mma.cuh 5.69 KB
Newer Older
sxtyzhangzk's avatar
sxtyzhangzk committed
1
2
3
4
#pragma once

#include <cstdint>
#include "common.h"
fengzch's avatar
fengzch committed
5
#define __DTK_ARCH__ 1200
sxtyzhangzk's avatar
sxtyzhangzk committed
6
7
8
9
10
// only supports cuda 12.5+

namespace nunchaku::kernels {

namespace mma_helper {
Muyang Li's avatar
Muyang Li committed
11
12
13
14
15
16
17
18
19
20
21
struct f32 {
    static constexpr const char value[] = "f32";
};
struct f16 {
    static constexpr const char value[] = "f16";
};
struct bf16 {
    static constexpr const char value[] = "bf16";
};
struct s32 {
    static constexpr const char value[] = "s32";
sxtyzhangzk's avatar
sxtyzhangzk committed
22
};
Muyang Li's avatar
Muyang Li committed
23
24
25
26
27
28
29
30
31
32
33
34
struct s4 {
    static constexpr const char value[] = "s4";
};
struct u4 {
    static constexpr const char value[] = "u4";
};

template<bool is_bf16>
using f16bf16 = std::conditional_t<is_bf16, bf16, f16>;
template<bool is_unsigned>
using s4u4 = std::conditional_t<is_unsigned, u4, s4>;
}; // namespace mma_helper
sxtyzhangzk's avatar
sxtyzhangzk committed
35

Muyang Li's avatar
Muyang Li committed
36
__device__ __forceinline__ static uint2 mma_m16n8k16_f16f16f16f16(uint4 a, uint2 b, uint2 c) {
sxtyzhangzk's avatar
sxtyzhangzk committed
37
    uint2 d;
fengzch-das's avatar
fengzch-das committed
38
#if defined(__CUDA_ARCH__) && __CUDA_ARCH__ >= 800
Muyang Li's avatar
Muyang Li committed
39
40
41
42
43
44
45
    asm volatile("mma.sync.aligned.m16n8k16.row.col.f16.f16.f16.f16 "
                 "{%0,  %1},"
                 "{%2,  %3,  %4,  %5},"
                 "{%6,  %7},"
                 "{%8,  %9};\n"
                 : "=r"(d.x), "=r"(d.y)
                 : "r"(a.x), "r"(a.y), "r"(a.z), "r"(a.w), "r"(b.x), "r"(b.y), "r"(c.x), "r"(c.y));
sxtyzhangzk's avatar
sxtyzhangzk committed
46
#else
Muyang Li's avatar
Muyang Li committed
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
    asm volatile("{"
                 ".reg .b32 tmp0, tmp1;"
                 "mma.sync.aligned.m16n8k8.row.col.f16.f16.f16.f16 "
                 "{tmp0,  tmp1},"
                 "{%2,  %3},"
                 "{%6},"
                 "{%8,  %9};\n"
                 "mma.sync.aligned.m16n8k8.row.col.f16.f16.f16.f16 "
                 "{%0,  %1},"
                 "{%4,  %5},"
                 "{%7},"
                 "{tmp0,  tmp1};"
                 "}\n"
                 : "=r"(d.x), "=r"(d.y)
                 : "r"(a.x), "r"(a.y), "r"(a.z), "r"(a.w), "r"(b.x), "r"(b.y), "r"(c.x), "r"(c.y));
sxtyzhangzk's avatar
sxtyzhangzk committed
62
63
64
65
66
#endif
    return d;
}

template<bool is_bf16>
Muyang Li's avatar
Muyang Li committed
67
__device__ __forceinline__ static uint4 mma_m16n8k16_f32f16f16f32(uint4 a, uint2 b, uint4 c) {
sxtyzhangzk's avatar
sxtyzhangzk committed
68
    uint4 d;
fengzch-das's avatar
fengzch-das committed
69
#if defined(__CUDA_ARCH__) && __CUDA_ARCH__ >= 800
Muyang Li's avatar
Muyang Li committed
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
    asm volatile("mma.sync.aligned.m16n8k16.row.col.f32.%14.%14.f32 "
                 "{%0,  %1,  %2,  %3},"
                 "{%4,  %5,  %6,  %7},"
                 "{%8,  %9},"
                 "{%10,  %11,  %12,  %13};\n"
                 : "=r"(d.x), "=r"(d.y), "=r"(d.z), "=r"(d.w)
                 : "r"(a.x),
                   "r"(a.y),
                   "r"(a.z),
                   "r"(a.w),
                   "r"(b.x),
                   "r"(b.y),
                   "r"(c.x),
                   "r"(c.y),
                   "r"(c.z),
                   "r"(c.w),
                   "C"(mma_helper::f16bf16<is_bf16>::value));
sxtyzhangzk's avatar
sxtyzhangzk committed
87
88
#else
    static_assert(!is_bf16);
Muyang Li's avatar
Muyang Li committed
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
    asm volatile("{"
                 ".reg .b32 tmp0, tmp1, tmp2, tmp3;"
                 "mma.sync.aligned.m16n8k8.row.col.f32.f16.f16.f32 "
                 "{tmp0,  tmp1,  tmp2,  tmp3},"
                 "{%4,  %5},"
                 "{%8},"
                 "{%10,  %11,  %12,  %13};\n"
                 "mma.sync.aligned.m16n8k8.row.col.f32.f16.f16.f32 "
                 "{%0,  %1,  %2,  %3},"
                 "{%6,  %7},"
                 "{%9},"
                 "{tmp0,  tmp1,  tmp2,  tmp3};"
                 "}\n"
                 : "=r"(d.x), "=r"(d.y), "=r"(d.z), "=r"(d.w)
                 : "r"(a.x), "r"(a.y), "r"(a.z), "r"(a.w), "r"(b.x), "r"(b.y), "r"(c.x), "r"(c.y), "r"(c.z), "r"(c.w));
sxtyzhangzk's avatar
sxtyzhangzk committed
104
105
106
107
108
#endif
    return d;
}

template<typename AType, typename BType>
Muyang Li's avatar
Muyang Li committed
109
__device__ __forceinline__ static uint4 mma_m16n8kx_s32common(uint4 a, uint2 b, uint4 c) {
sxtyzhangzk's avatar
sxtyzhangzk committed
110
111
112
    uint4 d;
    static constexpr int K = (std::is_same_v<AType, mma_helper::s4> || std::is_same_v<AType, mma_helper::u4>) ? 64 : 32;

fengzch-das's avatar
fengzch-das committed
113
#if defined(__CUDA_ARCH__) && __CUDA_ARCH__ >= 800
Muyang Li's avatar
Muyang Li committed
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
    asm volatile("mma.sync.aligned.m16n8k%14.row.col.s32.%15.%16.s32 "
                 "{%0,  %1,  %2,  %3},"
                 "{%4,  %5,  %6,  %7},"
                 "{%8,  %9},"
                 "{%10,  %11,  %12,  %13};\n"
                 : "=r"(d.x), "=r"(d.y), "=r"(d.z), "=r"(d.w)
                 : "r"(a.x),
                   "r"(a.y),
                   "r"(a.z),
                   "r"(a.w),
                   "r"(b.x),
                   "r"(b.y),
                   "r"(c.x),
                   "r"(c.y),
                   "r"(c.z),
                   "r"(c.w),
                   "n"(K),
                   "C"(AType::value),
                   "C"(BType::value));
sxtyzhangzk's avatar
sxtyzhangzk committed
133
#else
Muyang Li's avatar
Muyang Li committed
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
    asm volatile("{"
                 ".reg .b32 tmp0, tmp1, tmp2, tmp3;"
                 "mma.sync.aligned.m8n8k%14.row.col.s32.%15.%16.s32 "
                 "{tmp0, tmp1},"
                 "{%4},"
                 "{%8},"
                 "{%10,  %11};\n"
                 "mma.sync.aligned.m8n8k%14.row.col.s32.%15.%16.s32 "
                 "{tmp2, tmp3},"
                 "{%5},"
                 "{%8},"
                 "{%12,  %13};\n"
                 "mma.sync.aligned.m8n8k%14.row.col.s32.%15.%16.s32 "
                 "{%0,  %1},"
                 "{%6},"
                 "{%9},"
                 "{tmp0, tmp1};\n"
                 "mma.sync.aligned.m8n8k%14.row.col.s32.%15.%16.s32 "
                 "{%2,  %3},"
                 "{%7},"
                 "{%9},"
                 "{tmp2, tmp3};\n"
                 "}\n"
                 : "=r"(d.x), "=r"(d.y), "=r"(d.z), "=r"(d.w)
                 : "r"(a.x),
                   "r"(a.y),
                   "r"(a.z),
                   "r"(a.w),
                   "r"(b.x),
                   "r"(b.y),
                   "r"(c.x),
                   "r"(c.y),
                   "r"(c.z),
                   "r"(c.w),
                   "n"(K / 2),
                   "C"(AType::value),
                   "C"(BType::value));
sxtyzhangzk's avatar
sxtyzhangzk committed
171
172
173
174
#endif
    return d;
}

Muyang Li's avatar
Muyang Li committed
175
}; // namespace nunchaku::kernels