spmallick / learnopencv

Learn OpenCV : C++ and Python Examples

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Performance issues about tf.function

DLPerf opened this issue · comments

Hello! Our static bug checker has found a performance issue in Image-to-Image-Translation-with-GAN/TensorFlow/pix2pix-tensorflow-single_gpu.py: Python type argument epoch is passed to tf.function decorated function train_step instead of tensors. As there is a for loop, every time the value changes, a new graph will be generated, and that can trigger tf.function retracing warning.

Similar problem in Image-to-Image-Translation-with-GAN/TensorFlow/.ipynb_checkpoints/pix2pix-tensorflow-single_gpu-checkpoint.py

Here is the tensorflow document to support it.

Looking forward to your reply.

We are investigating this kind of issues, and your answer will be of great help to our work. Can you take a look? Thank you in advance! @Dovyski @zubairahmed-ai @najlepsiwebdesigner