fix: add softmax_done_bar to synchronize MMA PV with softmax P production
MMA must wait for softmax to produce P in TMEM before starting PV. Without this, MMA reads stale P data from TMEM, causing deadlock. softmax_done_bar: softmax warps arrive after P store, MMA waits before PV.
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@@ -137,6 +137,8 @@ class FmhaV3StageC2:
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acc_pipe = pipeline.PipelineUmmaAsync.create(barrier_storage=st.acc_bar.data_ptr(), num_stages=1, producer_group=pipeline.CooperativeGroup(pipeline.Agent.Thread), consumer_group=pipeline.CooperativeGroup(pipeline.Agent.Thread, 32 * len(self.epilogue_warp_id)), cta_layout_vmnk=cl_vmnk, defer_sync=True)
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# TMEM alloc barrier: softmax + correction + MMA
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tmem_bar = pipeline.NamedBarrier(barrier_id=2, num_threads=32 * len((*self.softmax_warp_ids, *self.correction_warp_ids, self.mma_warp_id)))
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# Softmax done barrier: MMA waits for softmax to produce P before starting PV
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softmax_done_bar = pipeline.NamedBarrier(barrier_id=3, num_threads=32 * len(self.softmax_warp_ids) + 32)
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tmem = utils.TmemAllocator(st.holding.ptr, barrier_for_retrieve=tmem_bar, allocator_warp_id=self.softmax_warp_ids[0], is_two_cta=cute.size(qk_mma.thr_id.shape) == 2, two_cta_tmem_dealloc_mbar_ptr=st.tmem_dealloc.ptr)
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if warp_idx == self.empty_warp_id:
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cute.arch.mbarrier_init(st.tmem_dealloc, 32 * len((*self.softmax_warp_ids, *self.correction_warp_ids)))
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@@ -208,7 +210,8 @@ class FmhaV3StageC2:
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cute.gemm(qk_mma, tStS0, tCrQ[(None, None, kb, 0)], tCrK[(None, None, kb, kh.index)], tStS0)
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qk_mma.set(tcgen05.Field.ACCUMULATE, True)
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cute.arch.fence_view_async_tmem_store(); sh.commit(); kh.release()
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# PV -> O (softmax consumes S and produces P between these two)
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# PV -> O (wait for softmax to produce P)
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softmax_done_bar.arrive_and_wait()
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vh = kvc.wait_and_advance(pk); pk = cutlass.Boolean(1)
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oh = mma_corr_prod.acquire_and_advance()
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pv_mma.set(tcgen05.Field.ACCUMULATE, kt != 0)
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@@ -308,6 +311,7 @@ class FmhaV3StageC2:
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cute.copy(tiled_tmem_store, rP_words, tTMEM_STOREtP)
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cute.arch.fence_view_async_tmem_store()
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si_handle.release()
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softmax_done_bar.arrive()
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vec_handle = s_corr_prod.acquire_and_advance()
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# Final vec = [row_sum, row_max]
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