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TensorFlow2/Recommendation/WideAndDeep/triton/deployment_toolkit/triton_performance_runner/model_analyzer
model_analyzer
model_analyzer_config
# 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/HiFiGAN/fastpitch
fastpitch
model_jit
# ***************************************************************************** # 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...
PyTorch/SpeechRecognition/QuartzNet
QuartzNet
requirements
inflect==5.3.0 ipdb librosa==0.9.0 pandas==1.5.2 pyyaml>=5.4 soundfile sox==1.4.1 tqdm==4.53.0 git+https://github.com/NVIDIA/dllogger@v1.0.0#egg=dllogger
TensorFlow/Detection/SSD/models/research/object_detection/utils
utils
visualization_utils_test
# Copyright 2017 The TensorFlow Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applica...
TensorFlow/LanguageModeling/BERT
BERT
CONTRIBUTING
# How to Contribute BERT needs to maintain permanent compatibility with the pre-trained model files, so we do not plan to make any major changes to this library (other than what was promised in the README). However, we can accept small patches related to re-factoring and documentation. To submit contributes, there are...
TensorFlow/LanguageModeling/BERT/scripts
scripts
run_squad
#!/usr/bin/env bash # Copyright (c) 2019 NVIDIA CORPORATION. All rights reserved. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless ...
TensorFlow/Recommendation/WideAndDeep/scripts
scripts
DGX1_benchmark_training_amp_8gpu
#!/bin/bash # Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless requi...
PyTorch/Segmentation/MaskRCNN/pytorch/demo
demo
webcam
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved. import argparse import cv2 from maskrcnn_benchmark.config import cfg from predictor import COCODemo import time def main(): parser = argparse.ArgumentParser(description="PyTorch Object Detection Webcam Demo") parser.add_argument( ...
TensorFlow/Detection/SSD/models/research/slim/nets/nasnet
nasnet
pnasnet_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 applicable ...
PyTorch/LanguageModeling/BART/utils
utils
distributed_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...
PyTorch/Recommendation/DLRM/dlrm/nn
nn
interactions
# 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...
Tools/PyTorch/TimeSeriesPredictionPlatform/models/tft_pyt/triton/deployment_toolkit/model_analyzer
model_analyzer
model_analyzer_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...
PyTorch/SpeechSynthesis/Tacotron2/trtis_cpp/src/test
test
CharacterMappingReader_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...
TensorFlow2/LanguageModeling/BERT/official/utils/flags
flags
flags_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/Detection/Efficientdet/scripts/D0
D0
train-benchmark_FP32_V100-32G
#!/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 ${NUM_PROC:-8} /workspace/object_...
TensorFlow/Detection/SSD/models/research/object_detection/predictors/heads
heads
keras_class_head_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...
TensorFlow2/Recommendation/WideAndDeep/triton/scripts
scripts
setup_environment
#!/usr/bin/env 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 # #...
PyTorch/SpeechSynthesis/FastPitch/triton/deployment_toolkit
deployment_toolkit
extensions
# 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
benchmark_hooks
# 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...
TensorFlow2/LanguageModeling/ELECTRA/data
data
dataPrep
# 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/Classification/ConvNets/runtime
runtime
runner_utils
# 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/platform
platform
DGX1_waveglow_FP32_8NGPU_train
mkdir -p output python -m multiproc train.py -m WaveGlow -o output/ -lr 1e-4 --epochs 1001 -bs 4 --segment-length 8000 --weight-decay 0 --grad-clip-thresh 3.4028234663852886e+38 --cudnn-benchmark --cudnn-enabled --log-file nvlog.json
PyTorch/Classification/ConvNets/triton/deployment_toolkit/library
library
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/Classification/GPUNet/triton/085ms
085ms
README
# Deploying the GPUNet model on Triton Inference Server This folder contains instructions for deployment to run inference on Triton Inference Server as well as a detailed performance analysis. The purpose of this document is to help you with achieving the best inference performance. ## Table of contents - [Solution...
TensorFlow/Detection/SSD/models/research/object_detection/meta_architectures
meta_architectures
rfcn_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/Tacotron2/trtis_cpp/src/trt/plugins/taco2ProjectionPlugin
taco2ProjectionPlugin
taco2ProjectionLayerPluginCreator
/* * Copyright (c) 2019-2020, NVIDIA CORPORATION. All rights reserved. * * Redistribution and use in source and binary forms, with or without * modification, are permitted provided that the following conditions are met: * * Redistributions of source code must retain the above copyright * notice, this l...
PyTorch/Classification/ConvNets/image_classification
image_classification
dataloaders
# Copyright (c) 2018-2019, NVIDIA CORPORATION # Copyright (c) 2017- Facebook, Inc # # 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 ...
TensorFlow/Detection/SSD/models/research/object_detection/models/keras_applications
keras_applications
mobilenet_v2
# 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...
PaddlePaddle/LanguageModeling/BERT/bert_configs
bert_configs
bert-large-uncased
{ "attention_probs_dropout_prob": 0.1, "hidden_act": "gelu", "hidden_dropout_prob": 0.1, "hidden_size": 1024, "initializer_range": 0.02, "intermediate_size": 4096, "max_position_embeddings": 512, "num_attention_heads": 16, "num_hidden_layers": 24, "type_vocab_size": 2, "vocab_size": 30522 }
TensorFlow/Detection/SSD/models/research/object_detection
object_detection
export_tflite_ssd_graph_lib_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/SpeechSynthesis/Tacotron2/platform
platform
DGXA100_waveglow_AMP_1NGPU_train
mkdir -p output python train.py -m WaveGlow -o output/ --amp -lr 1e-4 --epochs 1001 -bs 10 --segment-length 8000 --weight-decay 0 --grad-clip-thresh 65504.0 --cudnn-benchmark --cudnn-enabled --log-file nvlog.json
TensorFlow/Detection/SSD/models/research/object_detection/matchers
matchers
bipartite_matcher
# 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/Recommendation/DLRM/dlrm/cuda_src/dot_based_interact_ampere
dot_based_interact_ampere
pytorch_ops
#include <torch/extension.h> torch::Tensor dotBasedInteractFwdTorch(torch::Tensor input, torch::Tensor bottom_mlp_output); std::vector<torch::Tensor> dotBasedInteractBwdTorch(torch::Tensor input, torch::Tensor upstreamGrad); PY...
TensorFlow/Segmentation/UNet_Industrial/scripts
scripts
UNet_AMP_4GPU_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...
PyTorch/LanguageModeling/BART/scripts
scripts
run_pretraining_phase1
#!/usr/bin/env bash # Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unle...
TensorFlow/Detection/SSD/models/research/slim/datasets
datasets
mnist
# 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/LanguageModeling/Transformer-XL/pytorch
pytorch
wt103_large
# Base wt103: &wt103 dataset: wt103 data: ../data/wikitext-103/ train: &train <<: *wt103 cuda: true n_layer: 18 d_model: 1024 n_head: 16 d_head: 64 d_inner: 4096 dropout: 0.2 dropatt: 0.2 optim: jitlamb lr: 0.01 eta_min: 0.0001 roll: true warmup_step: 16000 max_step: ...
PyTorch/SpeechSynthesis/HiFiGAN/fastpitch
fastpitch
alignment
# 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...
TensorFlow/Detection/SSD/models/research/object_detection
object_detection
inputs_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...
TensorFlow2/Recommendation/WideAndDeep/triton/deployment_toolkit
deployment_toolkit
core
# Copyright (c) 2021-2022, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by a...
TensorFlow2/Detection/Efficientdet/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...
TensorFlow/Classification/ConvNets/utils
utils
dali_index
#!/bin/bash SRC_DIR=${1} DST_DIR=${2} echo "Creating training file indexes" mkdir -p ${DST_DIR} for file in ${SRC_DIR}/train-*; do BASENAME=$(basename $file) DST_NAME=$DST_DIR/$BASENAME echo "Creating index $DST_NAME for $file" tfrecord2idx $file $DST_NAME done echo "Creating validation file indexe...
TensorFlow2/Recommendation/WideAndDeep/triton/deployment_toolkit/triton_performance_runner/model_analyzer
model_analyzer
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/Segmentation/UNet_Medical/examples
examples
unet_TRAIN_BENCHMARK_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...
PyTorch/SpeechSynthesis/Tacotron2/trtis_cpp/src/trt/tacotron2
tacotron2
maskGenerator
/* * 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/triton/scripts
scripts
setup_environment
#!/usr/bin/env bash # Copyright (c) 2021 NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unle...
PyTorch/Segmentation/MaskRCNN/pytorch/maskrcnn_benchmark/modeling/roi_heads
roi_heads
roi_heads
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved. import torch from .box_head.box_head import build_roi_box_head from .mask_head.mask_head import build_roi_mask_head class CombinedROIHeads(torch.nn.ModuleDict): """ Combines a set of individual heads (for box prediction or masks) into a ...
TensorFlow/Detection/SSD/models/research/slim/nets/mobilenet
mobilenet
conv_blocks
# Copyright 2018 The TensorFlow Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applica...
PyTorch/Classification/ConvNets/resnet50v1.5/training/AMP
AMP
DGX1V_resnet50_AMP_250E
python ./multiproc.py --nproc_per_node 8 ./launch.py --model resnet50 --precision AMP --mode convergence --platform DGX1V /imagenet --workspace ${1:-./} --raport-file raport.json
Tools/PyTorch/TimeSeriesPredictionPlatform/conf/deployment/export
export
ts-script
# Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by ...
PyTorch/LanguageModeling/BART/scripts
scripts
run_summarization
#!/usr/bin/env bash # Copyright (c) 2021, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unle...
TensorFlow2/Segmentation/UNet_Medical
UNet_Medical
requirements
Pillow tf2onnx munch
Tools/PyTorch/TimeSeriesPredictionPlatform/models/tft_pyt
tft_pyt
data_utils
# Copyright (c) 2021, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by ...
TensorFlow/Detection/SSD/models/research/object_detection/g3doc
g3doc
exporting_models
# Exporting a trained model for inference After your model has been trained, you should export it to a Tensorflow graph proto. A checkpoint will typically consist of three files: * model.ckpt-${CHECKPOINT_NUMBER}.data-00000-of-00001 * model.ckpt-${CHECKPOINT_NUMBER}.index * model.ckpt-${CHECKPOINT_NUMBER}.meta After...
TensorFlow2/Recommendation/DLRM_and_DCNv2/utils
utils
checkpointing
# 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/FastPitch/common/text/unidecoder
unidecoder
homoglyphs
# 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...
TensorFlow/Recommendation/WideAndDeep/utils/hooks
hooks
benchmark_hooks
#! /usr/bin/python # -*- coding: utf-8 -*- # 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/licens...
PyTorch/Recommendation/NCF
NCF
convert
# Copyright (c) 2018, deepakn94, codyaustun, robieta. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless requir...
TensorFlow/Classification/ConvNets/triton/scripts/docker
docker
build
#!/usr/bin/env bash # Copyright (c) 2021 NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unle...
TensorFlow/Segmentation/VNet/hooks
hooks
train_hook
# 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/LanguageModeling/BERT/triton/runner
runner
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...
Tools/PyTorch/TimeSeriesPredictionPlatform/triton/deployment_toolkit/perf_analyzer
perf_analyzer
__init__
# Copyright (c) 2021-2022, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by a...
PyTorch/SpeechRecognition/wav2vec2/common/fairseq/modules
modules
fairseq_dropout
# Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. # Copyright (c) 2023, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may n...
TensorFlow/LanguageModeling/BERT
BERT
tokenization_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 ...
Tools/PyTorch/TimeSeriesPredictionPlatform/triton/deployment_toolkit
deployment_toolkit
report
# 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/LanguageModeling/Transformer-XL/tf
tf
data_utils
from __future__ import absolute_import from __future__ import division from __future__ import print_function import math import os from functools import partial from collections import Counter, OrderedDict import pickle import json import multiprocessing as mp import numpy as np from absl import flags import tensor...
TensorFlow2/LanguageModeling/BERT/official/utils/flags
flags
_device
# Copyright 2018 The TensorFlow Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applica...
TensorFlow/Detection/SSD/models/research/slim
slim
train_image_classifier
# 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/Classification/ConvNets/efficientnet_v1/B0/training/TF32
TF32
convergence_8xA100-80G
# Copyright (c) 2021, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
TensorFlow/LanguageModeling/BERT/scripts/docker
docker
build
#!/bin/bash docker pull nvcr.io/nvidia/tritonserver:20.09-py3 docker build . --rm -t bert
TensorFlow2/Detection/Efficientdet/utils
utils
train_lib
# Copyright 2020 Google Research. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law...
PyTorch/SpeechSynthesis/Tacotron2/tacotron2
tacotron2
__init__
from .entrypoints import nvidia_tacotron2, nvidia_tts_utils
TensorFlow2/LanguageModeling/BERT/official/nlp/modeling/layers
layers
masked_softmax
# Copyright 2019 The TensorFlow Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applica...
PyTorch/Translation/Transformer/examples/translation
translation
prepare-iwslt14
#!/usr/bin/env bash # # Adapted from https://github.com/facebookresearch/MIXER/blob/master/prepareData.sh echo 'Cloning Moses github repository (for tokenization scripts)...' git clone https://github.com/moses-smt/mosesdecoder.git echo 'Cloning Subword NMT repository (for BPE pre-processing)...' git clone https://git...
PyTorch/Segmentation/MaskRCNN/pytorch/maskrcnn_benchmark/modeling/backbone
backbone
fpn
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved. # Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved. import torch import torch.nn.functional as F from torch import nn class FPN(nn.Module): """ Module that adds FPN on top of a list of feature maps. The feature maps are cur...
PyTorch/Segmentation/MaskRCNN/pytorch/maskrcnn_benchmark/data/transforms
transforms
transforms
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved. # Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved. import random import torch import torchvision from torchvision.transforms import functional as F class Compose(object): def __init__(self, transforms): self.transforms = ...
PyTorch/LanguageModeling/Transformer-XL/pytorch/utils
utils
adaptive_softmax
import torch import torch.nn as nn import torch.nn.functional as F class AdaptiveLogSoftmax(nn.Module): def __init__(self, in_features, n_classes, cutoffs, keep_order=False): super(AdaptiveLogSoftmax, self).__init__() cutoffs = list(cutoffs) if (cutoffs != sorted(cutoffs)) \ ...
Tools/PyTorch/TimeSeriesPredictionPlatform/conf/trainer/optimizer
optimizer
Rprop
# 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/Recommendation/NCF/qa
qa
generate_validation_curves
# Copyright (c) 2021, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
TensorFlow/Segmentation/UNet_Industrial
UNet_Industrial
download_and_preprocess_dagm2007
#!/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/Classification/GPUNet/triton/08ms-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/Detection/SSD/models/research/object_detection/builders
builders
anchor_generator_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/Translation/Transformer/scripts
scripts
average_checkpoints
#!/usr/bin/env python3 import argparse import collections import torch import os import re def average_checkpoints(inputs): """Loads checkpoints from inputs and returns a model with averaged weights. Args: inputs: An iterable of string paths of checkpoints to load from. Returns: A dict of s...
MxNet/Classification/RN50v1.5
RN50v1.5
fit
# Copyright 2017-2018 The Apache Software Foundation # # Licensed to the Apache Software Foundation (ASF) under one # or more contributor license agreements. See the NOTICE file # distributed with this work for additional information # regarding copyright ownership. The ASF licenses this file # to you under the Apach...
PyTorch/SpeechSynthesis/Tacotron2/trtis_cpp/src/trt/util
util
IModelImporter
/* * 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/demos/advanced_examples
advanced_examples
big_graph_generation
#!/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/SpeechSynthesis/Tacotron2/tacotron2_common
tacotron2_common
stft
""" BSD 3-Clause License Copyright (c) 2017, Prem Seetharaman 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...
TensorFlow/Detection/SSD/models/research/object_detection/builders
builders
model_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/Detection/Efficientdet/scripts/D0
D0
train_AMP_8xA100-80G
#!/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/Recommendation/WideAndDeep/scripts
scripts
preproc
#!/bin/bash # Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless requi...
Tools/PyTorch/TimeSeriesPredictionPlatform/models/tft_pyt/triton/runner
runner
triton
# 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/Classification/ConvNets
ConvNets
export_frozen_graph
#!/usr/bin/env python # -*- coding: utf-8 -*- # 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/lic...
TensorFlow2/Detection/Efficientdet
Efficientdet
train
# 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
start_NVIDIA-T4
# 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/tests/feature_specs
feature_specs
wider_dtypes
channel_spec: categorical: - cat_0.bin - cat_1.bin - cat_2.bin - cat_3.bin - cat_4.bin - cat_5.bin - cat_6.bin - cat_7.bin - cat_8.bin - cat_9.bin - cat_10.bin - cat_11.bin - cat_12.bin - cat_13.bin - cat_14.bin - cat_15.bin - cat_16.bin - cat_17.bin - cat_18.bin - cat_19.bin ...
TensorFlow/Classification/ConvNets/resnext101-32x4d/training
training
DGXA100_RNxt101-32x4d_AMP_90E
#!/bin/bash # Copyright (c) 2019 NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless r...
TensorFlow2/Recommendation/DLRM_and_DCNv2/deployment/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/LanguageModeling/BERT/triton/large/runner
runner
config_NVIDIA-DGX-1-(1x-V100-32GB)
checkpoints: - name: large-qa url: https://api.ngc.nvidia.com/v2/models/nvidia/bert_pyt_ckpt_large_qa_squad11_amp/versions/19.09.0/zip configurations: - accelerator: none accelerator_precision: fp16 batch_size: - 1 batch_sizes: '1' capture_cuda_graph: 0 checkpoint_variant: large-qa export_format: onnx ...
TensorFlow/Segmentation/UNet_Industrial/scripts/benchmarking
benchmarking
UNet_trainbench_AMP_8GPU
#!/usr/bin/env bash # Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unle...
TensorFlow/Classification/ConvNets/dataprep
dataprep
process_bounding_boxes
#!/usr/bin/python # 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 a...