tf.nn.softmax_cross_entropy_with_logits and sequential applying softmax and cross_entropy give different gradients

Question

I can\'t fully understand, tf.nn.softmax_cross_entropy_with_logits performs under the hood. I have two versions of computing cross entropy loss after applying s