tensorflow.python.framework.errors.InvalidArgumentError: Input to reshape is a tensor with xxx value

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今天被这个错误折磨得死去活来的，怎么修改都没有找到问题的症结所在：
这里写图片描述
在stack overflow上查看一下原因，发现是：

The mistake was very simple. I found that I should set 'VALID', not 'SAME' in conv2 so that I can make 12, 12, 32 shape before flatting operation. Thank you turtle to help me out.

这个是到哪里修改呢？还是不知。
另外一个参考：

he error tensorflow.python.framework.errors.InvalidArgumentError: Input to reshape is a tensor with 6400 values, but the requested shape requires a multiple of 3840 suggests that the input tensor of tf.reshape() in line 20 has a number of values that is not a multiple of 3840.That's because tensor l1 isn't defined within function model (you might have used it earlier and it might have 6400 values). You probably want to set l1=layer1. Note that tensor l4 isn't defined in function model either.

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