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TensorFlow/Segmentation/UNet_Industrial
UNet_Industrial
README
# UNet Industrial Defect Segmentation for TensorFlow This repository provides a script and recipe to train UNet Industrial to achieve state of the art accuracy on the dataset DAGM2007, and is tested and maintained by NVIDIA. UNet model for TensorFlow1 is no longer maintained and will soon become unavailable, please co...
TensorFlow2/Recommendation/SIM/sim/layers
layers
item_item_interaction
# 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 appli...
Tools/PyTorch/TimeSeriesPredictionPlatform/models/tft_pyt/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...
TensorFlow/Segmentation/VNet/utils
utils
var_storage
#!/usr/bin/env python # -*- coding: utf-8 -*- # ============================================================================== # 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 Lice...
TensorFlow2/Recommendation/WideAndDeep/triton/runner/maintainer/docker
docker
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...
TensorFlow/Segmentation/UNet_Industrial/scripts/benchmarking
benchmarking
UNet_trainbench_1GPU
#!/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/HiFiGAN/hifigan
hifigan
logging
# 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...
PyTorch/SpeechRecognition/Jasper/triton/model_repo_configs/fp16/feature-extractor-ts-trace
feature-extractor-ts-trace
config
name: "feature-extractor-ts-trace" platform: "pytorch_libtorch" default_model_filename: "model.pt" max_batch_size: 64 input [ { name: "input__0" data_type: TYPE_FP16 dims: [ -1 ] }, { name: "input__1" data_type: TYPE_INT32 dims: [ 1 ] reshape { shape: [] } } ] output [ { name: "output__0" ...
PyTorch/LanguageModeling/BERT/triton/runner
runner
logger
# 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
BART
training_base
# 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/trtis_cpp/src/trt/waveglow
waveglow
waveGlowInstance
/* * 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/Detection/SSD/examples
examples
SSD320_FP32_4GPU_BENCHMARK
# 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/Segmentation/nnUNet/data_preprocessing
data_preprocessing
configs
# 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/csrc/nms
nms
vision
// 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 ...
CUDA-Optimized/FastSpeech/scripts/docker
docker
interactive
#!/bin/bash nvidia-docker run -it --rm --shm-size=16g -v $PWD:/workspace/fastspeech/ fastspeech bash # nvidia-docker run -it -u $(id -u):$(id -g) --rm --shm-size=16g -v $PWD:/workspace/fastspeech/ fastspeech bash # --ulimit memlock=-1 --ulimit stack=67108864 --ipc=host
PyTorch/Segmentation/nnUNet/triton
triton
run_inference_on_fw
#!/usr/bin/env python3 # Copyright (c) 2021, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # U...
PyTorch/Segmentation/MaskRCNN/pytorch/maskrcnn_benchmark/layers
layers
batch_norm
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved. import torch from torch import nn class FrozenBatchNorm2d(nn.Module): """ BatchNorm2d where the batch statistics and the affine parameters are fixed """ def __init__(self, n): super(FrozenBatchNorm2d, self).__init__()...
PyTorch/SpeechRecognition/Jasper/triton
triton
README
# Deploying the Jasper Inference model using Triton Inference Server This subfolder of the Jasper for PyTorch repository contains scripts for deployment of high-performance inference on NVIDIA Triton Inference Server as well as detailed performance analysis. It offers different options for the inference model pipelin...
Tools/PyTorch/TimeSeriesPredictionPlatform
TimeSeriesPredictionPlatform
distributed_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 require...
TensorFlow/Classification/ConvNets/triton/scripts/docker
docker
interactive
#!/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/Detection/Efficientdet/effdet/layers
layers
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...
Tools/DGLPyTorch/SyntheticGraphGeneration/syngen/generator
generator
utils
# 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/large
large
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 a detailed performance analysis. The purpose of this document is to help you with achieving the best inference performance. ## Table of contents - [Solution o...
TensorFlow/Classification/ConvNets/utils
utils
image_processing
#!/usr/bin/env python # -*- coding: utf-8 -*- # ============================================================================== # 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 Lice...
TensorFlow/Detection/SSD/models/research/object_detection/data
data
pascal_label_map
item { id: 1 name: 'aeroplane' } item { id: 2 name: 'bicycle' } item { id: 3 name: 'bird' } item { id: 4 name: 'boat' } item { id: 5 name: 'bottle' } item { id: 6 name: 'bus' } item { id: 7 name: 'car' } item { id: 8 name: 'cat' } item { id: 9 name: 'chair' } item { id: 10...
PyTorch/SpeechRecognition/QuartzNet/common
common
utils
import numpy as np class BenchmarkStats: """ Tracks statistics used for benchmarking. """ def __init__(self): self.utts = [] self.times = [] self.losses = [] def update(self, utts, times, losses): self.utts.append(utts) self.times.append(times) self.losses....
DGLPyTorch/DrugDiscovery/SE3Transformer/se3_transformer/runtime
runtime
loggers
# 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/LanguageModeling/BERT/official/nlp/modeling/networks
networks
span_labeling
# 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/data
data
datasets
# 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/Segmentation
Segmentation
README
# Segmentation Image Segmentation is the field of image processing that deals with separating the image into multiple subgroups or regions (such as pixels set, also known as image segments) representing distinctive objects or its subparts. Nowadays, we are constantly making interpretations of the world around us thr...
PyTorch/SpeechSynthesis/FastPitch/common
common
filter_warnings
# 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...
Tools/DGLPyTorch/SyntheticGraphGeneration/configurations
configurations
cora
{ "nodes": [ { "name": "paper", "count": 2708, "features": [ { "name": "w_0", "dtype": "int64", "feature_type": "categorical" }, { "name": "w_1"...
PyTorch/DrugDiscovery/MoFlow/moflow/model
model
basic
# 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/Forecasting/TFT/triton/deployment_toolkit
deployment_toolkit
warmup
# 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/WideAndDeep/triton
triton
run_performance_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/SpeechRecognition/Jasper/triton/model_repo_configs/fp16/jasper-onnx-ensemble
jasper-onnx-ensemble
config
name: "jasper-onnx-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] } ensem...
PyTorch/SpeechRecognition/wav2vec2/utils
utils
libri_labels
#!/usr/bin/env python3 # # 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 (th...
TensorFlow/Segmentation/UNet_Industrial/scripts
scripts
UNet_FP32_EVAL_XLA
#!/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...
TensorFlow2/Segmentation/Contrib/UNet3P/configs
configs
README
Here we provide **overview** of our config file and how you can use your own custom settings's for training and evaluation. We are using [Hydra](https://hydra.cc/) for passing configurations. Hydra is a framework for elegantly configuring complex applications. In Hydra you can easily [extend](https://hydra.cc/docs/pat...
Tools/DGLPyTorch/SyntheticGraphGeneration/syngen/generator/tabular
tabular
ctgan
# 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/deployment_toolkit/bermuda
bermuda
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...
Tools/PyTorch/TimeSeriesPredictionPlatform/training
training
trainer
# 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...
PyTorch/Segmentation/MaskRCNN/pytorch/maskrcnn_benchmark/modeling/rpn
rpn
inference
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved. # Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved. import torch from maskrcnn_benchmark.modeling.box_coder import BoxCoder from maskrcnn_benchmark.structures.bounding_box import BoxList from maskrcnn_benchmark.structures.boxlist_ops im...
PyTorch/Classification/GPUNet/triton/deployment_toolkit/library
library
__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...
PyTorch/Classification/ConvNets/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...
PyTorch/SpeechRecognition/Jasper/platform
platform
DGXA100_Jasper_AMP_8GPU
#!/bin/bash NUM_GPUS=8 AMP=true BATCH_SIZE=64 GRAD_ACCUMULATION_STEPS=1 bash scripts/train.sh "$@"
TensorFlow2/LanguageModeling/BERT/official/nlp/modeling/layers
layers
self_attention_mask
# Copyright 2019 The TensorFlow Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applica...
TensorFlow2/Recommendation/DLRM_and_DCNv2/doc
doc
tensorflow_inference
# Deploying Large Recommender models with TensorFlow and Triton Inference Server This file contains instructions to run inference on Triton Inference Server as well as detailed performance analysis for DLRM and DCNv2 with TensorFlow and TensorRT. It is intended to provide the best possible performance for models that ...
Tools/PyTorch/TimeSeriesPredictionPlatform/triton/deployment_toolkit
deployment_toolkit
warmup
# 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
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/LanguageModeling/BART/scripts/params
params
xsum_params
#!/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/wav2vec2/utils
utils
generate_dictionary
# 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
exporter
# 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...
Tools/PyTorch/TimeSeriesPredictionPlatform/models/tft_pyt/triton/deployment_toolkit
deployment_toolkit
__init__
# Copyright (c) 2021, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
TensorFlow/LanguageModeling/BERT/notebooks
notebooks
bert_squad_tf_inference_colab
#!/usr/bin/env python # coding: utf-8 # In[ ]: # Copyright 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/licen...
TensorFlow2/Segmentation/UNet_Medical
UNet_Medical
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/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...
PyTorch/SpeechSynthesis/FastPitch/platform
platform
DGX1_FastPitch_FP32_8GPU
#!/bin/bash set -a : ${NUM_GPUS:=8} : ${BATCH_SIZE:=16} : ${GRAD_ACCUMULATION:=2} : ${AMP:=false} bash scripts/train.sh "$@"
PyTorch/LanguageModeling/BERT/triton/runner
runner
pipeline
# 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/NCF
NCF
verify_dataset
function get_checker { if [[ "$OSTYPE" == "darwin"* ]]; then checkmd5=md5 else checkmd5=md5sum fi echo $checkmd5 } function verify_1m { # From: curl -O http://files.grouplens.org/datasets/movielens/ml-1m.zip.md5 hash=<(echo "MD5 (ml-1m.zip) = c4d9eecfca2ab87c1945afe126590906")...
TensorFlow/Detection/SSD/models/research/object_detection/data
data
mscoco_complete_label_map
item { name: "background" id: 0 display_name: "background" } item { name: "/m/01g317" id: 1 display_name: "person" } item { name: "/m/0199g" id: 2 display_name: "bicycle" } item { name: "/m/0k4j" id: 3 display_name: "car" } item { name: "/m/04_sv" id: 4 display_name: "motorcycle" } item { ...
PyTorch/Forecasting/TFT/scripts
scripts
run_electricity_DGX1-16G
# 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...
PyTorch/SpeechSynthesis/Tacotron2/trtis_cpp/src/test
test
Taco2PrenetLayerPlugin_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...
TensorFlow/Detection/SSD/models/research/object_detection/inference
inference
detection_inference_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...
Tools/PyTorch/TimeSeriesPredictionPlatform/models/tft_pyt/triton/runner
runner
stages
# Copyright (c) 2021, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
TensorFlow/Segmentation/VNet/utils
utils
cmd_util
# 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/Segmentation/UNet_Industrial/model/blocks
blocks
unet_upsample
# !/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 ...
.github/ISSUE_TEMPLATE
ISSUE_TEMPLATE
feature_request
--- name: Feature request about: Suggest an idea for this project title: "[Model/Framework or something else] Feature requested" labels: enhancement assignees: '' --- Related to **Model/Framework(s) or something else (describe)** *Examples:* * *GNMT/PyTorch* * *AMP* * *Tensorflow 2.0* * *Jupyter notebooks* **Is...
Tools/DGLPyTorch/SyntheticGraphGeneration/syngen/graph_aligner
graph_aligner
utils
# Copyright (c) 2023, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
Tools/DGLPyTorch/SyntheticGraphGeneration/syngen/preprocessing
preprocessing
__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/SpeechSynthesis/Tacotron2/trtis_cpp/src/trt/util
util
utils
/* * 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/Recommendation/NCF/qa
qa
generate_tables
# 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...
CUDA-Optimized/FastSpeech/fastspeech
fastspeech
align_tacotron2
# 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...
PaddlePaddle/LanguageModeling/BERT/scripts
scripts
run_pretraining
# 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/Classification/ConvNets/resnet50v1.5/training/TF32
TF32
DGXA100_resnet50_TF32_90E
python ./multiproc.py --nproc_per_node 8 ./launch.py --model resnet50 --precision TF32 --mode convergence --platform DGXA100 /imagenet --epochs 90 --mixup 0.0 --workspace ${1:-./} --raport-file raport.json
PyTorch/LanguageModeling/BERT/triton/runner
runner
configuration
# 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/runner/maintainer/docker
docker
maintainer
# 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/bart
bart
lamb
# 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...
PyTorch/LanguageModeling/BERT/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...
PyTorch/Recommendation/NCF
NCF
feature_spec
# Copyright (c) 2021, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
TensorFlow/Translation/GNMT
GNMT
model_helper
# 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/LanguageModeling/BERT/notebooks
notebooks
bert_squad_tf_finetuning
#!/usr/bin/env python # coding: utf-8 # In[ ]: # Copyright 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/licen...
PyTorch/LanguageModeling/Transformer-XL/pytorch
pytorch
lamb
# 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...
PyTorch/LanguageModeling/BERT/lamb_amp_opt/fused_lamb
fused_lamb
__init__
from fused_lamb.fused_lamb import FusedLAMBAMP # NOQA
Tools/PyTorch/TimeSeriesPredictionPlatform/callbacks
callbacks
hydra_callbacks
# 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...
TensorFlow/Detection/SSD/models/research/object_detection/utils
utils
metrics_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/GPUNet/triton/05ms-D/runner
runner
start_NVIDIA-DGX-A100-(1x-A100-80GB)
# 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/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...
TensorFlow2/Recommendation/SIM/sim/models
models
dien_model
# 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 appli...
PyTorch/LanguageModeling/BART
BART
README
# BART For PyTorch This repository provides a script and recipe to train the BART model 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](#default-configur...
TensorFlow/Detection/SSD/models/research/object_detection/core
core
post_processing
# 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/g3doc
g3doc
faq
# Frequently Asked Questions ## Q: How can I ensure that all the groundtruth boxes are used during train and eval? A: For the object detecion framework to be TPU-complient, we must pad our input tensors to static shapes. This means that we must pad to a fixed number of bounding boxes, configured by `InputReader.max_nu...
Tools/PyTorch/TimeSeriesPredictionPlatform/conf/deployment
deployment
convert
# 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 ...
CUDA-Optimized/FastSpeech/fastspeech/trainer
trainer
__init__
# 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/Classification/GPUNet
GPUNet
README
# GPUNet for Pytorch GPUNet is a new family of Convolutional Neural Networks designed to max out the performance of NVIDIA GPU and TensorRT. Crafted by AI, GPUNet demonstrates state-of-the-art inference performance up to 2x faster than EfficientNet-X and FBNet-V3. This repo holds the original GPUNet implementation in ...
TensorFlow2/Recommendation/DLRM_and_DCNv2/deployment/hps
hps
deploy_dense
# 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/Classification/GPUNet/triton/deployment_toolkit
deployment_toolkit
dump
# 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/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...
PyTorch/Segmentation/MaskRCNN/pytorch/maskrcnn_benchmark/modeling/backbone
backbone
backbone
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved. # Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved. from collections import OrderedDict from torch import nn from maskrcnn_benchmark.modeling import registry from maskrcnn_benchmark.modeling.make_layers import conv_with_kaiming_uniform...
TensorFlow2/LanguageModeling/BERT/official/utils/flags
flags
_performance
# 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...