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74 changes: 42 additions & 32 deletions csrc/quantization/marlin/sparse/common/mma.h
Original file line number Diff line number Diff line change
Expand Up @@ -20,6 +20,19 @@

namespace marlin_24 {

// On CUDA earlier than 12.5, the ordered_metadata version of this instruction
// is not supported. On later versions of CUDA the version without ordered
// metadata results in the following warning:
// | Advisory: Modifier ‘.sp::ordered_metadata’ should be used on instruction
// | ‘mma’ instead of modifier ‘.sp’ as it is expected to have substantially
// | reduced performance on some future architectures
#if defined CUDA_VERSION && CUDA_VERSION >= 12500
#define MMA_SP_INST \
"mma.sp::ordered_metadata.sync.aligned.m16n8k32.row.col.f32.f16.f16.f32 "
#else
#define MMA_SP_INST "mma.sp.sync.aligned.m16n8k32.row.col.f32.f16.f16.f32 "
#endif

// m16n8k32 sparse tensor core mma instruction with fp16 inputs and fp32
// output/accumulation.
__device__ inline void mma_sp(const FragB& a_frag0, const FragB& a_frag1,
Expand All @@ -29,41 +42,38 @@ __device__ inline void mma_sp(const FragB& a_frag0, const FragB& a_frag1,
const uint32_t* a1 = reinterpret_cast<const uint32_t*>(&a_frag1);
const uint32_t* b = reinterpret_cast<const uint32_t*>(&frag_b);
const uint32_t* e = reinterpret_cast<const uint32_t*>(&frag_m);

float* c = reinterpret_cast<float*>(&frag_c);
if (psel == 0) {
asm volatile(
"mma.sp.sync.aligned.m16n8k32.row.col.f32.f16.f16.f32 "
"{%0, %1, %2, %3}, {%4, %5, %6, %7}, {%8, %9, %10,%11}, "
"{%12,%13,%14,%15}, %16, 0x0;\n"
: "=f"(c[0]), "=f"(c[1]), "=f"(c[2]), "=f"(c[3])
: "r"(a0[0]), "r"(a1[0]), "r"(a0[1]), "r"(a1[1]), "r"(b[0]), "r"(b[2]),
"r"(b[4]), "r"(b[6]), "f"(c[0]), "f"(c[1]), "f"(c[2]), "f"(c[3]),
"r"(e[0]));
asm volatile(
"mma.sp.sync.aligned.m16n8k32.row.col.f32.f16.f16.f32 "
"{%0, %1, %2, %3}, {%4, %5, %6, %7}, {%8, %9, %10,%11}, "
"{%12,%13,%14,%15}, %16, 0x0;\n"
: "=f"(c[4]), "=f"(c[5]), "=f"(c[6]), "=f"(c[7])
: "r"(a0[0]), "r"(a1[0]), "r"(a0[1]), "r"(a1[1]), "r"(b[1]), "r"(b[3]),
"r"(b[5]), "r"(b[7]), "f"(c[4]), "f"(c[5]), "f"(c[6]), "f"(c[7]),
"r"(e[0]));
asm volatile(MMA_SP_INST
"{%0, %1, %2, %3}, {%4, %5, %6, %7}, {%8, %9, %10,%11}, "
"{%12,%13,%14,%15}, %16, 0x0;\n"
: "=f"(c[0]), "=f"(c[1]), "=f"(c[2]), "=f"(c[3])
: "r"(a0[0]), "r"(a1[0]), "r"(a0[1]), "r"(a1[1]), "r"(b[0]),
"r"(b[2]), "r"(b[4]), "r"(b[6]), "f"(c[0]), "f"(c[1]),
"f"(c[2]), "f"(c[3]), "r"(e[0]));
asm volatile(MMA_SP_INST
"{%0, %1, %2, %3}, {%4, %5, %6, %7}, {%8, %9, %10,%11}, "
"{%12,%13,%14,%15}, %16, 0x0;\n"
: "=f"(c[4]), "=f"(c[5]), "=f"(c[6]), "=f"(c[7])
: "r"(a0[0]), "r"(a1[0]), "r"(a0[1]), "r"(a1[1]), "r"(b[1]),
"r"(b[3]), "r"(b[5]), "r"(b[7]), "f"(c[4]), "f"(c[5]),
"f"(c[6]), "f"(c[7]), "r"(e[0]));
} else {
asm volatile(
"mma.sp.sync.aligned.m16n8k32.row.col.f32.f16.f16.f32 "
"{%0, %1, %2, %3}, {%4, %5, %6, %7}, {%8, %9, %10,%11}, "
"{%12,%13,%14,%15}, %16, 0x1;\n"
: "=f"(c[0]), "=f"(c[1]), "=f"(c[2]), "=f"(c[3])
: "r"(a0[0]), "r"(a1[0]), "r"(a0[1]), "r"(a1[1]), "r"(b[0]), "r"(b[2]),
"r"(b[4]), "r"(b[6]), "f"(c[0]), "f"(c[1]), "f"(c[2]), "f"(c[3]),
"r"(e[0]));
asm volatile(
"mma.sp.sync.aligned.m16n8k32.row.col.f32.f16.f16.f32 "
"{%0, %1, %2, %3}, {%4, %5, %6, %7}, {%8, %9, %10,%11}, "
"{%12,%13,%14,%15}, %16, 0x1;\n"
: "=f"(c[4]), "=f"(c[5]), "=f"(c[6]), "=f"(c[7])
: "r"(a0[0]), "r"(a1[0]), "r"(a0[1]), "r"(a1[1]), "r"(b[1]), "r"(b[3]),
"r"(b[5]), "r"(b[7]), "f"(c[4]), "f"(c[5]), "f"(c[6]), "f"(c[7]),
"r"(e[0]));
asm volatile(MMA_SP_INST
"{%0, %1, %2, %3}, {%4, %5, %6, %7}, {%8, %9, %10,%11}, "
"{%12,%13,%14,%15}, %16, 0x1;\n"
: "=f"(c[0]), "=f"(c[1]), "=f"(c[2]), "=f"(c[3])
: "r"(a0[0]), "r"(a1[0]), "r"(a0[1]), "r"(a1[1]), "r"(b[0]),
"r"(b[2]), "r"(b[4]), "r"(b[6]), "f"(c[0]), "f"(c[1]),
"f"(c[2]), "f"(c[3]), "r"(e[0]));
asm volatile(MMA_SP_INST
"{%0, %1, %2, %3}, {%4, %5, %6, %7}, {%8, %9, %10,%11}, "
"{%12,%13,%14,%15}, %16, 0x1;\n"
: "=f"(c[4]), "=f"(c[5]), "=f"(c[6]), "=f"(c[7])
: "r"(a0[0]), "r"(a1[0]), "r"(a0[1]), "r"(a1[1]), "r"(b[1]),
"r"(b[3]), "r"(b[5]), "r"(b[7]), "f"(c[4]), "f"(c[5]),
"f"(c[6]), "f"(c[7]), "r"(e[0]));
}
}

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