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PyTorch/Translation/GNMT/scripts/tests
tests
inference
#!/bin/bash # Copyright (c) 2018-2020, NVIDIA CORPORATION. All rights reserved. # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # in the Software without restriction, including without limitation the rights...
PyTorch/Classification/GPUNet/triton
triton
export_model
#!/usr/bin/env python3 # Copyright (c) 2022, 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 # # U...
Tools/PyTorch/TimeSeriesPredictionPlatform/models/tft_pyt/triton/deployment_toolkit/bermuda
bermuda
pyt
# Copyright (c) 2021, 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 applic...
TensorFlow2/Recommendation/DLRM_and_DCNv2/dataloading
dataloading
feature_spec
# Copyright (c) 2021, 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 applic...
TensorFlow/Segmentation/UNet_Industrial/scripts
scripts
UNet_AMP_8GPU
#!/usr/bin/env bash # Copyright (c) 2018, 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 # # Unle...
Tools/DGLPyTorch/SyntheticGraphGeneration/syngen/benchmark/tasks
tasks
__init__
# Copyright (c) 2023, 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 applic...
TensorFlow2/LanguageModeling/BERT/official/nlp/modeling/layers
layers
attention
# Copyright (c) 2021, 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 applic...
PyTorch/LanguageModeling/BERT/triton/dist4l/scripts
scripts
setup_environment
#!/usr/bin/env bash # Copyright (c) 2021 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 # # Unle...
PyTorch/Translation/Transformer/fairseq/data
data
dictionary
# Copyright (c) 2017-present, Facebook, Inc. # All rights reserved. # # This source code is licensed under the license found in the LICENSE file in # the root directory of this source tree. An additional grant of patent rights # can be found in the PATENTS file in the same directory. from collections import Counter im...
PyTorch/Forecasting/TFT/triton/runner
runner
exceptions
# Copyright (c) 2021-2022, 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 a...
CUDA-Optimized/FastSpeech/fastspeech/hparams
hparams
trt
parent_yaml: 'infer.yaml' # Inference batch_size: 1 # Batch size. use_trt: True # Usage of TensorRT. Must be True to enable TensorRT. use_fp16: True # Usage of FP16. Set to True to enable half precision for the engine. # TRT trt_file_path: "/workspace/fastspeech/fastspee...
PyTorch/Recommendation/NCF
NCF
neumf
# Copyright (c) 2018, deepakn94, robieta. 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 applic...
PyTorch/SpeechSynthesis/Tacotron2/trtis_cpp/scripts
scripts
export_symbols
#!/usr/bin/env python3 ## # Copyright (c) 2019-2020, NVIDIA CORPORATION. All rights reserved. # # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions are met: # # Redistributions of source code must retain the above copyright # ...
PyTorch/Segmentation/MaskRCNN/pytorch/maskrcnn_benchmark/structures
structures
boxlist_ops
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved. import torch from .bounding_box import BoxList from maskrcnn_benchmark.layers import nms as _box_nms from maskrcnn_benchmark import _C def boxlist_nms(boxlist, nms_thresh, max_proposals=-1, score_field="score"): """ Performs non-maximum...
PyTorch/Translation/Transformer/fairseq/optim
optim
__init__
# Copyright (c) 2017-present, Facebook, Inc. # All rights reserved. # # This source code is licensed under the license found in the LICENSE file in # the root directory of this source tree. An additional grant of patent rights # can be found in the PATENTS file in the same directory. import importlib import os from ....
TensorFlow2/Recommendation/DLRM_and_DCNv2/deployment/deployment_toolkit
deployment_toolkit
__init__
# Copyright (c) 2021, 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 applic...
PyTorch/Classification/ConvNets/triton
triton
model
# Copyright (c) 2021-2022, 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 a...
PyTorch/Forecasting/TFT/triton
triton
requirements
# Copyright (c) 2021-2022, 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 a...
PyTorch/Detection/Efficientdet/effdet/object_detection
object_detection
argmax_matcher
# Copyright 2020 Google Research. 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...
PyTorch/Classification/GPUNet/triton/05ms-D
05ms-D
README
# Deploying the GPUNet model on Triton Inference Server This folder contains instructions for deployment to run inference on Triton Inference Server as well as a detailed performance analysis. The purpose of this document is to help you with achieving the best inference performance. ## Table of contents - [Solution...
PyTorch/Classification/ConvNets/efficientnet/training/AMP
AMP
DGX1V-16G_efficientnet-widese-b0_AMP
python ./multiproc.py --nproc_per_node 8 ./launch.py --model efficientnet-widese-b0 --precision AMP --mode convergence --platform DGX1V-16G /imagenet --workspace ${1:-./} --raport-file raport.json
Tools/PyTorch/TimeSeriesPredictionPlatform/conf/trainer/optimizer
optimizer
RMSprop
# Copyright (c) 2022, 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 ...
TensorFlow2/Classification/ConvNets/efficientnet_v2/S/training/AMP
AMP
train_benchmark_8xA100-80G
# Copyright (c) 2021, 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 applic...
PyTorch/Segmentation/nnUNet/triton
triton
convert_model
#!/usr/bin/env python3 # Copyright (c) 2021, 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 # # U...
TensorFlow2/Recommendation/DLRM_and_DCNv2/tensorflow-dot-based-interact
tensorflow-dot-based-interact
setup
# Copyright (c) 2021, 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 applic...
PyTorch/Classification/GPUNet/triton/175ms/runner
runner
pipeline_impl
# Copyright (c) 2022, 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 applic...
Tools/DGLPyTorch/SyntheticGraphGeneration/scripts
scripts
ieee_fraud
# Copyright (c) 2023, 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 applic...
Tools/DGLPyTorch/SyntheticGraphGeneration/syngen/generator/tabular/data_transformer
data_transformer
base_data_transformer
# Copyright (c) 2023, 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 applic...
TensorFlow2/LanguageModeling/BERT/official/utils/misc
misc
tpu_lib
# Copyright 2019 The TensorFlow Authors. 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 applica...
TensorFlow2/Classification/ConvNets/efficientnet_v1/B4/inference
inference
inference_AMP
# Copyright (c) 2021, 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 applic...
PyTorch/Recommendation/DLRM
DLRM
requirements_preprocessing
numpy pandas joblib==0.16 tqdm
TensorFlow/Segmentation/UNet_Medical/tf_exports
tf_exports
tf_export
import glob import inspect import os import shutil import subprocess from typing import List, Callable import tensorflow as tf from google.protobuf import text_format from tensorflow.core.framework import graph_pb2 from tensorflow.python.compiler.tensorrt import trt_convert as trt from tensorflow.python.framework impo...
PyTorch/DrugDiscovery/MoFlow/moflow/runtime
runtime
train
# Copyright (c) 2022, 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 applic...
PyTorch/SpeechSynthesis/FastPitch/triton
triton
calculate_metrics
#!/usr/bin/env python3 # Copyright (c) 2021, 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 # # U...
PyTorch/LanguageModeling/BERT/data
data
GooglePretrainedWeightDownloader
# Copyright (c) 2019 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 applicabl...
TensorFlow/LanguageModeling/BERT/data
data
NVIDIAPretrainedWeightDownloader
# Copyright (c) 2019 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 applicabl...
PyTorch/Segmentation/MaskRCNN/pytorch/maskrcnn_benchmark/engine
engine
inference
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved. # Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved. import datetime import logging import time import os import torch from tqdm import tqdm from maskrcnn_benchmark.data.datasets.evaluation import evaluate from ..utils.comm import is_m...
TensorFlow/LanguageModeling/BERT/triton
triton
run_squad_triton_client
# Copyright (c) 2019 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 applicabl...
PyTorch/Classification/GPUNet/models
models
gpunet_modules
# Copyright (c) 2022, 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 applic...
Tools/DGLPyTorch/SyntheticGraphGeneration/syngen/generator/graph
graph
random
# Copyright (c) 2023, 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 applic...
TensorFlow2/Detection/Efficientdet/utils
utils
model_utils
# Copyright 2020 Google Research. 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...
PyTorch/Segmentation/MaskRCNN/pytorch/configs
configs
e2e_mask_rcnn_R_50_FPN_1x_bs64
MODEL: META_ARCHITECTURE: "GeneralizedRCNN" WEIGHT: "catalog://ImageNetPretrained/MSRA/R-50" BACKBONE: CONV_BODY: "R-50-FPN" OUT_CHANNELS: 256 RPN: USE_FPN: True ANCHOR_STRIDE: (4, 8, 16, 32, 64) PRE_NMS_TOP_N_TRAIN: 2000 PRE_NMS_TOP_N_TEST: 1000 POST_NMS_TOP_N_TEST: 1000 FPN_POS...
TensorFlow2/LanguageModeling/BERT/official/modeling/training
training
distributed_executor
# Copyright 2019 The TensorFlow Authors. 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 applica...
Tools/DGLPyTorch/SyntheticGraphGeneration/syngen/preprocessing/datasets
datasets
ieee
# Copyright (c) 2023, 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 applic...
PyTorch/Classification/ConvNets/resnext101-32x4d/training/AMP
AMP
DGX1V_resnext101-32x4d_AMP_250E
python ./multiproc.py --nproc_per_node 8 ./launch.py --model resnext101-32x4d --precision AMP --mode convergence --platform DGX1V /imagenet --workspace ${1:-./} --raport-file raport.json
TensorFlow2/Recommendation/SIM
SIM
requirements
pynvml==11.0.0 git+https://github.com/NVIDIA/dllogger#egg=dllogger
Tools/DGLPyTorch/SyntheticGraphGeneration/syngen/preprocessing/datasets
datasets
epinions
# Copyright (c) 2023, 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 applic...
TensorFlow2/Recommendation/DLRM_and_DCNv2/deployment
deployment
deploy
# Copyright (c) 2022, 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 applic...
TensorFlow2/Recommendation/DLRM_and_DCNv2/doc
doc
merlin_hps_inference
# Deploying Large Recommender models with Merlin HPS and Triton Inference Server This file contains instructions to run inference on Triton Inference Server as well as detailed performance analysis for DLRM and DCNv2 with Merlin HPS and TensorRT. It is intended to provide the best possible performance for inference wi...
Tools/DGLPyTorch/SyntheticGraphGeneration/syngen/utils
utils
cugraph
# Copyright (c) 2023, 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 applic...
PyTorch/Detection/Efficientdet/effdet/layers
layers
drop
""" DropBlock, DropPath PyTorch implementations of DropBlock and DropPath (Stochastic Depth) regularization layers. Papers: DropBlock: A regularization method for convolutional networks (https://arxiv.org/abs/1810.12890) Deep Networks with Stochastic Depth (https://arxiv.org/abs/1603.09382) Code: DropBlock impl inspire...
TensorFlow/Segmentation/MaskRCNN
MaskRCNN
README
Both TensorFlow 1.x and TensorFlow 2.x versions of Mask-RCNN are located in [TensorFlow2/Segmentation/MaskRCNN folder](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN). Mask-RCNN model for TensorFlow1 is no longer maintained.
PyTorch/Forecasting/TFT/triton
triton
metrics
# Copyright (c) 2021-2022, 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 require...
TensorFlow2/Recommendation/WideAndDeep/data/outbrain
outbrain
embedding_sizes
{"document_id": 128, "ad_id": 128, "document_id_promo": 128, "source_id_promo": 64, "source_id": 64, "geo_location": 64, "advertiser_id": 64, "geo_location_state": 64, "publisher_id_promo": 64, "publisher_id": 64, "geo_location_country": 64, "platform": 19, "campaign_id": 128, "topic_id_list": 64, "entity_id_list": 64,...
PyTorch/SpeechSynthesis/Tacotron2/trtis_cpp/src/trt/denoiser
denoiser
denoiserInstance
/* * Copyright (c) 2019-2020, NVIDIA CORPORATION. All rights reserved. * * Redistribution and use in source and binary forms, with or without * modification, are permitted provided that the following conditions are met: * * Redistributions of source code must retain the above copyright * notice, this l...
PyTorch/LanguageModeling/BART/bart/modeling
modeling
modeling_t5
# coding=utf-8 # Copyright (c) 2022 NVIDIA CORPORATION. All rights reserved. # Copyright 2018 Mesh TensorFlow authors, T5 Authors and HuggingFace Inc. team. # # 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 t...
PyTorch/SpeechRecognition/QuartzNet/common
common
sampler
import torch import numpy as np from torch.utils.data.sampler import Sampler class DistributedSampler(Sampler): def __init__(self, dataset, batch_size, world_size, rank): """ Constructor for the DistributedSampler. :param dataset: dataset :param batch_size: local batch size ...
PyTorch/Classification/ConvNets/triton/deployment_toolkit/library
library
onnx
# Copyright (c) 2021, 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 applic...
TensorFlow2/Segmentation/MaskRCNN/mrcnn_tf2/object_detection
object_detection
shape_utils
# Copyright 2017 The TensorFlow Authors. 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 applica...
TensorFlow2/Recommendation/SIM
SIM
README
# SIM For TensorFlow 2 This repository provides a script and recipe to train the SIM model to achieve state-of-the-art accuracy. The content of this repository is tested and maintained by NVIDIA. ## Table Of Contents - [Model overview](#model-overview) * [Model architecture](#model-architecture) * [Default c...
PyTorch/SpeechSynthesis/Tacotron2/trtis_cpp/src/trt/plugins/taco2AttentionPlugin
taco2AttentionPlugin
taco2AttentionLayerPlugin
/* * Copyright (c) 2019-2020, NVIDIA CORPORATION. All rights reserved. * * Redistribution and use in source and binary forms, with or without * modification, are permitted provided that the following conditions are met: * * Redistributions of source code must retain the above copyright * notice, this l...
PyTorch/SpeechSynthesis/Tacotron2/trtis_cpp/scripts
scripts
build_benchmark_engines
#!/bin/bash ## # Copyright (c) 2019-2020, NVIDIA CORPORATION. All rights reserved. # # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions are met: # # Redistributions of source code must retain the above copyright # notice, ...
TensorFlow2/Recommendation/WideAndDeep/triton
triton
README
# Deploying the Wide & Deep model on Triton Inference Server This folder contains instructions for deployment to run inference on Triton Inference Server as well as a detailed performance analysis. The purpose of this document is to help you with achieving the best inference performance. ## Table of contents - [Sol...
TensorFlow/Detection/SSD/models/research/object_detection/utils
utils
shape_utils_test
# Copyright 2017 The TensorFlow Authors. 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 applica...
TensorFlow/Classification/ConvNets/se-resnext101-32x4d
se-resnext101-32x4d
README
# SE-ResNext101-32x4d for TensorFlow This repository provides a script and recipe to train the SE-ResNext101-32x4d model to achieve state-of-the-art accuracy, and is tested and maintained by NVIDIA. SE-ResNext101-32x4d model for TensorFlow1 is no longer maintained and will soon become unavailable, please consider PyTo...
TensorFlow2/LanguageModeling/ELECTRA/data
data
WikicorpusTextFormatting
# Copyright (c) 2019 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 applicabl...
TensorFlow/Detection/SSD/models/research/object_detection
object_detection
model_lib_test
# Copyright 2017 The TensorFlow Authors. 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 applica...
PyTorch/SpeechSynthesis/Tacotron2/trtis_cpp
trtis_cpp
build_trtis
#!/bin/bash ## # Copyright (c) 2019-2020, NVIDIA CORPORATION. All rights reserved. # # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions are met: # # Redistributions of source code must retain the above copyright # notice, ...
TensorFlow2/Segmentation/MaskRCNN/mrcnn_tf2/utils
utils
box_utils
# Copyright 2019 The TensorFlow Authors. 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 applica...
PyTorch/Segmentation/MaskRCNN/pytorch/maskrcnn_benchmark/structures
structures
image_list
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved. # Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved. from __future__ import division import torch class ImageList(object): """ Structure that holds a list of images (of possibly varying sizes) as a single tensor. This w...
FasterTransformer
FasterTransformer
README
# FasterTransformer ## This repo can now be found here: https://github.com/NVIDIA/FasterTransformer.
Tools/PyTorch/TimeSeriesPredictionPlatform
TimeSeriesPredictionPlatform
README
# Time-Series Prediction Platform 1.1 for PyTorch Time-series prediction is a common problem in multiple domains for various applications, including retail, industry, smart cities, and financial services. Research in the time-series field is growing exponentially, with hundreds of deep learning time-series forecasting...
PyTorch/SpeechSynthesis/Tacotron2/filelists
filelists
ljs_audio_text_val_filelist
LJSpeech-1.1/wavs/LJ022-0023.wav|The overwhelming majority of people in this country know how to sift the wheat from the chaff in what they hear and what they read. LJSpeech-1.1/wavs/LJ043-0030.wav|If somebody did that to me, a lousy trick like that, to take my wife away, and all the furniture, I would be mad as hell, ...
PyTorch/Classification/GPUNet/triton
triton
calculate_metrics
#!/usr/bin/env python3 # Copyright (c) 2022, 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 # # U...
PyTorch/SpeechSynthesis/FastPitch/triton/deployment_toolkit/bermuda
bermuda
onnx
# Copyright (c) 2021, 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 applic...
PyTorch/Classification/ConvNets/triton/deployment_toolkit/library
library
__init__
# Copyright (c) 2021-2022, 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 a...
TensorFlow/Classification/ConvNets/resnext101-32x4d
resnext101-32x4d
README
# ResNext101-32x4d for TensorFlow This repository provides a script and recipe to train the ResNext101-32x4d model to achieve state-of-the-art accuracy, and is tested and maintained by NVIDIA. ResNext101-32x4d model for TensorFlow1 is no longer maintained and will soon become unavailable, please consider PyTorch or Te...
TensorFlow/Classification/ConvNets/model/blocks
blocks
__init__
#!/usr/bin/env python # -*- coding: utf-8 -*- # Copyright (c) 2018, 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/lic...
PyTorch/SpeechSynthesis/FastPitch/common/text
text
abbreviations
import re _no_period_re = re.compile(r'(No[.])(?=[ ]?[0-9])') _percent_re = re.compile(r'([ ]?[%])') _half_re = re.compile('([0-9]½)|(½)') _url_re = re.compile(r'([a-zA-Z])\.(com|gov|org)') # List of (regular expression, replacement) pairs for abbreviations: _abbreviations = [(re.compile('\\b%s\\.' % x[0], re.IGNORE...
DGLPyTorch/DrugDiscovery/SE3Transformer/scripts
scripts
benchmark_train_multi_gpu
#!/usr/bin/env bash # Script to benchmark multi-GPU training performance, with bases precomputation # CLI args with defaults BATCH_SIZE=${1:-240} AMP=${2:-true} python -m torch.distributed.run --nnodes=1 --nproc_per_node=gpu --max_restarts 0 --module \ se3_transformer.runtime.training \ --amp "$AMP" \ --batch_s...
PyTorch/LanguageModeling/Transformer-XL/pytorch/scripts/tests
tests
train_full
#!/bin/bash # Copyright (c) 2019-2020, 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 # # Un...
TensorFlow2/Classification/ConvNets
ConvNets
requirements
six google-api-python-client>=1.6.7 google-cloud-bigquery>=0.31.0 kaggle>=1.3.9 numpy>=1.15.4 oauth2client>=4.1.2 pandas>=0.22.0 psutil>=5.4.3 py-cpuinfo>=3.3.0 scipy>=0.19.1 tensorflow-hub>=0.6.0 tensorflow-model-optimization>=0.2.1 tensorflow-datasets tensorflow-addons dataclasses gin-config tf_slim>=1.1.0 typing sen...
CUDA-Optimized/FastSpeech/tacotron2
tacotron2
__init__
# BSD 3-Clause License # Copyright (c) 2018-2020, NVIDIA Corporation # All rights reserved. # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions are met: # * Redistributions of source code must retain the above copyright notice, thi...
TensorFlow/Detection/SSD/models/research/object_detection/utils
utils
config_util_test
# Copyright 2017 The TensorFlow Authors. 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 applica...
PyTorch/SpeechRecognition/wav2vec2/common/fairseq/modules
modules
multihead_attention
# Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. # Copyright (c) 2023, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may n...
TensorFlow2/LanguageModeling/BERT
BERT
run_squad
# Copyright (c) 2021, 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 applic...
DGLPyTorch/DrugDiscovery/SE3Transformer/se3_transformer/runtime
runtime
arguments
# Copyright (c) 2021-2022, NVIDIA CORPORATION & AFFILIATES. All rights reserved. # # Permission is hereby granted, free of charge, to any person obtaining a # copy of this software and associated documentation files (the "Software"), # to deal in the Software without restriction, including without limitation # the righ...
PyTorch/Classification/ConvNets/resnet50v1.5/training/AMP
AMP
DGX1V_resnet50_AMP_90E
python ./multiproc.py --nproc_per_node 8 ./launch.py --model resnet50 --precision AMP --mode convergence --platform DGX1V /imagenet --epochs 90 --mixup 0.0 --workspace ${1:-./} --raport-file raport.json
PyTorch/Detection/Efficientdet/effdet/layers
layers
activations_me
# Copyright (c) 2021, 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 applic...
PyTorch/SpeechRecognition/wav2vec2/common/fairseq/modules
modules
quant_noise
# Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. # Copyright (c) 2023, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may n...
TensorFlow/Classification/ConvNets/resnet50v1.5/training
training
DGX2_RN50_AMP_90E
#!/bin/bash # Copyright (c) 2019 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 r...
PyTorch/Classification/ConvNets/efficientnet/inference/FP32
FP32
DGXA100_efficientnet-widese-b4_FP32
python ./multiproc.py --nproc_per_node 8 ./launch.py --model efficientnet-widese-b4 --precision FP32 --mode benchmark_inference --platform DGXA100 /imagenet -b 1 --workspace ${1:-./} --raport-file raport_1.json python ./multiproc.py --nproc_per_node 8 ./launch.py --model efficientnet-widese-b4 --precision FP32 --mode ...
TensorFlow/Classification/ConvNets/triton
triton
run_offline_performance_test_on_triton
#!/usr/bin/env python3 # Copyright (c) 2021, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # U...
TensorFlow/Detection/SSD/models/research/slim/nets
nets
inception_v3_test
# Copyright 2016 The TensorFlow Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable ...
PyTorch/Recommendation/DLRM/tests
tests
test_fspecs
#!/bin/bash NAMES=${1:-'*.yaml'} COMMON_OPTS="--embedding_type=joint_sparse --interaction_op=dot" bash test_with_opts.sh "${NAMES}" "${COMMON_OPTS}" # # usage: # docker build . -t nvidia_dlrm_pyt # docker run --security-opt seccomp=unconfined --runtime=nvidia -it --rm --ipc=host -v ${PWD}/data:/...
PyTorch/Segmentation/MaskRCNN/pytorch/maskrcnn_benchmark/modeling/rpn
rpn
__init__
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved. # from .rpn import build_rpn
PyTorch/SpeechSynthesis/Tacotron2
Tacotron2
requirements
matplotlib numpy inflect librosa scipy resampy==0.3.1 git+https://github.com/NVIDIA/dllogger@v0.1.0#egg=dllogger
PyTorch/Recommendation/NCF
NCF
LICENSE
Apache License Version 2.0, January 2004 http://www.apache.org/licenses/ TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 1. Definitions. "License" shall mean the terms and conditions for use, reproduction, ...
TensorFlow2/Detection/Efficientdet/dataset
dataset
__init__
# Copyright 2020 Google Research. 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...
DGLPyTorch/DrugDiscovery/SE3Transformer/se3_transformer/model/layers
layers
pooling
# Copyright (c) 2021-2022, NVIDIA CORPORATION & AFFILIATES. All rights reserved. # # Permission is hereby granted, free of charge, to any person obtaining a # copy of this software and associated documentation files (the "Software"), # to deal in the Software without restriction, including without limitation # the righ...