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State-of-the-Art Deep Learning scripts organized by models - easy to train and deploy with reproducible accuracy and performance on enterprise-grade infrastructure.

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Hi, first of all this is such a great work and a very thorough documentation. I just would like to ask a simple question. In the documentation of BERT/TF2, it...

bug

I'm trying to benchmark the performance of V100 and A100 GPU's on our cluster. im trying to run 90 epoch and capture time for convergence. The throughput for FP32 is...

bug

i have modified changes

In PyTorch/Segmentation/nnUNet/data_preprocessing/preprocessor.py, line 220, you use the ```np.argmin``` function to find the low resolution axis for the target spacing variable. However, the low resolution axis is the position of the...

GNMT won't run without `dllogger`

**Related to nnUNET/pyTorch** I am trying to use the BraTS21.ipynb and BraTS22.ipynb to train the nnUNet model. But I am constantly running into the following error. "RuntimeError: Critical error in...

bug

Related to nnUNet. I am trying to use the BraTS21.ipynb and BraTS22.ipynb to train the nnUNet model yet they both raised an error about Pytorch Lightning. I have installed packages...

bug

I've just started exploring this deep learning repo but I noticed the repo says the supported GPUs are: - NVIDIA Volta - NVIDIA Turing - NVIDIA Ampere What does this...

updated so all projects can use latest librosa. https://github.com/NVIDIA/DeepLearningExamples/issues/1369 modified: CUDA-Optimized/FastSpeech/fastspeech/dataset/ljspeech_dataset.py modified: CUDA-Optimized/FastSpeech/generate.py modified: CUDA-Optimized/FastSpeech/tacotron2/audio_processing.py modified: CUDA-Optimized/FastSpeech/tacotron2/layers.py modified: Kaldi/SpeechRecognition/notebooks/Kaldi_TRTIS_inference_offline_demo.ipynb modified: Kaldi/SpeechRecognition/notebooks/Kaldi_TRTIS_inference_online_demo.ipynb modified: PyTorch/SpeechRecognition/Jasper/requirements.txt modified: PyTorch/SpeechRecognition/QuartzNet/requirements.txt modified: PyTorch/SpeechRecognition/wav2vec2/requirements.txt modified: PyTorch/SpeechSynthesis/FastPitch/hifigan/data_function.py modified:...

PyTorch/SpeechSynthesis/All and CUDA-Optimized/FastSpeech librosa is used through all audio projects although only a few functions. requirements files refer to different versions. But not all syntax is coherent with the versions...

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