I tried the official version tensorflow of official website, it works as expected.
conda install tensorflow
Because the official version only support CPU, I suspect is the GPU problem of tensorflow-macos. Tried only use CPU on tensorflow-macos with
with tf.device('/cpu:0'):
It also work as expected.
Suspect the bug of the GPU on tensorflow-macos cause it can't prosses RNN-like model.
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Suspect not very fit with GPU, use CPU only with
tf.config.set_visible_devices([], 'GPU')
or
with tf.device('/cpu:0'):
solve the problem. It can prosess as expect.