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1 | // | ||
2 | // SPDX-FileCopyrightText: Copyright 2024 Arm Limited and/or its affiliates <open-source-office@arm.com> | ||
3 | // | ||
4 | // SPDX-License-Identifier: Apache-2.0 | ||
5 | // | ||
6 | #include "kai_rhs_pack_nxk_qsi8cxp_qsi8cx_neon.h" | ||
7 | |||
8 | #include <stddef.h> | ||
9 | #include <stdint.h> | ||
10 | #include <string.h> | ||
11 | |||
12 | #include "kai/kai_common.h" | ||
13 | |||
14 | static const size_t kai_num_bytes_sum_rhs = sizeof(int32_t); | ||
15 | static const size_t kai_num_bytes_multiplier_rhs = sizeof(float); | ||
16 | static const size_t kai_num_bytes_bias = sizeof(float); | ||
17 | |||
18 | 5160 | inline static size_t kai_k_roundedup(size_t k) { | |
19 | // Round up k to be a multiple of 32. | ||
20 | 5160 | size_t kai_k_multiple_of = 32; | |
21 | 10320 | return kai_roundup(k, kai_k_multiple_of); | |
22 | 5160 | } | |
23 | |||
24 | ✗ | size_t kai_get_n_step_rhs_pack_nxk_qsi8cxp_qsi8cx_neon(size_t nr) { | |
25 | ✗ | return nr; | |
26 | } | ||
27 | |||
28 | ✗ | size_t kai_get_rhs_offset_rhs_pack_nxk_qsi8cxp_qsi8cx_neon(size_t n_idx, size_t rhs_stride) { | |
29 | ✗ | return n_idx * rhs_stride; | |
30 | } | ||
31 | |||
32 | 4024 | size_t kai_get_rhs_packed_stride_rhs_pack_nxk_qsi8cxp_qsi8cx_neon(size_t k, size_t nr, size_t kr, size_t sr) { | |
33 | 4024 | KAI_UNUSED(kr); | |
34 | 4024 | KAI_UNUSED(sr); | |
35 | 4024 | const size_t k_internal = kai_k_roundedup(k); | |
36 | |||
37 | 8048 | return nr * (k_internal + kai_num_bytes_multiplier_rhs + kai_num_bytes_sum_rhs + kai_num_bytes_bias); | |
38 | 4024 | } | |
39 | |||
40 | 1752 | size_t kai_get_rhs_packed_offset_rhs_pack_nxk_qsi8cxp_qsi8cx_neon( | |
41 | size_t n_idx, size_t k, size_t nr, size_t kr, size_t sr) { | ||
42 | − | KAI_ASSERT((n_idx % nr) == 0); | |
43 | |||
44 | 1752 | return (n_idx / nr) * kai_get_rhs_packed_stride_rhs_pack_nxk_qsi8cxp_qsi8cx_neon(k, nr, kr, sr); | |
45 | } | ||
46 | |||
47 | 1136 | size_t kai_get_rhs_packed_size_rhs_pack_nxk_qsi8cxp_qsi8cx_neon(size_t n, size_t k, size_t nr, size_t kr, size_t sr) { | |
48 | 1136 | const size_t num_rows = kai_roundup(n, nr) / nr; | |
49 | |||
50 | 2272 | return num_rows * kai_get_rhs_packed_stride_rhs_pack_nxk_qsi8cxp_qsi8cx_neon(k, nr, kr, sr); | |
51 | 1136 | } | |
52 | |||
53 | 1136 | void kai_run_rhs_pack_nxk_qsi8cxp_qsi8cx_neon( | |
54 | size_t num_groups, // | ||
55 | size_t n, // | ||
56 | size_t k, // | ||
57 | size_t nr, // | ||
58 | size_t kr, // | ||
59 | size_t sr, // | ||
60 | const int8_t* rhs, // | ||
61 | const float* bias, // | ||
62 | const float* scale, // | ||
63 | void* rhs_packed, // | ||
64 | size_t extra_bytes, const struct kai_rhs_pack_qsi8cx_params* params) { | ||
65 | − | KAI_ASSERT(num_groups == 1); | |
66 | − | KAI_ASSERT(extra_bytes == 0); | |
67 | − | KAI_ASSERT(sr == 1); | |
68 | − | KAI_ASSERT(rhs != NULL); | |
69 | − | KAI_ASSERT(scale != NULL); | |
70 | − | KAI_ASSERT(rhs_packed != NULL); | |
71 | − | KAI_ASSERT(params != NULL); | |
72 | |||
73 | 1136 | const int32_t lhs_zero_point = params->lhs_zero_point; | |
74 | 1136 | const size_t rhs_packed_stride = kai_get_rhs_packed_stride_rhs_pack_nxk_qsi8cxp_qsi8cx_neon(k, nr, kr, sr); | |
75 | 1136 | const size_t k_internal = kai_k_roundedup(k); | |
76 | 1136 | const size_t dst_num_rows = kai_roundup(n, nr) / nr; | |
77 | 1136 | const size_t dst_num_bytes_per_row = nr * k_internal; | |
78 | 1136 | const size_t rhs_stride = k; | |
79 | |||
80 |
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11572 | for (size_t dst_row_idx = 0; dst_row_idx < dst_num_rows; ++dst_row_idx) { |
81 | 10436 | uint8_t* dst_row = (uint8_t*)rhs_packed + dst_row_idx * rhs_packed_stride; | |
82 | |||
83 | 10436 | int32_t* sums = (int32_t*)(dst_row + nr * k_internal); | |
84 | |||
85 | // Initialize to zero the RHS reduction sums | ||
86 | 10436 | memset(sums, 0, nr * sizeof(int32_t)); | |
87 | |||
88 |
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777508 | for (size_t dst_offset = 0; dst_offset < dst_num_bytes_per_row; dst_offset += kr) { |
89 | 767072 | const size_t block_idx = dst_offset / kr; | |
90 | 767072 | const size_t nr_idx = block_idx % nr; | |
91 | 767072 | const size_t super_block_idx = block_idx / nr; | |
92 | |||
93 | 767072 | const size_t k0_idx = super_block_idx * kr; | |
94 | 767072 | const size_t n0_idx = dst_row_idx * nr + nr_idx; | |
95 | |||
96 | // Clamp the index to avoid out-of-bound reads | ||
97 |
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767072 | const size_t n0_valid_idx = KAI_MIN(n0_idx, n - 1); |
98 | |||
99 | 767072 | const size_t src_offset = n0_valid_idx * rhs_stride; | |
100 | |||
101 | 767072 | int32_t partial_sum = 0; | |
102 | |||
103 | // Get the partial reduction sum | ||
104 |
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4355680 | for (size_t i = 0; i < kr; i++) { |
105 | 3588608 | const size_t k0_valid_idx = k0_idx + i; | |
106 | 3588608 | int8_t v = 0; | |
107 |
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3588608 | if (k0_valid_idx < k) { |
108 | 2473392 | v = rhs[src_offset + k0_valid_idx]; | |
109 | 2473392 | } | |
110 | 3588608 | ((int8_t*)dst_row)[i] = v; | |
111 | 3588608 | partial_sum += v; | |
112 | 3588608 | } | |
113 | |||
114 | 767072 | sums[nr_idx] += partial_sum * lhs_zero_point; | |
115 | |||
116 | 767072 | dst_row += kr; | |
117 | 767072 | } | |
118 | |||
119 | // Adjust the reduction sums | ||
120 |
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78820 | for (size_t i = 0; i < nr; ++i) { |
121 | 68384 | dst_row += sizeof(int32_t); | |
122 | 68384 | } | |
123 | |||
124 | // Adjust the scales | ||
125 |
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78820 | for (size_t i = 0; i < nr; ++i) { |
126 | // Clamp the row index to avoid out-of-bound reads | ||
127 |
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68384 | const size_t src_row_idx = KAI_MIN(dst_row_idx * nr + i, n - 1); |
128 | 68384 | *((float*)(dst_row)) = scale[src_row_idx]; | |
129 | 68384 | dst_row += sizeof(float); | |
130 | 68384 | } | |
131 | |||
132 | // Set the bias | ||
133 |
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10436 | if (bias == NULL) { |
134 | 2528 | memset(dst_row, 0, nr * kai_num_bytes_bias); | |
135 | 2528 | } else { | |
136 |
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66180 | for (size_t i = 0; i < nr; ++i) { |
137 | // Clamp the row index to avoid out-of-bound reads | ||
138 |
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58272 | const size_t src_row_idx = KAI_MIN(dst_row_idx * nr + i, n - 1); |
139 | 58272 | ((float*)dst_row)[i] = bias[src_row_idx]; | |
140 | 58272 | } | |
141 | } | ||
142 | 10436 | } | |
143 | 1136 | } | |
144 |