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def _conv1d_flop_count(layer, rate): return 2 * ((layer.in_channels + 1) * layer.out_channels * rate / layer.stride[0] ) * layer.kernel_size[0] def _dense_flop_count(layer, rate): return 2 * ((layer.in_features + 1) * layer.out_features * rate )