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Commit 41276b6c authored by Vijay Korthikanti's avatar Vijay Korthikanti
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Merge branch 'main' into nmt-main

parents a44360ed fc7f4f03
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LICENSE
View file @ 41276b6c
The following applies to all files unless otherwise noted: The following applies to all files unless otherwise noted:
# Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved. # Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
# #
# Redistribution and use in source and binary forms, with or without # Redistribution and use in source and binary forms, with or without
# modification, are permitted provided that the following conditions # modification, are permitted provided that the following conditions
......
megatron/__init__.py
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# coding=utf-8 # Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
# Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import torch import torch
from .global_vars import get_args from .global_vars import get_args
......
megatron/arguments.py
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# coding=utf-8 # Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
# Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Megatron arguments.""" """Megatron arguments."""
...@@ -411,6 +398,32 @@ def _add_logging_args(parser): ...@@ -411,6 +398,32 @@ def _add_logging_args(parser):
help='If set, calculate and log parameters norm.') help='If set, calculate and log parameters norm.')
group.add_argument('--log-num-zeros-in-grad', action='store_true', group.add_argument('--log-num-zeros-in-grad', action='store_true',
help='If set, calculate and log the number of zeros in gradient.') help='If set, calculate and log the number of zeros in gradient.')
group.add_argument('--timing-log-level', type=int,
default=0, choices=range(0,3),
help='Granularity level to measure and report timing. '
' 0: report only iteration time and make sure timing '
' does not introduce extra overhead.'
' 1: report timing for operations that are executed '
' very limited times (basically once) during '
' each iteration (such as gradient all-reduce) '
' 2: report timing for operations that migh be '
' executed numerous times during each iteration. '
'Note that setting the level to 1 or 2 might '
'cause increase in iteration time.')
group.add_argument('--no-barrier-with-level-1-timing', action='store_false',
help='If not set, use barrier with level 1 time '
'measurements. Note that this is up to the user '
'to make sure calling barrier with their timers '
'will not result in hangs. This can happen if for '
'example the user adds a level 1 timer that is not '
'called by all ranks.',
dest='barrier_with_L1_time')
group.add_argument('--timing-log-option', type=str, default='minmax',
choices=['max', 'minmax', 'all'],
help='Options for logging timing:'
' max: report the max timing across all ranks'
' minmax: report min and max timings across all ranks'
' all: report timings of all ranks.')
group.add_argument('--tensorboard-log-interval', type=int, default=1, group.add_argument('--tensorboard-log-interval', type=int, default=1,
help='Report to tensorboard interval.') help='Report to tensorboard interval.')
group.add_argument('--tensorboard-queue-size', type=int, default=1000, group.add_argument('--tensorboard-queue-size', type=int, default=1000,
......
megatron/checkpointing.py
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# coding=utf-8 # Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
# Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Input/output checkpointing.""" """Input/output checkpointing."""
......
megatron/data/bert_dataset.py
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# coding=utf-8 # Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
# Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""BERT Style dataset.""" """BERT Style dataset."""
......
megatron/data/blendable_dataset.py
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# coding=utf-8 # Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
# Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Blendable dataset.""" """Blendable dataset."""
......
megatron/data/data_samplers.py
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# coding=utf-8 # Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
# Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Dataloaders.""" """Dataloaders."""
......
megatron/data/gpt_dataset.py
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# coding=utf-8 # Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
# Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""GPT style dataset.""" """GPT style dataset."""
......
megatron/data/helpers.cpp
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/* /* Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved. */
coding=utf-8
Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
*/
/* Helper methods for fast index mapping builds */ /* Helper methods for fast index mapping builds */
......
megatron/data/orqa_wiki_dataset.py
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# coding=utf-8 # Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
# Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Wikipedia dataset from DPR code for ORQA.""" """Wikipedia dataset from DPR code for ORQA."""
......
megatron/data/t5_dataset.py
View file @ 41276b6c
# coding=utf-8 # Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
# Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""T5 Style dataset.""" """T5 Style dataset."""
......
megatron/data/vit_dataset.py
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# coding=utf-8 # Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
# Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import os import os
import random import random
import numpy as np import numpy as np
......
megatron/fp16_deprecated/loss_scaler.py
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# coding=utf-8 # Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
# Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""For backward compatibility, we need the class definitions to deserialize.""" """For backward compatibility, we need the class definitions to deserialize."""
......
megatron/fused_kernels/__init__.py
View file @ 41276b6c
# coding=utf-8 # Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
# Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import os import os
import pathlib import pathlib
......
megatron/fused_kernels/compat.h
View file @ 41276b6c
/* coding=utf-8 /* Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved. */
* Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
/*This code is copied fron NVIDIA apex: /*This code is copied fron NVIDIA apex:
* https://github.com/NVIDIA/apex * https://github.com/NVIDIA/apex
......
megatron/fused_kernels/layer_norm_cuda.cpp
View file @ 41276b6c
/* coding=utf-8 /* Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved. */
* Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
/*This code is copied fron NVIDIA apex: /*This code is copied fron NVIDIA apex:
* https://github.com/NVIDIA/apex * https://github.com/NVIDIA/apex
......
megatron/fused_kernels/layer_norm_cuda_kernel.cu
View file @ 41276b6c
/* coding=utf-8 /* Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved. */
* Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
/*This code is copied fron NVIDIA apex: /*This code is copied fron NVIDIA apex:
* https://github.com/NVIDIA/apex * https://github.com/NVIDIA/apex
......
megatron/fused_kernels/scaled_masked_softmax.cpp
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/* coding=utf-8 /* Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved. */
* Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
#include <cuda_fp16.h> #include <cuda_fp16.h>
#include <torch/extension.h> #include <torch/extension.h>
......
megatron/fused_kernels/scaled_masked_softmax.h
View file @ 41276b6c
/* coding=utf-8 /* Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved. */
* Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
#pragma once #pragma once
......
megatron/fused_kernels/scaled_masked_softmax_cuda.cu
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/* coding=utf-8 /* Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved. */
* Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
#include <ATen/ATen.h> #include <ATen/ATen.h>
#include <cuda.h> #include <cuda.h>
......
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