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PyTorch/Forecasting/TFT/triton
triton
prepare_input_data
# 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/Segmentation/Contrib/UNet3P/data_preparation
data_preparation
delete_zip_data
rm data/Training_Batch1.zip rm data/Training_Batch2.zip
PyTorch/SpeechRecognition/wav2vec2/common/fairseq
fairseq
incremental_decoding_utils
# 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/Detection/Efficientdet/object_detection
object_detection
box_list
# 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...
TensorFlow2/LanguageModeling/ELECTRA
ELECTRA
postprocess_pretrained_ckpt
# 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 applica...
PyTorch/Segmentation/MaskRCNN/pytorch/maskrcnn_benchmark/utils
utils
miscellaneous
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved. import errno import os def mkdir(path): try: os.makedirs(path) except OSError as e: if e.errno != errno.EEXIST: raise
PyTorch/Classification/GPUNet/triton/runner
runner
runner_proxy
# 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...
TensorFlow/Detection/SSD/models/research/object_detection/models
models
embedded_ssd_mobilenet_v1_feature_extractor_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/Forecasting/TFT/triton/runner
runner
core
# 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/SpeechSynthesis/Tacotron2/notebooks/conversationalai
conversationalai
export_tacotron2_ts
# ***************************************************************************** # Copyright (c) 2019, 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...
TensorFlow/Detection/SSD/models/research/object_detection/utils
utils
vrd_evaluation
# 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/Detection/Efficientdet/model
model
activation_builder
# 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...
TensorFlow/LanguageModeling/BERT/biobert/scripts
scripts
rel_chemprot
#!/bin/bash echo "Container nvidia build = " $NVIDIA_BUILD_ID init_checkpoint=${1:-"/results/biobert_tf_uncased_base/model.ckpt"} train_batch_size=${2:-8} learning_rate=${3:-1.5e-6} cased=${4:-false} precision=${5:-"fp16"} use_xla=${6:-"true"} num_gpu=${7:-"16"} seq_length=${8:-512} bert_model=${9:-"base"} eval_batch...
TensorFlow/LanguageModeling/BERT/data
data
__init__
# 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/configs/caffe2
caffe2
e2e_faster_rcnn_R_101_FPN_1x_caffe2
MODEL: META_ARCHITECTURE: "GeneralizedRCNN" WEIGHT: "catalog://Caffe2Detectron/COCO/35857890/e2e_faster_rcnn_R-101-FPN_1x" BACKBONE: CONV_BODY: "R-101-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_N...
Tools/DGLPyTorch/SyntheticGraphGeneration/syngen/generator/tabular
tabular
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...
PyTorch/LanguageModeling/BERT/triton
triton
README
# Deploying the BERT model on Triton Inference Server This folder contains instructions for deployment to run inference on Triton Inference Server, as well as detailed performance analysis. The purpose of this document is to help you with achieving the best inference performance. ## Table of contents - [Solution o...
TensorFlow/LanguageModeling/BERT/scripts
scripts
run_pretraining_lamb_phase2
#! /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 require...
TensorFlow/Segmentation/UNet_Industrial/scripts/benchmarking
benchmarking
UNet_evalbench_AMP
#!/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...
TensorFlow/Translation/GNMT/utils
utils
iterator_utils
# Copyright 2017 Google Inc. 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 a...
TensorFlow/Translation/GNMT/utils
utils
vocab_utils
# Copyright 2017 Google Inc. 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 a...
TensorFlow2/Classification/ConvNets/model/blocks
blocks
__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...
Tools/PyTorch/TimeSeriesPredictionPlatform/conf/trainer/optimizer
optimizer
SGD
# 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/LanguageModeling/BERT/official/nlp/transformer
transformer
model_params
# Copyright 2018 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/Classification/GPUNet/triton/scripts
scripts
setup_environment
#!/usr/bin/env bash # 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 # # Unl...
TensorFlow2/Segmentation/MaskRCNN/mrcnn_tf2/model
model
losses
# 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 applic...
TensorFlow/Recommendation/NCF
NCF
neumf
# Copyright (c) 2018. 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 t...
Tools/PyTorch/TimeSeriesPredictionPlatform/conf/trainer/callbacks/callbacks
callbacks
logging
# 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/Segmentation/MaskRCNN/mrcnn_tf2/ops
ops
preprocess_ops
# 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/SpeechSynthesis/Tacotron2/trtis_cpp/src/trt/tacotron2
tacotron2
tacotron2StreamingInstance
/* * 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/Classification/ConvNets/efficientnet/training/TF32
TF32
DGXA100_efficientnet-widese-b4_TF32
python ./multiproc.py --nproc_per_node 8 ./launch.py --model efficientnet-widese-b4 --precision TF32 --mode convergence --platform DGXA100 /imagenet --workspace ${1:-./} --raport-file raport.json
TensorFlow2/Segmentation/UNet_Medical/model
model
layers
# 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/BART/utils
utils
make_datafiles
# 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/Tacotron2/platform
platform
DGXA100_tacotron2_TF32_4NGPU_train
mkdir -p output python -m multiproc train.py -m Tacotron2 -o output/ -lr 1e-3 --epochs 1501 -bs 128 --weight-decay 1e-6 --grad-clip-thresh 1.0 --cudnn-enabled --load-mel-from-disk --training-files=filelists/ljs_mel_text_train_filelist.txt --validation-files=filelists/ljs_mel_text_val_filelist.txt --log-file nvlog.json ...
PaddlePaddle/LanguageModeling/BERT/data
data
BooksDownloader
# 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...
TensorFlow/Segmentation/UNet_3D_Medical
UNet_3D_Medical
README
# 3D-UNet Medical Image Segmentation for TensorFlow 1.x This repository provides a script and recipe to train the 3D-UNet model to achieve state-of-the-art accuracy. The content of this repository is tested and maintained by NVIDIA. 3D-UNet model for TensorFlow1 is no longer maintained and will soon become unavailabl...
PyTorch/SpeechRecognition/Jasper/triton/model_repo_configs/fp16/jasper-tensorrt-ensemble
jasper-tensorrt-ensemble
config
name: "jasper-tensorrt-ensemble" platform: "ensemble" max_batch_size: 8#MAX_BATCH input { name: "AUDIO_SIGNAL" data_type: TYPE_FP16 dims: -1#AUDIO_LENGTH } input { name: "NUM_SAMPLES" data_type: TYPE_INT32 dims: [ 1 ] } output { name: "TRANSCRIPT" data_type: TYPE_INT32 dims: [-1] } e...
TensorFlow2/Recommendation/DLRM_and_DCNv2/deployment/hps
hps
__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...
PyTorch/Translation/Transformer/fairseq/optim
optim
adagrad
# 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 torch.optim from . import ...
TensorFlow/Detection/SSD/models/research/object_detection/meta_architectures
meta_architectures
faster_rcnn_meta_arch_test_lib
# 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/Detection/SSD/models/research/slim/scripts
scripts
finetune_inception_resnet_v2_on_flowers
#!/bin/bash # 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...
TensorFlow/Classification/ConvNets
ConvNets
.gitignore
# Byte-compiled / optimized / DLL files __pycache__/ *.py[cod] *$py.class # C extensions *.so # Distribution / packaging .Python build/ develop-eggs/ dist/ downloads/ eggs/ .eggs/ lib/ lib64/ parts/ sdist/ var/ wheels/ share/python-wheels/ *.egg-info/ .installed.cfg *.egg *.whl MANIFEST # PyInstaller # Usually thes...
PyTorch/Detection/Efficientdet/scripts/D0
D0
inference_AMP_V100-32G
#!/bin/bash rm -rf *.json python -u -m bind_launch --nproc_per_node=${NUM_PROC:-1} validate.py '/workspace/object_detection/datasets/coco/' --model efficientdet_d0 -b ${BATCH_SIZE:-8} --torchscript --use-ema --amp --checkpoint ${CKPT_PATH:-/checkpoints/Effdet_B0.pth} --inference
PyTorch/SpeechSynthesis/Tacotron2/phrases
phrases
phrase_4_256
The forms of printed letters should be beautiful, and that their arrangement on the page should be reasonable and a help to the shapeliness of the letters themselves and the form of printed letters should be beautiful, and that their arrangement on pages. The forms of printed letters should be beautiful, and that their...
TensorFlow/Classification/ConvNets/se-resnext101-32x4d/training
training
DGX2_SE-RNxt101-32x4d_FP32_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/SpeechSynthesis/HiFiGAN/scripts
scripts
extract_fine_tune_mels
#!/usr/bin/env bash # Runs a process which resembles FastPitch training and extracts mel-scale # spectrograms generated with FastPitch for HiFi-GAN fine-tuning. export OMP_NUM_THREADS=1 : ${NUM_GPUS:=8} : ${BATCH_SIZE:=16} : ${AMP:=false} : ${DATASET_PATH:="data/LJSpeech-1.1"} : ${OUTPUT_DIR:="data/mels-fastpitch-l...
Tools/DGLPyTorch/SyntheticGraphGeneration/syngen/cli/commands
commands
mimic_dataset
# 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
effdet
model
""" PyTorch EfficientDet model Based on official Tensorflow version at: https://github.com/google/automl/tree/master/efficientdet Paper: https://arxiv.org/abs/1911.09070 Hacked together by Ross Wightman """ # Copyright (c) 2021, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2...
Tools/PyTorch/TimeSeriesPredictionPlatform/models/tft_pyt/scripts
scripts
run_traffic_DGX1-16G
# 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 ...
PyTorch/Classification/GPUNet/triton/runner
runner
stages
# 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/LanguageModeling/Transformer-XL
Transformer-XL
requirements
pytorch-transformers==1.1.0 sacremoses==0.0.35 pynvml==8.0.4
Tools/DGLPyTorch/SyntheticGraphGeneration/syngen/cli/commands
commands
pretrain
# 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/SpeechSynthesis/Tacotron2/trtis_cpp/src/trt/util
util
layerData
/* * 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...
DGLPyTorch/DrugDiscovery/SE3Transformer/se3_transformer/model
model
basis
# 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
ConvNets
README
# Convolutional Network for Image Classification in PyTorch In this repository you will find implementations of various image classification models. Detailed information on each model can be found here: ## Table Of Contents * [Models](#models) * [Validation accuracy results](#validation-accuracy-results) * [Trainin...
TensorFlow/Segmentation/UNet_Industrial/model/layers
layers
conv2d
#!/usr/bin/env python # -*- coding: utf-8 -*- # ============================================================================== # # 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 L...
TensorFlow/Detection/SSD/models
models
README
# TensorFlow Models This repository contains a number of different models implemented in [TensorFlow](https://www.tensorflow.org): The [official models](https://github.com/tensorflow/models/tree/master/official) are a collection of example models that use TensorFlow's high-level APIs. They are intended to be well-mai...
TensorFlow/Detection/SSD/models/research/object_detection/core
core
standard_fields
# 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/DLRM_and_DCNv2/tensorflow-dot-based-interact/tensorflow_dot_based_interact/python/ops
ops
__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...
TensorFlow/Segmentation/UNet_Industrial/model/layers
layers
array_ops
#!/usr/bin/env python # -*- coding: utf-8 -*- # ============================================================================== # # 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 L...
DGLPyTorch/DrugDiscovery/SE3Transformer/se3_transformer/data_loading
data_loading
data_module
# 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...
TensorFlow2/Segmentation/MaskRCNN/mrcnn_tf2/runtime
runtime
run
import logging import os import tensorflow as tf import dllogger from mrcnn_tf2.model.mask_rcnn import MaskRCNN from mrcnn_tf2.runtime.callbacks import DLLoggerMetricsCallback, DLLoggerPerfCallback, PretrainedWeightsLoadingCallback from mrcnn_tf2.runtime.evaluation import evaluate from mrcnn_tf2.runtime.learning_rate...
Tools/PyTorch/TimeSeriesPredictionPlatform/distributed_launcher
distributed_launcher
setup
# 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/Recommendation/DLRM_and_DCNv2
DLRM_and_DCNv2
main
# 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/Translation/Transformer
Transformer
preprocess
#!/usr/bin/env python3 # 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 ar...
PyTorch/Forecasting/TFT/triton/deployment_toolkit
deployment_toolkit
core
# 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/Detection/SSD/models/research/slim/datasets
datasets
cifar10
# 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 ...
TensorFlow2/LanguageModeling/BERT
BERT
create_finetuning_data
# 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/Classification/ConvNets/resnet50v1.5/training/FP32
FP32
DGX2V_resnet50_FP32_250E
python ./multiproc.py --nproc_per_node 8 ./launch.py --model resnet50 --precision FP32 --mode convergence --platform DGX2V /imagenet --workspace ${1:-./} --raport-file raport.json
TensorFlow/Recommendation/NCF
NCF
prepare_dataset
# 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 applic...
TensorFlow/Detection/SSD/models/research/object_detection/predictors
predictors
convolutional_keras_box_predictor_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/Detection/SSD/models/research/object_detection/models
models
ssd_mobilenet_v1_ppn_feature_extractor_test
# Copyright 2018 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/Detection/SSD
SSD
README
# SSD320 v1.2 For TensorFlow This repository provides a script and recipe to train SSD320 v1.2 to achieve state of the art accuracy, and is tested and maintained by NVIDIA. SSD model for TensorFlow1 is no longer maintained and will soon become unavailable, please consider a PyTorch version or EfficientDet TensorFlow2 ...
TensorFlow/Detection/SSD/models/research/object_detection/legacy
legacy
eval
# 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...
CUDA-Optimized/FastSpeech/fastspeech/trt/plugins/repeat
repeat
RepeatPlugin
// Copyright (c) 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 list of con...
TensorFlow/Detection/SSD/models/research/slim/datasets
datasets
imagenet_2012_validation_synset_labels
n01751748 n09193705 n02105855 n04263257 n03125729 n01735189 n02346627 n02776631 n03794056 n02328150 n01917289 n02125311 n02484975 n04065272 n03496892 n02066245 n01914609 n01616318 n02971356 n03126707 n02346627 n02091244 n07742313 n03956157 n01616318 n04380533 n02114548 n02089973 n01729977 n04435653 n02280649 n03444034 ...
TensorFlow/LanguageModeling/BERT/biobert/scripts
scripts
biobert_data_download
#!/usr/bin/env 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 ...
PyTorch/LanguageModeling/BERT/triton/runner
runner
exporter
# 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/SpeechSynthesis/Tacotron2/trtis_cpp/src/trt/plugins/taco2ModulationRemovalPlugin
taco2ModulationRemovalPlugin
taco2ModulationRemovalLayerPlugin
/* * 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/Classification/ConvNets/triton
triton
client
# 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 appli...
PyTorch/SpeechSynthesis/Tacotron2
Tacotron2
main
# ***************************************************************************** # Copyright (c) 2018, 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...
Tools/DGLPyTorch/SyntheticGraphGeneration/syngen/cli/commands
commands
preprocess
# 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/LanguageModeling/BERT/data
data
BookscorpusTextFormatting
# 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/triton
triton
run_inference_on_triton
#!/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...
TensorFlow2/LanguageModeling/BERT/official/utils/logs
logs
mlperf_helper
# Copyright 2018 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/Segmentation/UNet_Industrial/model/layers
layers
dense
#!/usr/bin/env python # -*- coding: utf-8 -*- # ============================================================================== # # 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 L...
PyTorch/Recommendation/DLRM
DLRM
dgxa100_ccx
# 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 appli...
PyTorch/SpeechSynthesis/Tacotron2/trtis_cpp/src/test
test
UnitTest
/* * 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/Classification/ConvNets/triton/scripts/docker
docker
build
#!/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/DrugDiscovery/MoFlow
MoFlow
setup
# 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...
TensorFlow/Segmentation/UNet_Industrial/scripts/benchmarking
benchmarking
UNet_trainbench_4GPU
#!/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...
TensorFlow/Recommendation/WideAndDeep
WideAndDeep
setup
# 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 applic...
TensorFlow/Detection/SSD/models/research/object_detection/g3doc
g3doc
installation
# Installation ## Dependencies Tensorflow Object Detection API depends on the following libraries: * Protobuf 3.0.0 * Python-tk * Pillow 1.0 * lxml * tf Slim (which is included in the "tensorflow/models/research/" checkout) * Jupyter notebook * Matplotlib * Tensorflow (>=1.9.0) * Cython * context...
PaddlePaddle/LanguageModeling/BERT/bert_configs
bert_configs
bert-large-cased
{ "attention_probs_dropout_prob": 0.1, "hidden_act": "gelu", "hidden_dropout_prob": 0.1, "hidden_size": 1024, "initializer_range": 0.02, "intermediate_size": 4096, "max_position_embeddings": 512, "num_attention_heads": 16, "num_hidden_layers": 24, "type_vocab_size": 2, "vocab_size": 28996 }
PyTorch/Translation/Transformer/scripts
scripts
run_training
#! /bin/bash # # 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 requi...
TensorFlow2/Recommendation/DLRM_and_DCNv2/deployment/hps
hps
deploy_ensemble
# 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/Forecasting/TFT/triton/runner
runner
preparer
# 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/scripts/docker
docker
build
#!/bin/bash docker build --rm -t nvcr.io/nvidia/effdet:21.06-py3-stage . -f Dockerfile
Tools/DGLPyTorch/SyntheticGraphGeneration/syngen/utils/types
types
metadata
# 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/PyTorch/TimeSeriesPredictionPlatform/models/tft_pyt/triton/runner
runner
start_NVIDIA-DGX-A100-(1x-A100-80GB)
# 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...