I changed from tf.train.Saver
to the SavedModel format which surprisingly means loading my model from disk is a lot slower (instead of a couple of seconds it takes minutes). Why is this and what can I do to load the model faster?
I used to do this:
# Save model saver = tf.train.Saver() save_path = saver.save(session, model_path) # Load model saver = tf.train.import_meta_graph(model_path + '.meta') saver.restore(session, model_path)
But now I do this:
# Save model builder = tf.saved_model.builder.SavedModelBuilder(model_path) builder.add_meta_graph_and_variables(session, [tf.saved_model.tag_constants.TRAINING]) builder.save() # Load model tf.saved_model.loader.load(session, [tf.saved_model.tag_constants.TRAINING], model_path)
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