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A single layer execution, x is the input vector, θ is the weight matrix, b is the bias and h is the result after the activation.For inference, we can use either row/column layout or MulOptimal (inference optimal) for our weight matrices. Obviously, in the majority of cases, you'll want MulOptimal layout as it should be faster. In our experiments, there was a significant difference even for small matrices.