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Training script crashes after hitting a checkpoint #159

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magicianfromriga opened this issue Jul 5, 2021 · 1 comment
Open

Training script crashes after hitting a checkpoint #159

magicianfromriga opened this issue Jul 5, 2021 · 1 comment

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@magicianfromriga
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Hi,
I tried discussing this on Discord, but I didn't see a clear response. The issue that I am facing currently is that after every checkpoint, or in some cases after every 1000 cases an assertion error is thrown.
message.txt
I have tried various fixes to this problem (changing the parser, changing CUDA version, changing Python version, changing TF version etc). But it continues to persist.
I referred the following link and tried to fix it, but it still didn't work:
tensorflow/tensorflow#35100
Please help me rectify this issue.

My current PC configuration:
8 GB RAM
Intel i7-4790K
NVIDIA RTX 2070 SUPER
1TB SSD

My current requirement setup:
CUDA 11.3
CUDNN 8.2.1
Python 3.9.5
TF-Nightly GPU (2.7.0 dev)

Thank you.

@teck45
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teck45 commented May 2, 2022

Old message, answering this in case somebody will encounter this problem in the future. Generally it crashes during OOM. What you can do is reduce traffic and test workers, reduce batch, reduce shuffling buffer and stuff like this. When you found its working you can increase these parameters and test what is possible on your machine. 8gb of ram is very low though.

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