File size: 8,020 Bytes
8b7c501
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
// Copyright 2019 Google LLC
//
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree.

$assert DATATYPE in ["F32", "QC8", "QC4"]
#include <xnnpack/assembly.h>

$DATATYPE_SPEC = {"F32": "f32", "QC8": "f32_qc8w", "QC4": "f32_qc4w"}[DATATYPE]
# void xnn_${DATATYPE_SPEC}_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_ld128_acc4${"_prfm" if PREFETCH else ""}(
#     size_t mr,                (x0) - unused.  mr = 1
#     size_t nc,                x1
#     size_t kc,                x2 / x0
#     const float* a,           x3
#     size_t a_stride,          (x4) - unused
#     const void* w,            x5
#     float* c,                 x6
#     size_t cm_stride,         (x7) - unused
#     size_t cn_stride,         [sp] -> x14
$if DATATYPE == "QC4":
  #     const xnn_f32_qc4w_minmax_params* params)  [sp + 8] -> (x8)
$else:
  #     const xnn_f32_minmax_params* params)  [sp + 8] -> (x8)

# d8-d15, x19-x30 need to be preserved if used. x18 is reserved by the OS.

# Register usage
# A0  x3 v0
# B   x5 v20 v21 v22 v23
# C0  x6 v16 v17 v18 v19 v26 v27 v28 v29
# Clamp v4 v5
$if DATATYPE == "QC4":
  # zerop/mask v6 v7

BEGIN_FUNCTION xnn_${DATATYPE_SPEC}_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_ld128_acc4${"_prfm" if PREFETCH else ""}

        # Load cn_stride, params pointer
        LDP         x14, x8, [sp]

        $if DATATYPE == "QC4":
          # Load min/max/zerop values
          LD3R        {v4.4s, v5.4s, v6.4s}, [x8]
          MOVI        v7.8b, 15
        $else:
          # Load min/max values
          LD2R        {v4.4s, v5.4s}, [x8]
0:
        # Load initial bias from w into accumulators
        LDP         q16, q17, [x5], 32
        SUBS        x0, x2, 16                  // k = kc - 16
        MOVI        v18.4s, 0               // four sets of C for pipelining FMLA
        MOVI        v19.4s, 0
        # Is there at least 4 floats (16 bytes)
        B.LO        3f

        MOVI        v26.4s, 0
        $if PREFETCH:
          PRFM        PLDL1KEEP, [x5]
        MOVI        v27.4s, 0
        $if PREFETCH:
          PRFM        PLDL1KEEP, [x5, 64]
        MOVI        v28.4s, 0
        $if PREFETCH:
          PRFM        PLDL1KEEP, [x5, 128]
        MOVI        v29.4s, 0

        # Main loop - 4 floats of A (16 bytes)
1:
        $if DATATYPE == "F32":
          LDR         q0, [x3], 16
          LDP         q20, q21, [x5], 32
          LDP         q22, q23, [x5], 32
        $else:
          LDR         q22, [x5], 16
          SXTL        v21.8h, v22.8b
          SXTL2       v23.8h, v22.16b
          LDR         q0, [x3], 16
          SXTL        v20.4s, v21.4h
          SXTL        v22.4s, v23.4h
          SXTL2       v21.4s, v21.8h
          SXTL2       v23.4s, v23.8h
          SCVTF       v20.4s, v20.4s
          SCVTF       v21.4s, v21.4s
          SCVTF       v22.4s, v22.4s
          SCVTF       v23.4s, v23.4s
        FMLA        v16.4s, v20.4s, v0.s[0]
        FMLA        v17.4s, v21.4s, v0.s[0]
        $if PREFETCH:
          PRFM        PLDL1KEEP, [x5, 128]
        FMLA        v18.4s, v22.4s, v0.s[1]
        FMLA        v19.4s, v23.4s, v0.s[1]

        $if DATATYPE == "F32":
          LDP         q20, q21, [x5], 32
          LDP         q22, q23, [x5], 32
        $else:
          LDR         q22, [x5], 16
          SXTL        v21.8h, v22.8b
          SXTL2       v23.8h, v22.16b
          SXTL        v20.4s, v21.4h
          SXTL        v22.4s, v23.4h
          SXTL2       v21.4s, v21.8h
          SXTL2       v23.4s, v23.8h
          SCVTF       v20.4s, v20.4s
          SCVTF       v21.4s, v21.4s
          SCVTF       v22.4s, v22.4s
          SCVTF       v23.4s, v23.4s
        SUBS        x0, x0, 16
        FMLA        v26.4s, v20.4s, v0.s[2]
        FMLA        v27.4s, v21.4s, v0.s[2]
        $if PREFETCH and (DATATYPE == "F32"):
          PRFM        PLDL1KEEP, [x5, 128]
        FMLA        v28.4s, v22.4s, v0.s[3]
        FMLA        v29.4s, v23.4s, v0.s[3]
        B.HS        1b

        FADD        v16.4s, v16.4s, v26.4s
        FADD        v18.4s, v18.4s, v28.4s
        FADD        v17.4s, v17.4s, v27.4s
        FADD        v19.4s, v19.4s, v29.4s

        # Is there a remainder?- 2 float of A (8 bytes)
        TBNZ        x0, 3, 4f
        # Is there a remainder?- 1 float of A (4 bytes)
        TBNZ        x0, 2, 5f

2:
        $if DATATYPE in ["QC8", "QC4"]:
          # Load Scale
          LDP         q24, q25, [x5], 32
        FADD        v16.4s, v16.4s, v18.4s
        FADD        v17.4s, v17.4s, v19.4s
        $if DATATYPE in ["QC8", "QC4"]:
          # Scale
          FMUL        v16.4s, v16.4s, v24.4s
          FMUL        v17.4s, v17.4s, v25.4s
        SUBS        x1, x1, 8

        # Clamp
        FMAX        v16.4s, v16.4s, v4.4s
        FMAX        v17.4s, v17.4s, v4.4s
        FMIN        v16.4s, v16.4s, v5.4s
        FMIN        v17.4s, v17.4s, v5.4s

        # Store full 1 x 8
        B.LO        6f

        STP         q16, q17, [x6]
        ADD         x6, x6, x14

        SUB         x3,  x3, x2             // a0 -= kc
        B.HI        0b
        RET

3:
        TBZ         x0, 3, 5f

        # Remainder- 2 float of A (4 bytes)
4:
        LDR         d0, [x3], 8
        $if DATATYPE == "F32":
          LDP         q20, q21, [x5], 32      // 16 F32 weights
          LDP         q22, q23, [x5], 32
        $elif DATATYPE == "QC4":
          LDR         d22, [x5], 8            // 16 QC4 weights
          AND         v21.8b, v22.8b, v7.8b   // first set of 8 weights
          USHR        v23.8b, v22.8b, 4       // second set of 8 weights
          SADDW       v21.8h, v6.8h, v21.8b
          SADDW       v23.8h, v6.8h, v23.8b
          SXTL        v20.4s, v21.4h
          SXTL        v22.4s, v23.4h
          SXTL2       v21.4s, v21.8h
          SXTL2       v23.4s, v23.8h
          SCVTF       v20.4s, v20.4s
          SCVTF       v21.4s, v21.4s
          SCVTF       v22.4s, v22.4s
          SCVTF       v23.4s, v23.4s
        $else:
          LDR         q22, [x5], 16           // 16 QC8 weights
          SXTL        v21.8h, v22.8b
          SXTL2       v23.8h, v22.16b
          SXTL        v20.4s, v21.4h
          SXTL        v22.4s, v23.4h
          SXTL2       v21.4s, v21.8h
          SXTL2       v23.4s, v23.8h
          SCVTF       v20.4s, v20.4s
          SCVTF       v21.4s, v21.4s
          SCVTF       v22.4s, v22.4s
          SCVTF       v23.4s, v23.4s
        FMLA        v16.4s, v20.4s, v0.s[0]
        FMLA        v17.4s, v21.4s, v0.s[0]
        FMLA        v18.4s, v22.4s, v0.s[1]
        FMLA        v19.4s, v23.4s, v0.s[1]
        TBZ         x0, 2, 2b

5:
        # Remainder- 1 float of A (4 bytes)
        LDR         s0, [x3], 4
        $if DATATYPE == "F32":
          LDP         q20, q21, [x5], 32      // 8 F32 weights
         $elif DATATYPE == "QC4":
          LDR         d21, [x5], 8            // 8 QC4 weights
          SADDW       v21.8h, v6.8h, v21.8b
          SXTL        v20.4s, v21.4h
          SXTL2       v21.4s, v21.8h
          SCVTF       v20.4s, v20.4s
          SCVTF       v21.4s, v21.4s
        $else:
          LDR         d21, [x5], 8            // 8 QC8 weights
          SXTL        v21.8h, v21.8b
          SXTL        v20.4s, v21.4h
          SXTL2       v21.4s, v21.8h
          SCVTF       v20.4s, v20.4s
          SCVTF       v21.4s, v21.4s
        FMLA        v16.4s, v20.4s, v0.s[0]
        FMLA        v17.4s, v21.4s, v0.s[0]
        B           2b

        # Store odd channels
6:
        TBZ         x1, 2, 7f
        STR         q16, [x6], 16
        MOV         v16.16b, v17.16b

7:
        TBZ         x1, 1, 8f
        STR         d16, [x6], 8
        DUP         d16, v16.d[1]

8:
        TBZ         x1, 0, 9f
        STR         s16, [x6]
9:
        RET

END_FUNCTION xnn_${DATATYPE_SPEC}_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_ld128_acc4${"_prfm" if PREFETCH else ""}

#ifdef __ELF__
.section ".note.GNU-stack","",%progbits
#endif