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[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.

…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.

PiperOrigin-RevId: 751696195
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