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[docs] (non) determinism in TF #26147

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mpekalski opened this issue Feb 26, 2019 · 3 comments
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[docs] (non) determinism in TF #26147

mpekalski opened this issue Feb 26, 2019 · 3 comments
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stale This label marks the issue/pr stale - to be closed automatically if no activity stat:awaiting response Status - Awaiting response from author type:docs-bug Document issues

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@mpekalski
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mpekalski commented Feb 26, 2019

Describe the feature and the current behavior/state.
A documentation explaining determinism and sources of non determinism in TF applications. It should cover things from having multiple readers, seeds in the specific ops, seed in numpy, PYTHONHASHSEED, non-deterministic ops in CUDA (and why TF does not support passing deterministic flag even though it would be slower), TF_CUDNN_USE_AUTOTUNE, and probably some others I do not know about.

Who will benefit with this feature?
I take part in many Kaggle competitions and very often people there have problems with non-determinism in NN.

@jvishnuvardhan jvishnuvardhan self-assigned this Feb 26, 2019
@jvishnuvardhan jvishnuvardhan added type:feature Feature requests type:docs-bug Document issues and removed type:feature Feature requests labels Feb 26, 2019
@jvishnuvardhan jvishnuvardhan added the stat:awaiting tensorflower Status - Awaiting response from tensorflower label Feb 26, 2019
@jvishnuvardhan jvishnuvardhan self-assigned this Feb 8, 2022
@jvishnuvardhan
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@mpekalski Can you please check this https://www.tensorflow.org/api_docs/python/tf/config/experimental/enable_op_determinism. This will enable your code to run deterministically at the cost of some computational time. Thanks!

@jvishnuvardhan jvishnuvardhan added stat:awaiting response Status - Awaiting response from author and removed stat:awaiting tensorflower Status - Awaiting response from tensorflower labels Feb 8, 2022
@google-ml-butler
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This issue has been automatically marked as stale because it has no recent activity. It will be closed if no further activity occurs. Thank you.

@google-ml-butler google-ml-butler bot added the stale This label marks the issue/pr stale - to be closed automatically if no activity label Feb 15, 2022
@google-ml-butler
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Closing as stale. Please reopen if you'd like to work on this further.

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Labels
stale This label marks the issue/pr stale - to be closed automatically if no activity stat:awaiting response Status - Awaiting response from author type:docs-bug Document issues
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