Merge pull request #715 from alvarognvidia/master

updating features in the main readme

Author: nv-kkudrynski

README.md

@@ -15,9 +15,9 @@ These examples, along with our NVIDIA deep learning software stack, are provided
 ## Computer Vision
 | Models  | Framework | A100 | AMP | Multi-GPU | Multi-Node  | TRT  | ONNX  | Triton | TF-TRT | NB |
 | ------------- | ------------- | ------------- | ------------- | ------------- | ------------- |------------- |------------- |------------- |------------- |------------- |
-| [ResNet-50](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/resnet50v1.5)  |PyTorch  | Yes  | Yes  | Yes  | -  | -  | -  | -  | -  | - |
-| [ResNeXt101](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/resnext101-32x4d)  |PyTorch  | Yes  | Yes  | Yes  | -  | -  |   -  | -  | -  | - |
-| [SEResNeXt101](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/se-resnext101-32x4d)  |PyTorch  | Yes  | Yes  | Yes  | -  | -  | -  | -  | -  | - |
+| [ResNet-50](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/resnet50v1.5)  |PyTorch  | Yes  | Yes  | Yes  | -  | -  | -  | [Yes](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/triton/resnet50)  | -  | - |
+| [ResNeXt101](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/resnext101-32x4d)  |PyTorch  | Yes  | Yes  | Yes  | -  | -  |   -  | [Yes](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/triton/resnext101-32x4d)  | -  | - |
+| [SEResNeXt101](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/se-resnext101-32x4d)  |PyTorch  | Yes  | Yes  | Yes  | -  | -  | -  | [Yes](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/triton/se-resnext101-32x4d)  | -  | - |
 | [Mask R-CNN](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Segmentation/MaskRCNN) |PyTorch  | Yes  | Yes  | Yes  | -  | -  |   -  | -  | -  | [Yes](https://github.com/NVIDIA/DeepLearningExamples/blob/master/PyTorch/Segmentation/MaskRCNN/pytorch/notebooks/pytorch_MaskRCNN_pyt_train_and_inference.ipynb) |
 | [SSD](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Detection/SSD) |PyTorch  | Yes  | Yes  | Yes  | -  | -  |   -  | -  | -  | [Yes](https://github.com/NVIDIA/DeepLearningExamples/blob/master/PyTorch/Detection/SSD/examples/inference.ipynb) |
 | [ResNet-50](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Classification/ConvNets/resnet50v1.5) |TensorFlow  | Yes  | Yes  | Yes  | -  | -  | -  | -  | -  | - |
@@ -28,7 +28,7 @@ These examples, along with our NVIDIA deep learning software stack, are provided
 | [U-Net Ind](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Segmentation/UNet_Industrial) |TensorFlow  | Yes  | Yes  | Yes  | -  | Yes  |   -  | -  | Yes  | [Yes](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Segmentation/UNet_Industrial/notebooks) |
 | [U-Net Med](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Segmentation/UNet_Medical) | TensorFlow  | Yes  | Yes  | Yes  | -  |  Yes  |-  |   -  | Yes  | - |
 | [U-Net 3D](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Segmentation/UNet_3D_Medical) | TensorFlow  | Yes  | Yes  | Yes  | -  |  Yes  |-  |   -  | Yes  | - |
-| [V-Net Med](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Segmentation/VNet) | TensorFlow  | Yes  | Yes  | Yes  | -  |  Yes  | Yes |   -  | Yes  | - |
+| [V-Net Med](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Segmentation/VNet) | TensorFlow  | Yes  | Yes  | Yes  | -  |  Yes  | -  |   -  | Yes  | - |
 | [U-Net Med](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/UNet_Medical) | TensorFlow2  | Yes  | Yes  | Yes  | -  |  Yes  |-  |   -  | Yes  | - |
 | [Mask R-CNN](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN) |TensorFlow2  | Yes  | Yes  | Yes  | -  |  -  |-  |   -  | -  | - |
 | [ResNet-50](https://github.com/NVIDIA/DeepLearningExamples/tree/master/MxNet/Classification/RN50v1.5) | MXNet  | -  | Yes  | Yes  | -  | -  |   -  | -  | -  | - |
@@ -62,12 +62,13 @@ These examples, along with our NVIDIA deep learning software stack, are provided
 | Models  | Framework | A100 | AMP | Multi-GPU | Multi-Node  | TRT  | ONNX  | Triton | TF-TRT | NB |
 | ------------- | ------------- | ------------- | ------------- | ------------- | ------------- |------------- |------------- |------------- |------------- |------------- |
 | [Jasper](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/SpeechRecognition/Jasper) |PyTorch  | Yes  | Yes  | Yes  | -  | Yes  |   Yes  | [Yes](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/SpeechRecognition/Jasper/trtis)  | -  | [Yes](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/SpeechRecognition/Jasper/notebooks) |
-| [Hidden Markov Model](https://github.com/NVIDIA/DeepLearningExamples/tree/master/Kaldi/SpeechRecognition) | Kaldi  | -  | -  | Yes  | -  | -  |   -  | Yes  | -  | - |
+| [Hidden Markov Model](https://github.com/NVIDIA/DeepLearningExamples/tree/master/Kaldi/SpeechRecognition) | Kaldi  | -  | -  | Yes  | -  | -  |   -  | [Yes](https://github.com/NVIDIA/DeepLearningExamples/tree/master/Kaldi/SpeechRecognition)  | -  | - |
 
 ## Text to Speech
 | Models  | Framework | A100 | AMP | Multi-GPU | Multi-Node  | TRT  | ONNX  | Triton | TF-TRT | NB | 
 | ------------- | ------------- | ------------- | ------------- | ------------- | ------------- |------------- |------------- |------------- |------------- |------------- |
 | [FastPitch](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/SpeechSynthesis/FastPitch) | PyTorch  | Yes  | Yes  | Yes  | - | - | - | - | - | - |
+| [FastSpeech](https://github.com/NVIDIA/DeepLearningExamples/tree/master/CUDA-Optimized/FastSpeech) | PyTorch  | -  | Yes  | Yes  | - | Yes | - | - | - | - |
 | [Tacotron 2 and WaveGlow](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/SpeechSynthesis/Tacotron2) | PyTorch  | Yes  | Yes  | Yes  | -  | Yes  |   Yes  | [Yes](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/SpeechSynthesis/Tacotron2/trtis_cpp)  | -  | - |