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@@ -4,7 +4,7 @@
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This repository provides State-of-the-Art Deep Learning examples that are easy to train and deploy, achieving the best reproducible accuracy and performance with NVIDIA CUDA-X software stack running on NVIDIA Volta, Turing and Ampere GPUs.
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## NVIDIA GPU Cloud (NGC) Container Registry
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-These examples, along with our NVIDIA deep learning software stack, are provided in a monthly updated Docker container on the NGC container registry (https://ngc.nvidia.com). These containers include:
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+These examples, along with our NVIDIA deep learning software stack, are provided in a monthly updated Docker container on the NGC container registry (https://ngc.nvidia.com). These containers include:
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- The latest NVIDIA examples from this repository
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- The latest NVIDIA contributions shared upstream to the respective framework
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@@ -13,50 +13,41 @@ These examples, along with our NVIDIA deep learning software stack, are provided
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## Computer Vision
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-| Models | Framework | AMP | Multi-GPU | Multi-Node | ONNX | Triton | DLC | NB |
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-|----------------------------------------------------------------------------------------------------------------------------------------|--------------|----------------|-----------|------------|------|------------------------------------------------------------------------------------------------------------------------------|------|------------------------------------------------------------------------------------------------------------------------------------------------------------------|
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-| [EfficientNet-B0](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/efficientnet) | PyTorch | Yes | Yes | - | - | Supported | Yes | - |
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-| [EfficientNet-B4](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/efficientnet) | PyTorch | Yes | Yes | - | - | Supported | Yes | - |
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-| [EfficientNet-WideSE-B0](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/efficientnet) | PyTorch | Yes | Yes | - | - | Supported | Yes | - |
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-| [EfficientNet-WideSE-B4](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/efficientnet) | PyTorch | Yes | Yes | - | - | Supported | Yes | - |
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-| [EfficientNet v1-B0](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow2/Classification/ConvNets/efficientnet_v1) | TensorFlow2 | Yes | Yes | Yes | - | Supported | Yes | - |
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-| [EfficientNet v1-B4](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow2/Classification/ConvNets/efficientnet_v1) | TensorFlow2 | Yes | Yes | Yes | - | Supported | Yes | - |
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-| [EfficientNet v2-S](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow2/Classification/ConvNets/efficientnet_v2) | TensorFlow2 | Yes | Yes | Yes | - | Supported | Yes | - |
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-| [GPUNet](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/GPUNet) | PyTorch | Yes | Yes | - | Yes | [Example](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/GPUNet/triton/) | Yes | - |
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-| [Mask R-CNN](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Segmentation/MaskRCNN) | PyTorch | Yes | Yes | - | - | Supported | - | [Yes](https://github.com/NVIDIA/DeepLearningExamples/blob/master/PyTorch/Segmentation/MaskRCNN/pytorch/notebooks/pytorch_MaskRCNN_pyt_train_and_inference.ipynb) |
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-| [Mask R-CNN](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN) | TensorFlow | Yes | Yes | - | - | Supported | Yes | - |
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-| [Mask R-CNN](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN) | TensorFlow2 | Yes | Yes | - | - | Supported | Yes | - |
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-| [nnUNet](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Segmentation/nnUNet) | PyTorch | Yes | Yes | - | - | Supported | Yes | - |
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-| [ResNet-50](https://github.com/NVIDIA/DeepLearningExamples/tree/master/MxNet/Classification/RN50v1.5) | MXNet | Yes | Yes | - | - | Supported | - | - |
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-| [ResNet-50](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PaddlePaddle/Classification/RN50v1.5) | PaddlePaddle | Yes | Yes | - | - | Supported | - | - |
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-| [ResNet-50](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/resnet50v1.5) | PyTorch | Yes | Yes | - | - | [Example](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/triton/resnet50) | Yes | - |
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-| [ResNet-50](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Classification/ConvNets/resnet50v1.5) | TensorFlow | Yes | Yes | - | - | Supported | Yes | - |
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-| [ResNeXt-101](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/resnext101-32x4d) | PyTorch | Yes | Yes | - | - | [Example](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/triton/resnext101-32x4d) | Yes | - |
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-| [ResNeXt-101](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Classification/ConvNets/resnext101-32x4d) | TensorFlow | Yes | Yes | - | - | Supported | Yes | - |
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-| [SE-ResNeXt-101](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/se-resnext101-32x4d) | PyTorch | Yes | Yes | - | - | [Example](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/triton/se-resnext101-32x4d) | Yes | - |
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-| [SE-ResNeXt-101](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Classification/ConvNets/se-resnext101-32x4d) | TensorFlow | Yes | Yes | - | - | Supported | Yes | - |
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-| [SSD](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Detection/SSD) | PyTorch | Yes | Yes | - | - | Supported | - | [Yes](https://github.com/NVIDIA/DeepLearningExamples/blob/master/PyTorch/Detection/SSD/examples/inference.ipynb) |
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-| [SSD](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD) | TensorFlow | Yes | Yes | - | - | Supported | Yes | [Yes](https://github.com/NVIDIA/DeepLearningExamples/blob/master/TensorFlow/Detection/SSD/models/research/object_detection/object_detection_tutorial.ipynb) |
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-| [U-Net Ind](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Segmentation/UNet_Industrial) | TensorFlow | Yes | Yes | - | - | Supported | Yes | [Yes](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Segmentation/UNet_Industrial/notebooks) |
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-| [U-Net Med](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Segmentation/UNet_Medical) | TensorFlow | Yes | Yes | - | - | Supported | Yes | - |
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-| [U-Net 3D](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Segmentation/UNet_3D_Medical) | TensorFlow | Yes | Yes | - | - | Supported | Yes | - |
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-| [U-Net Med](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/UNet_Medical) | TensorFlow2 | Yes | Yes | - | - | Supported | Yes | - |
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-| [V-Net Med](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Segmentation/VNet) | TensorFlow | Yes | Yes | - | - | Supported | Yes | - |
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-
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+| Models | Framework | AMP | Multi-GPU | Multi-Node | TensorRT | ONNX | Triton | DLC | NB |
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+|----------------------------------------------------------------------------------------------------------------------------------------|--------------|----------------|-----------|------------|----------|------|------------------------------------------------------------------------------------------------------------------------------|------|------------------------------------------------------------------------------------------------------------------------------------------------------------------|
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+| [EfficientNet-B0](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/efficientnet) | PyTorch | Yes | Yes | - | Supported | - | Supported | Yes | - |
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+| [EfficientNet-B4](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/efficientnet) | PyTorch | Yes | Yes | - | Supported | - | Supported | Yes | - |
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+| [EfficientNet-WideSE-B0](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/efficientnet) | PyTorch | Yes | Yes | - | Supported | - | Supported | Yes | - |
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+| [EfficientNet-WideSE-B4](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/efficientnet) | PyTorch | Yes | Yes | - | Supported | - | Supported | Yes | - |
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+| [EfficientNet v1-B0](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow2/Classification/ConvNets/efficientnet_v1) | TensorFlow2 | Yes | Yes | Yes | [Example](https://github.com/NVIDIA/TensorRT/tree/main/samples/python/efficientnet) | - | Supported | Yes | - |
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+| [EfficientNet v1-B4](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow2/Classification/ConvNets/efficientnet_v1) | TensorFlow2 | Yes | Yes | Yes | [Example](https://github.com/NVIDIA/TensorRT/tree/main/samples/python/efficientnet) | - | Supported | Yes | - |
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+| [EfficientNet v2-S](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow2/Classification/ConvNets/efficientnet_v2) | TensorFlow2 | Yes | Yes | Yes | [Example](https://github.com/NVIDIA/TensorRT/tree/main/samples/python/efficientnet) | - | Supported | Yes | - |
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+| [GPUNet](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/GPUNet) | PyTorch | Yes | Yes | - | Example | Yes | [Example](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/GPUNet/triton/) | Yes | - |
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+| [Mask R-CNN](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Segmentation/MaskRCNN) | PyTorch | Yes | Yes | - | [Example](https://github.com/NVIDIA/TensorRT/tree/main/samples/python/detectron2) | - | Supported | - | [Yes](https://github.com/NVIDIA/DeepLearningExamples/blob/master/PyTorch/Segmentation/MaskRCNN/pytorch/notebooks/pytorch_MaskRCNN_pyt_train_and_inference.ipynb) |
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+| [Mask R-CNN](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN) | TensorFlow2 | Yes | Yes | - | [Example](https://github.com/NVIDIA/TensorRT/tree/main/samples/python/detectron2) | - | Supported | Yes | - |
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+| [nnUNet](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Segmentation/nnUNet) | PyTorch | Yes | Yes | - | Supported | - | Supported | Yes | - |
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+| [ResNet-50](https://github.com/NVIDIA/DeepLearningExamples/tree/master/MxNet/Classification/RN50v1.5) | MXNet | Yes | Yes | - | Supported | - | Supported | - | - |
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+| [ResNet-50](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PaddlePaddle/Classification/RN50v1.5) | PaddlePaddle | Yes | Yes | - | Example | - | Supported | - | - |
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+| [ResNet-50](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/resnet50v1.5) | PyTorch | Yes | Yes | - | Example | - | [Example](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/triton/resnet50) | Yes | - |
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+| [ResNet-50](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Classification/ConvNets/resnet50v1.5) | TensorFlow | Yes | Yes | - | Supported | - | Supported | Yes | - |
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+| [ResNeXt-101](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/resnext101-32x4d) | PyTorch | Yes | Yes | - | Example | - | [Example](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/triton/resnext101-32x4d) | Yes | - |
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+| [ResNeXt-101](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Classification/ConvNets/resnext101-32x4d) | TensorFlow | Yes | Yes | - | Supported | - | Supported | Yes | - |
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+| [SE-ResNeXt-101](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/se-resnext101-32x4d) | PyTorch | Yes | Yes | - | Example | - | [Example](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/triton/se-resnext101-32x4d) | Yes | - |
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+| [SE-ResNeXt-101](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Classification/ConvNets/se-resnext101-32x4d) | TensorFlow | Yes | Yes | - | Supported | - | Supported | Yes | - |
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+| [SSD](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Detection/SSD) | PyTorch | Yes | Yes | - | Supported | - | Supported | - | [Yes](https://github.com/NVIDIA/DeepLearningExamples/blob/master/PyTorch/Detection/SSD/examples/inference.ipynb) |
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+| [SSD](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD) | TensorFlow | Yes | Yes | - | Supported | - | Supported | Yes | [Yes](https://github.com/NVIDIA/DeepLearningExamples/blob/master/TensorFlow/Detection/SSD/models/research/object_detection/object_detection_tutorial.ipynb) |
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+| [U-Net Med](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/UNet_Medical) | TensorFlow2 | Yes | Yes | - | Example | - | Supported | Yes | - |
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## Natural Language Processing
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-| Models | Framework | AMP | Multi-GPU | Multi-Node | ONNX | Triton | DLC | NB |
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-|------------------------------------------------------------------------------------------------------------------------|-------------|------|-----------|------------|------|-----------------------------------------------------------------------------------------------------------|------|---------------------------------------------------------------------------------------------------------------------------------------------|
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-| [BERT](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/LanguageModeling/BERT) | PyTorch | Yes | Yes | Yes | - | [Example](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/LanguageModeling/BERT/triton) | Yes | - |
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-| [TransformerXL](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/LanguageModeling/Transformer-XL) | PyTorch | Yes | Yes | Yes | - | Supported | Yes | - |
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-| [GNMT](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Translation/GNMT) | PyTorch | Yes | Yes | - | - | Supported | - | - |
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-| [Transformer](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Translation/Transformer) | PyTorch | Yes | Yes | - | - | Supported | - | - |
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-| [ELECTRA](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA) | TensorFlow2 | Yes | Yes | Yes | - | Supported | Yes | - |
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-| [BERT](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT) | TensorFlow | Yes | Yes | Yes | - | [Example](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/triton) | Yes | [Yes](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/notebooks) |
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-| [BERT](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/BERT) | TensorFlow2 | Yes | Yes | Yes | - | Supported | Yes | - |
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-| [BioBert](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/biobert) | TensorFlow | Yes | Yes | - | - | Supported | Yes | [Yes](https://github.com/NVIDIA/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/notebooks/biobert_ner_tf_inference.ipynb) |
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-| [TransformerXL](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/Transformer-XL) | TensorFlow | Yes | Yes | - | - | Supported | - | - |
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-| [GNMT](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Translation/GNMT) | TensorFlow | Yes | Yes | - | - | Supported | - | - |
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-| [Faster Transformer](https://github.com/NVIDIA/DeepLearningExamples/tree/master/FasterTransformer) | Tensorflow | - | - | - | - | Supported | - | - |
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+| Models | Framework | AMP | Multi-GPU | Multi-Node | TensorRT | ONNX | Triton | DLC | NB |
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+|------------------------------------------------------------------------------------------------------------------------|-------------|------|-----------|------------|----------|------|-----------------------------------------------------------------------------------------------------------|------|---------------------------------------------------------------------------------------------------------------------------------------------|
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+| [BERT](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/LanguageModeling/BERT) | PyTorch | Yes | Yes | Yes | [Example](https://github.com/NVIDIA/TensorRT/tree/main/demo/BERT) | - | [Example](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/LanguageModeling/BERT/triton) | Yes | - |
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+| [GNMT](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Translation/GNMT) | PyTorch | Yes | Yes | - | Supported | - | Supported | - | - |
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+| [ELECTRA](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA) | TensorFlow2 | Yes | Yes | Yes | Supported | - | Supported | Yes | - |
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+| [BERT](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT) | TensorFlow | Yes | Yes | Yes | Example | - | [Example](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/triton) | Yes | [Yes](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/notebooks) |
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+| [BERT](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/BERT) | TensorFlow2 | Yes | Yes | Yes | Supported | - | Supported | Yes | - |
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+| [GNMT](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Translation/GNMT) | TensorFlow | Yes | Yes | - | Supported | - | Supported | - | - |
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+| [Faster Transformer](https://github.com/NVIDIA/DeepLearningExamples/tree/master/FasterTransformer) | Tensorflow | - | - | - | Example | - | Supported | - | - |
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## Recommender Systems
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@@ -73,56 +64,54 @@ These examples, along with our NVIDIA deep learning software stack, are provided
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## Speech to Text
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-| Models | Framework | AMP | Multi-GPU | Multi-Node | ONNX | Triton | DLC | NB |
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-|--------------------------------------------------------------------------------------------------------------|-------------|------|------------|--------------|--------|----------------------------------------------------------------------------------------------------------|-------|--------------------------------------------------------------------------------------------------------------|
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-| [Jasper](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/SpeechRecognition/Jasper) | PyTorch | Yes | Yes | - | Yes | [Example](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/SpeechRecognition/Jasper/trtis) | Yes | [Yes](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/SpeechRecognition/Jasper/notebooks) |
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-| [QuartzNet](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/SpeechRecognition/QuartzNet) | PyTorch | Yes | Yes | - | - | Supported | Yes | - |
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-| [wav2vec 2.0](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/SpeechRecognition/wav2vec2) | PyTorch | Yes | Yes | Yes | - | Supported | Yes | - |
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-| [Hidden Markov Model](https://github.com/NVIDIA/DeepLearningExamples/tree/master/Kaldi/SpeechRecognition) | Kaldi | - | Yes | - | - | [Example](https://github.com/NVIDIA/DeepLearningExamples/tree/master/Kaldi/SpeechRecognition) | - | - |
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+| Models | Framework | AMP | Multi-GPU | Multi-Node | TensorRT | ONNX | Triton | DLC | NB |
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+|--------------------------------------------------------------------------------------------------------------|-------------|------|------------|--------------|----------|--------|----------------------------------------------------------------------------------------------------------|-------|--------------------------------------------------------------------------------------------------------------|
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+| [Jasper](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/SpeechRecognition/Jasper) | PyTorch | Yes | Yes | - | Example | Yes | [Example](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/SpeechRecognition/Jasper/trtis) | Yes | [Yes](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/SpeechRecognition/Jasper/notebooks) |
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+| [QuartzNet](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/SpeechRecognition/QuartzNet) | PyTorch | Yes | Yes | - | Supported | - | Supported | Yes | - |
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## Text to Speech
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-| Models | Framework | AMP | Multi-GPU | Multi-Node | ONNX | Triton | DLC | NB |
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-|-------------------------------------------------------------------------------------------------------------------------|-------------|------|------------|-------------|--------|---------------------------------------------------------------------------------------------------------------|-------|-----|
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-| [FastPitch](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/SpeechSynthesis/FastPitch) | PyTorch | Yes | Yes | - | - | [Example](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/SpeechSynthesis/FastPitch/triton) | Yes | Yes |
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-| [FastSpeech](https://github.com/NVIDIA/DeepLearningExamples/tree/master/CUDA-Optimized/FastSpeech) | PyTorch | Yes | Yes | - | - | Supported | - | - |
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-| [Tacotron 2 and WaveGlow](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/SpeechSynthesis/Tacotron2) | PyTorch | Yes | Yes | - | Yes | [Example](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/SpeechSynthesis/Tacotron2/trtis_cpp) | Yes | - |
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-| [HiFi-GAN](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/SpeechSynthesis/HiFiGAN) | PyTorch | Yes | Yes | - | - | Supported | Yes | - |
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+| Models | Framework | AMP | Multi-GPU | Multi-Node | TensorRT | ONNX | Triton | DLC | NB |
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+|-------------------------------------------------------------------------------------------------------------------------|-------------|------|------------|-------------|----------|--------|---------------------------------------------------------------------------------------------------------------|-------|-----|
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+| [FastPitch](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/SpeechSynthesis/FastPitch) | PyTorch | Yes | Yes | - | Example | - | [Example](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/SpeechSynthesis/FastPitch/triton) | Yes | Yes |
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+| [FastSpeech](https://github.com/NVIDIA/DeepLearningExamples/tree/master/CUDA-Optimized/FastSpeech) | PyTorch | Yes | Yes | - | Example | - | Supported | - | - |
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+| [Tacotron 2 and WaveGlow](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/SpeechSynthesis/Tacotron2) | PyTorch | Yes | Yes | - | Example | Yes | [Example](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/SpeechSynthesis/Tacotron2/trtis_cpp) | Yes | - |
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+| [HiFi-GAN](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/SpeechSynthesis/HiFiGAN) | PyTorch | Yes | Yes | - | Supported | - | Supported | Yes | - |
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## Graph Neural Networks
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-| Models | Framework | AMP | Multi-GPU | Multi-Node | ONNX | Triton | DLC | NB |
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+| Models | Framework | AMP | Multi-GPU | Multi-Node | ONNX | Triton | DLC | NB |
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|-------------------------------------------------------------------------------------------------------------------------|------------|------|------------|--------------|--------|----------|------|------|
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| [SE(3)-Transformer](https://github.com/NVIDIA/DeepLearningExamples/tree/master/DGLPyTorch/DrugDiscovery/SE3Transformer) | PyTorch | Yes | Yes | - | - | Supported | - | - |
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| [MoFlow](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/DrugDiscovery/MoFlow) | PyTorch | Yes | Yes | - | - | Supported | - | - |
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## Time-Series Forecasting
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-| Models | Framework | AMP | Multi-GPU | Multi-Node | ONNX | Triton | DLC | NB |
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-|-------------------------------------------------------------------------------------------------------------------|------------|------|-------------|--------------|--------|--------------------------------------------------------------------------------------------------|-------|-----|
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-| [Temporal Fusion Transformer](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Forecasting/TFT) | PyTorch | Yes | Yes | - | Yes | [Example](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Forecasting/TFT/triton) | Yes | - |
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+| Models | Framework | AMP | Multi-GPU | Multi-Node | TensorRT | ONNX | Triton | DLC | NB |
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+|-------------------------------------------------------------------------------------------------------------------|------------|------|-------------|--------------|----------|--------|--------------------------------------------------------------------------------------------------|-------|-----|
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+| [Temporal Fusion Transformer](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Forecasting/TFT) | PyTorch | Yes | Yes | - | Example | Yes | [Example](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Forecasting/TFT/triton) | Yes | - |
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## NVIDIA support
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In each of the network READMEs, we indicate the level of support that will be provided. The range is from ongoing updates and improvements to a point-in-time release for thought leadership.
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## Glossary
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-
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-**Multinode Training**
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+
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+**Multinode Training**
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Supported on a pyxis/enroot Slurm cluster.
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-**Deep Learning Compiler (DLC)**
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+**Deep Learning Compiler (DLC)**
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TensorFlow XLA and PyTorch JIT and/or TorchScript
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-**Accelerated Linear Algebra (XLA)**
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+**Accelerated Linear Algebra (XLA)**
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|
XLA is a domain-specific compiler for linear algebra that can accelerate TensorFlow models with potentially no source code changes. The results are improvements in speed and memory usage.
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-**PyTorch JIT and/or TorchScript**
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+**PyTorch JIT and/or TorchScript**
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|
TorchScript is a way to create serializable and optimizable models from PyTorch code. TorchScript, an intermediate representation of a PyTorch model (subclass of nn.Module) that can then be run in a high-performance environment such as C++.
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-**Automatic Mixed Precision (AMP)**
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+**Automatic Mixed Precision (AMP)**
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|
Automatic Mixed Precision (AMP) enables mixed precision training on Volta, Turing, and NVIDIA Ampere GPU architectures automatically.
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-**TensorFloat-32 (TF32)**
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+**TensorFloat-32 (TF32)**
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|
TensorFloat-32 (TF32) is the new math mode in [NVIDIA A100](https://www.nvidia.com/en-us/data-center/a100/) GPUs for handling the matrix math also called tensor operations. TF32 running on Tensor Cores in A100 GPUs can provide up to 10x speedups compared to single-precision floating-point math (FP32) on Volta GPUs. TF32 is supported in the NVIDIA Ampere GPU architecture and is enabled by default.
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-**Jupyter Notebooks (NB)**
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+**Jupyter Notebooks (NB)**
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|
The Jupyter Notebook is an open-source web application that allows you to create and share documents that contain live code, equations, visualizations and narrative text.
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PrzemekS