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[rocm-libraries] ROCm/rocm-libraries#5174 (commit a358a21)
[CK_TILE] FMHA BWD Use Persistent Kernels in Deterministic Mode (#5174) ## Motivation This PR enables a persistent-kernel execution path for FMHA backward (dQ/dK/dV) in deterministic mode, adjusting how dQ accumulation is split, stored, and converted back to final gradients. ## Technical Details - Introduces a persistent-kernel grid mapping in deterministic mode and updates split-count calculation accordingly. - Extends kernel kargs to carry batch-related info needed for persistent scheduling and dQ conversion. - Refactors dQ store conditions and adds mask-type traits/utilities and runner logging updates. ## Test Plan - Jenkins [base](http://micimaster.amd.com/blue/organizations/jenkins/rocm-libraries-folder%2FComposable%20Kernel/detail/PR-5174/10/pipeline) - Jenkins [AITER](http://micimaster.amd.com/blue/organizations/jenkins/rocm-libraries-folder%2FComposable%20Kernel/detail/PR-5174/12/pipeline) - Jenkins [FMHA](http://micimaster.amd.com/blue/organizations/jenkins/rocm-libraries-folder%2FComposable%20Kernel/detail/PR-5174/11/pipeline) - local FA tests ## Test Result <!-- Briefly summarize test outcomes. --> ## Submission Checklist - [x] Look over the contributing guidelines at https://github.com/ROCm/ROCm/blob/develop/CONTRIBUTING.md#pull-requests.
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@@ -169,10 +169,17 @@ int fmha_bwd_dq_dk_dv_maxq_<dq_dk_dv_trait_{F_idx}, {F_arch.tag}>()
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}}
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template <>
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int fmha_bwd_dq_dk_dv_dq_acc_splits_<dq_dk_dv_trait_{F_idx}, {F_arch.tag}>(ck_tile::index_t seqlen_k)
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int fmha_bwd_dq_dk_dv_dq_acc_splits_<dq_dk_dv_trait_{F_idx}, {F_arch.tag}>(const fmha_bwd_traits& t)
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{{
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using k_ = fmha_bwd_dq_dk_dv_kernel_{F_idx};
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return k_::GetDqAccSplits(seqlen_k);
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return k_::GetDqAccSplits(t.batch, t.nhead_q, t.max_seqlen_k);
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}}
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template <>
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bool fmha_bwd_dq_dk_dv_needs_zero_dq_acc_<dq_dk_dv_trait_{F_idx}, {F_arch.tag}>()
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{{
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using k_ = fmha_bwd_dq_dk_dv_kernel_{F_idx};
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return k_::NeedsZeroDqAcc();
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}}
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template <>
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@@ -192,6 +199,7 @@ fmha_bwd_launcher::fmha_bwd_launcher(const fmha_bwd_traits& t){{
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{F_launcher}
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run = [](fmha_bwd_args, const ck_tile::stream_config&) {{ return -1.0f; }};
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dq_acc_splits = 1;
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needs_zero_dq_acc = false;
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}}
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@@ -231,7 +239,8 @@ FMHA_BWD_API_INNER_DISPATCH_LAUNCHER = """
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run = [](fmha_bwd_args a, const ck_tile::stream_config& s) {{
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return fmha_bwd_<dot_do_o_trait_, dq_dk_dv_trait_, std::conditional_t<{F_convert_dq_enabled}, convert_dq_trait_, void>, {F_arch.tag}>(s, a);
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}};
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dq_acc_splits = fmha_bwd_dq_dk_dv_dq_acc_splits_<dq_dk_dv_trait_, {F_arch.tag}>(t.max_seqlen_k);
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dq_acc_splits = fmha_bwd_dq_dk_dv_dq_acc_splits_<dq_dk_dv_trait_, {F_arch.tag}>(t);
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needs_zero_dq_acc = fmha_bwd_dq_dk_dv_needs_zero_dq_acc_<dq_dk_dv_trait_, {F_arch.tag}>();
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return;
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}}
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"""
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@@ -447,7 +456,7 @@ class KernelComponentFactoryGfx950(KernelComponentFactoryGfx9):
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results = KernelComponentFactoryGfx9.get_dq_dk_dv_tiles(dtype, tr_load)
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if dtype in ["fp16", "bf16"] and tr_load == "t":
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results.extend([
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FmhaBwdDQDKDVTileSize( 32, 128, 64, 32, 64, 32, 32, 64, 64, 1, 4, 1, 4, 1, 1, 1, 4, 1, 16, 16, 32, 16, 16, 32, 1),
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FmhaBwdDQDKDVTileSize( 32, 256, 64, 32, 64, 32, 32, 64, 64, 1, 4, 1, 4, 1, 1, 1, 4, 1, 16, 16, 32, 16, 16, 32, 1),
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FmhaBwdDQDKDVTileSize( 32, 128, 128, 32, 128, 32, 32, 128, 128, 1, 4, 1, 4, 1, 1, 1, 4, 1, 16, 16, 32, 16, 16, 32, 1),
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FmhaBwdDQDKDVTileSize( 16, 192, 128, 16, 128, 16, 32, 128, 128, 1, 4, 1, 4, 1, 1, 1, 4, 1, 16, 16, 32, 16, 16, 16, 1),
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# FmhaBwdDQDKDVTileSize( 32, 32, 64, 32, 64, 32, 32, 64, 64, 1, 1, 1, 1, 1, 1, 1, 1, 1, 16, 16, 32, 16, 16, 32, 1, 32),
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@@ -823,7 +832,7 @@ class FmhaBwdApiTrait:
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@property
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def extra_cond(self) -> str:
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if self.tr_load == "t" and self.tile.max_seq_q == 0 and self.tile.F_bn0 == 128:
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if self.tr_load == "t" and self.tile.max_seq_q == 0 and self.tile.F_bn0 == 128 and self.tile.F_bhdq == 128:
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return " && (t.seqlen_k <= 256)"
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else:
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return ""
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