1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
|
; RUN: opt -p lower-matrix-intrinsics -matrix-print-after-transpose-opt -disable-output -S %s 2>&1 | FileCheck %s
; REQUIRES: asserts
target datalayout = "e-m:o-i64:64-f80:128-n8:16:32:64-S128"
; FIXME: Lifted transpose dimensions are incorrect.
define <6 x double> @lift_through_add_matching_transpose_dimensions(<6 x double> %a, <6 x double> %b) {
; CHECK-LABEL: define <6 x double> @lift_through_add_matching_transpose_dimensions(<6 x double> %a, <6 x double> %b) {
; CHECK-NEXT: entry:
; CHECK-NEXT: [[A:%.+]] = fadd <6 x double> %a, %b
; CHECK-NEXT: [[T:%.+]] = call <6 x double> @llvm.matrix.transpose.v6f64(<6 x double> [[A]], i32 3, i32 2)
; CHECK-NEXT: ret <6 x double> [[T]]
;
entry:
%a.t = call <6 x double> @llvm.matrix.transpose.v6f64(<6 x double> %a, i32 3, i32 2)
%b.t = call <6 x double> @llvm.matrix.transpose.v6f64(<6 x double> %b, i32 3, i32 2)
%add = fadd <6 x double> %a.t, %b.t
ret <6 x double> %add
}
define <6 x double> @lift_through_add_matching_transpose_dimensions_ops_also_have_shape_info(ptr %a.ptr, ptr %b.ptr) {
; CHECK-LABEL: define <6 x double> @lift_through_add_matching_transpose_dimensions_ops_also_have_shape_info(ptr %a.ptr, ptr %b.ptr)
; CHECK-NEXT: entry:
; CHECK-NEXT: [[A:%.+]] = load <6 x double>, ptr %a.ptr
; CHECK-NEXT: [[B:%.+]] = load <6 x double>, ptr %b.ptr
; CHECK-NEXT: [[ADD:%.+]] = fadd <6 x double> [[A]], [[B]]
; CHECK-NEXT: [[T:%.+]] = call <6 x double> @llvm.matrix.transpose.v6f64(<6 x double> [[ADD]], i32 3, i32 2)
; CHECK-NEXT: ret <6 x double> [[T]]
;
entry:
%a = load <6 x double>, ptr %a.ptr
%b = load <6 x double>, ptr %b.ptr
%a.t = call <6 x double> @llvm.matrix.transpose.v6f64(<6 x double> %a, i32 3, i32 2)
%b.t = call <6 x double> @llvm.matrix.transpose.v6f64(<6 x double> %b, i32 3, i32 2)
%add = fadd <6 x double> %a.t, %b.t
ret <6 x double> %add
}
define <6 x double> @lift_through_add_mismatching_dimensions_1(<6 x double> %a, <6 x double> %b) {
; CHECK-LABEL: define <6 x double> @lift_through_add_mismatching_dimensions_1(<6 x double> %a, <6 x double> %b) {
; CHECK-NEXT: entry:
; CHECK-NEXT: [[A:%.+]] = fadd <6 x double> %a, %b
; CHECK-NEXT: [[T:%.+]] = call <6 x double> @llvm.matrix.transpose.v6f64(<6 x double> [[A]], i32 1, i32 6)
; CHECK-NEXT: ret <6 x double> [[T]]
;
entry:
%a.t = call <6 x double> @llvm.matrix.transpose.v6f64(<6 x double> %a, i32 1, i32 6)
%b.t = call <6 x double> @llvm.matrix.transpose.v6f64(<6 x double> %b, i32 3, i32 2)
%add = fadd <6 x double> %a.t, %b.t
ret <6 x double> %add
}
define <6 x double> @lift_through_add_mismatching_dimensions_1_transpose_dimensions_ops_also_have_shape_info(ptr %a.ptr, ptr %b.ptr) {
; CHECK-LABEL: define <6 x double> @lift_through_add_mismatching_dimensions_1_transpose_dimensions_ops_also_have_shape_info(ptr %a.ptr, ptr %b.ptr)
; CHECK-NEXT: entry:
; CHECK-NEXT: [[A:%.+]] = load <6 x double>, ptr %a.ptr
; CHECK-NEXT: [[B:%.+]] = load <6 x double>, ptr %b.ptr
; CHECK-NEXT: [[ADD:%.+]] = fadd <6 x double> [[A]], [[B]]
; CHECK-NEXT: [[T:%.+]] = call <6 x double> @llvm.matrix.transpose.v6f64(<6 x double> [[ADD]], i32 1, i32 6)
; CHECK-NEXT: ret <6 x double> [[T]]
;
entry:
%a = load <6 x double>, ptr %a.ptr
%b = load <6 x double>, ptr %b.ptr
%a.t = call <6 x double> @llvm.matrix.transpose.v6f64(<6 x double> %a, i32 1, i32 6)
%b.t = call <6 x double> @llvm.matrix.transpose.v6f64(<6 x double> %b, i32 3, i32 2)
%add = fadd <6 x double> %a.t, %b.t
ret <6 x double> %add
}
define <6 x double> @lift_through_add_mismatching_dimensions_2(<6 x double> %a, <6 x double> %b) {
; CHECK-LABEL: define <6 x double> @lift_through_add_mismatching_dimensions_2(<6 x double> %a, <6 x double> %b) {
; CHECK-NEXT: entry:
; CHECK-NEXT: [[A:%.+]] = fadd <6 x double> %a, %b
; CHECK-NEXT: [[T:%.+]] = call <6 x double> @llvm.matrix.transpose.v6f64(<6 x double> [[A]], i32 3, i32 2)
; CHECK-NEXT: ret <6 x double> [[T]]
;
entry:
%a.t = call <6 x double> @llvm.matrix.transpose.v6f64(<6 x double> %a, i32 3, i32 2)
%b.t = call <6 x double> @llvm.matrix.transpose.v6f64(<6 x double> %b, i32 6, i32 1)
%add = fadd <6 x double> %a.t, %b.t
ret <6 x double> %add
}
define <6 x double> @lift_through_add_mismatching_dimensions_2_transpose_dimensions_ops_also_have_shape_info(ptr %a.ptr, ptr %b.ptr) {
; CHECK-LABEL: define <6 x double> @lift_through_add_mismatching_dimensions_2_transpose_dimensions_ops_also_have_shape_info(ptr %a.ptr, ptr %b.ptr)
; CHECK-NEXT: entry:
; CHECK-NEXT: [[A:%.+]] = load <6 x double>, ptr %a.ptr
; CHECK-NEXT: [[B:%.+]] = load <6 x double>, ptr %b.ptr
; CHECK-NEXT: [[ADD:%.+]] = fadd <6 x double> [[A]], [[B]]
; CHECK-NEXT: [[T:%.+]] = call <6 x double> @llvm.matrix.transpose.v6f64(<6 x double> [[ADD]], i32 3, i32 2)
; CHECK-NEXT: ret <6 x double> [[T]]
;
entry:
%a = load <6 x double>, ptr %a.ptr
%b = load <6 x double>, ptr %b.ptr
%a.t = call <6 x double> @llvm.matrix.transpose.v6f64(<6 x double> %a, i32 3, i32 2)
%b.t = call <6 x double> @llvm.matrix.transpose.v6f64(<6 x double> %b, i32 6, i32 1)
%add = fadd <6 x double> %a.t, %b.t
ret <6 x double> %add
}
define <9 x double> @lift_through_multiply(<6 x double> %a, <6 x double> %b) {
; CHECK-LABEL: define <9 x double> @lift_through_multiply(<6 x double> %a, <6 x double> %b) {
; CHECK-NEXT: entry:
; CHECK-NEXT: [[MUL:%.+]] = call <9 x double> @llvm.matrix.multiply.v9f64.v6f64.v6f64(<6 x double> %b, <6 x double> %a, i32 3, i32 2, i32 3)
; CHECK-NEXT: [[T:%.+]] = call <9 x double> @llvm.matrix.transpose.v9f64(<9 x double> [[MUL]], i32 3, i32 3)
; CHECK-NEXT: ret <9 x double> [[T]]
;
entry:
%a.t = call <6 x double> @llvm.matrix.transpose.v6f64(<6 x double> %a, i32 3, i32 2)
%b.t = call <6 x double> @llvm.matrix.transpose.v6f64(<6 x double> %b, i32 2, i32 3)
%mul = call <9 x double> @llvm.matrix.multiply.v9f64.v6f64(<6 x double> %a.t, <6 x double> %b.t, i32 3, i32 2 , i32 3)
ret <9 x double> %mul
}
define <6 x double> @lift_through_multiply_2(<6 x double> %a, <4 x double> %b) {
; CHECK-LABEL: define <6 x double> @lift_through_multiply_2(<6 x double> %a, <4 x double> %b) {
; CHECK-NEXT: entry:
; CHECK-NEXT: [[MUL:%.+]] = call <6 x double> @llvm.matrix.multiply.v6f64.v4f64.v6f64(<4 x double> %b, <6 x double> %a, i32 2, i32 2, i32 3)
; CHECK-NEXT: [[T:%.+]] = call <6 x double> @llvm.matrix.transpose.v6f64(<6 x double> [[MUL]], i32 2, i32 3)
; CHECK-NEXT: ret <6 x double> [[T]]
;
entry:
%a.t = call <6 x double> @llvm.matrix.transpose.v6f64(<6 x double> %a, i32 3, i32 2)
%b.t = call <4 x double> @llvm.matrix.transpose.v4f64(<4 x double> %b, i32 2, i32 2)
%mul = call <6 x double> @llvm.matrix.multiply.v6f64.v6f64.v4f64(<6 x double> %a.t, <4 x double> %b.t, i32 3, i32 2 , i32 2)
ret <6 x double> %mul
}
define <6 x double> @lift_through_multiply_3(<4 x double> %a, <6 x double> %b) {
; CHECK-LABEL: define <6 x double> @lift_through_multiply_3(<4 x double> %a, <6 x double> %b) {
; CHECK-NEXT: entry:
; CHECK-NEXT: [[MUL:%.+]] = call <6 x double> @llvm.matrix.multiply.v6f64.v6f64.v4f64(<6 x double> %b, <4 x double> %a, i32 3, i32 2, i32 2)
; CHECK-NEXT: [[T:%.+]] = call <6 x double> @llvm.matrix.transpose.v6f64(<6 x double> [[MUL]], i32 3, i32 2)
; CHECK-NEXT: ret <6 x double> [[T]]
;
entry:
%a.t = call <4 x double> @llvm.matrix.transpose.v4f64(<4 x double> %a, i32 2, i32 2)
%b.t = call <6 x double> @llvm.matrix.transpose.v6f64(<6 x double> %b, i32 2, i32 3)
%mul = call <6 x double> @llvm.matrix.multiply.v6f64.v4f64.v6f64(<4 x double> %a.t, <6 x double> %b.t, i32 2, i32 2 , i32 3)
ret <6 x double> %mul
}
declare <6 x double> @llvm.matrix.transpose.v6f64.v6f64(<6 x double>, i32, i32)
declare <4 x double> @llvm.matrix.transpose.v4f64.v4f64(<4 x double>, i32, i32)
declare <9 x double> @llvm.matrix.multiply.v9f64.v6f64(<6 x double>, <6 x double>, i32, i32, i32)
declare <6 x double> @llvm.matrix.multiply.v6f64.v6f64.v4f64(<6 x double>, <4 x double>, i32, i32, i32)
declare <6 x double> @llvm.matrix.multiply.v6f64.v6f64.v6f64(<6 x double>, <4 x double>, i32, i32, i32)
|
