D140 Belt Diagram

Typically for a CNN architecture, in a single filter as described by your number_of_filters parameter, there is one 2D kernel per input channel. There are input_channels * number_of_filters sets of weights, each of which describe a convolution kernel. So the diagrams showing one set of weights per input channel for each filter are correct.

D140 Belt Diagram 1

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D140 Belt Diagram 4

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D140 Belt Diagram 6

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D140 Belt Diagram 8

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D140 Belt Diagram 9