D1.5: Fix TMA store - use 3D tile for local_tile on 3D mC
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@@ -490,15 +490,16 @@ class FmhaKernel:
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# Step 6: TMA store SMEM → GMEM
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# The normalized O is now in sC (written by the correction epilog).
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# Use group_modes to create 2D views of sC and gC for TMA partition.
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# sC has a swizzled layout; group_modes preserves the swizzle in the pointer.
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sC_epi = cute.group_modes(sC, 0, 2) # 2D view of swizzled SMEM
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gC_epi = cute.group_modes(
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cute.local_tile(mC, epi_tile, (Int32(0), Int32(0))), 0, 2
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)
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# The tma_c was created with CopyBulkTensorTileS2GOp for c (3D) and epi_s (2D SMEM layout).
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# We need to partition sC and the GMEM output for the TMA copy.
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# Get 2D views: sC has 4D layout ((128,16),1,(4,2),1), group to 2D.
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# gC: use local_tile with 3D tile and 3D coordinate.
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epi_tile_3d = (epi_tile[0], epi_tile[1], 1)
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gC_epi = cute.local_tile(mC, epi_tile_3d, (Int32(0), Int32(0), Int32(0)))
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bSG_sC, bSG_gC = cpasync.tma_partition(
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tma_c, 0, cute.make_layout(1),
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sC_epi, gC_epi,
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cute.group_modes(sC, 0, 2),
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cute.group_modes(gC_epi, 0, 2),
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)
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# One TMA store for the full output tile
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if warp_idx == self.epilogue_warp_id[0]:
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