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I'm experiencing issues while testing the performance of a 3D stencil computation in Halide using the autoscheduler Adams2019. The computation is defined as:
output(x, y, z) = k0 * input(x - 1, y, z) + k1 * input(x, y - 1, z) + k2 * input(x, y, z - 1) + k3 * input(x + 1, y, z) + k4 * input(x, y + 1, z) + k5 * input(x, y, z + 1) + k6 * input(x, y, z)
The computation works perfectly when using the Mullapudi2016 autoscheduler. However, with Adams2019, I encounter two major issues:
Crash with Specific Input Shape: When the input has the shape [256, 256, 256], the program crashes.
Poor Performance with Other Input Shapes: For other input shapes, the computation runs extremely slowly, far slower than expected. Like: shape[512,512,512], Manually-tuned time: 9.90154 s, Auto-scheduled time: 173.521 s
I'm experiencing issues while testing the performance of a 3D stencil computation in Halide using the autoscheduler Adams2019. The computation is defined as:
The computation works perfectly when using the
Mullapudi2016
autoscheduler. However, withAdams2019
, I encounter two major issues:Below is my Halide generator code:
Environment:
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