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figure out TF warning message #62

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jonathanbratt opened this issue Mar 9, 2021 · 0 comments
Open

figure out TF warning message #62

jonathanbratt opened this issue Mar 9, 2021 · 0 comments
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@jonathanbratt
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It doesn't complain right away, but if you run enough models, you get a message like:

WARNING:tensorflow:5 out of the last 6 calls to <function Model.make_predict_function..predict_function at 0x7fa8913872f0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/tutorials/customization/performance#python_or_tensor_args and https://www.tensorflow.org/api_docs/python/tf/function for more details.

@jonathanbratt jonathanbratt self-assigned this Mar 9, 2021
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