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How to solve the issue with getting free ports in Pytorch DDP?

I am facing issues with getting a free port in the DDP setup block of PyTorch for parallelizing my deep learning training job across multiple GPUs on a Linux HPC cluster. I am trying to submit a deep ...
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0 answers
19 views

Efficient Net V2 M ONNX model infers significantly slower on small input

When I convert an Efficient net v2 m model from Pytorch to Onnx on differently sized inputs, I notice a strange and unexplained behavior. I was hoping to find an explanation to my observations from ...
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1 answer
45 views

Do any Machine Learning Models Use Hardware Differently? [closed]

My understanding is that most if not all of the current models are running on top of basically the same hardware operations. That is to say, typically library calls to pre defined gpu routines that ...
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2 answers
6k views

How "exactly" are AI-accelerator chip ASICs built differently than GPUs as GPU seem to lead for many AI workloads on performance

There is a lot of discussion on google search about AI-custom-accelerators (like Intel's Gaudi) and GPUs. Almost all of them say generic things like, a) AI Accelerator chip is for specialized AI ...
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1 answer
2k views

Choosing proper graphic card for deep learning AND gaming [closed]

Though the combination between gaming and deep learning might not sound "serious" enough still this is the case - on the one hand, I need a great GPU for my son to play games, and it will be ...