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1 | |||
2 | // | ||
3 | // SPDX-FileCopyrightText: Copyright 2024-2025 Arm Limited and/or its affiliates <open-source-office@arm.com> | ||
4 | // | ||
5 | // SPDX-License-Identifier: Apache-2.0 | ||
6 | // | ||
7 | #if !defined(__ARM_FEATURE_DOTPROD) | ||
8 | #error "Dotprod extension required to compile this micro-kernel" | ||
9 | #else | ||
10 | #include "kai_matmul_clamp_f32_qsi8d32p1x8_qsi4c32p4x8_1x4x32_neon_dotprod.h" | ||
11 | |||
12 | #include <arm_neon.h> | ||
13 | #include <stddef.h> | ||
14 | #include <stdint.h> | ||
15 | |||
16 | #include "kai/kai_common.h" | ||
17 | |||
18 | static const size_t kai_m_step = 1; | ||
19 | static const size_t kai_n_step = 4; | ||
20 | static const size_t kai_mr = 1; | ||
21 | static const size_t kai_nr = 4; | ||
22 | static const size_t kai_kr = 16; | ||
23 | static const size_t kai_sr = 2; | ||
24 | static const size_t kai_bl = 32; | ||
25 | static const size_t kai_num_bytes_multiplier = sizeof(uint16_t); | ||
26 | |||
27 | 26 | inline static size_t kai_num_bytes_per_block_lhs(void) { | |
28 | 26 | return kai_bl * sizeof(int8_t) + kai_num_bytes_multiplier; | |
29 | } | ||
30 | |||
31 | 26 | inline static size_t kai_num_bytes_per_block_rhs(void) { | |
32 | 26 | return (kai_bl / 2) * sizeof(int8_t) + kai_num_bytes_multiplier; | |
33 | } | ||
34 | |||
35 | 52 | inline static size_t kai_num_blocks_per_row(size_t k) { | |
36 | − | KAI_ASSUME((k % kai_bl) == 0); | |
37 | 52 | return k / kai_bl; | |
38 | } | ||
39 | |||
40 | 26 | inline static size_t kai_lhs_packed_stride(size_t k) { | |
41 | 26 | return kai_mr * kai_num_blocks_per_row(k) * kai_num_bytes_per_block_lhs(); | |
42 | } | ||
43 | |||
44 | 26 | inline static size_t kai_rhs_packed_stride(size_t k) { | |
45 | − | KAI_ASSUME((k % 2) == 0); | |
46 | − | KAI_ASSUME((k % kai_kr) == 0); | |
47 | − | KAI_ASSUME((k % kai_bl) == 0); | |
48 | |||
49 | 26 | const size_t num_blocks_per_row = kai_num_blocks_per_row(k); | |
50 | 26 | const size_t num_bytes_per_block = kai_num_bytes_per_block_rhs(); | |
51 | |||
52 | 52 | return kai_nr * (num_bytes_per_block * num_blocks_per_row); | |
53 | 26 | } | |
54 | |||
55 | 52 | size_t kai_get_m_step_matmul_clamp_f32_qsi8d32p1x8_qsi4c32p4x8_1x4x32_neon_dotprod(void) { | |
56 | 52 | return kai_m_step; | |
57 | } | ||
58 | |||
59 | 52 | size_t kai_get_n_step_matmul_clamp_f32_qsi8d32p1x8_qsi4c32p4x8_1x4x32_neon_dotprod(void) { | |
60 | 52 | return kai_n_step; | |
61 | } | ||
62 | |||
63 | 48 | size_t kai_get_mr_matmul_clamp_f32_qsi8d32p1x8_qsi4c32p4x8_1x4x32_neon_dotprod(void) { | |
64 | 48 | return kai_mr; | |
65 | } | ||
66 | |||
67 | 48 | size_t kai_get_nr_matmul_clamp_f32_qsi8d32p1x8_qsi4c32p4x8_1x4x32_neon_dotprod(void) { | |
68 | 48 | return kai_nr; | |
69 | } | ||
70 | |||
71 | 72 | size_t kai_get_kr_matmul_clamp_f32_qsi8d32p1x8_qsi4c32p4x8_1x4x32_neon_dotprod(void) { | |
72 | 72 | return kai_kr; | |
73 | } | ||
74 | |||
75 | 48 | size_t kai_get_sr_matmul_clamp_f32_qsi8d32p1x8_qsi4c32p4x8_1x4x32_neon_dotprod(void) { | |
76 | 48 | return kai_sr; | |
77 | } | ||
78 | |||
79 | 26 | size_t kai_get_lhs_packed_offset_matmul_clamp_f32_qsi8d32p1x8_qsi4c32p4x8_1x4x32_neon_dotprod( | |
80 | size_t m_idx, size_t k, size_t bl) { | ||
81 | − | KAI_ASSUME(bl == kai_bl); | |
82 | − | KAI_ASSUME((k % 2) == 0); | |
83 | − | KAI_ASSUME((k % kai_kr) == 0); | |
84 | − | KAI_ASSUME((k % bl) == 0); | |
85 | − | KAI_ASSUME((m_idx % kai_m_step) == 0); | |
86 | |||
87 | 26 | return (m_idx / kai_mr) * kai_lhs_packed_stride(k); | |
88 | } | ||
89 | |||
90 | 26 | size_t kai_get_rhs_packed_offset_matmul_clamp_f32_qsi8d32p1x8_qsi4c32p4x8_1x4x32_neon_dotprod( | |
91 | size_t n_idx, size_t k, size_t bl) { | ||
92 | − | KAI_ASSUME(bl == kai_bl); | |
93 | − | KAI_ASSUME((k % 2) == 0); | |
94 | − | KAI_ASSUME((k % kai_kr) == 0); | |
95 | − | KAI_ASSUME((k % bl) == 0); | |
96 | − | KAI_ASSUME((n_idx % kai_n_step) == 0); | |
97 | |||
98 | 26 | return (n_idx / kai_nr) * kai_rhs_packed_stride(k); | |
99 | } | ||
100 | |||
101 | 3 | size_t kai_get_dst_offset_matmul_clamp_f32_qsi8d32p1x8_qsi4c32p4x8_1x4x32_neon_dotprod( | |
102 | size_t m_idx, size_t n_idx, size_t dst_stride) { | ||
103 | − | KAI_ASSUME((m_idx % kai_m_step) == 0); | |
104 | − | KAI_ASSUME((n_idx % kai_n_step) == 0); | |
105 | |||
106 | 3 | return (n_idx * sizeof(float)) + m_idx * dst_stride; | |
107 | } | ||
108 | |||
109 | 3 | size_t kai_get_dst_size_matmul_clamp_f32_qsi8d32p1x8_qsi4c32p4x8_1x4x32_neon_dotprod(size_t m, size_t n) { | |
110 | 3 | return m * n * sizeof(float); | |
111 | } | ||
112 | |||
113 | 4 | void kai_run_matmul_clamp_f32_qsi8d32p1x8_qsi4c32p4x8_1x4x32_neon_dotprod( | |
114 | size_t m, size_t n, size_t k, size_t bl, const void* lhs_packed, const void* rhs_packed, | ||
115 | float* dst, // NOLINT(readability-non-const-parameter) | ||
116 | size_t dst_stride_row, size_t dst_stride_col, float scalar_min, float scalar_max) { | ||
117 | − | KAI_ASSUME(bl == kai_bl); | |
118 | − | KAI_ASSUME(k % kai_bl == 0); | |
119 | − | KAI_ASSUME(dst_stride_col == sizeof(float)); | |
120 | |||
121 |
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4 | if (m == 0) { |
122 | ✗ | return; | |
123 | } | ||
124 | |||
125 | 4 | const size_t num_blocks = k / kai_bl; | |
126 | 4 | float clamp_vals[2] = {scalar_min, scalar_max}; | |
127 | |||
128 | 8 | __asm__ __volatile__( | |
129 | "mov x26, #0x22\n" | ||
130 | "movi v1.16b, #0xf0\n" | ||
131 | "mov x25, %x[m]\n" | ||
132 | "mul x26, %x[num_blocks], x26\n" | ||
133 | "1:" // Row loop | ||
134 | "mov x24, %x[rhs_packed]\n" | ||
135 | "mov x23, %x[n]\n" | ||
136 | "add x22, %x[dst], %x[dst_stride_row]\n" | ||
137 | "2:" // Column loop | ||
138 | "mov x21, %x[lhs_packed]\n" | ||
139 | "movi v0.16b, #0x0\n" | ||
140 | "mov x20, %x[num_blocks]\n" | ||
141 | "3:" // Block loop | ||
142 | "ldr d16, [x24, #0x0]\n" | ||
143 | "ld1r { v31.8h }, [x21]\n" | ||
144 | "add x24, x24, #0x8\n" | ||
145 | "add x21, x21, #0x2\n" | ||
146 | "ldr q30, [x24, #0x0]\n" | ||
147 | "ldr q29, [x24, #0x10]\n" | ||
148 | "movi v28.4s, #0x0\n" | ||
149 | "movi v27.4s, #0x0\n" | ||
150 | "ld1r { v26.2d }, [x21], #0x8\n" | ||
151 | "ldr q25, [x24, #0x20]\n" | ||
152 | "sub x20, x20, #0x1\n" | ||
153 | "ldr q24, [x24, #0x30]\n" | ||
154 | "fcvtl v31.4s, v31.4h\n" | ||
155 | "fcvtl v23.4s, v16.4h\n" | ||
156 | "add x24, x24, #0x40\n" | ||
157 | "ld1r { v22.2d }, [x21], #0x8\n" | ||
158 | "shl v21.16b, v30.16b, #0x4\n" | ||
159 | "shl v20.16b, v29.16b, #0x4\n" | ||
160 | "ld1r { v19.2d }, [x21], #0x8\n" | ||
161 | "ld1r { v18.2d }, [x21], #0x8\n" | ||
162 | "shl v17.16b, v25.16b, #0x4\n" | ||
163 | "and v30.16b, v30.16b, v1.16b\n" | ||
164 | "shl v16.16b, v24.16b, #0x4\n" | ||
165 | "and v29.16b, v29.16b, v1.16b\n" | ||
166 | ".inst 0x4e9a96bc // sdot v28.4s, v21.16b, v26.16b\n" | ||
167 | ".inst 0x4e9a969b // sdot v27.4s, v20.16b, v26.16b\n" | ||
168 | "and v25.16b, v25.16b, v1.16b\n" | ||
169 | "and v24.16b, v24.16b, v1.16b\n" | ||
170 | "fmul v23.4s, v23.4s, v31.4s\n" | ||
171 | ".inst 0x4e96963c // sdot v28.4s, v17.16b, v22.16b\n" | ||
172 | ".inst 0x4e96961b // sdot v27.4s, v16.16b, v22.16b\n" | ||
173 | ".inst 0x4e9397dc // sdot v28.4s, v30.16b, v19.16b\n" | ||
174 | ".inst 0x4e9397bb // sdot v27.4s, v29.16b, v19.16b\n" | ||
175 | ".inst 0x4e92973c // sdot v28.4s, v25.16b, v18.16b\n" | ||
176 | ".inst 0x4e92971b // sdot v27.4s, v24.16b, v18.16b\n" | ||
177 | "addp v28.4s, v28.4s, v27.4s\n" | ||
178 | "scvtf v28.4s, v28.4s, #0x4\n" | ||
179 | "fmla v0.4s, v28.4s, v23.4s\n" | ||
180 | "cbnz x20, 3b\n" | ||
181 | "ld1r { v17.4s }, [%x[clamp_vals]]\n" | ||
182 | "add x20, %x[clamp_vals], #0x4\n" | ||
183 | "cmp x23, #0x4\n" | ||
184 | "ld1r { v16.4s }, [x20]\n" | ||
185 | "fmax v0.4s, v0.4s, v17.4s\n" | ||
186 | "fmin v0.4s, v0.4s, v16.4s\n" | ||
187 | "blt 4f\n" | ||
188 | "str q0, [%x[dst], #0x0]\n" | ||
189 | "b 7f\n" | ||
190 | "4:" // Partial output | ||
191 | "mov x20, %x[dst]\n" | ||
192 | "tbz x23, #1, 5f\n" | ||
193 | "st1 { v0.d }[0], [x20], #0x8\n" | ||
194 | "tbz x23, #0, 6f\n" | ||
195 | "st1 { v0.s }[2], [x20]\n" | ||
196 | "b 6f\n" | ||
197 | "5:" // Output block 0: partial_1_0 | ||
198 | "st1 { v0.s }[0], [x20]\n" | ||
199 | "6:" // Output block 0: Done | ||
200 | "7:" // Stores done | ||
201 | "subs x23, x23, #0x4\n" | ||
202 | "add %x[dst], %x[dst], #0x10\n" | ||
203 | "bgt 2b\n" | ||
204 | "subs x25, x25, #0x1\n" | ||
205 | "add %x[lhs_packed], %x[lhs_packed], x26\n" | ||
206 | "mov %x[dst], x22\n" | ||
207 | "bgt 1b\n" | ||
208 | : [dst] "+&r"(dst), [lhs_packed] "+&r"(lhs_packed) | ||
209 | 4 | : [clamp_vals] "r"(clamp_vals), [dst_stride_row] "r"(dst_stride_row), [m] "r"(m), [n] "r"(n), | |
210 | 4 | [num_blocks] "r"(num_blocks), [rhs_packed] "r"(rhs_packed) | |
211 | : "cc", "memory", "v0", "v1", "v16", "v17", "v18", "v19", "v20", "v21", "v22", "v23", "v24", "v25", "v26", | ||
212 | "v27", "v28", "v29", "v30", "v31", "x20", "x21", "x22", "x23", "x24", "x25", "x26"); | ||
213 | 4 | } | |
214 | |||
215 | #endif // Architectural feature check | ||
216 |