Web Reference: Implement 1D convolution, part 4: Initialize the convolution block Brandon Rohrer 89.8K subscribers Subscribe Mar 26, 2026 · In this code, we first define a simple 1D CNN model with a single convolutional layer. Then we generate some random input data and perform a forward pass through the model. A first-pass at writing a 1D Convolution kernel in CUDA and a dive into the kernel's NCU profile to understand what program characteristics are throttling performance.
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