Add a Linalg convolution op.
This CL adds a conv op that corresponds to the TF description along with its lowering to loops (https://www.tensorflow.org/api_docs/python/tf/nn/convolution). The dimension of the convolution is inferred from the rank of the views. The other logical dimensions correspond to the TF description. The computation of tiled views need to be updated to work for the input tensor. This is left for a future CL. PiperOrigin-RevId: 254505644
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