[Mosaic TPU] Fold reshape (..., M, N, 128) -> (..., M, N * 128) with any tiling and dtype to load. #28309
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[Mosaic TPU] Fold reshape (..., M, N, 128) -> (..., M, N * 128) with any tiling and dtype to load.
Now we should support decent number of reshape that match with this pattern. And it is much more efficient to fold reshape (retiling + re-pack) into load.
Take bf16(256, 8, 128) -> bf16(256, 8 * 128) as example, this cl emits 148 bundles and compared to before 630 bundles - about 4.2x speedup.