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1 | // | ||
2 | // SPDX-FileCopyrightText: Copyright 2024-2025 Arm Limited and/or its affiliates <open-source-office@arm.com> | ||
3 | // | ||
4 | // SPDX-License-Identifier: Apache-2.0 | ||
5 | // | ||
6 | #if !defined(__aarch64__) && !defined(__ARM_FEATURE_DOTPROD) | ||
7 | #error "Dotprod extension required to compile this micro-kernel" | ||
8 | #else // Architectural features check. | ||
9 | |||
10 | #include "kai_matmul_clamp_f32_qsi8d32p1x4_qsi4c32p4x4_1x4_neon_dotprod.h" | ||
11 | |||
12 | #include <stddef.h> | ||
13 | #include <stdint.h> | ||
14 | |||
15 | #include "kai/kai_common.h" | ||
16 | |||
17 | // Compute args | ||
18 | static const size_t kai_m_step = 1; | ||
19 | static const size_t kai_n_step = 4; | ||
20 | // Packing args | ||
21 | static const size_t kai_mr = 1; | ||
22 | static const size_t kai_nr = 4; | ||
23 | static const size_t kai_kr = 8; | ||
24 | static const size_t kai_sr = 2; | ||
25 | // LHS format args (num. bytes per value, multiplier, zero_point (if asymmetric)) | ||
26 | static const size_t kai_num_bytes_qvalue_lhs = 1; | ||
27 | static const size_t kai_num_bytes_multiplier_lhs = 2; | ||
28 | // RHS format args (num. bytes per value, multiplier, zero_point (if asymmetric), and reduction sum (if LHS is | ||
29 | // asymmetric)) | ||
30 | static const size_t kai_recip_num_bytes_qvalue_rhs = 2; | ||
31 | static const size_t kai_num_bytes_multiplier_rhs = 2; | ||
32 | // DST format args | ||
33 | static const size_t kai_num_bytes_dst_value = 4; | ||
34 | // Extra args | ||
35 | static const size_t kai_bl = 32; | ||
36 | |||
37 | 26 | inline static size_t kai_num_bytes_per_block_lhs(size_t bl) { | |
38 | 26 | return (bl * kai_num_bytes_qvalue_lhs) + kai_num_bytes_multiplier_lhs; | |
39 | } | ||
40 | |||
41 | 26 | inline static size_t kai_num_bytes_per_block_rhs(size_t bl) { | |
42 | − | KAI_ASSUME(bl == kai_bl); | |
43 | 26 | size_t num_bytes_per_block_rhs = (bl / kai_recip_num_bytes_qvalue_rhs) + kai_num_bytes_multiplier_rhs; | |
44 | 52 | return num_bytes_per_block_rhs; | |
45 | 26 | } | |
46 | |||
47 | 56 | inline static size_t kai_num_blocks_per_row(size_t k, size_t bl) { | |
48 | − | KAI_ASSUME(bl == kai_bl); | |
49 | − | KAI_ASSUME((k % kai_bl) == 0); | |
50 | |||
51 | 56 | return kai_roundup(k, bl) / bl; | |
52 | } | ||
53 | |||
54 | 26 | inline static size_t kai_lhs_packed_stride(size_t k, size_t bl) { | |
55 | 26 | return kai_mr * kai_num_blocks_per_row(k, bl) * kai_num_bytes_per_block_lhs(bl); | |
56 | } | ||
57 | |||
58 | 26 | inline static size_t kai_rhs_packed_stride(size_t k, size_t bl) { | |
59 | − | KAI_ASSUME(bl == kai_bl); | |
60 | − | KAI_ASSUME((k % kai_bl) == 0); | |
61 | |||
62 | 26 | const size_t num_blocks_per_row = kai_num_blocks_per_row(k, bl); | |
63 | 26 | const size_t num_bytes_per_block = kai_num_bytes_per_block_rhs(bl); | |
64 | |||
65 | 26 | size_t rhs_packed_stride = kai_nr * (num_bytes_per_block * num_blocks_per_row); | |
66 | |||
67 | 52 | return rhs_packed_stride; | |
68 | 26 | } | |
69 | |||
70 | 52 | size_t kai_get_m_step_matmul_clamp_f32_qsi8d32p1x4_qsi4c32p4x4_1x4_neon_dotprod(void) { | |
71 | 52 | return kai_m_step; | |
72 | } | ||
73 | |||
74 | 52 | size_t kai_get_n_step_matmul_clamp_f32_qsi8d32p1x4_qsi4c32p4x4_1x4_neon_dotprod(void) { | |
75 | 52 | return kai_n_step; | |
76 | } | ||
77 | |||
78 | 48 | size_t kai_get_mr_matmul_clamp_f32_qsi8d32p1x4_qsi4c32p4x4_1x4_neon_dotprod(void) { | |
79 | 48 | return kai_mr; | |
80 | } | ||
81 | |||
82 | 48 | size_t kai_get_nr_matmul_clamp_f32_qsi8d32p1x4_qsi4c32p4x4_1x4_neon_dotprod(void) { | |
83 | 48 | return kai_nr; | |
84 | } | ||
85 | |||
86 | 72 | size_t kai_get_kr_matmul_clamp_f32_qsi8d32p1x4_qsi4c32p4x4_1x4_neon_dotprod(void) { | |
87 | 72 | return kai_kr; | |
88 | } | ||
89 | |||
90 | 48 | size_t kai_get_sr_matmul_clamp_f32_qsi8d32p1x4_qsi4c32p4x4_1x4_neon_dotprod(void) { | |
91 | 48 | return kai_sr; | |
92 | } | ||
93 | |||
94 | 26 | size_t kai_get_lhs_packed_offset_matmul_clamp_f32_qsi8d32p1x4_qsi4c32p4x4_1x4_neon_dotprod( | |
95 | size_t m_idx, size_t k, size_t bl) { | ||
96 | − | KAI_ASSUME((m_idx % kai_m_step) == 0); | |
97 | |||
98 | 26 | return (m_idx / kai_mr) * kai_lhs_packed_stride(k, bl); | |
99 | } | ||
100 | |||
101 | 26 | size_t kai_get_rhs_packed_offset_matmul_clamp_f32_qsi8d32p1x4_qsi4c32p4x4_1x4_neon_dotprod( | |
102 | size_t n_idx, size_t k, size_t bl) { | ||
103 | − | KAI_ASSUME((n_idx % kai_n_step) == 0); | |
104 | |||
105 | 26 | return (n_idx / kai_nr) * kai_rhs_packed_stride(k, bl); | |
106 | } | ||
107 | |||
108 | 3 | size_t kai_get_dst_offset_matmul_clamp_f32_qsi8d32p1x4_qsi4c32p4x4_1x4_neon_dotprod( | |
109 | size_t m_idx, size_t n_idx, size_t dst_stride) { | ||
110 | − | KAI_ASSUME((m_idx % kai_m_step) == 0); | |
111 | − | KAI_ASSUME((n_idx % kai_n_step) == 0); | |
112 | |||
113 | 3 | return (n_idx * kai_num_bytes_dst_value) + m_idx * dst_stride; | |
114 | } | ||
115 | |||
116 | 3 | size_t kai_get_dst_size_matmul_clamp_f32_qsi8d32p1x4_qsi4c32p4x4_1x4_neon_dotprod(size_t m, size_t n) { | |
117 | 3 | return m * n * kai_num_bytes_dst_value; | |
118 | } | ||
119 | |||
120 | 4 | void kai_run_matmul_clamp_f32_qsi8d32p1x4_qsi4c32p4x4_1x4_neon_dotprod( | |
121 | size_t m, // | ||
122 | size_t n, // | ||
123 | size_t k, // | ||
124 | size_t bl, // | ||
125 | const void* restrict lhs_packed, // | ||
126 | const void* restrict rhs_packed, // | ||
127 | float* restrict dst, // NOLINT(readability-non-const-parameter) | ||
128 | size_t dst_stride_row, // | ||
129 | size_t dst_stride_col, // | ||
130 | float scalar_min, // | ||
131 | float scalar_max) { | ||
132 | − | KAI_ASSUME(m == 1); | |
133 | − | KAI_ASSUME(dst_stride_col == sizeof(float)); | |
134 | |||
135 |
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4 | if (m == 0) { |
136 | ✗ | return; | |
137 | } | ||
138 | 4 | size_t num_blocks = kai_num_blocks_per_row(k, bl); | |
139 | 4 | KAI_UNUSED(scalar_min); | |
140 | 4 | KAI_UNUSED(scalar_max); | |
141 | |||
142 | 8 | __asm__ __volatile__( | |
143 | "mov x26, #0x22\n" | ||
144 | "movi v30.16b, #0xf0\n" | ||
145 | "mov x25, %x[m]\n" | ||
146 | "mul x26, %x[num_blocks], x26\n" | ||
147 | "1:" // Row loop | ||
148 | "mov x24, %x[rhs_packed]\n" | ||
149 | "mov x23, %x[n]\n" | ||
150 | "add x22, %x[dst], %x[dst_stride_row]\n" | ||
151 | "2:" // Column loop | ||
152 | "mov x21, %x[lhs_packed]\n" | ||
153 | "movi v29.16b, #0x0\n" | ||
154 | "mov x20, %x[num_blocks]\n" | ||
155 | "3:" // Block loop | ||
156 | "ldr d16, [x24, #0x0]\n" | ||
157 | "ld1r { v28.8h }, [x21]\n" | ||
158 | "add x24, x24, #0x8\n" | ||
159 | "add x21, x21, #0x2\n" | ||
160 | "ldr q27, [x24, #0x0]\n" | ||
161 | "ldr q26, [x21, #0x0]\n" | ||
162 | "movi v25.4s, #0x0\n" | ||
163 | "sub x20, x20, #0x1\n" | ||
164 | "ldr q24, [x24, #0x10]\n" | ||
165 | "ldr q23, [x24, #0x20]\n" | ||
166 | "ldr q22, [x24, #0x30]\n" | ||
167 | "ldr q21, [x21, #0x10]\n" | ||
168 | "fcvtl v28.4s, v28.4h\n" | ||
169 | "fcvtl v20.4s, v16.4h\n" | ||
170 | "shl v19.16b, v27.16b, #0x4\n" | ||
171 | "and v27.16b, v27.16b, v30.16b\n" | ||
172 | "add x24, x24, #0x40\n" | ||
173 | "add x21, x21, #0x20\n" | ||
174 | "shl v18.16b, v24.16b, #0x4\n" | ||
175 | "shl v17.16b, v23.16b, #0x4\n" | ||
176 | "shl v16.16b, v22.16b, #0x4\n" | ||
177 | "and v24.16b, v24.16b, v30.16b\n" | ||
178 | ".inst 0x4f9ae279 // sdot v25.4s, v19.16b, v26.4b[0]\n" | ||
179 | "and v23.16b, v23.16b, v30.16b\n" | ||
180 | "and v22.16b, v22.16b, v30.16b\n" | ||
181 | "fmul v20.4s, v20.4s, v28.4s\n" | ||
182 | ".inst 0x4fbae259 // sdot v25.4s, v18.16b, v26.4b[1]\n" | ||
183 | ".inst 0x4f9aea39 // sdot v25.4s, v17.16b, v26.4b[2]\n" | ||
184 | ".inst 0x4fbaea19 // sdot v25.4s, v16.16b, v26.4b[3]\n" | ||
185 | ".inst 0x4f95e379 // sdot v25.4s, v27.16b, v21.4b[0]\n" | ||
186 | ".inst 0x4fb5e319 // sdot v25.4s, v24.16b, v21.4b[1]\n" | ||
187 | ".inst 0x4f95eaf9 // sdot v25.4s, v23.16b, v21.4b[2]\n" | ||
188 | ".inst 0x4fb5ead9 // sdot v25.4s, v22.16b, v21.4b[3]\n" | ||
189 | "scvtf v25.4s, v25.4s, #0x4\n" | ||
190 | "fmla v29.4s, v25.4s, v20.4s\n" | ||
191 | "cbnz x20, 3b\n" | ||
192 | "cmp x23, #0x4\n" | ||
193 | "blt 4f\n" | ||
194 | "str q29, [%x[dst], #0x0]\n" | ||
195 | "b 7f\n" | ||
196 | "4:" // Partial output | ||
197 | "mov x20, %x[dst]\n" | ||
198 | "tbz x23, #1, 5f\n" | ||
199 | "st1 { v29.d }[0], [x20], #0x8\n" | ||
200 | "tbz x23, #0, 6f\n" | ||
201 | "st1 { v29.s }[2], [x20]\n" | ||
202 | "b 6f\n" | ||
203 | "5:" // Output block 0: partial_1_0 | ||
204 | "st1 { v29.s }[0], [x20]\n" | ||
205 | "6:" // Output block 0: Done | ||
206 | "7:" // Stores done | ||
207 | "subs x23, x23, #0x4\n" | ||
208 | "add %x[dst], %x[dst], #0x10\n" | ||
209 | "bgt 2b\n" | ||
210 | "subs x25, x25, #0x1\n" | ||
211 | "add %x[lhs_packed], %x[lhs_packed], x26\n" | ||
212 | "mov %x[dst], x22\n" | ||
213 | "bgt 1b\n" | ||
214 | : [dst] "+&r"(dst), [lhs_packed] "+&r"(lhs_packed) | ||
215 | 4 | : [dst_stride_row] "r"(dst_stride_row), [m] "r"(m), [n] "r"(n), [num_blocks] "r"(num_blocks), | |
216 | 4 | [rhs_packed] "r"(rhs_packed) | |
217 | : "cc", "memory", "v16", "v17", "v18", "v19", "v20", "v21", "v22", "v23", "v24", "v25", "v26", "v27", "v28", | ||
218 | "v29", "v30", "x20", "x21", "x22", "x23", "x24", "x25", "x26"); | ||
219 | 4 | } | |
220 | |||
221 | #endif // Architectural features check. | ||
222 |