cc │ │ │ ├── start_ids.csv │ │ │ └── stop_words.csv │ │ ├── multi_gpu_gpt │ │ │ ├── CMakeLists.txt │ │ │ ├── concat_interactive_ids.csv │ │ │ ├── configs │ │ │ │ ├── gpt_config_6.7B.ini │ │ │ │ ├── gpt_config_h6144.ini │ │ │ │ └── gpt_config_h7168.ini │ │ │ ├── gpt_config.ini │ │ │ ├── gpt_estimation_utils.cc │ │ │ ├── gpt_estimation_utils.h │ │ │ ├── gpt_example_utils.cc │ │ │ ├── gpt_example_utils.h │ │ │ ├── interactive_inputs_ids.csv │ │ │ ├── json_profile_test.cc │ │ │ ├── multi_gpu_gpt_async_example.cc │ │ │ ├── multi_gpu_gpt_example.cc │ │ │ ├── multi_gpu_gpt_example_buffer.cc │ │ │ ├── multi_gpu_gpt_example_iter.cc │ │ │ ├── multi_gpu_gpt_example_pc.cc │ │ │ ├── multi_gpu_gpt_example_profile.cc │ │ │ ├── multi_gpu_gpt_interactive_example.cc │ │ │ ├── multi_gpu_gpt_test.cc │ │ │ ├── multi_gpu_gpt_triton_example.cc │ │ │ ├── profile │ │ │ │ ├── megatron_6.7B_profile.json │ │ │ │ ├── megatron_h6144_profile.json │ │ │ │ └── megatron_h7168_profile.json │ │ │ ├── start_ids.csv │ │ │ ├── start_ids_1056.csv │ │ │ └── start_ids_176.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 │ │ ├── __init__.py │ │ ├── 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 │ │ │ │ ├── huggingface_bert_convert.py │ │ │ │ ├── modeling_bert.py │ │ │ │ └── update_bert_config.py │ │ ├── decoder │ │ │ ├── decoder_example.py │ │ │ └── utils │ │ │ │ ├── decoder.py │ │ │ │ └── ft_decoder.py │ │ ├── decoding │ │ │ ├── decoding_example.py │ │ │ ├── translate_example.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ ├── bleu_score.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 │ │ │ ├── duplicate_input_ids.txt │ │ │ ├── evaluate_zeroshot_gpt.py │ │ │ ├── gpt_example.py │ │ │ ├── gpt_summarization.py │ │ │ ├── lambada_task_example.py │ │ │ ├── multi_gpu_gpt_example.py │ │ │ ├── opt_summarization.py │ │ │ ├── requirement.txt │ │ │ ├── scripts │ │ │ │ └── evaluate_zeroshot_gpt.sh │ │ │ └── utils │ │ │ │ ├── checkpoint_saver_fastertransformer.py │ │ │ │ ├── generate_gpt_config.py │ │ │ │ ├── generate_random_gpt_ckpt.py │ │ │ │ ├── generate_start_ids.py │ │ │ │ ├── gpt.py │ │ │ │ ├── gpt_token_converter.py │ │ │ │ ├── gpt_token_encoder.py │ │ │ │ ├── huggingface_gpt_convert.py │ │ │ │ ├── huggingface_jp_gpt_convert.py │ │ │ │ ├── huggingface_opt_convert.py │ │ │ │ ├── megatron_ckpt_convert.py │ │ │ │ ├── megatron_ckpt_convert_2.py │ │ │ │ ├── nemo_ckpt_convert.py │ │ │ │ ├── parallel_gpt.py │ │ │ │ ├── update_gpt_config.py │ │ │ │ └── word_list.py │ │ ├── gptj │ │ │ └── utils │ │ │ │ ├── generate_gptj_config.py │ │ │ │ ├── gptj_ckpt_convert.py │ │ │ │ ├── huggingface_gptj_ckpt_convert.py │ │ │ │ └── reference_gptj.py │ │ ├── gptneox │ │ │ └── utils │ │ │ │ ├── eleutherai_gpt_neox_convert.py │ │ │ │ ├── hftokenizer.py │ │ │ │ └── huggingface_jp_gptneox_convert.py │ │ ├── longformer │ │ │ ├── longformer_qa.py │ │ │ └── model.py │ │ ├── nemo.py │ │ ├── requirement.txt │ │ ├── swin │ │ │ ├── Swin-Transformer-Quantization │ │ │ │ ├── README.md │ │ │ │ ├── SwinTransformer │ │ │ │ │ ├── CODE_OF_CONDUCT.md │ │ │ │ │ ├── LICENSE │ │ │ │ │ ├── README.md │ │ │ │ │ ├── SECURITY.md │ │ │ │ │ ├── SUPPORT.md │ │ │ │ │ ├── config.py │ │ │ │ │ ├── configs │ │ │ │ │ │ ├── swin_base_patch4_window12_384_22kto1k_finetune.yaml │ │ │ │ │ │ ├── swin_base_patch4_window12_384_finetune.yaml │ │ │ │ │ │ ├── swin_base_patch4_window7_224.yaml │ │ │ │ │ │ ├── swin_base_patch4_window7_224_22k.yaml │ │ │ │ │ │ ├── swin_base_patch4_window7_224_22kto1k_finetune.yaml │ │ │ │ │ │ ├── swin_large_patch4_window12_384_22kto1k_finetune.yaml │ │ │ │ │ │ ├── swin_large_patch4_window7_224_22k.yaml │ │ │ │ │ │ ├── swin_large_patch4_window7_224_22kto1k_finetune.yaml │ │ │ │ │ │ ├── swin_mlp_base_patch4_window7_224.yaml │ │ │ │ │ │ ├── swin_mlp_tiny_c12_patch4_window8_256.yaml │ │ │ │ │ │ ├── swin_mlp_tiny_c24_patch4_window8_256.yaml │ │ │ │ │ │ ├── swin_mlp_tiny_c6_patch4_window8_256.yaml │ │ │ │ │ │ ├── swin_small_patch4_window7_224.yaml │ │ │ │ │ │ ├── swin_tiny_c24_patch4_window8_256.yaml │ │ │ │ │ │ └── swin_tiny_patch4_window7_224.yaml │ │ │ │ │ ├── data │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── build.py │ │ │ │ │ │ ├── cached_image_folder.py │ │ │ │ │ │ ├── map22kto1k.txt │ │ │ │ │ │ ├── samplers.py │ │ │ │ │ │ └── zipreader.py │ │ │ │ │ ├── figures │ │ │ │ │ │ └── teaser.png │ │ │ │ │ ├── get_started.md │ │ │ │ │ ├── logger.py │ │ │ │ │ ├── lr_scheduler.py │ │ │ │ │ ├── main.py │ │ │ │ │ ├── models │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── build.py │ │ │ │ │ │ ├── swin_mlp.py │ │ │ │ │ │ └── swin_transformer.py │ │ │ │ │ ├── optimizer.py │ │ │ │ │ └── utils.py │ │ │ │ ├── __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 │ │ │ ├── mnli_task_example.py │ │ │ ├── perf_benchmark.py │ │ │ ├── requirement.txt │ │ │ ├── summarization.py │ │ │ ├── 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 │ │ │ └── xnli_task_example.py │ │ ├── tokenizer.py │ │ ├── utils.py │ │ └── vit │ │ │ ├── ViT-quantization │ │ │ ├── README.md │ │ │ ├── ViT-pytorch │ │ │ │ ├── LICENSE │ │ │ │ ├── README.md │ │ │ │ ├── img │ │ │ │ │ ├── figure1.png │ │ │ │ │ ├── figure2.png │ │ │ │ │ └── figure3.png │ │ │ │ ├── models │ │ │ │ │ ├── configs.py │ │ │ │ │ ├── modeling.py │ │ │ │ │ └── modeling_resnet.py │ │ │ │ ├── requirements.txt │ │ │ │ ├── train.py │ │ │ │ ├── utils │ │ │ │ │ ├── data_utils.py │ │ │ │ │ ├── dist_util.py │ │ │ │ │ └── scheduler.py │ │ │ │ └── visualize_attention_map.ipynb │ │ │ ├── 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 │ │ │ │ ├── bert │ │ │ │ │ ├── CONTRIBUTING.md │ │ │ │ │ ├── LICENSE │ │ │ │ │ ├── README.md │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── create_pretraining_data.py │ │ │ │ │ ├── extract_features.py │ │ │ │ │ ├── modeling.py │ │ │ │ │ ├── modeling_test.py │ │ │ │ │ ├── multilingual.md │ │ │ │ │ ├── optimization.py │ │ │ │ │ ├── optimization_test.py │ │ │ │ │ ├── predicting_movie_reviews_with_bert_on_tf_hub.ipynb │ │ │ │ │ ├── requirements.txt │ │ │ │ │ ├── run_classifier.py │ │ │ │ │ ├── run_classifier_with_tfhub.py │ │ │ │ │ ├── run_pretraining.py │ │ │ │ │ ├── run_squad.py │ │ │ │ │ ├── sample_text.txt │ │ │ │ │ ├── tokenization.py │ │ │ │ │ └── tokenization_test.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_int8_plugin.py │ │ ├── infer_visiontransformer_plugin.py │ │ ├── plugin_loader.py │ │ └── plugin_loader_int8.py ├── send_tensor.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 │ │ │ ├── decoder_masked_multihead_attention_128.cu │ │ │ ├── decoder_masked_multihead_attention_160.cu │ │ │ ├── decoder_masked_multihead_attention_192.cu │ │ │ ├── decoder_masked_multihead_attention_224.cu │ │ │ ├── decoder_masked_multihead_attention_256.cu │ │ │ ├── decoder_masked_multihead_attention_32.cu │ │ │ ├── decoder_masked_multihead_attention_48.cu │ │ │ ├── decoder_masked_multihead_attention_64.cu │ │ │ ├── decoder_masked_multihead_attention_80.cu │ │ │ ├── decoder_masked_multihead_attention_96.cu │ │ │ └── decoder_masked_multihead_attention_template.hpp │ │ ├── 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 │ │ ├── TensorParallelSiluFfnLayer.cc │ │ ├── TensorParallelSiluFfnLayer.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 │ │ ├── BaseWeight.h │ │ ├── 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 │ │ ├── gptneox │ │ │ ├── CMakeLists.txt │ │ │ ├── GptNeoX.cc │ │ │ ├── GptNeoX.h │ │ │ ├── GptNeoXContextDecoder.cc │ │ │ ├── GptNeoXContextDecoder.h │ │ │ ├── GptNeoXDecoder.cc │ │ │ ├── GptNeoXDecoder.h │ │ │ ├── GptNeoXDecoderLayerWeight.cc │ │ │ ├── GptNeoXDecoderLayerWeight.h │ │ │ ├── GptNeoXWeight.cc │ │ │ └── GptNeoXWeight.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 │ │ └── 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 │ │ │ ├── ViTINT8Plugin.cpp │ │ │ ├── ViTINT8Plugin.h │ │ │ ├── ViTPlugin.cpp │ │ │ └── ViTPlugin.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 │ │ ├── bert │ │ │ ├── BertTritonModel.cc │ │ │ ├── BertTritonModel.h │ │ │ ├── BertTritonModelInstance.cc │ │ │ ├── BertTritonModelInstance.h │ │ │ └── CMakeLists.txt │ │ ├── gptj │ │ │ ├── CMakeLists.txt │ │ │ ├── GptJTritonModel.cc │ │ │ ├── GptJTritonModel.h │ │ │ ├── GptJTritonModelInstance.cc │ │ │ └── GptJTritonModelInstance.h │ │ ├── gptneox │ │ │ ├── CMakeLists.txt │ │ │ ├── GptNeoXTritonModel.cc │ │ │ ├── GptNeoXTritonModel.h │ │ │ ├── GptNeoXTritonModelInstance.cc │ │ │ └── GptNeoXTritonModelInstance.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.cpp │ │ ├── transformer_triton_backend.hpp │ │ └── triton_utils.hpp │ │ └── utils │ │ ├── CMakeLists.txt │ │ ├── ScaleList.h │ │ ├── Tensor.cc │ │ ├── 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.cc │ │ ├── mpi_utils.h │ │ ├── nccl_utils.cc │ │ ├── nccl_utils.h │ │ ├── nvtx_utils.cc │ │ ├── nvtx_utils.h │ │ ├── prompt_learning.h │ │ ├── request_pool.cc │ │ ├── request_pool.h │ │ ├── string_utils.h │ │ ├── tcp_utils.cc │ │ ├── tcp_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 │ ├── data │ └── gpt_context_decoder_inputs │ │ ├── GPU-batch_to_compact_idx.npy │ │ ├── GPU-compact_idx.npy │ │ ├── GPU-context_decoder_input.npy │ │ ├── GPU-input_attention_mask.npy │ │ └── GPU-tiled_input_lengths.npy │ ├── decoding │ ├── tf_decoding_unit_test.py │ └── tf_fused_self_multihead_attention_unit_test.py │ ├── longformer │ └── py_longformer_unit_test.py │ └── unittests │ ├── CMakeLists.txt │ ├── test_activation.cu │ ├── test_context_decoder_layer.cu │ ├── test_gemm.cu │ ├── test_gpt_kernels.cu │ ├── test_logprob_kernels.cu │ ├── test_penalty_kernels.cu │ ├── test_sampling.cu │ ├── test_sampling_kernels.cu │ ├── test_tensor.cu │ └── unittest_utils.h ├── LICENSE ├── ParamsClient ├── 3rdparty │ ├── CMakeLists.txt │ ├── INIReader.h │ ├── cJSON.c │ └── cJSON.h ├── CMakeLists.txt ├── README.md ├── cmake │ ├── FasterTransformerConfig.cmake.in │ └── Modules │ │ └── FindNCCL.cmake ├── simple_share.cc ├── simple_tensor.cu ├── simple_tensor.h ├── src │ ├── CMakeLists.txt │ ├── client │ │ ├── CMakeLists.txt │ │ ├── TensorStorage.cc │ │ ├── TensorStorage.h │ │ ├── TensorStorageLayer.cc │ │ ├── TensorStorageLayer.h │ │ ├── TensorWrapper.hpp │ │ ├── layerConfig.cc │ │ ├── layerConfig.h │ │ ├── main.cc │ │ └── p2pOp.hpp │ ├── kernels │ │ ├── CMakeLists.txt │ │ ├── matrix_transpose_kernels.cu │ │ └── matrix_transpose_kernels.h │ └── utils │ │ ├── CMakeLists.txt │ │ ├── cuda_utils.h │ │ ├── logger.h │ │ ├── memory_utils.cu │ │ ├── memory_utils.h │ │ ├── mpi_utils.cc │ │ ├── mpi_utils.h │ │ ├── nccl_utils.cc │ │ ├── nccl_utils.h │ │ ├── string_utils.h │ │ ├── tcp_utils.cc │ │ └── tcp_utils.h └── test │ ├── CMakeLists.txt │ ├── check_p2p_comm.cc │ ├── check_param.cc │ └── check_transpose.cc ├── README.md ├── ckpt └── generate_random_gpt_ckpt.py ├── elastic-switch ├── README.md ├── global_server │ ├── HotSwitch.py │ ├── KMmatcher.py │ ├── ProcThread.py │ ├── Switch.py │ ├── TcpThread.py │ ├── __init__.py │ └── main.py ├── main.py ├── profile │ ├── T4-1x │ │ ├── megatron_345M_profile.json │ │ ├── megatron_6.7B_profile.json │ │ ├── megatron_h2048_profile.json │ │ ├── megatron_h2560_profile.json │ │ └── megatron_h6144_profile.json │ ├── T4-4x │ │ ├── megatron_345M_profile.json │ │ ├── megatron_6.7B_profile.json │ │ ├── megatron_h2048_profile.json │ │ ├── megatron_h2560_profile.json │ │ ├── megatron_h6144_profile.json │ │ └── megatron_h7168_profile.json │ └── V100-4x │ │ ├── 20B.json │ │ ├── 345M.json │ │ └── 6.7B.json ├── scheduler │ ├── __init__.py │ ├── api_server.py │ ├── api_server_old.py │ ├── commands.py │ ├── constants.py │ ├── parallel │ │ ├── __init__.py │ │ └── solver.py │ ├── scheduler.py │ ├── trace_replayer.py │ └── utils.py ├── scripts │ ├── aws_run_scheduler.sh │ ├── aws_run_scheduler30B.sh │ ├── aws_run_scheduler6.7B.sh │ ├── aws_run_scheduler_20B_od.sh │ ├── aws_run_scheduler_20B_workload.sh │ ├── aws_run_scheduler_ab_cache.sh │ ├── aws_run_scheduler_ab_match.sh │ ├── aws_run_scheduler_ab_overlap.sh │ ├── aws_run_scheduler_ab_plain.sh │ ├── debug_run_scheduler.sh │ ├── gen_gpt_ckpt.sh │ ├── gen_query.sh │ ├── gen_real_query.sh │ ├── generate_gpt_ckpt.py │ ├── run_global_server.sh │ ├── run_latency_test.py │ ├── run_param_server_test.sh │ ├── run_scheduler.sh │ ├── run_switch_test.sh │ └── test_latency.sh ├── scripts_ae │ ├── __init__.py │ ├── ablation_plot.py │ ├── aws_ablation.sh │ ├── aws_e2e.sh │ ├── aws_ondemand.sh │ ├── aws_workload.sh │ ├── env.sh │ ├── kill_all.sh │ ├── plot.py │ └── tradeoff_plot.py ├── tools │ ├── s3_load.log │ ├── test_s3.py │ └── trace_gen.py ├── trace │ ├── gen_dummy_trace.py │ ├── gen_query.py │ ├── gen_real_query.py │ ├── hostfile │ ├── hostfile_aws_1x │ ├── hostfile_aws_T4 │ ├── hostfile_local │ ├── hostnameT4 │ ├── query │ │ ├── arrival-rates.csv │ │ ├── query3072_seq512.csv │ │ ├── query3072_tpt1.2_cv6.txt │ │ ├── query3072_tpt3_cv6.txt │ │ ├── query6144_seq512.csv │ │ ├── query6144_tpt1.5_cv6.txt │ │ ├── query6144_tpt1.8_cv6.txt │ │ ├── query6144_tpt2.5_cv6.txt │ │ ├── query6144_tpt2_cv6.txt │ │ ├── query_realAr_cv6.txt │ │ ├── query_seq.csv │ │ ├── query_seq128.csv │ │ ├── query_seq512.csv │ │ ├── query_tpt0.1.txt │ │ ├── query_tpt0.2.txt │ │ ├── query_tpt0.25_cv6.txt │ │ ├── query_tpt0.2_cv6.txt │ │ ├── query_tpt0.3.txt │ │ ├── query_tpt0.35_cv1.txt │ │ ├── query_tpt0.35_cv12.txt │ │ ├── query_tpt0.35_cv16.txt │ │ ├── query_tpt0.35_cv2.txt │ │ ├── query_tpt0.35_cv32.txt │ │ ├── query_tpt0.35_cv4.txt │ │ ├── query_tpt0.35_cv6.txt │ │ ├── query_tpt0.4.txt │ │ ├── query_tpt0.45_cv6.txt │ │ ├── query_tpt0.4_cv1.txt │ │ ├── query_tpt0.4_cv2.txt │ │ ├── query_tpt0.4_cv4.txt │ │ ├── query_tpt0.4_cv8.txt │ │ ├── query_tpt0.55_cv6.txt │ │ ├── query_tpt0.6.txt │ │ ├── query_tpt0.6_cv6.txt │ │ ├── query_tpt1.2_cv6.txt │ │ ├── query_tpt1.5_cv6.txt │ │ ├── query_tpt1.txt │ │ ├── query_tpt2.txt │ │ ├── query_tpt3.5.txt │ │ └── query_tpt4.txt │ ├── query_trace.txt │ ├── test.txt │ ├── trace_full │ │ └── g4dn.csv │ └── trace_seg │ │ ├── trace_0203.txt │ │ ├── trace_0203_ondemand.txt │ │ ├── trace_0203_real.txt │ │ ├── trace_0203_tight.txt │ │ ├── trace_0304.txt │ │ ├── trace_0304_ondemand.txt │ │ ├── trace_0304_real.txt │ │ ├── trace_0304_tight.txt │ │ ├── trace_0304_workload.txt │ │ ├── trace_0304_workload_pt.txt │ │ ├── trace_0506.txt │ │ ├── trace_0506_node3.txt │ │ ├── trace_0506_node4.txt │ │ ├── trace_0506_node6.txt │ │ ├── trace_0506_node8.txt │ │ ├── trace_0506_ondemand.txt │ │ ├── trace_0506_real.txt │ │ ├── trace_0506_tight.txt │ │ ├── trace_0506_workload.txt │ │ ├── trace_0506_workload_pt.txt │ │ └── trace_test.txt └── util │ ├── README.md │ ├── parse_latency.py │ ├── util.py │ └── zmq_tool.py ├── sync_code.py └── zip_ae.sh /.gitignore: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /FasterTransformer/.clang-format: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Hsword/SpotServe/HEAD/FasterTransformer/.clang-format -------------------------------------------------------------------------------- /FasterTransformer/.flake8: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Hsword/SpotServe/HEAD/FasterTransformer/.flake8 -------------------------------------------------------------------------------- /FasterTransformer/3rdparty/CMakeLists.txt: 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