Unverified Commit b3084bca authored by zjing14's avatar zjing14 Committed by GitHub
Browse files

Merge branch 'develop' into workaround_issue_637

parents ddc39129 a2d5ca8e
...@@ -547,7 +547,11 @@ struct DeviceGemmXdl : public DeviceGemm<ALayout, ...@@ -547,7 +547,11 @@ struct DeviceGemmXdl : public DeviceGemm<ALayout,
<< MPerXDL << ", " << MPerXDL << ", "
<< NPerXDL << ", " << NPerXDL << ", "
<< MXdlPerWave << ", " << MXdlPerWave << ", "
<< NXdlPerWave << NXdlPerWave << ", "
<< ABlockTransferSrcScalarPerVector << ", "
<< ABlockTransferDstScalarPerVector_K1 << ", "
<< BBlockTransferSrcScalarPerVector << ", "
<< BBlockTransferDstScalarPerVector_K1
<< ">" << ">"
<< " NumPrefetch: " << " NumPrefetch: "
<< NumPrefetch << ", " << NumPrefetch << ", "
......
...@@ -682,7 +682,15 @@ struct DeviceGemm_Xdl_CShuffle : public DeviceGemm<ALayout, ...@@ -682,7 +682,15 @@ struct DeviceGemm_Xdl_CShuffle : public DeviceGemm<ALayout,
<< NPerBlock << ", " << NPerBlock << ", "
<< KPerBlock << ", " << KPerBlock << ", "
<< AK1 << ", " << AK1 << ", "
<< BK1 << BK1 << ", "
<< MPerXDL << ", "
<< NPerXDL << ", "
<< MXdlPerWave << ", "
<< NXdlPerWave << ", "
<< ABlockTransferSrcScalarPerVector << ", "
<< BBlockTransferSrcScalarPerVector << ", "
<< CShuffleMXdlPerWavePerShuffle << ", "
<< CShuffleNXdlPerWavePerShuffle
<< ">" << ">"
<< " LoopScheduler: " << " LoopScheduler: "
<< LoopSchedToString[LoopSched] << ", " << LoopSchedToString[LoopSched] << ", "
......
...@@ -760,7 +760,15 @@ struct DeviceGemmLayerNorm_Xdl_CShuffle : public BaseOperator ...@@ -760,7 +760,15 @@ struct DeviceGemmLayerNorm_Xdl_CShuffle : public BaseOperator
<< NPerBlock << ", " << NPerBlock << ", "
<< KPerBlock << ", " << KPerBlock << ", "
<< AK1 << ", " << AK1 << ", "
<< BK1 << BK1 << ", "
<< MPerXDL << ", "
<< NPerXDL << ", "
<< MXdlPerWave << ", "
<< NXdlPerWave << ", "
<< ABlockTransferSrcScalarPerVector << ", "
<< BBlockTransferSrcScalarPerVector << ", "
<< CShuffleMXdlPerWavePerShuffle << ", "
<< CShuffleNXdlPerWavePerShuffle
<< ">"; << ">";
// clang-format on // clang-format on
......
...@@ -640,7 +640,16 @@ struct DeviceGemmXdlSplitKCShuffle : public DeviceGemmSplitK<ALayout, ...@@ -640,7 +640,16 @@ struct DeviceGemmXdlSplitKCShuffle : public DeviceGemmSplitK<ALayout,
<< BlockSize << ", " << BlockSize << ", "
<< MPerBlock << ", " << MPerBlock << ", "
<< NPerBlock << ", " << NPerBlock << ", "
<< K0PerBlock << K0PerBlock << ", "
<< K1 << ", "
<< MPerXDL << ", "
<< NPerXDL << ", "
<< MXdlPerWave << ", "
<< NXdlPerWave << ", "
<< ABlockTransferSrcScalarPerVector << ", "
<< ABlockTransferDstScalarPerVector_K1 << ", "
<< BBlockTransferSrcScalarPerVector << ", "
<< BBlockTransferDstScalarPerVector_K1
<< ">"; << ">";
// clang-format on // clang-format on
......
...@@ -1003,7 +1003,15 @@ struct DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1 ...@@ -1003,7 +1003,15 @@ struct DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<< KPerBlock << ", " << KPerBlock << ", "
<< AK1 << ", " << AK1 << ", "
<< BK1 << ", " << BK1 << ", "
<< getConvBackwardDataSpecializationString(ConvBackwardDataSpecialization) << getConvBackwardDataSpecializationString(ConvBackwardDataSpecialization) << ", "
<< MPerXDL << ", "
<< NPerXDL << ", "
<< MXdlPerWave << ", "
<< NXdlPerWave << ", "
<< ABlockTransferSrcScalarPerVector << ", "
<< BBlockTransferSrcScalarPerVector << ", "
<< CShuffleMXdlPerWavePerShuffle << ", "
<< CShuffleNXdlPerWavePerShuffle
<< ">"; << ">";
return str.str(); return str.str();
......
...@@ -1203,7 +1203,8 @@ struct DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Dl ...@@ -1203,7 +1203,8 @@ struct DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Dl
<< MPerBlock << ", " << MPerBlock << ", "
<< NPerBlock << ", " << NPerBlock << ", "
<< K0PerBlock << ", " << K0PerBlock << ", "
<< getConvBackwardWeightSpecializationString(ConvBackwardWeightSpecialization) << getConvBackwardWeightSpecializationString(ConvBackwardWeightSpecialization) << ", "
<< K1
<< ">"; << ">";
// clang-format on // clang-format on
......
...@@ -1231,7 +1231,17 @@ struct DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle ...@@ -1231,7 +1231,17 @@ struct DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<< MPerBlock << ", " << MPerBlock << ", "
<< NPerBlock << ", " << NPerBlock << ", "
<< K0PerBlock << ", " << K0PerBlock << ", "
<< getConvBackwardWeightSpecializationString(ConvBackwardWeightSpecialization) << getConvBackwardWeightSpecializationString(ConvBackwardWeightSpecialization) << ", "
<< K1 << ", "
<< MXdlPerWave << ", "
<< NXdlPerWave << ", "
<< ABlockTransferSrcScalarPerVector << ", "
<< ABlockTransferDstScalarPerVector_K1 << ", "
<< BBlockTransferSrcScalarPerVector << ", "
<< BBlockTransferDstScalarPerVector_K1 << ", "
<< CShuffleMXdlPerWavePerShuffle << ", "
<< CShuffleNXdlPerWavePerShuffle << ", "
<< CBlockTransferScalarPerVector_NWaveNPerXdl
<< ">"; << ">";
// clang-format on // clang-format on
......
...@@ -1092,7 +1092,15 @@ struct DeviceGroupedConvFwdMultipleDMultipleR_Xdl_CShuffle ...@@ -1092,7 +1092,15 @@ struct DeviceGroupedConvFwdMultipleDMultipleR_Xdl_CShuffle
<< MPerBlock << ", " << MPerBlock << ", "
<< NPerBlock << ", " << NPerBlock << ", "
<< KPerBlock << ", " << KPerBlock << ", "
<< getConvForwardSpecializationString(ConvForwardSpecialization) << getConvForwardSpecializationString(ConvForwardSpecialization) << ", "
<< MPerXDL << ", "
<< NPerXDL << ", "
<< MXdlPerWave << ", "
<< NXdlPerWave << ", "
<< ABlockTransferSrcScalarPerVector << ", "
<< BBlockTransferSrcScalarPerVector << ", "
<< CShuffleMXdlPerWavePerShuffle << ", "
<< CShuffleNXdlPerWavePerShuffle
<< ">"; << ">";
// clang-format on // clang-format on
......
...@@ -838,7 +838,19 @@ struct DeviceGroupedConvFwdMultipleD_Wmma_CShuffle ...@@ -838,7 +838,19 @@ struct DeviceGroupedConvFwdMultipleD_Wmma_CShuffle
<< MPerBlock << ", " << MPerBlock << ", "
<< NPerBlock << ", " << NPerBlock << ", "
<< KPerBlock << ", " << KPerBlock << ", "
<< getConvForwardSpecializationString(ConvForwardSpecialization) << getConvForwardSpecializationString(ConvForwardSpecialization) << ", "
<< K1 << ", "
<< MPerXDL << ", "
<< NPerXDL << ", "
<< MXdlPerWave << ", "
<< NXdlPerWave << ", "
<< ABlockTransferSrcScalarPerVector << ", "
<< ABlockTransferDstScalarPerVector_K1 << ", "
<< BBlockTransferSrcScalarPerVector << ", "
<< BBlockTransferDstScalarPerVector_K1 << ", "
<< CShuffleMXdlPerWavePerShuffle << ", "
<< CShuffleNXdlPerWavePerShuffle << ", "
<< CBlockTransferScalarPerVector_NWaveNPerXdl
<< ">"; << ">";
// clang-format on // clang-format on
......
...@@ -939,7 +939,15 @@ struct DeviceGroupedConvFwdMultipleD_Xdl_CShuffle ...@@ -939,7 +939,15 @@ struct DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<< MPerBlock << ", " << MPerBlock << ", "
<< NPerBlock << ", " << NPerBlock << ", "
<< KPerBlock << ", " << KPerBlock << ", "
<< getConvForwardSpecializationString(ConvForwardSpecialization) << getConvForwardSpecializationString(ConvForwardSpecialization) << ", "
<< MPerXDL << ", "
<< NPerXDL << ", "
<< MXdlPerWave << ", "
<< NXdlPerWave << ", "
<< ABlockTransferSrcScalarPerVector << ", "
<< BBlockTransferSrcScalarPerVector << ", "
<< CShuffleMXdlPerWavePerShuffle << ", "
<< CShuffleNXdlPerWavePerShuffle
<< ">"; << ">";
// clang-format on // clang-format on
......
...@@ -688,6 +688,10 @@ struct DeviceGroupedGemm_Xdl : public DeviceGroupedGemm<ALayout, ...@@ -688,6 +688,10 @@ struct DeviceGroupedGemm_Xdl : public DeviceGroupedGemm<ALayout,
<< NPerXDL << ", " << NPerXDL << ", "
<< MXdlPerWave << ", " << MXdlPerWave << ", "
<< NXdlPerWave << ", " << NXdlPerWave << ", "
<< ABlockTransferSrcScalarPerVector << ", "
<< BBlockTransferSrcScalarPerVector << ", "
<< CShuffleMXdlPerWavePerShuffle << ", "
<< CShuffleNXdlPerWavePerShuffle << ", "
<< getGemmSpecializationString(GemmSpec) << getGemmSpecializationString(GemmSpec)
<< ">"; << ">";
// clang-format on // clang-format on
......
...@@ -238,19 +238,19 @@ struct GridwiseGemmDlMultipleD_km_kn_mn ...@@ -238,19 +238,19 @@ struct GridwiseGemmDlMultipleD_km_kn_mn
using BGridDesc_K0_N0_N1_K1 = decltype(MakeBGridDescriptor_K0_N0_N1_K1(BGridDesc_K0_N_K1{})); using BGridDesc_K0_N0_N1_K1 = decltype(MakeBGridDescriptor_K0_N0_N1_K1(BGridDesc_K0_N_K1{}));
using CGridDesc_M0_M10_M11_N0_N10_N11 = using CGridDesc_M0_M10_M11_N0_N10_N11 =
decltype(MakeCGridDescriptor_M0_M10_M11_N0_N10_N11(CGridDesc_M_N{})); decltype(MakeCGridDescriptor_M0_M10_M11_N0_N10_N11(CGridDesc_M_N{}));
using Block2CTileMap = decltype(MakeDefaultBlock2CTileMap(CGridDesc_M_N{}));
using DsGridPointer = decltype(MakeDsGridPointer()); using DsGridPointer = decltype(MakeDsGridPointer());
template <typename DsGridDesc_M0_M10_M11_N0_N10_N11, template <typename DsGridDesc_M0_M10_M11_N0_N10_N11,
bool HasMainKBlockLoop, bool HasMainKBlockLoop,
bool HasDoubleTailKBlockLoop> bool HasDoubleTailKBlockLoop,
typename Block2CTileMap>
__device__ static void __device__ static void
Run(const FloatAB* __restrict__ p_a_grid, Run(const FloatAB* __restrict__ p_a_grid,
const FloatAB* __restrict__ p_b_grid, const FloatAB* __restrict__ p_b_grid,
DsGridPointer p_ds_grid, DsGridPointer p_ds_grid,
FloatC* __restrict__ p_c_grid, FloatC* __restrict__ p_c_grid,
FloatAB* __restrict__ p_shared_block, void* __restrict__ p_shared_block,
const AElementwiseOperation&, const AElementwiseOperation&,
const BElementwiseOperation&, const BElementwiseOperation&,
const CDEElementwiseOperation& cde_element_op, const CDEElementwiseOperation& cde_element_op,
...@@ -399,8 +399,9 @@ struct GridwiseGemmDlMultipleD_km_kn_mn ...@@ -399,8 +399,9 @@ struct GridwiseGemmDlMultipleD_km_kn_mn
constexpr auto b_block_aligned_space_size = math::integer_least_multiple( constexpr auto b_block_aligned_space_size = math::integer_least_multiple(
b_block_desc_k0_n0_n1_k1.GetElementSpaceSize(), max_lds_align); b_block_desc_k0_n0_n1_k1.GetElementSpaceSize(), max_lds_align);
FloatAB* p_a_block_double = p_shared_block; FloatAB* p_a_block_double = static_cast<FloatAB*>(p_shared_block);
FloatAB* p_b_block_double = p_shared_block + 2 * a_block_aligned_space_size; FloatAB* p_b_block_double =
static_cast<FloatAB*>(p_shared_block) + 2 * a_block_aligned_space_size;
// register allocation for output // register allocation for output
auto c_thread_buf = make_static_buffer<AddressSpaceEnum::Vgpr, FloatAcc>( auto c_thread_buf = make_static_buffer<AddressSpaceEnum::Vgpr, FloatAcc>(
......
...@@ -25,7 +25,7 @@ struct intrin_wmma_f32_16x16x16_f16_w32<16, 16> ...@@ -25,7 +25,7 @@ struct intrin_wmma_f32_16x16x16_f16_w32<16, 16>
// delete them. // delete them.
// amd_assembly_wmma_f32_16x16x16_f16_w32( // amd_assembly_wmma_f32_16x16x16_f16_w32(
// reg_a, reg_b, reg_c.template AsType<float8_t>()(Number<0>{})); // reg_a, reg_b, reg_c.template AsType<float8_t>()(Number<0>{}));
#if defined(__gfx11__) #if defined(__gfx1100__) || defined(__gfx1101__) || defined(__gfx1102__)
reg_c.template AsType<float8_t>()(Number<0>{}) = __builtin_amdgcn_wmma_f32_16x16x16_f16_w32( reg_c.template AsType<float8_t>()(Number<0>{}) = __builtin_amdgcn_wmma_f32_16x16x16_f16_w32(
reg_a, reg_b, reg_c.template AsType<float8_t>()[Number<0>{}]); reg_a, reg_b, reg_c.template AsType<float8_t>()[Number<0>{}]);
#else #else
...@@ -46,7 +46,7 @@ struct intrin_wmma_f32_16x16x16_bf16_w32<16, 16> ...@@ -46,7 +46,7 @@ struct intrin_wmma_f32_16x16x16_bf16_w32<16, 16>
template <class FloatC> template <class FloatC>
__device__ static void Run(const bhalf16_t& reg_a, const bhalf16_t& reg_b, FloatC& reg_c) __device__ static void Run(const bhalf16_t& reg_a, const bhalf16_t& reg_b, FloatC& reg_c)
{ {
#if defined(__gfx11__) #if defined(__gfx1100__) || defined(__gfx1101__) || defined(__gfx1102__)
reg_c.template AsType<float8_t>()(Number<0>{}) = reg_c.template AsType<float8_t>()(Number<0>{}) =
__builtin_amdgcn_wmma_f32_16x16x16_bf16_w32( __builtin_amdgcn_wmma_f32_16x16x16_bf16_w32(
reg_a, reg_b, reg_c.template AsType<float8_t>()[Number<0>{}]); reg_a, reg_b, reg_c.template AsType<float8_t>()[Number<0>{}]);
...@@ -71,7 +71,7 @@ struct intrin_wmma_f16_16x16x16_f16_w32<16, 16, Opsel> ...@@ -71,7 +71,7 @@ struct intrin_wmma_f16_16x16x16_f16_w32<16, 16, Opsel>
// opsel usage // opsel usage
// false: D0.[0:15] = result // false: D0.[0:15] = result
// true : D0.[16:31]= result // true : D0.[16:31]= result
#if defined(__gfx11__) #if defined(__gfx1100__) || defined(__gfx1101__) || defined(__gfx1102__)
reg_c.template AsType<half16_t>()(Number<0>{}) = __builtin_amdgcn_wmma_f16_16x16x16_f16_w32( reg_c.template AsType<half16_t>()(Number<0>{}) = __builtin_amdgcn_wmma_f16_16x16x16_f16_w32(
reg_a, reg_b, reg_c.template AsType<half16_t>()[Number<0>{}], Opsel); reg_a, reg_b, reg_c.template AsType<half16_t>()[Number<0>{}], Opsel);
#else #else
...@@ -95,7 +95,7 @@ struct intrin_wmma_bf16_16x16x16_bf16_w32<16, 16, Opsel> ...@@ -95,7 +95,7 @@ struct intrin_wmma_bf16_16x16x16_bf16_w32<16, 16, Opsel>
// opsel usage // opsel usage
// false: D0.[0:15] = result // false: D0.[0:15] = result
// true : D0.[16:31]= result // true : D0.[16:31]= result
#if defined(__gfx11__) #if defined(__gfx1100__) || defined(__gfx1101__) || defined(__gfx1102__)
reg_c.template AsType<bhalf16_t>()(Number<0>{}) = reg_c.template AsType<bhalf16_t>()(Number<0>{}) =
__builtin_amdgcn_wmma_bf16_16x16x16_bf16_w32( __builtin_amdgcn_wmma_bf16_16x16x16_bf16_w32(
reg_a, reg_b, reg_c.template AsType<bhalf16_t>()[Number<0>{}], Opsel); reg_a, reg_b, reg_c.template AsType<bhalf16_t>()[Number<0>{}], Opsel);
...@@ -117,7 +117,7 @@ struct intrin_wmma_i32_16x16x16_iu8_w32<16, 16, neg_a, neg_b, clamp> ...@@ -117,7 +117,7 @@ struct intrin_wmma_i32_16x16x16_iu8_w32<16, 16, neg_a, neg_b, clamp>
template <class FloatC> template <class FloatC>
__device__ static void Run(const int8x16_t& reg_a, const int8x16_t& reg_b, FloatC& reg_c) __device__ static void Run(const int8x16_t& reg_a, const int8x16_t& reg_b, FloatC& reg_c)
{ {
#if defined(__gfx11__) #if defined(__gfx1100__) || defined(__gfx1101__) || defined(__gfx1102__)
reg_c.template AsType<int32x8_t>()(Number<0>{}) = reg_c.template AsType<int32x8_t>()(Number<0>{}) =
__builtin_amdgcn_wmma_i32_16x16x16_iu8_w32( __builtin_amdgcn_wmma_i32_16x16x16_iu8_w32(
neg_a, neg_a,
...@@ -145,7 +145,7 @@ struct intrin_wmma_f32_16x16x16_f16_w64<16, 16> ...@@ -145,7 +145,7 @@ struct intrin_wmma_f32_16x16x16_f16_w64<16, 16>
template <class FloatC> template <class FloatC>
__device__ static void Run(const half16_t& reg_a, const half16_t& reg_b, FloatC& reg_c) __device__ static void Run(const half16_t& reg_a, const half16_t& reg_b, FloatC& reg_c)
{ {
#if defined(__gfx11__) #if defined(__gfx1100__) || defined(__gfx1101__) || defined(__gfx1102__)
reg_c.template AsType<float4_t>()(Number<0>{}) = __builtin_amdgcn_wmma_f32_16x16x16_f16_w64( reg_c.template AsType<float4_t>()(Number<0>{}) = __builtin_amdgcn_wmma_f32_16x16x16_f16_w64(
reg_a, reg_b, reg_c.template AsType<float4_t>()[Number<0>{}]); reg_a, reg_b, reg_c.template AsType<float4_t>()[Number<0>{}]);
#else #else
...@@ -166,7 +166,7 @@ struct intrin_wmma_f32_16x16x16_bf16_w64<16, 16> ...@@ -166,7 +166,7 @@ struct intrin_wmma_f32_16x16x16_bf16_w64<16, 16>
template <class FloatC> template <class FloatC>
__device__ static void Run(const bhalf16_t& reg_a, const bhalf16_t& reg_b, FloatC& reg_c) __device__ static void Run(const bhalf16_t& reg_a, const bhalf16_t& reg_b, FloatC& reg_c)
{ {
#if defined(__gfx11__) #if defined(__gfx1100__) || defined(__gfx1101__) || defined(__gfx1102__)
reg_c.template AsType<float4_t>()(Number<0>{}) = reg_c.template AsType<float4_t>()(Number<0>{}) =
__builtin_amdgcn_wmma_f32_16x16x16_bf16_w64( __builtin_amdgcn_wmma_f32_16x16x16_bf16_w64(
reg_a, reg_b, reg_c.template AsType<float4_t>()[Number<0>{}]); reg_a, reg_b, reg_c.template AsType<float4_t>()[Number<0>{}]);
...@@ -191,7 +191,7 @@ struct intrin_wmma_f16_16x16x16_f16_w64<16, 16, Opsel> ...@@ -191,7 +191,7 @@ struct intrin_wmma_f16_16x16x16_f16_w64<16, 16, Opsel>
// opsel usage // opsel usage
// false: D0.[0:15] = result // false: D0.[0:15] = result
// true : D0.[16:31]= result // true : D0.[16:31]= result
#if defined(__gfx11__) #if defined(__gfx1100__) || defined(__gfx1101__) || defined(__gfx1102__)
reg_c.template AsType<half8_t>()(Number<0>{}) = __builtin_amdgcn_wmma_f16_16x16x16_f16_w64( reg_c.template AsType<half8_t>()(Number<0>{}) = __builtin_amdgcn_wmma_f16_16x16x16_f16_w64(
reg_a, reg_b, reg_c.template AsType<half8_t>()[Number<0>{}], Opsel); reg_a, reg_b, reg_c.template AsType<half8_t>()[Number<0>{}], Opsel);
#else #else
...@@ -215,7 +215,7 @@ struct intrin_wmma_bf16_16x16x16_bf16_w64<16, 16, Opsel> ...@@ -215,7 +215,7 @@ struct intrin_wmma_bf16_16x16x16_bf16_w64<16, 16, Opsel>
// opsel usage // opsel usage
// false: D0.[0:15] = result // false: D0.[0:15] = result
// true : D0.[16:31]= result // true : D0.[16:31]= result
#if defined(__gfx11__) #if defined(__gfx1100__) || defined(__gfx1101__) || defined(__gfx1102__)
reg_c.template AsType<bhalf8_t>()(Number<0>{}) = reg_c.template AsType<bhalf8_t>()(Number<0>{}) =
__builtin_amdgcn_wmma_bf16_16x16x16_bf16_w64( __builtin_amdgcn_wmma_bf16_16x16x16_bf16_w64(
reg_a, reg_b, reg_c.template AsType<bhalf8_t>()[Number<0>{}], Opsel); reg_a, reg_b, reg_c.template AsType<bhalf8_t>()[Number<0>{}], Opsel);
...@@ -237,7 +237,7 @@ struct intrin_wmma_i32_16x16x16_iu8_w64<16, 16, neg_a, neg_b, clamp> ...@@ -237,7 +237,7 @@ struct intrin_wmma_i32_16x16x16_iu8_w64<16, 16, neg_a, neg_b, clamp>
template <class FloatC> template <class FloatC>
__device__ static void Run(const int8x16_t& reg_a, const int8x16_t& reg_b, FloatC& reg_c) __device__ static void Run(const int8x16_t& reg_a, const int8x16_t& reg_b, FloatC& reg_c)
{ {
#if defined(__gfx11__) #if defined(__gfx1100__) || defined(__gfx1101__) || defined(__gfx1102__)
reg_c.template AsType<int32x4_t>()(Number<0>{}) = reg_c.template AsType<int32x4_t>()(Number<0>{}) =
__builtin_amdgcn_wmma_i32_16x16x16_iu8_w64( __builtin_amdgcn_wmma_i32_16x16x16_iu8_w64(
neg_a, neg_a,
......
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