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PyTorch/LanguageModeling/BERT/distillation
distillation
README
Distillation ======== To get setup to run Knowledge Distillation on BERT once in the container, run the following: ``` cd /workspace/bert/distillation bash utils/perform_distillation_prereqs.sh ``` `perform_distillation_prereqs.sh` performs the following: - Downloads and processes prerequisite BERT-base checkpoints ...
CUDA-Optimized/FastSpeech/fastspeech/utils
utils
nvtx
# 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...
Tools/PyTorch/TimeSeriesPredictionPlatform/triton
triton
run_inference_on_fw
#!/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/SpeechSynthesis/Tacotron2/trtis_cpp/trtis_client/src/bin
bin
CMakeLists
## # 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 list of...
TensorFlow2/Recommendation/DLRM_and_DCNv2/nn
nn
model
# 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/tabular
tabular
base_tabular_generator
# 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...
TensorFlow2/LanguageModeling/ELECTRA/scripts
scripts
run_squad
#!/usr/bin/env 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 ...
TensorFlow2/Recommendation/WideAndDeep/triton/runner
runner
task
# Copyright (c) 2021-2022, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by a...
PyTorch/SpeechSynthesis/Tacotron2/platform
platform
DGXA100_tacotron2_AMP_8NGPU_train
mkdir -p output python -m multiproc train.py -m Tacotron2 -o output/ --amp -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...
PyTorch/SpeechSynthesis/Tacotron2/trtis_cpp/src/test
test
Taco2LSTMCellLayerPlugin_test
/* * Copyright (c) 2019-2020, NVIDIA CORPORATION. All rights reserved. * * Redistribution and use in source and binary forms, with or without * modification, are permitted provided that the following conditions are met: * * Redistributions of source code must retain the above copyright * notice, this l...
PyTorch/SpeechSynthesis/FastPitch/triton/deployment_toolkit
deployment_toolkit
warmup
# Copyright (c) 2021, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
TensorFlow/Recommendation/VAE-CF
VAE-CF
README
# Variational Autoencoder for Collaborative Filtering for TensorFlow This repository provides a script and recipe to train the Variational Autoencoder model for TensorFlow to achieve state-of-the-art accuracy on a Collaborative Filtering task and is tested and maintained by NVIDIA. VAE-CF model for TensorFlow1 is no l...
PyTorch/SpeechSynthesis/Tacotron2/trtis_cpp/src/trt/tacotron2
tacotron2
decoderInstancePlain
/* * 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...
PaddlePaddle/Classification/RN50v1.5/scripts/inference
inference
export_resnet50_AMP
# 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 app...
TensorFlow2/LanguageModeling/ELECTRA
ELECTRA
README
# ELECTRA For TensorFlow2 This repository provides a script and recipe to train the ELECTRA model for TensorFlow2 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 config...
TensorFlow/Detection/SSD/models/research/object_detection/builders
builders
graph_rewriter_builder_test
# Copyright 2018 The TensorFlow Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applica...
TensorFlow/Detection/SSD/models/research/object_detection/models
models
ssd_inception_v3_feature_extractor_test
# Copyright 2017 The TensorFlow Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applica...
PyTorch/SpeechRecognition/Jasper/configs
configs
jasper10x5dr_speedp-online-discrete
# 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/Recommendation/NCF
NCF
inference
# # 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 appl...
PyTorch/Classification/ConvNets/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...
Kaldi/SpeechRecognition/scripts/docker
docker
dataset_setup
#!/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/trtis_cpp/scripts
scripts
build_engines
#!/bin/bash ## # 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, ...
PyTorch/Classification/GPUNet/triton/runner/maintainer/docker/containers
containers
triton_server_container
# 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...
Tools/DGLPyTorch/SyntheticGraphGeneration/syngen/analyzer/graph
graph
plotting
# 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/scripts/docker
docker
launch
#!/bin/bash CMD=${1:-/bin/bash} NV_VISIBLE_DEVICES=${2:-"all"} EXTRA_MOUNTS=${3:-""} IMAGE=${4:-"bert"} DOCKER_BRIDGE=${5:-"host"} docker run -it --rm \ --gpus \"device=$NV_VISIBLE_DEVICES\" \ --net=$DOCKER_BRIDGE \ --shm-size=1g \ --ulimit memlock=-1 \ --ulimit stack=67108864 \ -v $PWD:/workspace/bert \ ...
TensorFlow2/Detection/Efficientdet/efficientnet/blocks
blocks
mb_conv_block
import tensorflow as tf from typing import Any, Dict, Optional, Text, Tuple from efficientnet.layers import get_activation from efficientnet.blocks import conv2d_block __all__ = ['mb_conv_block'] def mb_conv_block(inputs: tf.Tensor, block: dict, config: dict, pre...
PyTorch/Classification/ConvNets/resnext101-32x4d/training/FP32
FP32
DGX1V_resnext101-32x4d_FP32_250E
python ./multiproc.py --nproc_per_node 8 ./launch.py --model resnext101-32x4d --precision FP32 --mode convergence --platform DGX1V /imagenet --workspace ${1:-./} --raport-file raport.json
PyTorch/SpeechSynthesis/Tacotron2/tensorrt
tensorrt
convert_onnx2trt
# ***************************************************************************** # 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/Tacotron2/platform
platform
DGX1_waveglow_AMP_8NGPU_train
mkdir -p output python -m multiproc 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
TensorFlow2/Segmentation/MaskRCNN/dataset
dataset
create_coco_tf_record
# Copyright 2017 The TensorFlow Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applica...
PyTorch/Forecasting/TFT/triton/runner
runner
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...
TensorFlow2/LanguageModeling/ELECTRA
ELECTRA
tokenization
# Copyright 2020 The Google AI Team, Stanford University and The HuggingFace Inc. team. # 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 Lice...
Tools/PyTorch/TimeSeriesPredictionPlatform/models/tft_pyt/triton
triton
calculate_metrics
#!/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/SpeechSynthesis/Tacotron2/tensorrt
tensorrt
README
# Tacotron 2 and WaveGlow Inference with TensorRT This is subfolder of the Tacotron 2 for PyTorch repository, tested and maintained by NVIDIA, and provides scripts to perform high-performance inference using NVIDIA TensorRT. The Tacotron 2 and WaveGlow models form a text-to-speech (TTS) system that enables users to s...
PyTorch/SpeechSynthesis/Tacotron2/trtis_cpp/src/trt/plugins/taco2PrenetPlugin
taco2PrenetPlugin
taco2PrenetLayerPluginCreator
/* * Copyright (c) 2019-2020, NVIDIA CORPORATION. All rights reserved. * * Redistribution and use in source and binary forms, with or without * modification, are permitted provided that the following conditions are met: * * Redistributions of source code must retain the above copyright * notice, this l...
PyTorch/LanguageModeling/BERT/triton
triton
export_model
#!/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...
MxNet/Classification/RN50v1.5
RN50v1.5
train
# 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...
TensorFlow/LanguageModeling/BERT/scripts
scripts
run_pretraining_lamb_phase1
#! /bin/bash # Copyright (c) 2019 NVIDIA CORPORATION. All rights reserved. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless require...
PyTorch/Classification/GPUNet/triton/065ms/runner
runner
config_NVIDIA-DGX-1-(1x-V100-32GB)
batching: dynamic checkpoints: - name: 0.65ms url: https://api.ngc.nvidia.com/v2/models/nvidia/dle/gpunet_0_pyt_ckpt/versions/21.12.0_amp/zip configurations: - checkpoint: 0.65ms parameters: backend_accelerator: trt checkpoint: 0.65ms device_kind: gpu export_format: onnx export_precision: fp16 ...
TensorFlow/Detection/SSD/models/research/object_detection/builders
builders
model_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...
TensorFlow/Classification/ConvNets/se-resnext101-32x4d/training
training
DGXA100_SE-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/WideAndDeep/tests/feature_specs
feature_specs
no_categorical
channel_spec: label: - clicked map: [] multihot_categorical: [] numerical: - document_id_document_id_promo_sim_categories - document_id_document_id_promo_sim_topics - document_id_document_id_promo_sim_entities - document_id_promo_ctr - publisher_id_promo_ctr - source_id_promo_ctr - document_id_p...
PyTorch/SpeechSynthesis/Tacotron2/tacotron2
tacotron2
arg_parser
# ***************************************************************************** # Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved. # # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions are met: # * Redistributions...
TensorFlow/Detection/SSD/models/research/object_detection/samples/configs
configs
faster_rcnn_resnet50_fgvc
# Faster R-CNN with Resnet-50 (v1) # Users should configure the fine_tune_checkpoint field in the train config as # well as the label_map_path and input_path fields in the train_input_reader and # eval_input_reader. Search for "PATH_TO_BE_CONFIGURED" to find the fields that # should be configured. model { faster_rcn...
PyTorch/Forecasting/TFT
TFT
data_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/resnext101-32x4d/training
training
DGX1_RNxt101-32x4d_FP32_250E
#!/bin/bash # Copyright (c) 2019 NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless r...
PyTorch/Recommendation/DLRM/dlrm/scripts
scripts
gen_csv
from dlrm.data.defaults import NUMERICAL_CHANNEL, LABEL_CHANNEL from dlrm.data.feature_spec import FeatureSpec from argparse import ArgumentParser import pandas as pd import os import numpy as np def parse_args(): parser = ArgumentParser() parser.add_argument('--feature_spec_in', type=str, default='feature_sp...
PyTorch/Translation/Transformer
Transformer
requirements
cffi numpy torch tqdm tensorboardX
PyTorch/SpeechSynthesis/HiFiGAN/common/text
text
__init__
from .cmudict import CMUDict cmudict = CMUDict()
TensorFlow2/Recommendation/WideAndDeep/data/outbrain/nvtabular/utils
utils
setup
# 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/Jasper/common
common
dataset
# Copyright (c) 2019, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
PyTorch/Forecasting/TFT/triton/deployment_toolkit/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...
TensorFlow2/LanguageModeling/BERT/official/nlp
nlp
bert_models
# Copyright (c) 2021, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
TensorFlow2/Recommendation/WideAndDeep/tests/feature_specs
feature_specs
fspec_csv
channel_spec: label: - clicked map: [] multihot_categorical: - topic_id_list - entity_id_list - category_id_list numerical: - document_id_document_id_promo_sim_categories - document_id_document_id_promo_sim_topics - document_id_document_id_promo_sim_entities - document_id_promo_ctr - publisher...
TensorFlow2/Segmentation/Contrib/UNet3P/configs
configs
config
# project root working directory, automatically read by hydra (.../UNet3P) WORK_DIR: ${hydra:runtime.cwd} DATA_PREPARATION: # unprocessed LiTS scan data paths, for custom data training skip this section details SCANS_TRAIN_DATA_PATH: "/data/Training Batch 2/" SCANS_VAL_DATA_PATH: "/data/Training Batch 1/" # R...
PyTorch/Forecasting/TFT/scripts
scripts
run_traffic
# 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/QuartzNet/common/text/unidecoder
unidecoder
__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 appl...
PyTorch/LanguageModeling/Transformer-XL/pytorch
pytorch
run_lm1b_base
#!/bin/bash export OMP_NUM_THREADS=1 if [[ $1 == 'train' ]]; then echo 'Run training...' python train.py \ --cuda \ --data ../data/one-billion-words/ \ --dataset lm1b \ --adaptive \ --n_layer 18 \ --d_model 1024 \ --div_val 4 \ --n_head 8 \ ...
TensorFlow/Detection/SSD/models/research/slim/nets
nets
inception_resnet_v2
# Copyright 2016 The TensorFlow Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable ...
PyTorch/Detection/SSD/ssd
ssd
entrypoints
# Copyright (c) 2021, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
PyTorch/SpeechSynthesis/Tacotron2/trtis_cpp/src/trt/util
util
cudaUtils
/* * Copyright (c) 2019-2020, NVIDIA CORPORATION. All rights reserved. * * Redistribution and use in source and binary forms, with or without * modification, are permitted provided that the following conditions are met: * * Redistributions of source code must retain the above copyright * notice, this l...
DGLPyTorch/DrugDiscovery/SE3Transformer/scripts
scripts
train_multi_gpu
#!/usr/bin/env bash # CLI args with defaults BATCH_SIZE=${1:-240} AMP=${2:-true} NUM_EPOCHS=${3:-130} LEARNING_RATE=${4:-0.01} WEIGHT_DECAY=${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 p...
TensorFlow2/Detection/Efficientdet/scripts/D0
D0
evaluate-FP32-8xV100-32G
#!/bin/bash # Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless requir...
TensorFlow/Detection/SSD/models/research/object_detection/metrics
metrics
oid_vrd_challenge_evaluation_utils_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...
Tools/DGLPyTorch/SyntheticGraphGeneration/scripts
scripts
time_filter_credit
# 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/VNet/examples
examples
vnet_train_and_evaluate
# 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...
Tools/PyTorch/TimeSeriesPredictionPlatform
TimeSeriesPredictionPlatform
launch_inference_server
# 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/PyTorch/TimeSeriesPredictionPlatform/models/tft_pyt/scripts
scripts
run_favorita
# 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/LanguageModeling/BERT/data
data
BookscorpusTextFormatting
# Copyright (c) 2019 NVIDIA CORPORATION. All rights reserved. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
TensorFlow/Segmentation/UNet_Industrial/utils
utils
hvd_utils
#!/usr/bin/env python # -*- coding: utf-8 -*- # ============================================================================== # # Copyright (c) 2019, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the L...
PyTorch/SpeechRecognition/Jasper/triton
triton
speech_utils
#!/usr/bin/python # 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 # # ...
PyTorch/SpeechRecognition/QuartzNet/common
common
metrics
# 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 ...
PyTorch/Segmentation/nnUNet/nnunet
nnunet
nn_unet
# Copyright (c) 2021-2022, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by a...
TensorFlow/Classification/ConvNets/resnet50v1.5/training
training
DGX2_RN50_AMP_250E
#!/bin/bash # Copyright (c) 2019 NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless r...
TensorFlow/Detection/SSD/models/research/object_detection/dataset_tools
dataset_tools
oid_tfrecord_creation
# 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/effdet/layers
layers
activations
# 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/slim/scripts
scripts
train_lenet_on_mnist
#!/bin/bash # Copyright 2017 The TensorFlow Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by...
PyTorch/Segmentation/MaskRCNN/pytorch/maskrcnn_benchmark/utils
utils
cv2_util
# Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved. """ Module for cv2 utility functions and maintaining version compatibility between 3.x and 4.x """ import cv2 def findContours(*args, **kwargs): """ Wraps cv2.findContours to maintain compatiblity between versions 3 and 4 Returns: ...
PyTorch/Recommendation/DLRM/dlrm/cuda_ext
cuda_ext
sparse_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...
PyTorch/LanguageModeling/BERT/triton/runner
runner
exceptions
# 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/phrases
phrases
phrase_bilingual
nokia有跟facebook簽約。 讓net backup同時強化重覆刪除和資料搜尋功能。 classic仍有一定的價值。 資料代管商ball的虛擬化工具。 針對vmware虛擬化環境的基本功能。 這跟微軟bing有何關連? 由ben toyota所寫的the accidental billionaires。 v d s技術提供一個如同伺服器般的獨立操作系統環境。 專利設計通過美國f d a認證與臨床測試。 你可直接把圖片丟進wave訊息中。 由前英國陸軍軍官neil laughton領軍。 這次android版也沿用了同樣的輸入法。 facebook新註冊用戶。 現在android跟iphone都支援這項功能。 o r g的經理...
TensorFlow/Detection/SSD/models/research/slim/nets
nets
cifarnet
# 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 applica...
PyTorch/SpeechSynthesis/FastPitch/fastpitch
fastpitch
attn_loss_function
# 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/LanguageModeling/BERT/triton/large/runner
runner
start_NVIDIA-DGX-A100-(1x-A100-80GB)
# Copyright (c) 2021, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
TensorFlow/Segmentation/UNet_3D_Medical/dataset
dataset
data_loader
# 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/LanguageModeling/ELECTRA
ELECTRA
gpu_affinity
# Copyright (c) 2020 NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applica...
Tools/PyTorch/TimeSeriesPredictionPlatform/conf/trainer/optimizer
optimizer
Adagrad
# Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by ...
TensorFlow2/Recommendation/WideAndDeep/tests/feature_specs
feature_specs
more_onehot
channel_spec: label: - clicked map: [] multihot_categorical: - topic_id_list - entity_id_list - category_id_list numerical: - document_id_document_id_promo_sim_categories - document_id_document_id_promo_sim_topics - document_id_document_id_promo_sim_entities - document_id_promo_ctr - publisher...
PyTorch/Classification/GPUNet/triton/175ms/runner
runner
__main__
# 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/scripts/D0
D0
training-benchmark-AMP-A100-80G
#!/bin/bash # Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless requir...
PyTorch/LanguageModeling/BERT/triton/dist4l/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...
TensorFlow/Classification/ConvNets/se-resnext101-32x4d/training
training
DGXA100_SE-RNxt101-32x4d_TF32_90E
#!/bin/bash # Copyright (c) 2019 NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless r...
PyTorch/Translation/GNMT/seq2seq/data
data
tokenizer
# 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...
TensorFlow2/Classification/ConvNets/scripts/docker
docker
launch
#!/bin/bash # Copyright (c) 2021, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless requi...
TensorFlow/Segmentation/UNet_Industrial/scripts
scripts
UNet_AMP_1GPU_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/Translation/Transformer/fairseq/modules
modules
multihead_attention
# 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/Translation/Transformer/examples/translation
translation
README
# Example usage for Neural Machine Translation These scripts provide an example of pre-processing data for the NMT task and instructions for how to replicate the results from the paper [Scaling Neural Machine Translation (Ott et al., 2018)](https://arxiv.org/abs/1806.00187). ## Preprocessing ### prepare-iwslt14.sh ...
PaddlePaddle/LanguageModeling/BERT/scripts/docker
docker
build
#!/bin/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 # # Unless requi...
PyTorch/SpeechRecognition/QuartzNet/scripts
scripts
download_librispeech
#!/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 # # Unle...
PyTorch/SpeechSynthesis/Tacotron2/filelists
filelists
ljs_audio_text_train_subset_625_filelist
LJSpeech-1.1/wavs/LJ040-0100.wav|she would sometimes take Lee with her, apparently leaving him alone in the car while she transacted her business. LJSpeech-1.1/wavs/LJ011-0248.wav|Howard, strange to say, making no attempt to detain him; probably because Mullay promised to return a few days later, and to bring more mone...