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fix tf function retracing for genomattn apply #13

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grahamgower opened this issue Jun 16, 2020 · 0 comments
Open

fix tf function retracing for genomattn apply #13

grahamgower opened this issue Jun 16, 2020 · 0 comments

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@grahamgower
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predict_on_batch outputs the warning below. Possibly need to change the generator to produce a fixed size per batch.

5 out of the last 27 calls to <function Model.make_predict_function..predict_function at 0x7f012446a050> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings is likely due to passing python objects instead of tensors. Also, tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. 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.

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