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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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Related to **Model/Framework(s)** PyTorch Distributed Training **Describe the bug** The bug happens, with multinode training, cause in the training script `local_rank` is used to save checkpoints, so it repeats for...

bug

Related to MaskRCNN/PyTorch 1.11 **Describe the bug** MaskRCNN/PyTorch benchmark failed to build with PyTorch 1.11. PyTorch 1.11 removes most of the `THC` headers with https://github.com/pytorch/pytorch/pull/69929. This breaks the benchmark build...

bug

Hello , is there any pre-trained models for the french language? or Is there any possible way to fine-tune a fine-tuned model the second time? thanks,

bug

I am integrating the DeepLearningExamples into the Deepops repo and the Kaldi notebooks are very outdated and don't work. I fixed the "offline" version to work and made updates to...

Related to ** Plotting the output logs for tacotron2 to analyze model overfitting** *The previous Nvidia tacotron2 and fastpitch have been enabled with tensorboards which make us analyze the models...

enhancement

Related to **Slowfast/Pytorch** **Describe the bug** When I inference on a deep learning model (slowfast model), I'm facing a problem that my **python** program seems to take more inference time...

bug

Hey, I want to pretrain and benchmark small and base versions of Electra for the Arabic and Persian languages. As mentioned in the run_pretraining python file, only "base" and "large"...

enhancement

I used the Tacotron2 -> ONNX export script: [PyTorch/SpeechSynthesis/Tacotron2/exports/export_tacotron2_onnx.py](https://github.com/NVIDIA/DeepLearningExamples/blob/master/PyTorch/SpeechSynthesis/Tacotron2/exports/export_tacotron2_onnx.py) But it produced 3 separate files: ``` encoder.onnx decoder_iter.onnx postnet.onnx ``` How do we actually use these models with an onnx...

Related to **Model/Framework(s) or something else (describe)** * *docker 1.12.6* * *Tensorflow 1.15* **Is your feature request related to a problem? Please describe.** when I am about to build the...

enhancement

[fastpitch] tensorrt support

enhancement