├── .gitignore ├── .gitlab-ci.yml ├── CODEOWNERS ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE ├── NOTICE ├── README.md ├── README_ORIGINAL.md ├── examples ├── pretrain_gpt3_5B_24layers_bf16.sh ├── pretrain_gpt3_5B_24layers_bf16_bs1024_slurm.sh ├── pretrain_gpt3_6.7B.slurm ├── pretrain_gpt3_6.7B_32layers_bf16.sh ├── pretrain_gpt3_6.7B_32layers_bf16_bs1024_slurm.sh ├── pretrain_gpt3_6.7B_compile.slurm └── sc21 │ ├── CONFIG.sh │ ├── README.md │ ├── SBATCH.sh │ ├── SRUN.sh │ ├── run_figure_11.sh │ ├── run_figure_12.sh │ ├── run_figure_13.sh │ ├── run_figure_14.sh │ ├── run_figure_15.sh │ ├── run_figure_16.sh │ ├── run_figure_17.sh │ ├── run_figure_18.sh │ └── run_table_1.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 │ ├── tests │ │ ├── __init__.py │ │ └── test_fused_kernels.py │ └── 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 ├── schedules.py ├── text_generation_server.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_gpt_mp.py ├── pretrain_ict.py ├── pretrain_t5.py ├── pretrain_vit.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 ├── 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 ├── run_text_generation_server.py 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