We first replace the symbolic dimension with a large constant (e.g., 64, 128) and use the standard AutoTVM tuning to search for the schedules. We observe that the tuning on large sizes usually covers good schedules on other shapes. After the tuning is done, we then choose the top 100 schedules and evaluate them on other sizes (e.g., 1, 2, 4, 8, ...). We pick the schedule that achieves the best average performance as the final schedule. That's how the tiling factor is determined.
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