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1 | // | ||
2 | // SPDX-FileCopyrightText: Copyright 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) && !defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC) && \ | ||
7 | !defined(_M_ARM64) | ||
8 | #error "Dotprod extension and fp16 vector arithmetic required to compile this micro-kernel" | ||
9 | #else // Architectural features check. | ||
10 | |||
11 | #include "kai_matmul_clamp_f16_qsi8d32p1x4_qai4c32p4x4_1x4_neon_dotprod.h" | ||
12 | |||
13 | #include <stddef.h> | ||
14 | #include <stdint.h> | ||
15 | |||
16 | #include "kai/kai_common.h" | ||
17 | |||
18 | typedef struct { | ||
19 | void* dst; | ||
20 | const void* lhs_packed; | ||
21 | const void* rhs_packed; | ||
22 | const float* clamp_vals; | ||
23 | size_t dst_stride_row; | ||
24 | size_t m; | ||
25 | size_t n; | ||
26 | size_t num_blocks; | ||
27 | size_t num_subblocks; | ||
28 | } KernelArgs; | ||
29 | |||
30 | void kai_kernel_matmul_clamp_f16_qsi8d32p1x4_qai4c32p4x4_1x4_neon_dotprod(KernelArgs* args_ptr); | ||
31 | |||
32 | // Compute args | ||
33 | static const size_t kai_m_step = 1; | ||
34 | static const size_t kai_n_step = 4; | ||
35 | // Packing args | ||
36 | static const size_t kai_mr = 1; | ||
37 | static const size_t kai_nr = 4; | ||
38 | static const size_t kai_kr = 8; | ||
39 | static const size_t kai_sr = 2; | ||
40 | // LHS format args (num. bytes per value, multiplier, zero_point (if asymmetric)) | ||
41 | static const size_t kai_num_bytes_qvalue_lhs = 1; | ||
42 | static const size_t kai_num_bytes_multiplier_lhs = 4; | ||
43 | static const size_t kai_num_bytes_sum_lhs = 4; | ||
44 | // RHS format args (num. bytes per value, multiplier, zero_point (if asymmetric), and reduction sum (if LHS is | ||
45 | // asymmetric)) | ||
46 | static const size_t kai_num_bytes_recip_qvalue_rhs = 2; | ||
47 | static const size_t kai_num_bytes_multiplier_rhs = 4; | ||
48 | static const size_t kai_num_bytes_offset_rhs = 4; | ||
49 | |||
50 | // DST format args | ||
51 | static const size_t kai_num_bytes_dst_value = 2; | ||
52 | // Extra args | ||
53 | static const size_t kai_num_bytes_bias = 4; | ||
54 | static const size_t kai_bl = 32; | ||
55 | |||
56 | 138 | inline static size_t kai_get_num_bytes_per_block_lhs(size_t bl) { | |
57 | 138 | return (bl * kai_num_bytes_qvalue_lhs) + kai_num_bytes_multiplier_lhs + kai_num_bytes_sum_lhs; | |
58 | } | ||
59 | |||
60 | 138 | inline static size_t kai_get_num_bytes_per_block_rhs(size_t bl) { | |
61 | − | KAI_ASSUME((bl % kai_bl) == 0); | |
62 | 276 | size_t num_bytes_per_block_rhs = | |
63 | 138 | (bl / kai_num_bytes_recip_qvalue_rhs) + kai_num_bytes_multiplier_rhs + kai_num_bytes_offset_rhs; | |
64 | 276 | return num_bytes_per_block_rhs; | |
65 | 138 | } | |
66 | |||
67 | 415 | inline static size_t kai_get_num_blocks_per_row(size_t k, size_t bl) { | |
68 | − | KAI_ASSUME((bl % kai_bl) == 0); | |
69 | |||
70 | 415 | return kai_roundup(k, bl) / bl; | |
71 | } | ||
72 | |||
73 | 138 | inline static size_t kai_get_lhs_packed_stride(size_t k, size_t bl) { | |
74 | 138 | return kai_mr * kai_get_num_blocks_per_row(k, bl) * kai_get_num_bytes_per_block_lhs(bl); | |
75 | } | ||
76 | |||
77 | 138 | inline static size_t kai_get_rhs_packed_stride(size_t k, size_t bl) { | |
78 | − | KAI_ASSUME((bl % kai_bl) == 0); | |
79 | |||
80 | 138 | const size_t num_blocks_per_row = kai_get_num_blocks_per_row(k, bl); | |
81 | 138 | const size_t num_bytes_per_block = kai_get_num_bytes_per_block_rhs(bl); | |
82 | |||
83 | 138 | size_t rhs_packed_stride = kai_nr * (num_bytes_per_block * num_blocks_per_row); | |
84 | // Since the bias is packed with the RHS matrix, the stride is adjusted with the number of bytes of the bias | ||
85 | 138 | rhs_packed_stride += kai_nr * kai_num_bytes_bias; | |
86 | |||
87 | 276 | return rhs_packed_stride; | |
88 | 138 | } | |
89 | |||
90 | 714 | size_t kai_get_m_step_matmul_clamp_f16_qsi8d32p1x4_qai4c32p4x4_1x4_neon_dotprod(void) { | |
91 | 714 | return kai_m_step; | |
92 | } | ||
93 | |||
94 | 714 | size_t kai_get_n_step_matmul_clamp_f16_qsi8d32p1x4_qai4c32p4x4_1x4_neon_dotprod(void) { | |
95 | 714 | return kai_n_step; | |
96 | } | ||
97 | |||
98 | 1036 | size_t kai_get_mr_matmul_clamp_f16_qsi8d32p1x4_qai4c32p4x4_1x4_neon_dotprod(void) { | |
99 | 1036 | return kai_mr; | |
100 | } | ||
101 | |||
102 | 1036 | size_t kai_get_nr_matmul_clamp_f16_qsi8d32p1x4_qai4c32p4x4_1x4_neon_dotprod(void) { | |
103 | 1036 | return kai_nr; | |
104 | } | ||
105 | |||
106 | 1036 | size_t kai_get_kr_matmul_clamp_f16_qsi8d32p1x4_qai4c32p4x4_1x4_neon_dotprod(void) { | |
107 | 1036 | return kai_kr; | |
108 | } | ||
109 | |||
110 | 1036 | size_t kai_get_sr_matmul_clamp_f16_qsi8d32p1x4_qai4c32p4x4_1x4_neon_dotprod(void) { | |
111 | 1036 | return kai_sr; | |
112 | } | ||
113 | |||
114 | 138 | size_t kai_get_lhs_packed_offset_matmul_clamp_f16_qsi8d32p1x4_qai4c32p4x4_1x4_neon_dotprod( | |
115 | size_t m_idx, size_t k, size_t bl) { | ||
116 | − | KAI_ASSUME((m_idx % kai_m_step) == 0); | |
117 | |||
118 | 138 | return (m_idx / kai_mr) * kai_get_lhs_packed_stride(k, bl); | |
119 | } | ||
120 | |||
121 | 138 | size_t kai_get_rhs_packed_offset_matmul_clamp_f16_qsi8d32p1x4_qai4c32p4x4_1x4_neon_dotprod( | |
122 | size_t n_idx, size_t k, size_t bl) { | ||
123 | − | KAI_ASSUME((k % bl) == 0); | |
124 | − | KAI_ASSUME((n_idx % kai_n_step) == 0); | |
125 | |||
126 | 138 | return (n_idx / kai_nr) * kai_get_rhs_packed_stride(k, bl); | |
127 | } | ||
128 | |||
129 | 138 | size_t kai_get_dst_offset_matmul_clamp_f16_qsi8d32p1x4_qai4c32p4x4_1x4_neon_dotprod( | |
130 | size_t m_idx, size_t n_idx, size_t dst_stride) { | ||
131 | − | KAI_ASSUME((m_idx % kai_m_step) == 0); | |
132 | − | KAI_ASSUME((n_idx % kai_n_step) == 0); | |
133 | |||
134 | 138 | return (n_idx * kai_num_bytes_dst_value) + m_idx * dst_stride; | |
135 | } | ||
136 | |||
137 | 138 | size_t kai_get_dst_size_matmul_clamp_f16_qsi8d32p1x4_qai4c32p4x4_1x4_neon_dotprod(size_t m, size_t n) { | |
138 | 138 | return m * n * kai_num_bytes_dst_value; | |
139 | } | ||
140 | |||
141 | 139 | void kai_run_matmul_clamp_f16_qsi8d32p1x4_qai4c32p4x4_1x4_neon_dotprod( | |
142 | size_t m, // | ||
143 | size_t n, // | ||
144 | size_t k, // | ||
145 | size_t bl, // | ||
146 | const void* restrict lhs_packed, // | ||
147 | const void* restrict rhs_packed, // | ||
148 | void* restrict dst, // NOLINT(readability-non-const-parameter) | ||
149 | size_t dst_stride_row, // | ||
150 | size_t dst_stride_col, // | ||
151 | float scalar_min, // | ||
152 | float scalar_max) { | ||
153 | − | KAI_ASSUME(dst_stride_col == sizeof(uint16_t)); | |
154 | − | KAI_ASSUME((k % bl) == 0); | |
155 | − | KAI_ASSUME((bl % kai_bl) == 0); | |
156 | |||
157 |
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139 | if (m == 0) { |
158 | ✗ | return; | |
159 | } | ||
160 | 139 | const size_t num_subblocks = bl / kai_bl; | |
161 | 139 | const size_t num_blocks = kai_get_num_blocks_per_row(k, bl); | |
162 | 139 | const float clamp_vals[2] = {scalar_min, scalar_max}; | |
163 | |||
164 | 139 | KernelArgs args; | |
165 | |||
166 | 139 | args.dst = dst; | |
167 | 139 | args.lhs_packed = lhs_packed; | |
168 | 139 | args.rhs_packed = rhs_packed; | |
169 | 139 | args.clamp_vals = clamp_vals; | |
170 | 139 | args.dst_stride_row = dst_stride_row; | |
171 | 139 | args.m = m; | |
172 | 139 | args.n = n; | |
173 | 139 | args.num_blocks = num_blocks; | |
174 | 139 | args.num_subblocks = num_subblocks; | |
175 | |||
176 | 139 | kai_kernel_matmul_clamp_f16_qsi8d32p1x4_qai4c32p4x4_1x4_neon_dotprod(&args); | |
177 | 139 | } | |
178 | |||
179 | #endif // Architectural features check. | ||
180 |