v4.5 dev update. (#3153)
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@@ -568,7 +568,7 @@ class BlackwellMultiHeadLatentAttentionForwardFP16:
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cutlass.Int64, self.load_pt_stage * 2
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]
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# Tmem dealloc cluster barrier
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tmem_dealloc_mbar_ptr: cutlass.Int64
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tmem_dealloc_mbar: cutlass.Int64
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# Tmem holding buffer
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tmem_holding_buf: cutlass.Int32
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@@ -641,7 +641,6 @@ class BlackwellMultiHeadLatentAttentionForwardFP16:
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grid=grid,
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block=[self.threads_per_cta, 1, 1],
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cluster=self.cluster_shape_mnk,
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smem=SplitKVKernelSharedStorage.size_in_bytes(),
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stream=stream,
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min_blocks_per_mp=1,
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)
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@@ -657,7 +656,6 @@ class BlackwellMultiHeadLatentAttentionForwardFP16:
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).launch(
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grid=(q_latent.shape[0], q_latent.shape[2], q_latent.shape[3]),
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block=[self.threads_per_warp * self.num_compute_warps, 1, 1],
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smem=MAX_SPLITS * self.acc_dtype.width // 8,
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stream=stream,
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min_blocks_per_mp=1,
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)
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@@ -838,11 +836,11 @@ class BlackwellMultiHeadLatentAttentionForwardFP16:
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# Tensor memory dealloc barrier init
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tmem = utils.TmemAllocator(
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storage.tmem_holding_buf,
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storage.tmem_holding_buf.ptr,
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barrier_for_retrieve=self.tmem_ptr_sync_bar,
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allocator_warp_id=self.mma_warp_id,
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is_two_cta=self.use_2cta_instrs,
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two_cta_tmem_dealloc_mbar_ptr=storage.tmem_dealloc_mbar_ptr,
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two_cta_tmem_dealloc_mbar_ptr=storage.tmem_dealloc_mbar.ptr,
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)
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load_q_pipeline = self.make_and_init_load_qkv_pipeline(
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@@ -661,7 +661,7 @@ class BlackwellMultiHeadLatentAttentionForwardFP8:
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]
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# Tmem dealloc cluster barrier
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tmem_dealloc_mbar_ptr: cutlass.Int64
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tmem_dealloc_mbar: cutlass.Int64
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# Tmem holding buffer
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tmem_holding_buf: cutlass.Int32
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@@ -707,7 +707,6 @@ class BlackwellMultiHeadLatentAttentionForwardFP8:
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grid=grid,
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block=[self.threads_per_cta, 1, 1],
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cluster=self.cluster_shape_mnk,
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smem=SplitKVKernelSharedStorage.size_in_bytes(),
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stream=stream,
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min_blocks_per_mp=1,
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)
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@@ -723,7 +722,6 @@ class BlackwellMultiHeadLatentAttentionForwardFP8:
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).launch(
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grid=(q_latent.shape[0], q_latent.shape[2], q_latent.shape[3]),
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block=[self.threads_per_warp * self.num_compute_warps, 1, 1],
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smem=MAX_SPLITS * self.acc_dtype.width // 8,
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stream=stream,
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min_blocks_per_mp=1,
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)
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@@ -904,11 +902,11 @@ class BlackwellMultiHeadLatentAttentionForwardFP8:
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# Tensor memory dealloc barrier init
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tmem = utils.TmemAllocator(
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storage.tmem_holding_buf,
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storage.tmem_holding_buf.ptr,
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barrier_for_retrieve=self.tmem_ptr_sync_bar,
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allocator_warp_id=self.mma_warp_id,
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is_two_cta=self.use_2cta_instrs,
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two_cta_tmem_dealloc_mbar_ptr=storage.tmem_dealloc_mbar_ptr,
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two_cta_tmem_dealloc_mbar_ptr=storage.tmem_dealloc_mbar.ptr,
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)
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load_q_pipeline = self.make_and_init_load_qkv_pipeline(
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