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mfma_32x32x64_fp8/bf8 (#2148)

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* support for mfma_32x32x64_fp8

* clang-formatted

* Fixing sparsity in codegen
This commit is contained in:
Khushbu Agarwal
2025-05-01 13:36:24 -07:00
committed by GitHub
parent 619fba3134
commit d58f2b8bd0
4 changed files with 147 additions and 22 deletions
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12
include/ck_tile/ops/gemm/warp/warp_gemm.hpp
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@@ -228,6 +228,18 @@ using WarpGemmMfma_f32_16x16x128_bf8_fp8 = WarpGemmImpl<WarpGemmAtrributeMfma<
using WarpGemmMfma_f32_16x16x128_bf8_bf8 = WarpGemmImpl<WarpGemmAtrributeMfma<
WarpGemmAttributeMfmaImpl_f32_16x16x128_bf8_bf8<WGAttrCtlEnum::Default_>>>;
using WarpGemmMfma_f32_32x32x64_fp8_fp8 = WarpGemmImpl<
WarpGemmAtrributeMfma<WarpGemmAttributeMfmaImpl_f32_32x32x64_fp8_fp8<WGAttrCtlEnum::Default_>>>;
using WarpGemmMfma_f32_32x32x64_fp8_bf8 = WarpGemmImpl<
WarpGemmAtrributeMfma<WarpGemmAttributeMfmaImpl_f32_32x32x64_fp8_bf8<WGAttrCtlEnum::Default_>>>;
using WarpGemmMfma_f32_32x32x64_bf8_fp8 = WarpGemmImpl<
WarpGemmAtrributeMfma<WarpGemmAttributeMfmaImpl_f32_32x32x64_bf8_fp8<WGAttrCtlEnum::Default_>>>;
using WarpGemmMfma_f32_32x32x64_bf8_bf8 = WarpGemmImpl<
WarpGemmAtrributeMfma<WarpGemmAttributeMfmaImpl_f32_32x32x64_bf8_bf8<WGAttrCtlEnum::Default_>>>;
using WarpGemmMfma_f32_32x32x16_fp8_fp8_CTransposed =
WarpGemmImpl<WarpGemmAtrributeMfmaTransposedCDistribution<
WarpGemmAttributeMfmaImpl_f32_32x32x16_fp8_fp8<WGAttrCtlEnum::Default_>>>;

98
include/ck_tile/ops/gemm/warp/warp_gemm_attribute_mfma_impl.hpp
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@@ -1440,6 +1440,104 @@ template <WGAttrCtlEnum Ctrl_ = WGAttrCtlEnum::Default_>
using WarpGemmAttributeMfmaImpl_f32_16x16x128_bf8_bf8 =
WarpGemmAttributeMfmaImpl_f32_16x16x128_f8_bf8_base<bf8_t, bf8_t, Ctrl_>;
template <typename AType_, typename BType_, WGAttrCtlEnum Ctrl_ = WGAttrCtlEnum::Default_>
struct WarpGemmAttributeMfmaImpl_f32_32x32x64_f8_bf8_base
{
static constexpr WGAttrCtlEnum Ctrl = Ctrl_;
using ADataType = AType_;
using BDataType = BType_;
using CDataType = float;
using AVecType = ext_vector_t<ADataType, 32>;
using BVecType = ext_vector_t<BDataType, 32>;
using CVecType = ext_vector_t<CDataType, 16>;
static constexpr index_t kM = 32;
static constexpr index_t kN = 32;
static constexpr index_t kK = 64;
static constexpr index_t kAMBlock = 1;
static constexpr index_t kBNBlock = 1;
static constexpr index_t kAMLane = 32;
static constexpr index_t kBNLane = 32;
static constexpr index_t kABKLane = 2;
static constexpr index_t kABKPerLane = 32;
static constexpr index_t kCMLane = 2;
static constexpr index_t kCNLane = 32;
static constexpr index_t kCM0PerLane = 4;
static constexpr index_t kCM1PerLane = 4;
// c_vec += a_vec * b_vec
template <bool post_nop_ = false>
CK_TILE_DEVICE void operator()(CVecType& c_vec,
const AVecType& a_vec,
const BVecType& b_vec,
bool_constant<post_nop_> = {}) const
{
//__builtin_amdgcn_mfma_scale_f32_32x32x64_f8f6f4(a, b, c, cbsz, blgp, opsel, scale_a,
// opsel, scale_b)
#if defined(__gfx950__)
if constexpr(std::is_same_v<ADataType, fp8_t> && std::is_same_v<BDataType, fp8_t>)
c_vec = __builtin_amdgcn_mfma_scale_f32_32x32x64_f8f6f4(
a_vec, b_vec, c_vec, 0, 0, 0, 0, 0, 0);
else if constexpr(std::is_same_v<ADataType, fp8_t> && std::is_same_v<BDataType, bf8_t>)
c_vec = __builtin_amdgcn_mfma_scale_f32_32x32x64_f8f6f4(
a_vec, b_vec, c_vec, 0, 1, 0, 0, 0, 0);
else if constexpr(std::is_same_v<ADataType, bf8_t> && std::is_same_v<BDataType, fp8_t>)
c_vec = __builtin_amdgcn_mfma_scale_f32_32x32x64_f8f6f4(
a_vec, b_vec, c_vec, 1, 0, 0, 0, 0, 0);
else if constexpr(std::is_same_v<ADataType, bf8_t> && std::is_same_v<BDataType, bf8_t>)
c_vec = __builtin_amdgcn_mfma_scale_f32_32x32x64_f8f6f4(
a_vec, b_vec, c_vec, 1, 1, 0, 0, 0, 0);
#else
ck_tile::ignore = c_vec;
ck_tile::ignore = a_vec;
ck_tile::ignore = b_vec;
#endif
}
// c_vec = a_vec * b_vec
CK_TILE_DEVICE CVecType operator()(const AVecType& a_vec, const BVecType& b_vec) const
{
#if defined(__gfx950__)
if constexpr(std::is_same_v<ADataType, fp8_t> && std::is_same_v<BDataType, fp8_t>)
return bit_cast<CVecType>(__builtin_amdgcn_mfma_scale_f32_32x32x64_f8f6f4(
a_vec, b_vec, CVecType{0.f}, 0, 0, 0, 0, 0, 0));
else if constexpr(std::is_same_v<ADataType, fp8_t> && std::is_same_v<BDataType, bf8_t>)
return bit_cast<CVecType>(__builtin_amdgcn_mfma_scale_f32_32x32x64_f8f6f4(
a_vec, b_vec, CVecType{0.f}, 0, 1, 0, 0, 0, 0));
else if constexpr(std::is_same_v<ADataType, bf8_t> && std::is_same_v<BDataType, fp8_t>)
return bit_cast<CVecType>(__builtin_amdgcn_mfma_scale_f32_32x32x64_f8f6f4(
a_vec, b_vec, CVecType{0.f}, 1, 0, 0, 0, 0, 0));
else if constexpr(std::is_same_v<ADataType, bf8_t> && std::is_same_v<BDataType, bf8_t>)
return bit_cast<CVecType>(__builtin_amdgcn_mfma_scale_f32_32x32x64_f8f6f4(
a_vec, b_vec, CVecType{0.f}, 1, 1, 0, 0, 0, 0));
#else
ck_tile::ignore = a_vec;
ck_tile::ignore = b_vec;
return CVecType{0.f};
#endif
}
};
template <WGAttrCtlEnum Ctrl_ = WGAttrCtlEnum::Default_>
using WarpGemmAttributeMfmaImpl_f32_32x32x64_fp8_fp8 =
WarpGemmAttributeMfmaImpl_f32_32x32x64_f8_bf8_base<fp8_t, fp8_t, Ctrl_>;
template <WGAttrCtlEnum Ctrl_ = WGAttrCtlEnum::Default_>
using WarpGemmAttributeMfmaImpl_f32_32x32x64_fp8_bf8 =
WarpGemmAttributeMfmaImpl_f32_32x32x64_f8_bf8_base<fp8_t, bf8_t, Ctrl_>;
template <WGAttrCtlEnum Ctrl_ = WGAttrCtlEnum::Default_>
using WarpGemmAttributeMfmaImpl_f32_32x32x64_bf8_fp8 =
WarpGemmAttributeMfmaImpl_f32_32x32x64_f8_bf8_base<bf8_t, fp8_t, Ctrl_>;
template <WGAttrCtlEnum Ctrl_ = WGAttrCtlEnum::Default_>
using WarpGemmAttributeMfmaImpl_f32_32x32x64_bf8_bf8 =
WarpGemmAttributeMfmaImpl_f32_32x32x64_f8_bf8_base<bf8_t, bf8_t, Ctrl_>;
// int8
template <WGAttrCtlEnum Ctrl_ = WGAttrCtlEnum::Default_>
struct WarpGemmAttributeMfmaImpl_i32_32x32x16_i8

5
include/ck_tile/ops/gemm/warp/warp_gemm_dispatcher.hpp
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@@ -74,6 +74,11 @@ template<> struct WarpGemmMfmaDispatcher<ck_tile::fp8_t, ck_tile::bf8_t, float,
template<> struct WarpGemmMfmaDispatcher<ck_tile::bf8_t, ck_tile::fp8_t, float, 16, 16, 128, false> { using Type = WarpGemmMfma_f32_16x16x128_bf8_fp8; };
template<> struct WarpGemmMfmaDispatcher<ck_tile::bf8_t, ck_tile::bf8_t, float, 16, 16, 128, false> { using Type = WarpGemmMfma_f32_16x16x128_bf8_bf8; };
template<> struct WarpGemmMfmaDispatcher<ck_tile::fp8_t, ck_tile::fp8_t, float, 32, 32, 64, false> { using Type = WarpGemmMfma_f32_32x32x64_fp8_fp8; };
template<> struct WarpGemmMfmaDispatcher<ck_tile::fp8_t, ck_tile::bf8_t, float, 32, 32, 64, false> { using Type = WarpGemmMfma_f32_32x32x64_fp8_bf8; };
template<> struct WarpGemmMfmaDispatcher<ck_tile::bf8_t, ck_tile::fp8_t, float, 32, 32, 64, false> { using Type = WarpGemmMfma_f32_32x32x64_bf8_fp8; };
template<> struct WarpGemmMfmaDispatcher<ck_tile::bf8_t, ck_tile::bf8_t, float, 32, 32, 64, false> { using Type = WarpGemmMfma_f32_32x32x64_bf8_bf8; };
// clang-format on
} // namespace impl