There are several ways to resolve the compatibility issue between input 0 and the layer, such as:
Reshape the input: If the input has ndim=2, it can be reshaped to have ndim=3 by adding a new dimension. For example, if the input shape is (batchsize, numfeatures), it can be reshaped to (batchsize, 1, numfeatures).
Add a new layer: If the input cannot be reshaped, a new layer can be added to the model to transform it to the desired shape. For example, a Reshape layer can be added to reshape the input to the desired shape.
Change the input shape: If the expected ndim is actually 2, the input shape can be changed to match the expected shape. For example, if the expected input shape is (batchsize, numfeatures), the input can be reshaped to (batchsize*numfeatures,) or (numfeatures, batchsize).
Change the layer: If the layer expects a different input shape, it can be modified to accept the input shape. For example, if the layer expects ndim=3 but only needs the last dimension, it can be modified to accept ndim=2 and take the last dimension as input.
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Asked: 2021-08-04 11:00:00 +0000
Seen: 11 times
Last updated: Dec 26 '21
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