Try cutlass.range with Int32(kt) — now n_kv_tiles is Python int
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@@ -205,10 +205,9 @@ class FmhaV3StageC:
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cute.copy(tma_q, tAgQ[(None, Int32(0))], tAsQ[(None, qh.index)], tma_bar_ptr=qh.barrier)
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qp.tail()
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kvp.reset(); pk = kvp.try_acquire()
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# Python range() unrolls at trace time. Each iteration emits a
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# separate cute.copy with a distinct compile-time Int32 constant.
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# We proved Int32(1) hardcoded works — by induction Int32(k) works.
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for kt in range(self.n_kv_tiles):
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# Use cutlass.range with Python int n_kv_tiles for proper pipeline
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# semantics (acquire/release). Wrap kt in Int32() for TMA coordinate.
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for kt in cutlass.range(self.n_kv_tiles, unroll=1):
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coord = Int32(kt)
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kvh = kvp.acquire_and_advance(pk)
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cute.copy(tma_k, tBgK[(None, coord)], tBsK[(None, kvh.index)], tma_bar_ptr=kvh.barrier)
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