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TensorFlow/Detection/SSD/models/research/object_detection/predictors/heads
heads
keypoint_head
# 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/LanguageModeling/BERT/triton/runner/maintainer/docker
docker
container
# 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/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/SpeechRecognition/QuartzNet
QuartzNet
.gitignore
__pycache__ *.pt results/ datasets/ checkpoints/ *.swp *.swo *.swn
PyTorch/SpeechSynthesis/HiFiGAN/scripts
scripts
prepare_dataset
#!/usr/bin/env bash set -e : ${DATASET_PATH:=data/LJSpeech-1.1} export DATASET_PATH bash scripts/generate_filelists.sh # Generate mel-spectrograms python prepare_dataset.py \ --wav-text-filelists data/filelists/ljs_audio_text.txt \ --n-workers 16 \ --batch-size 1 \ --dataset-path $DATASET_PATH \ ...
TensorFlow/Detection/SSD/models/research/object_detection/builders
builders
optimizer_builder
# Copyright 2017 The TensorFlow Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applica...
PyTorch/Detection/Efficientdet/scripts/D0
D0
train_AMP_8xV100-32G
#!/bin/bash function get_dataloader_workers { gpus=$(nvidia-smi -i 0 --query-gpu=count --format=csv,noheader) core=$(nproc --all) workers=$((core/gpus-2)) workers=$((workers>16?16:workers)) echo ${workers} } WORKERS=$(get_dataloader_workers) ./distributed_train.sh 8 /workspace/object_detection/dat...
TensorFlow/Classification/ConvNets/model/layers
layers
activation
# 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 # # Unless required by applic...
PyTorch/SpeechSynthesis/Tacotron2/notebooks/conversationalai/client/speech_ai_demo/utils/tacotron2/unidecoder
unidecoder
replacements
# 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 appl...
TensorFlow2/Recommendation/WideAndDeep/scripts
scripts
evaluating_benchmark
#!/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/Segmentation/MaskRCNN/pytorch/maskrcnn_benchmark/data/samplers
samplers
grouped_batch_sampler
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved. import itertools import torch from torch.utils.data.sampler import BatchSampler from torch.utils.data.sampler import Sampler class GroupedBatchSampler(BatchSampler): """ Wraps another sampler to yield a mini-batch of indices. It enfo...
PyTorch/Translation/GNMT/seq2seq/inference
inference
tables
# 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 # to use, co...
TensorFlow/LanguageModeling/BERT/utils
utils
create_glue_data
# 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
create_biobert_datasets_from_start
#!/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 required...
PyTorch/SpeechSynthesis/Tacotron2/platform
platform
DGXA100_tacotron2_TF32_1NGPU_train
mkdir -p output python 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 --anneal-step...
TensorFlow2/Recommendation/DLRM_and_DCNv2
DLRM_and_DCNv2
README
# DLRM and DCNv2 for TensorFlow 2 This repository provides recipes to train and deploy two ranking models – DLRM and DCNv2. This document provides instructions on how to run those models and a description of the features implemented. Detailed instructions for reproducing, as well as benchmark results and descriptions ...
PaddlePaddle/LanguageModeling/BERT
BERT
__init__
# 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/WideAndDeep/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...
TensorFlow/Detection/SSD/models/research/object_detection/predictors/heads
heads
box_head
# 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/Jasper/triton/pytorch
pytorch
utils
# ***************************************************************************** # 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/Recommendation/DLRM/dlrm/cuda_src/sparse_gather
sparse_gather
common
// Copyright (c) 2019, NVIDIA CORPORATION. All rights reserved. #ifndef COMMON_H_ #define COMMON_H_ using ULLInt = unsigned long long int; // Use to compute things like number of blocks #define CEIL_DIV_INT(a, b) ((a + b - 1) / b) #define CUDA_CHECK(cmd) ...
PaddlePaddle/Classification/RN50v1.5/models
models
resnet
# 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...
CUDA-Optimized/FastSpeech/fastspeech
fastspeech
perf_infer
# 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/Segmentation/UNet_Industrial/scripts
scripts
UNet_AMP_EVAL
#!/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...
PyTorch/SpeechSynthesis/Tacotron2/trtis_cpp/src/trt/util
util
normalDistribution
/* * 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/LanguageModeling/BERT/scripts
scripts
run_inference_benchmark_seq128
#!/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/LanguageModeling/BERT/triton/dist4l/scripts/docker
docker
triton_inference_server
#!/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/Segmentation/MaskRCNN/pytorch/demo
demo
Mask_R-CNN_demo
#!/usr/bin/env python # coding: utf-8 # # Mask R-CNN demo # # This notebook illustrates one possible way of using `maskrcnn_benchmark` for computing predictions on images from an arbitrary URL. # # Let's start with a few standard imports # In[1]: import matplotlib.pyplot as plt import matplotlib.pylab as pylab i...
TensorFlow/LanguageModeling/BERT
BERT
requirements
tensorflow >= 1.11.0 # CPU Version of TensorFlow. # tensorflow-gpu >= 1.11.0 # GPU version of TensorFlow. toposort networkx pytest nltk tqdm progressbar
PyTorch/Classification/ConvNets/triton
triton
run_inference_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
vgg_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 ...
TensorFlow2/Recommendation/WideAndDeep/triton/runner
runner
logger
# 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/g3doc
g3doc
configuring_jobs
# Configuring the Object Detection Training Pipeline ## Overview The Tensorflow Object Detection API uses protobuf files to configure the training and evaluation process. The schema for the training pipeline can be found in object_detection/protos/pipeline.proto. At a high level, the config file is split into 5 parts...
PyTorch/Classification/GPUNet/triton/deployment_toolkit
deployment_toolkit
report
# 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/Translation/GNMT
GNMT
requirements
sacrebleu==1.2.10 git+https://github.com/NVIDIA/dllogger@v0.1.0#egg=dllogger
PyTorch/LanguageModeling/BERT/triton/dist4l/runner
runner
start_NVIDIA-T4
# 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/scripts
scripts
train
#!/usr/bin/env bash # CLI args with defaults BATCH_SIZE=${1:-240} AMP=${2:-true} NUM_EPOCHS=${3:-100} LEARNING_RATE=${4:-0.002} WEIGHT_DECAY=${5:-0.1} # choices: 'mu', 'alpha', 'homo', 'lumo', 'gap', 'r2', 'zpve', 'U0', 'U', 'H', 'G', 'Cv', # 'U0_atom', 'U_atom', 'H_atom', 'G_atom', 'A', 'B', 'C' TASK=homo ...
TensorFlow2/LanguageModeling/BERT/official/utils/misc
misc
model_helpers_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...
PyTorch/SpeechRecognition/Jasper/notebooks
notebooks
README
# Jasper notebooks This folder provides different notebooks to run Jasper inference step by step. ## Table Of Contents - [Jasper Jupyter Notebook for TensorRT](#jasper-jupyter-notebook-for-tensorrt) * [Requirements](#requirements) * [Quick Start Guide](#quick-start-guide) - [Jasper Colab Notebook for TensorR...
Tools/DGLPyTorch/SyntheticGraphGeneration/syngen/graph_aligner
graph_aligner
base_graph_aligner
# 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
model
unet
# !/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 ...
PyTorch/SpeechSynthesis/HiFiGAN/common/text
text
cmudict
""" from https://github.com/keithito/tacotron """ import re import sys import urllib.request from pathlib import Path valid_symbols = [ 'AA', 'AA0', 'AA1', 'AA2', 'AE', 'AE0', 'AE1', 'AE2', 'AH', 'AH0', 'AH1', 'AH2', 'AO', 'AO0', 'AO1', 'AO2', 'AW', 'AW0', 'AW1', 'AW2', 'AY', 'AY0', 'AY1', 'AY2', 'B', 'CH', 'D...
TensorFlow2/Recommendation/DLRM_and_DCNv2/deployment/deployment_toolkit/triton_performance_runner/perf_analyzer
perf_analyzer
perf_analyzer
# 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/Classification/ConvNets/efficientnet_v1/B0/training/AMP
AMP
convergence_1xA100-80G
# 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...
Tools/PyTorch/TimeSeriesPredictionPlatform/conf/deployment/export
export
onnx
# 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/Translation/GNMT/scripts/tests
tests
train_1epoch
#!/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...
TensorFlow/Detection/SSD/models/research/object_detection/builders
builders
input_reader_builder_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/tacotron2
tacotron2
entrypoints
# ***************************************************************************** # Copyright (c) 2021, 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/Classification/ConvNets/triton
triton
metrics
from typing import Any, Dict, List, Optional import numpy as np from deployment_toolkit.core import BaseMetricsCalculator class MetricsCalculator(BaseMetricsCalculator): def __init__(self): self._equals = [] def update( self, *, ids: List[Any], y_pred...
PyTorch/Forecasting/TFT/triton/runner/maintainer/docker/containers
containers
triton_server_container
# 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/Segmentation/MaskRCNN/pytorch/configs/gn_baselines
gn_baselines
e2e_mask_rcnn_R_50_FPN_Xconv1fc_1x_gn
INPUT: MIN_SIZE_TRAIN: 800 MAX_SIZE_TRAIN: 1333 MIN_SIZE_TEST: 800 MAX_SIZE_TEST: 1333 MODEL: META_ARCHITECTURE: "GeneralizedRCNN" WEIGHT: "catalog://ImageNetPretrained/MSRA/R-50-GN" BACKBONE: CONV_BODY: "R-50-FPN" OUT_CHANNELS: 256 RESNETS: # use GN for backbone TRANS_FUNC: "BottleneckWithG...
TensorFlow2/Segmentation/Contrib/UNet3P/utils
utils
images_utils
""" Utility functions for image processing """ import numpy as np import cv2 from omegaconf import DictConfig import matplotlib.pyplot as plt def read_image(img_path, color_mode): """ Read and return image as np array from given path. In case of color image, it returns image in BGR mode. """ retur...
TensorFlow2/Segmentation/nnUNet/runtime
runtime
run
# 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/Translation/GNMT/seq2seq/models
models
encoder
# 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...
CUDA-Optimized/FastSpeech/fastspeech/trt
trt
fastspeech_trt_inferencer
# 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...
PyTorch/Segmentation/MaskRCNN/pytorch/maskrcnn_benchmark/data/transforms
transforms
build
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved. from . import transforms as T def build_transforms(cfg, is_train=True): if is_train: min_size = cfg.INPUT.MIN_SIZE_TRAIN max_size = cfg.INPUT.MAX_SIZE_TRAIN flip_prob = 0.5 # cfg.INPUT.FLIP_PROB_TRAIN else: ...
PyTorch/SpeechSynthesis/Tacotron2
Tacotron2
preprocess_audio2mel
import argparse import torch from tacotron2.data_function import TextMelLoader from tacotron2_common.utils import load_filepaths_and_text def parse_args(parser): """ Parse commandline arguments. """ parser.add_argument('-d', '--dataset-path', type=str, default='./', help='Path ...
PyTorch/Segmentation/MaskRCNN/pytorch/maskrcnn_benchmark/modeling/rpn
rpn
rpn
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved. # Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved. import torch import torch.nn.functional as F from torch import nn from maskrcnn_benchmark.modeling import registry from maskrcnn_benchmark.modeling.box_coder import BoxCoder from .loss...
TensorFlow/Detection/SSD/models/research/object_detection/builders
builders
region_similarity_calculator_builder_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/Segmentation/UNet_Industrial/notebooks
notebooks
download_and_preprocess_dagm2007_public
#!/bin/bash ############################################################################## # Copyright (c) Jonathan Dekhtiar - contact@jonathandekhtiar.eu # All Rights Reserved. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. ###############...
PyTorch/SpeechRecognition/wav2vec2/utils
utils
generate_1h_10h_datasets
# 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/TF32
TF32
DGXA100_resnext101-32x4d_TF32_90E
python ./multiproc.py --nproc_per_node 8 ./launch.py --model resnext101-32x4d --precision TF32 --mode convergence --platform DGXA100 /imagenet --epochs 90 --mixup 0.0 --workspace ${1:-./} --raport-file raport.json
PyTorch/SpeechSynthesis/Tacotron2
Tacotron2
loss_functions
# ***************************************************************************** # 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/SpeechSynthesis/FastPitch/common/text
text
__init__
from .cmudict import CMUDict cmudict = CMUDict()
Kaldi/SpeechRecognition/scripts/docker
docker
build
#!/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 required...
PyTorch/SpeechSynthesis/FastPitch/platform
platform
DGXA100_FastPitch_TF32_8GPU
#!/bin/bash set -a : ${NUM_GPUS:=8} : ${BATCH_SIZE:=32} : ${GRAD_ACCUMULATION:=1} : ${AMP:=false} bash scripts/train.sh "$@"
TensorFlow2/Detection/Efficientdet/object_detection
object_detection
region_similarity_calculator
# 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/Detection/SSD/models
models
CONTRIBUTING
# Contributing guidelines If you have created a model and would like to publish it here, please send us a pull request. For those just getting started with pull requests, GitHub has a [howto](https://help.github.com/articles/using-pull-requests/). The code for any model in this repository is licensed under the Apache...
TensorFlow2/Recommendation/WideAndDeep/triton/runner
runner
start_NVIDIA-DGX-1-(1x-V100-32GB)
# 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/Recommendation/DLRM_and_DCNv2/deployment/deployment_toolkit/triton_performance_runner/perf_analyzer
perf_analyzer
perf_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 applic...
TensorFlow/Detection/SSD/models/research/object_detection/builders
builders
box_coder_builder_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/Segmentation/UNet_3D_Medical/scripts
scripts
unet3d_train_single
# 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/Segmentation/MaskRCNN/pytorch/tests
tests
test_metric_logger
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved. import unittest from maskrcnn_benchmark.utils.metric_logger import MetricLogger class TestMetricLogger(unittest.TestCase): def test_update(self): meter = MetricLogger() for i in range(10): meter.update(metric=floa...
CUDA-Optimized/FastSpeech
FastSpeech
generate
# 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...
PyTorch/Recommendation/DLRM/preproc
preproc
verify_criteo_downloaded
# 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/Classification/ConvNets/efficientnet/inference/AMP
AMP
DGXA100_efficientnet-b4_AMP
python ./multiproc.py --nproc_per_node 8 ./launch.py --model efficientnet-b4 --precision AMP --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-b4 --precision AMP --mode benchmark_infere...
PyTorch/LanguageModeling/BART/utils
utils
data_collator
# Copyright (c) 2022 NVIDIA CORPORATION. All rights reserved. # Copyright 2020 The HuggingFace Team. 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.ap...
PyTorch/SpeechRecognition/Jasper/utils
utils
download_librispeech
# 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...
PyTorch/Translation/Transformer/fairseq/optim
optim
fairseq_optimizer
# 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. # #--------------------------------...
PyTorch/Classification/GPUNet/triton/08ms-D/runner
runner
start_NVIDIA-DGX-1-(1x-V100-32GB)
# 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/triton/dist6l/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...
PyTorch/Recommendation/DLRM/dlrm/data
data
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...
PyTorch/Recommendation/DLRM/dlrm/cuda_ext
cuda_ext
fused_gather_embedding
# 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...
TensorFlow2/Recommendation/DLRM_and_DCNv2
DLRM_and_DCNv2
dlrm
# 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/SpeechRecognition/wav2vec2/scripts
scripts
download_data
#!/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/deployment_toolkit
deployment_toolkit
args
# 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/UNet_Medical/examples
examples
unet_INFER_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/SpeechRecognition/QuartzNet/platform
platform
DGXA100_QuartzNet_AMP_8GPU
#!/bin/bash set -a : ${NUM_GPUS:=8} : ${GPU_BATCH_SIZE:=72} : ${GRAD_ACCUMULATION:=2} : ${AMP=:true} bash scripts/train.sh "$@"
PyTorch/Classification/GPUNet/triton/runner/maintainer/docker
docker
__init__
# 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/Detection/Efficientdet/model
model
coco_metric
# 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/DLRM_and_DCNv2/preproc
preproc
verify_criteo_downloaded
# 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...
TensorFlow2/Segmentation/nnUNet
nnUNet
README
# nnU-Net For TensorFlow 2 This repository provides a script and recipe to train the nnU-Net 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) * [D...
PyTorch/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...
TensorFlow/Detection/SSD/examples
examples
SSD320_FP16_8GPU
# 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/Recommendation/VAE-CF/vae
vae
__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 appli...
PyTorch/SpeechSynthesis/Tacotron2/trtis_cpp/src/trt/tacotron2
tacotron2
tacotron2Instance
/* * 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/src/trt/plugins/taco2DenoiseTransformPlugin
taco2DenoiseTransformPlugin
taco2DenoiseTransformLayerPluginCreator
/* * 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/notebooks/conversationalai/client
client
start_jupyter
jupyter lab --allow-root --ip=0.0.0.0 --no-browser speech_ai_demo.ipynb
PyTorch/Forecasting/TFT
TFT
gpu_affinity
# 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/LanguageModeling/BERT/official/utils/logs
logs
guidelines
# Logging in official models This library adds logging functions that print or save tensor values. Official models should define all common hooks (using hooks helper) and a benchmark logger. 1. **Training Hooks** Hooks are a TensorFlow concept that define specific actions at certain points of the execution. We us...