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[rocm-libraries] ROCm/rocm-libraries#4584 (commit 42efd1d)
[CK_TILE][FMHA] Support gfx11 ## Motivation Add support of gfx11 architectures (RDNA3) to FMHA. ## Technical Details Distributions (matrix elements to lane registers mapping) of gfx11 WMMA are completely different from distributions of gfx9 MFMA and gfx12 WMMA. There are two cases in FMHA where this difference matters: * usage of results (matrix C) of one GEMM as input (matrix A) of another GEMM. * random number generation for dropout (implementation for gfx9 MFMA, gfx12 WMMA and host validation produce the same results). Both cases are solved by a special remapping implemented using `__builtin_amdgcn_permlanex16` and `__builtin_amdgcn_perm`. Additional changes: * FMHA tests are now build and run only for those types for which instances exist (gfx11 supports only fp16 and bf16). * Two fixes for uninitialized values (`mask.sink` and `do_fp8_static_quant`): they may contain garbage resulting in incorrect dispatching logic, sometimes tests report that there are no instance available for current parameters. * Small fix to remove expcnt(0) from s_waitcnt instruction on gfx11 when they are not requested (i.e. every time), likely has no effect on performance but makes disassembly a bit clearer. ## Test Plan ``` ninja test_ck_tile_fmha bin/test_ck_tile_fmha_fwd_fp16 bin/test_ck_tile_fmha_fwd_bf16 bin/test_ck_tile_fmha_bwd_fp16 bin/test_ck_tile_fmha_bwd_bf16 ``` ## Test Result All tests must pass (some tests may be skipped). ## Submission Checklist - [x] Look over the contributing guidelines at https://github.com/ROCm/ROCm/blob/develop/CONTRIBUTING.md#pull-requests.
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assistant-librarian[bot]
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1915cdfcc2
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0d92fffedb
@@ -33,6 +33,42 @@ namespace ck_tile {
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namespace detail {
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// The number of Philox 4x32 results required to fill 32x32 tile of 8-bit values
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constexpr index_t philox_per_tile = 64;
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// C distribution of gfx11 WMMA differs from C distribution of gfx9 MFMA and gfx12 WMMA.
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// This function deinterleaves the generated random values to make them compatible with other
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// architectures and verification code on host.
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template <index_t N>
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CK_TILE_DEVICE void PermuteBlockDropoutRandval(uint8_t (&random_uint8_t)[N])
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{
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#if defined(__gfx11__)
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static_for<0, N, 8>{}([&](auto i_offset) {
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array<uint8_t, 8> rs;
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static_for<0, 8, 1>{}([&](auto i) { rs.data[i] = random_uint8_t[i_offset + i]; });
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const uint32_t r0 = rs.template get_as<uint32_t>(number<0>{});
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const uint32_t r1 = rs.template get_as<uint32_t>(number<1>{});
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// Deinterleave values (even and odd indices)
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const uint32_t v0 = __builtin_amdgcn_perm(r1, r0, 0x06'04'02'00);
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const uint32_t v1 = __builtin_amdgcn_perm(r1, r0, 0x07'05'03'01);
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// Swap rows (lane <-> lane ^ 16)
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const uint32_t w0 =
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__builtin_amdgcn_permlanex16(0, v0, 0x76543210, 0xfedcba98, false, true);
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const uint32_t w1 =
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__builtin_amdgcn_permlanex16(0, v1, 0x76543210, 0xfedcba98, false, true);
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rs.template set_as<uint32_t>(number<0>{}, get_lane_id() < 16 ? v0 : w1);
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rs.template set_as<uint32_t>(number<1>{}, get_lane_id() < 16 ? w0 : v1);
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static_for<0, 8, 1>{}([&](auto i) { random_uint8_t[i_offset + i] = rs.data[i]; });
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});
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#else
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static_assert(false, "PermuteBlockDropoutRandval is only for gfx11");
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ignore = random_uint8_t;
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#endif
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}
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} // namespace detail
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struct NullBlockDropout
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@@ -295,6 +331,9 @@ struct BlockDropout
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static_assert(randval_dist_generated.kThreadElementSpaceSize == 16);
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ph.get_random_16x8(random_uint8_t, ph_subsequence);
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}
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#if defined(__gfx11__)
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detail::PermuteBlockDropoutRandval(random_uint8_t);
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#endif
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}
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else
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{
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@@ -566,6 +605,9 @@ struct BlockDropoutBwd<true, IsWG32_, IsStoreRandval_>
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static_assert(randval_dist_generated.kThreadElementSpaceSize == 16);
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ph.get_random_16x8(random_uint8_t, ph_subsequence);
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}
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#if defined(__gfx11__)
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detail::PermuteBlockDropoutRandval(random_uint8_t);
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#endif
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}
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else
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{
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