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PyTorch/Classification/ConvNets/efficientnet/training/AMP
AMP
DGXA100_efficientnet-b0_AMP
python ./multiproc.py --nproc_per_node 8 ./launch.py --model efficientnet-b0 --precision AMP --mode convergence --platform DGXA100 /imagenet --workspace ${1:-./} --raport-file raport.json
TensorFlow2/Segmentation/Contrib/UNet3P/models
models
unet3plus
""" UNet3+ base model """ import tensorflow as tf import tensorflow.keras as k from .unet3plus_utils import conv_block def unet3plus(encoder_layer, output_channels, filters): """ UNet3+ base model """ """ Encoder """ e1 = encoder_layer[0] e2 = encoder_layer[1] e3 = encoder_layer[2] e4 = encod...
TensorFlow2/Recommendation/WideAndDeep/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/Detection/Efficientdet/effdet/object_detection
object_detection
__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...
TensorFlow2/Recommendation/WideAndDeep/triton/runner
runner
downloader
# 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/runner
runner
utils
# 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/DrugDiscovery/MoFlow/moflow
moflow
utils
# 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/pytorch/utils
utils
distributed
# 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 # # Unless required by...
TensorFlow/Detection/SSD/models/research/object_detection/g3doc
g3doc
running_pets
# Quick Start: Distributed Training on the Oxford-IIIT Pets Dataset on Google Cloud This page is a walkthrough for training an object detector using the Tensorflow Object Detection API. In this tutorial, we'll be training on the Oxford-IIIT Pets dataset to build a system to detect various breeds of cats and dogs. The ...
PyTorch/Forecasting/TFT/triton
triton
run_inference_on_triton
#!/usr/bin/env python3 # 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 ...
PyTorch/Segmentation/MaskRCNN
MaskRCNN
README
# Mask R-CNN For PyTorch This repository provides a script and recipe to train and infer on MaskRCNN to achieve state of the art accuracy, and is tested and maintained by NVIDIA. ## Table Of Contents * [Model overview](#model-overview) * [Model Architecture](#model-architecture) * [Default configuration](#defau...
PyTorch/LanguageModeling/BERT/triton/deployment_toolkit/bermuda
bermuda
utils
# 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/WideAndDeep
WideAndDeep
hvd_wrapper
#!/bin/bash # 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 ...
PyTorch/Detection/SSD/ssd
ssd
utils
# Copyright (c) 2018-2019, 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 a...
TensorFlow/Recommendation/WideAndDeep/trainer
trainer
__init__
# 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...
TensorFlow2/Recommendation/DLRM_and_DCNv2/nn
nn
dcn
# Copyright 2021 The TensorFlow Recommenders Authors. # # 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
optimization
# Copyright 2019 The TensorFlow Authors. 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....
PyTorch/SpeechRecognition/wav2vec2/wav2vec2
wav2vec2
logging
# 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/demos/basic_examples
basic_examples
e2e_cora_demo
#!/usr/bin/env python # coding: utf-8 # Copyright 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-...
PyTorch/Classification/GPUNet/triton/deployment_toolkit/triton_performance_runner/model_analyzer
model_analyzer
model_analyzer_config
# 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/BERT
BERT
schedulers
# Copyright (c) 2019-2021 NVIDIA CORPORATION. All rights reserved. # Copyright 2018 The Google AI Language Team Authors and The HugginFace 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 the Licens...
PyTorch/SpeechSynthesis/Tacotron2/trtis_cpp/src/trt/tacotron2
tacotron2
decoderInstance
/* * 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/HiFiGAN/platform
platform
DGXA100_HiFi-GAN_AMP_4GPU
#!/bin/bash set -a : ${NUM_GPUS:=4} : ${BATCH_SIZE:=32} : ${GRAD_ACCUMULATION:=1} : ${AMP:=true} bash scripts/train_lj22khz.sh "$@" --no_amp_grouped_conv
CUDA-Optimized/FastSpeech/tacotron2
tacotron2
plotting_utils
# 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...
TensorFlow2/Segmentation/UNet_Medical/examples
examples
unet_TRAIN_SINGLE_TF-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/Segmentation/MaskRCNN/pytorch/configs
configs
e2e_mask_rcnn_R_50_FPN_1x_1GPU
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...
TensorFlow/Detection/SSD/models/research/object_detection/utils
utils
per_image_vrd_evaluation_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/Classification/ConvNets/image_classification/models
models
__init__
# Copyright (c) 2019, NVIDIA CORPORATION. All rights reserved. # # Licensed under the BSD 3-Clause License (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # https://opensource.org/licenses/BSD-3-Clause # # Unless required by applicable law...
TensorFlow2/LanguageModeling/BERT/official/utils/logs
logs
hooks
# 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/WideAndDeep/triton/runner
runner
finalizer
# 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...
TensorFlow2/Classification/ConvNets/efficientnet_v1/B0/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/Detection/SSD/ssd
ssd
train
# Copyright (c) 2018-2019, 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 a...
Tools/PyTorch/TimeSeriesPredictionPlatform/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 required by a...
PyTorch/SpeechSynthesis/Tacotron2/trtis_cpp/src/test
test
Blending_test
/* * 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/Detection/Efficientdet/effdet/csrc/nms/cuda
cuda
nms
// 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 ...
TensorFlow/Detection/SSD/models/research/slim/datasets
datasets
build_imagenet_data
# Copyright 2016 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...
Tools/PyTorch/TimeSeriesPredictionPlatform/models/tft_pyt/triton/deployment_toolkit
deployment_toolkit
dump
# 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/tacotron2
tacotron2
tacotron2Loader
/* * 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/Transformer-XL/pytorch/scripts/tests
tests
train_short
#!/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/Recommendation/WideAndDeep/triton/runner
runner
runner
# 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/nets/mobilenet
mobilenet
mobilenet
# 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/Translation/GNMT/seq2seq/models
models
decoder
# Copyright (c) 2017 Elad Hoffer # 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 l...
JAX/MultiModal/Imagen
Imagen
README
# Imagen on GPUs Please refer to [Rosetta Imagen](https://github.com/NVIDIA/JAX-Toolbox/tree/main/rosetta/rosetta/projects/imagen), NVIDIA's project that enables seamless training of LLMs, CV models and multimodal models in JAX, for information about running Imagen models and experiments on GPUs.
TensorFlow/Detection/SSD/configs
configs
ssd320_full_1gpus
# 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...
CUDA-Optimized/FastSpeech/fastspeech/dataset
dataset
text_dataset
# 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 conditio...
TensorFlow/LanguageModeling/BERT
BERT
modeling
# coding=utf-8 # Copyright 2018 The Google AI Language Team Authors. # # 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/Segmentation/MaskRCNN/pytorch/maskrcnn_benchmark/solver
solver
__init__
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved. from .build import make_optimizer from .build import make_lr_scheduler from .lr_scheduler import WarmupMultiStepLR
PyTorch/DrugDiscovery/MoFlow/moflow/runtime
runtime
evaluate
# 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/slim/nets/nasnet
nasnet
nasnet
# 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/Recommendation/VAE-CF/vae/models
models
vae
# 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 appli...
Tools/PyTorch/TimeSeriesPredictionPlatform/inference
inference
launch_inference_server
# 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 ...
Tools/PyTorch/TimeSeriesPredictionPlatform/conf/trainer
trainer
stattrainer
# 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/data
data
BooksDownloader
# 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...
TensorFlow2/LanguageModeling/BERT/scripts/configs
configs
squad_config
#!/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 # # Unles...
Tools/PyTorch/TimeSeriesPredictionPlatform/models/tft_pyt/triton/deployment_toolkit/model_analyzer
model_analyzer
model_analyzer
# 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...
PyTorch/SpeechSynthesis/FastPitch/fastpitch
fastpitch
arg_parser
# ***************************************************************************** # 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...
PyTorch/SpeechRecognition/QuartzNet/quartznet
quartznet
config
# 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 ...
Tools/PyTorch/TimeSeriesPredictionPlatform/conf/trainer
trainer
xgbtrainer
# 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 ...
TensorFlow/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/Segmentation/Contrib/UNet3P/models
models
backbones
""" Unet3+ backbones """ import tensorflow as tf import tensorflow.keras as k from .unet3plus_utils import conv_block def vgg16_backbone(input_layer, ): """ VGG-16 backbone as encoder for UNet3P """ base_model = tf.keras.applications.VGG16( input_tensor=input_layer, weights=None, incl...
TensorFlow/Detection/SSD/models/research/slim/deployment
deployment
model_deploy
# 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 ...
TensorFlow/Classification/ConvNets/se-resnext101-32x4d/training
training
DGX1_SE-RNxt101-32x4d_FP32_250E
#!/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...
TensorFlow2/LanguageModeling/BERT/official/utils/flags
flags
core
# 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/SpeechSynthesis/Tacotron2/trtis_cpp/src/trt/plugins/taco2AttentionPlugin
taco2AttentionPlugin
taco2AttentionLayerPluginCreator
/* * 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...
TensorFlow/Classification/ConvNets/triton
triton
rn50_model
import logging import tensorflow as tf from utils import data_utils LOGGER = logging.getLogger(__name__) NCLASSES = 1001 WIDTH = 224 HEIGHT = 224 NCHANNELS = 3 INPUT_FORMAT = "NHWC" COMPUTE_FORMAT = "NHWC" def get_model( *, model_dir: str, arch: str = "resnet50", precision: str = "fp32", use_xl...
PaddlePaddle/LanguageModeling/BERT
BERT
optimizer
# 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/LanguageModeling/BERT/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...
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...
TensorFlow2/Classification/ConvNets/utils
utils
learning_rate
# Lint as: 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 # # Unless...
PyTorch/LanguageModeling/BERT/triton/dist6l/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...
TensorFlow/LanguageModeling/BERT
BERT
run_classifier_with_tfhub
# coding=utf-8 # Copyright 2018 The Google AI Language Team Authors. # # 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/SpeechSynthesis/Tacotron2/trtis_cpp/src/trt
trt
speechSynthesizer
/* * 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...
Tools/DGLPyTorch/SyntheticGraphGeneration/syngen/benchmark/data_loader/datasets
datasets
edge_ds
# 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/Recommendation/NCF
NCF
load
# Copyright (c) 2018, deepakn94. 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/Forecasting/TFT/triton/runner
runner
triton
# 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
inference_benchmark
#!/bin/bash DATA_DIR=${1:-"/data/tfrecords"} DALI_DIR=${2} BATCH_SIZE_TO_TEST="1 2 4 8 16 32 64 128" INFERENCE_BENCHMARK=$(mktemp /tmp/inference-benchmark.XXXXXX) function test_configuration() { echo "Testing configuration: $1" | tee -a $INFERENCE_BENCHMARK for BATCH in $BATCH_SIZE_TO_TEST; do pytho...
PyTorch/Segmentation/nnUNet/triton/deployment_toolkit/bermuda
bermuda
__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/SpeechSynthesis/Tacotron2/filelists
filelists
ljs_audio_text_train_subset_2500_filelist
LJSpeech-1.1/wavs/LJ026-0104.wav|so starch manufactured in the leaves must be digested (dissolved) before it can be transported. LJSpeech-1.1/wavs/LJ012-0101.wav|They had had serious work to get at the diamonds. It was necessary to force one heavy door from its hinges, and to cut through the thick panels of another. LJ...
PyTorch/Recommendation/DLRM/preproc
preproc
run_spark_gpu_DGX-2
#!/bin/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 # # Unless requ...
PyTorch/SpeechSynthesis/HiFiGAN
HiFiGAN
.gitignore
results*/ output* pretrained_models/ tb_*/ data/LJSpeech-1.1* *.pyc __pycache__ .idea/ .DS_Store *.swp *.swo *.swn
PyTorch/Recommendation/DLRM/triton
triton
deployer_lib
#!/usr/bin/python # 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...
TensorFlow/Detection/SSD/models/research/object_detection/models
models
ssd_mobilenet_v2_fpn_feature_extractor
# 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/SpeechSynthesis/Tacotron2/trtis_cpp/src/trt/tacotron2
tacotron2
encoderInstance
/* * 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...
Tools/PyTorch/TimeSeriesPredictionPlatform/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...
TensorFlow/Detection/SSD/models/research/object_detection/meta_architectures
meta_architectures
ssd_meta_arch_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/HiFiGAN/common/text
text
cleaners
""" adapted from https://github.com/keithito/tacotron """ ''' Cleaners are transformations that run over the input text at both training and eval time. Cleaners can be selected by passing a comma-delimited list of cleaner names as the "cleaners" hyperparameter. Some cleaners are English-specific. You'll typically wan...
TensorFlow2/Detection/Efficientdet/scripts/D0
D0
convergence-AMP-8xV100-32G
#!/bin/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 # # Unless requir...
TensorFlow/Segmentation/UNet_Industrial/utils/hooks
hooks
__init__
#!/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...
Tools/PyTorch/TimeSeriesPredictionPlatform/distributed_launcher/hydra_plugins
hydra_plugins
_core
# 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 ...
PyTorch/SpeechSynthesis/HiFiGAN/fastpitch
fastpitch
pitch_transform
# 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 ...
TensorFlow2/Segmentation/Contrib/UNet3P/data_generators
data_generators
README
Our code base support two types of data loaders. - [Tensorflow Sequence Generator](#tensorflow-sequence-generator) - [NVIDIA DALI Generator](#nvidia-dali-generator) ## [Tensorflow Sequence Generator](https://www.tensorflow.org/api_docs/python/tf/keras/utils/Sequence) Sequence data generator is best suited for situat...
TensorFlow/LanguageModeling/BERT
BERT
modeling_test
# coding=utf-8 # Copyright 2018 The Google AI Language Team Authors. # # 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/SpeechRecognition/wav2vec2/scripts
scripts
pretrain_large
#!/usr/bin/env bash # 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 # # Unle...
PyTorch/Segmentation/nnUNet/triton/scripts
scripts
process_dataset
#!/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...
TensorFlow/Detection/SSD/models/research/slim/nets
nets
overfeat
# 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/SpeechRecognition/QuartzNet/common/text
text
cleaners
# Copyright (c) 2017 Keith Ito # 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/LICE...
PyTorch/LanguageModeling/BERT/triton/dist4l/scripts
scripts
setup_parameters
#!/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...
Tools/PyTorch/TimeSeriesPredictionPlatform/models/tft_pyt/triton/deployment_toolkit
deployment_toolkit
warmup
# 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/models/tft_pyt/triton
triton
requirements
# 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/Detection/SSD/models/research/object_detection/utils
utils
config_util
# 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...