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Georgios Pinitas908f6162021-05-04 10:11:09 +01001/*
Ramy Elgammal2b6ebfe2023-03-09 21:15:37 +00002 * Copyright (c) 2016-2023 Arm Limited.
Georgios Pinitas908f6162021-05-04 10:11:09 +01003 *
4 * SPDX-License-Identifier: MIT
5 *
6 * Permission is hereby granted, free of charge, to any person obtaining a copy
7 * of this software and associated documentation files (the "Software"), to
8 * deal in the Software without restriction, including without limitation the
9 * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
10 * sell copies of the Software, and to permit persons to whom the Software is
11 * furnished to do so, subject to the following conditions:
12 *
13 * The above copyright notice and this permission notice shall be included in all
14 * copies or substantial portions of the Software.
15 *
16 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
17 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
18 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
19 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
20 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
21 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
22 * SOFTWARE.
23 */
Georgios Pinitas7891a732021-08-20 21:39:25 +010024#include "src/gpu/cl/ClKernelLibrary.h"
Georgios Pinitas908f6162021-05-04 10:11:09 +010025
26#include "arm_compute/core/Error.h"
27#include "arm_compute/core/Utils.h"
28
29#include <algorithm>
30#include <array>
31#include <fstream>
32#include <utility>
33
34#ifdef ARM_COMPUTE_COMPRESSED_KERNELS
35#include <zlib.h>
36
37namespace
38{
39/* Decoding table */
40constexpr std::array<uint8_t, 256> b64_invtab =
41{
42 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
43 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
44 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 62, 0, 0, 0, 63,
45 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 0, 0, 0, 0, 0, 0,
46 0, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14,
47 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 0, 0, 0, 0, 0,
48 0, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40,
49 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 0, 0, 0, 0, 0,
50 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
51 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
52 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
53 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
54 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
55 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
56 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
57 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
58};
59
60/** Decode a base64 encoded string
61 *
62 * @param[in] str Base64 encoded string to decode
63 *
64 * @return The decode string in case of a valid, non-empty string otherwise an empty string
65 */
66std::string decode_base64(const std::string &str)
67{
68 constexpr const char pad_char = '=';
69
70 // Handle empty string
71 if(str.empty())
72 {
73 return {};
74 }
75
76 // Base64 encoded string has size multiple of 4
77 if(str.length() % 4)
78 {
79 return {};
80 }
81
82 //
83 // Check encoded string padding
84 std::size_t padding = (str.rbegin()[0] == pad_char) + (str.rbegin()[1] == pad_char);
85 const int str_len = str.size();
86
87 // Reserve memory for the decoded string
88 // Note each 4 consecutive elements of 6-bit encode 3 bytes
89 std::string dec_b64;
90 dec_b64.reserve(((str_len / 4) * 3));
91
92 // Block decoding function (exclude padding)
93 int c = 0;
94 const int end = str_len - 4 - padding;
95 for(; c <= end; c += 4)
96 {
97 const int byte0 = b64_invtab[str[c]];
98 const int byte1 = b64_invtab[str[c + 1]];
99 const int byte2 = b64_invtab[str[c + 2]];
100 const int byte3 = b64_invtab[str[c + 3]];
101
102 dec_b64.push_back((byte0 << 2) | (byte1 >> 4));
103 dec_b64.push_back((byte1 << 4) | (byte2 >> 2));
104 dec_b64.push_back((byte2 << 6) | (byte3));
105 }
106
107 // Last step that might contain padding symbols
108 if(padding == 1)
109 {
110 const int byte0 = b64_invtab[str[c]];
111 const int byte1 = b64_invtab[str[c + 1]];
112 const int byte2 = b64_invtab[str[c + 2]];
113
114 dec_b64.push_back((byte0 << 2) | (byte1 >> 4));
115 dec_b64.push_back((byte1 << 4) | (byte2 >> 2));
116 }
117 else if(padding == 2)
118 {
119 const int byte0 = b64_invtab[str[c]];
120 const int byte1 = b64_invtab[str[c + 1]];
121
122 dec_b64.push_back((byte0 << 2) | (byte1 >> 4));
123 }
124
125 return dec_b64;
126}
127
128/** Decompress a zlib compressed string
129 *
130 * @param[in] str ZLib compressed string
131 *
132 * @return The decompressed string if successful, otherwise false.
133 */
134std::string decompress_zlib(const std::string &str)
135{
136 // Create and initialize decompression stream
137 z_stream ds{};
138 if(inflateInit(&ds) != Z_OK)
139 {
140 return std::string();
141 }
142 ds.avail_in = str.size();
143 ds.next_in = (Bytef *)str.data();
144
145 // Roll-over the string using a buffer and decompress
146 int status = Z_OK;
147 char roll_buff[16384];
148 std::string inflated_str;
149 do
150 {
151 ds.avail_out = sizeof(roll_buff);
152 ds.next_out = reinterpret_cast<Bytef *>(roll_buff);
153
154 status = inflate(&ds, 0);
155 if(inflated_str.size() < ds.total_out)
156 {
157 inflated_str.append(roll_buff, ds.total_out - inflated_str.size());
158 }
159 }
160 while(status == Z_OK);
161
162 // Finalize decompression stream
163 inflateEnd(&ds);
164 if(status != Z_STREAM_END)
165 {
166 return std::string();
167 }
168
169 return inflated_str;
170}
171} // namespace
172#endif /* ARM_COMPUTE_COMPRESSED_KERNELS */
173
174namespace arm_compute
175{
176namespace opencl
177{
178const std::map<std::string, std::string> ClKernelLibrary::_kernel_program_map =
179{
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100180 // Common Kernels
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100181 { "activation_layer", "common/activation_layer.cl" },
182 { "activation_layer_quant", "common/activation_layer_quant.cl" },
183 { "activation_layer_quant_f32", "common/activation_layer_quant.cl" },
184 { "arg_min_max_x", "common/arg_min_max.cl" },
185 { "arg_min_max_y", "common/arg_min_max.cl" },
186 { "arg_min_max_z", "common/arg_min_max.cl" },
187 { "arg_min_max_w", "common/arg_min_max.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100188 { "bitwise_or", "common/bitwise_op.cl" },
189 { "bitwise_and", "common/bitwise_op.cl" },
190 { "bitwise_xor", "common/bitwise_op.cl" },
191 { "bitwise_not", "common/bitwise_op.cl" },
192 { "bounding_box_transform", "common/bounding_box_transform.cl" },
193 { "bounding_box_transform_quantized", "common/bounding_box_transform_quantized.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100194 { "compare_equal", "common/comparisons.cl" },
195 { "compare_equal_quantized", "common/comparisons.cl" },
196 { "compare_notequal", "common/comparisons.cl" },
197 { "compare_notequal_quantized", "common/comparisons.cl" },
198 { "compare_greater", "common/comparisons.cl" },
199 { "compare_greater_quantized", "common/comparisons.cl" },
200 { "compare_greaterequal", "common/comparisons.cl" },
201 { "compare_greaterequal_quantized", "common/comparisons.cl" },
202 { "compare_less", "common/comparisons.cl" },
203 { "compare_less_quantized", "common/comparisons.cl" },
204 { "compare_lessequal", "common/comparisons.cl" },
205 { "compare_lessequal_quantized", "common/comparisons.cl" },
206 { "concatenate", "common/concatenate.cl" },
207 { "concatenate_width", "common/concatenate.cl" },
208 { "concatenate_height", "common/concatenate.cl" },
209 { "concatenate_width_x2", "common/concatenate.cl" },
210 { "concatenate_width_x4", "common/concatenate.cl" },
211 { "col2im", "common/col2im.cl" },
212 { "cast_down", "common/cast.cl" },
213 { "cast_up", "common/cast.cl" },
214 { "convert_fc_weights", "common/convert_fc_weights.cl" },
215 { "copy_tensor", "common/copy_tensor.cl" },
216 { "crop_tensor", "common/crop_tensor.cl" },
217 { "deconvolution_reshape", "common/deconvolution_layer.cl" },
218 { "deconvolution_upsample", "common/deconvolution_layer.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100219 { "dequantization_layer", "common/dequantization_layer.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100220 { "elementwise_operation_ADD", "common/elementwise_operation.cl" },
221 { "elementwise_operation_SUB", "common/elementwise_operation.cl" },
222 { "elementwise_operation_MAX", "common/elementwise_operation.cl" },
223 { "elementwise_operation_MIN", "common/elementwise_operation.cl" },
224 { "elementwise_operation_DIV", "common/elementwise_operation.cl" },
225 { "elementwise_operation_SQUARED_DIFF", "common/elementwise_operation.cl" },
226 { "elementwise_operation_POWER", "common/elementwise_operation.cl" },
227 { "elementwise_operation_PRELU", "common/elementwise_operation.cl" },
228 { "elementwise_operation_AND", "common/elementwise_operation.cl" },
229 { "elementwise_operation_OR", "common/elementwise_operation.cl" },
230 { "elementwise_operation_ADD_quantized", "common/elementwise_operation_quantized.cl" },
231 { "elementwise_operation_SUB_quantized", "common/elementwise_operation_quantized.cl" },
232 { "elementwise_operation_MAX_quantized", "common/elementwise_operation_quantized.cl" },
233 { "elementwise_operation_MIN_quantized", "common/elementwise_operation_quantized.cl" },
234 { "elementwise_operation_DIV_quantized", "common/elementwise_operation_quantized.cl" },
235 { "elementwise_operation_SQUARED_DIFF_quantized", "common/elementwise_operation_quantized.cl" },
236 { "elementwise_operation_PRELU_quantized", "common/elementwise_operation_quantized.cl" },
237 { "elementwise_unary", "common/elementwise_unary.cl" },
Ramy Elgammal14d7b532023-01-30 04:56:47 +0000238 { "elementwise_unary_quantized", "common/elementwise_unary_quantized.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100239 { "fft_digit_reverse_axis_0", "common/fft_digit_reverse.cl" },
240 { "fft_digit_reverse_axis_1", "common/fft_digit_reverse.cl" },
241 { "fft_radix_2_first_stage_axis_0", "common/fft.cl" },
242 { "fft_radix_2_first_stage_axis_1", "common/fft.cl" },
243 { "fft_radix_2_axis_0", "common/fft.cl" },
244 { "fft_radix_2_axis_1", "common/fft.cl" },
245 { "fft_radix_3_first_stage_axis_0", "common/fft.cl" },
246 { "fft_radix_3_first_stage_axis_1", "common/fft.cl" },
247 { "fft_radix_3_axis_0", "common/fft.cl" },
248 { "fft_radix_3_axis_1", "common/fft.cl" },
249 { "fft_radix_4_first_stage_axis_0", "common/fft.cl" },
250 { "fft_radix_4_first_stage_axis_1", "common/fft.cl" },
251 { "fft_radix_4_axis_0", "common/fft.cl" },
252 { "fft_radix_4_axis_1", "common/fft.cl" },
253 { "fft_radix_5_first_stage_axis_0", "common/fft.cl" },
254 { "fft_radix_5_first_stage_axis_1", "common/fft.cl" },
255 { "fft_radix_5_axis_0", "common/fft.cl" },
256 { "fft_radix_5_axis_1", "common/fft.cl" },
257 { "fft_radix_7_first_stage_axis_0", "common/fft.cl" },
258 { "fft_radix_7_first_stage_axis_1", "common/fft.cl" },
259 { "fft_radix_7_axis_0", "common/fft.cl" },
260 { "fft_radix_7_axis_1", "common/fft.cl" },
261 { "fft_radix_8_first_stage_axis_0", "common/fft.cl" },
262 { "fft_radix_8_first_stage_axis_1", "common/fft.cl" },
263 { "fft_radix_8_axis_0", "common/fft.cl" },
264 { "fft_radix_8_axis_1", "common/fft.cl" },
265 { "fft_scale_conj", "common/fft_scale.cl" },
266 { "fill_image_borders_constant", "common/fill_border.cl" },
267 { "fill_image_borders_replicate", "common/fill_border.cl" },
268 { "floor_layer", "common/floor.cl" },
269 { "fuse_batchnormalization_layer", "common/batchnormalization_layer.cl" },
270 { "gather", "common/gather.cl" },
271 { "gemm_ma_f16", "common/gemm.cl" },
272 { "gemm_ma_f32", "common/gemm.cl" },
273 { "gemm_mv", "common/gemv.cl" },
274 { "gemm_mv_quantized", "common/gemv.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100275 { "gemm_mm_native", "common/gemm.cl" },
Gunes Bayir4bfc70e2021-12-10 16:17:56 +0000276 { "gemm_mm_reshaped_only_rhs_nt_mmul", "common/gemm_reshaped_only_rhs_mmul.cl" },
277 { "gemm_mm_reshaped_only_rhs_nt_mmul_texture", "common/gemm_reshaped_only_rhs_mmul.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100278 { "gemm_mm_reshaped_lhs_nt_rhs_t", "common/gemm.cl" },
279 { "gemm_mm_reshaped_lhs_nt_rhs_t_texture", "common/gemm.cl" },
280 { "gemm_mm_reshaped_lhs_t_rhs_nt", "common/gemm.cl" },
281 { "gemm_mm_reshaped_lhs_t_rhs_nt_texture", "common/gemm.cl" },
Ramy Elgammal451c3092022-02-01 23:01:27 +0000282 { "gemm_mm_reshaped_only_rhs_nt", "common/gemm.cl" },
283 { "gemm_mm_reshaped_only_rhs_nt_texture", "common/gemm.cl" },
284 { "gemm_mm_reshaped_only_rhs_t", "common/gemm.cl" },
285 { "gemm_mm_reshaped_only_rhs_t_texture", "common/gemm.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100286 { "gemm_lc_vm_f32", "common/gemm.cl" },
ramelg019cca5922021-11-11 10:05:00 +0000287 { "gemm_reshape_lhs_matrix_nt", "common/gemm_utils.cl" },
288 { "gemm_reshape_lhs_matrix_t", "common/gemm_utils.cl" },
289 { "gemm_reshape_rhs_matrix_nt", "common/gemm_utils.cl" },
290 { "gemm_reshape_rhs_matrix_t", "common/gemm_utils.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100291 { "gemmlowp_matrix_a_reduction", "common/gemmlowp.cl" },
292 { "gemmlowp_matrix_a_reduction_dot8", "common/gemmlowp.cl" },
293 { "gemmlowp_matrix_b_reduction", "common/gemmlowp.cl" },
294 { "gemmlowp_mm_native", "common/gemmlowp.cl" },
295 { "gemmlowp_mm_reshaped_lhs_nt_rhs_t", "common/gemmlowp.cl" },
296 { "gemmlowp_mm_reshaped_only_rhs_t", "common/gemmlowp.cl" },
297 { "gemmlowp_mm_reshaped_only_rhs_t_fused_output_stage_fixedpoint", "common/gemmlowp.cl" },
Freddie Liardete572dff2022-05-16 14:09:10 +0100298 { "gemmlowp_mm_reshaped_only_rhs_mmul", "common/gemmlowp_reshaped_only_rhs_mmul.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100299 { "gemmlowp_offset_contribution", "common/gemmlowp.cl" },
300 { "gemmlowp_offset_contribution_quantize_down", "common/gemmlowp.cl" },
301 { "gemmlowp_offset_contribution_quantize_down_fixedpoint", "common/gemmlowp.cl" },
302 { "gemmlowp_output_stage_quantize_down", "common/gemmlowp.cl" },
303 { "gemmlowp_output_stage_quantize_down_fixedpoint", "common/gemmlowp.cl" },
304 { "gemmlowp_output_stage_quantize_down_fixedpoint_qsymm16", "common/gemmlowp.cl" },
305 { "gemmlowp_output_stage_quantize_down_float", "common/gemmlowp.cl" },
306 { "generate_proposals_compute_all_anchors", "common/generate_proposals.cl" },
307 { "generate_proposals_compute_all_anchors_quantized", "common/generate_proposals_quantized.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100308 { "instance_normalization", "common/instance_normalization.cl" },
309 { "compute_mean_var", "common/instance_normalization.cl" },
310 { "l2_normalize_x", "common/l2_normalize.cl" },
311 { "l2_normalize_y", "common/l2_normalize.cl" },
312 { "l2_normalize_z", "common/l2_normalize.cl" },
SiCong Lia8d80582023-05-19 14:23:37 +0100313 { "mat_mul_native_mmul_nt_nt", "common/mat_mul_mmul.cl" },
Gunes Bayir00474e92023-06-19 21:33:51 +0100314 { "mat_mul_native_mmul_t_nt", "common/mat_mul_mmul.cl" },
Ramy Elgammalc9525962023-05-19 14:23:37 +0100315 { "mat_mul_native_mmul_nt_t", "common/mat_mul_mmul.cl" },
Gunes Bayir00474e92023-06-19 21:33:51 +0100316 { "mat_mul_native_mmul_t_t", "common/mat_mul_mmul.cl" },
Gunes Bayir8918b232023-03-17 13:52:21 +0000317 { "mat_mul_native_nt_nt", "common/mat_mul.cl" },
318 { "mat_mul_native_nt_t", "common/mat_mul.cl" },
319 { "mat_mul_native_t_nt", "common/mat_mul.cl" },
320 { "mat_mul_native_t_t", "common/mat_mul.cl" },
Gunes Bayir9d0c4de2023-04-13 18:22:58 +0100321 { "mat_mul_native_quantized_nt_nt", "common/mat_mul_quantized.cl" },
Jakub Sujak5e99a3e2023-04-18 08:33:56 +0100322 { "mat_mul_native_quantized_nt_t", "common/mat_mul_quantized.cl" },
Gunes Bayir9d0c4de2023-04-13 18:22:58 +0100323 { "mat_mul_native_quantized_t_nt", "common/mat_mul_quantized.cl" },
Omar Al Khatib467daef2023-04-13 14:56:23 +0100324 { "mat_mul_native_quantized_t_t", "common/mat_mul_quantized.cl" },
Gunes Bayire87fa662023-09-07 12:20:33 +0100325 { "mat_mul_native_quantized_mmul_nt_nt", "common/mat_mul_quantized_mmul.cl" },
326 { "mat_mul_native_quantized_mmul_nt_t", "common/mat_mul_quantized_mmul.cl" },
327 { "mat_mul_native_quantized_mmul_t_nt", "common/mat_mul_quantized_mmul.cl" },
328 { "mat_mul_native_quantized_mmul_t_t", "common/mat_mul_quantized_mmul.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100329 { "max_unpooling_layer_2", "common/unpooling_layer.cl" },
330 { "mean_stddev_normalization", "common/mean_stddev_normalization.cl" },
331 { "memset", "common/memset.cl" },
332 { "minmax_layer", "common/minmax_layer.cl" },
333 { "non_max_suppression", "common/nonmax.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100334 { "pad_layer_constant", "common/pad_layer.cl" },
335 { "pad_layer_symmetric_reflect", "common/pad_layer.cl" },
336 { "permute", "common/permute.cl" },
337 { "pixelwise_mul_complex", "common/pixelwise_mul_float.cl" },
338 { "pixelwise_mul_float", "common/pixelwise_mul_float.cl" },
339 { "pixelwise_mul_int", "common/pixelwise_mul_int.cl" },
340 { "pixelwise_mul_quantized", "common/pixelwise_mul_int.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100341 { "qlstm_layer_normalization", "common/qlstm_layer_normalization.cl" },
342 { "quantization_layer", "common/quantization_layer.cl" },
343 { "range", "common/range.cl" },
344 { "range_quantized", "common/range.cl" },
345 { "reduction_operation_x", "common/reduction_operation.cl" },
346 { "reduction_operation_non_parallel_x", "common/reduction_operation.cl" },
347 { "reduction_operation_y", "common/reduction_operation.cl" },
348 { "reduction_operation_z", "common/reduction_operation.cl" },
349 { "reduction_operation_w", "common/reduction_operation.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100350 { "reshape_layer", "common/reshape_layer.cl" },
351 { "reshape_to_columns", "common/convolution_layer.cl" },
352 { "reverse", "common/reverse.cl" },
353 { "roi_align_layer", "common/roi_align_layer.cl" },
354 { "roi_align_layer_quantized", "common/roi_align_layer_quantized.cl" },
355 { "roi_pooling_layer", "common/roi_pooling_layer.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100356 { "select_same_rank", "common/select.cl" },
357 { "select_different_rank_2", "common/select.cl" },
358 { "select_different_rank_n", "common/select.cl" },
359 { "softmax_layer_norm", "common/softmax_layer.cl" },
360 { "softmax_layer_norm_quantized", "common/softmax_layer_quantized.cl" },
361 { "softmax_layer_max_shift_exp_sum_quantized_serial", "common/softmax_layer_quantized.cl" },
362 { "softmax_layer_max_shift_exp_sum_quantized_parallel", "common/softmax_layer_quantized.cl" },
363 { "softmax_layer_max_shift_exp_sum_serial", "common/softmax_layer.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100364 { "softmax_layer_max_shift_exp_sum_parallel", "common/softmax_layer.cl" },
365 { "stack_layer", "common/stack_layer.cl" },
366 { "strided_slice", "common/slice_ops.cl" },
367 { "tile", "common/tile.cl" },
368 { "transpose", "common/transpose.cl" },
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100369#ifdef ENABLE_NCHW_KERNELS
370 { "batch_to_space_nchw", "nchw/batch_to_space.cl" },
371 { "batch_to_space_static_nchw", "nchw/batch_to_space.cl" },
372 { "batchnormalization_layer_nchw", "nchw/batchnormalization_layer.cl" },
373 { "channel_shuffle_nchw", "nchw/channel_shuffle.cl" },
374 { "depth_to_space_nchw", "nchw/depth_to_space.cl" },
375 { "dequantization_layer_per_channel_nchw", "nchw/dequantization_layer.cl" },
376 { "direct_convolution1x1", "nchw/direct_convolution1x1.cl" },
Adnan AlSinan30124352021-12-02 19:12:20 +0000377 { "direct_convolution_nchw", "nchw/direct_convolution.cl" },
378
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100379 { "im2col1x1_stridex1_nchw", "nchw/im2col.cl" },
380 { "im2col3x3_nchw", "nchw/im2col.cl" },
381 { "im2col5x5_nchw", "nchw/im2col.cl" },
382 { "im2col11x11_padx0_pady0_nchw", "nchw/im2col.cl" },
383 { "im2col_generic_nchw", "nchw/im2col.cl" },
384 { "im2col_generic_padx0_pady0_nchw", "nchw/im2col.cl" },
385 { "normalization_layer_cross_map_nchw", "nchw/normalization_layer.cl" },
386 { "normalization_layer_in_map_nchw", "nchw/normalization_layer.cl" },
387 { "normalize_planar_yuv_layer_nchw", "nchw/normalize_planar_yuv_layer.cl" },
388 { "normalize_planar_yuv_layer_q8_nchw", "nchw/normalize_planar_yuv_layer_quantized.cl" },
389 { "pooling_layer_MxN_nchw", "nchw/pooling_layer.cl" },
Giorgio Arena8fce4962021-09-01 14:05:00 +0100390 { "pooling_layer_2_nchw_indices", "nchw/pooling_layer.cl" },
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100391 { "prior_box_layer_nchw", "nchw/prior_box_layer.cl" },
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100392 { "reorg_layer_nchw", "nchw/reorg_layer.cl" },
393 { "scale_nearest_neighbour_nchw", "nchw/scale.cl" },
394 { "scale_bilinear_nchw", "nchw/scale.cl" },
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100395 { "space_to_batch_nchw", "nchw/space_to_batch.cl" },
396 { "space_to_batch_static_nchw", "nchw/space_to_batch.cl" },
397 { "space_to_depth_nchw", "nchw/space_to_depth.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100398 { "upsample_layer_nchw", "nchw/upsample_layer.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100399 { "winograd_filter_transform_2x2_3x3_nchw", "nchw/winograd_filter_transform.cl" },
400 { "winograd_filter_transform_2x1_3x1_nchw", "nchw/winograd_filter_transform.cl" },
401 { "winograd_filter_transform_1x2_1x3_nchw", "nchw/winograd_filter_transform.cl" },
402 { "winograd_filter_transform_4x4_3x3_nchw", "nchw/winograd_filter_transform.cl" },
403 { "winograd_filter_transform_4x1_3x1_nchw", "nchw/winograd_filter_transform.cl" },
404 { "winograd_filter_transform_1x4_1x3_nchw", "nchw/winograd_filter_transform.cl" },
405 { "winograd_filter_transform_4x4_5x5_nchw", "nchw/winograd_filter_transform.cl" },
406 { "winograd_filter_transform_4x1_5x1_nchw", "nchw/winograd_filter_transform.cl" },
407 { "winograd_filter_transform_1x4_1x5_nchw", "nchw/winograd_filter_transform.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100408 { "winograd_input_transform_2x2_3x3_stepz1_nchw", "nchw/winograd_input_transform.cl" },
409 { "winograd_input_transform_2x2_3x3_stepz2_nchw", "nchw/winograd_input_transform.cl" },
410 { "winograd_input_transform_2x1_3x1_stepz1_nchw", "nchw/winograd_input_transform.cl" },
411 { "winograd_input_transform_2x1_3x1_stepz2_nchw", "nchw/winograd_input_transform.cl" },
412 { "winograd_input_transform_1x2_1x3_stepz1_nchw", "nchw/winograd_input_transform.cl" },
413 { "winograd_input_transform_1x2_1x3_stepz2_nchw", "nchw/winograd_input_transform.cl" },
414 { "winograd_input_transform_4x4_3x3_stepz1_nchw", "nchw/winograd_input_transform.cl" },
415 { "winograd_input_transform_4x1_3x1_stepz1_nchw", "nchw/winograd_input_transform.cl" },
416 { "winograd_input_transform_1x4_1x3_stepz1_nchw", "nchw/winograd_input_transform.cl" },
417 { "winograd_input_transform_4x4_5x5_stepz1_nchw", "nchw/winograd_input_transform.cl" },
418 { "winograd_input_transform_4x1_5x1_stepz1_nchw", "nchw/winograd_input_transform.cl" },
419 { "winograd_input_transform_1x4_1x5_stepz1_nchw", "nchw/winograd_input_transform.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100420 { "winograd_output_transform_2x2_3x3_nchw", "nchw/winograd_output_transform.cl" },
421 { "winograd_output_transform_2x1_3x1_nchw", "nchw/winograd_output_transform.cl" },
422 { "winograd_output_transform_1x2_1x3_nchw", "nchw/winograd_output_transform.cl" },
423 { "winograd_output_transform_4x4_3x3_nchw", "nchw/winograd_output_transform.cl" },
424 { "winograd_output_transform_4x1_3x1_nchw", "nchw/winograd_output_transform.cl" },
425 { "winograd_output_transform_1x4_1x3_nchw", "nchw/winograd_output_transform.cl" },
426 { "winograd_output_transform_4x4_5x5_nchw", "nchw/winograd_output_transform.cl" },
427 { "winograd_output_transform_4x1_5x1_nchw", "nchw/winograd_output_transform.cl" },
428 { "winograd_output_transform_1x4_1x5_nchw", "nchw/winograd_output_transform.cl" },
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100429#endif /* ENABLE_NCHW_KERNELS */
430#ifdef ENABLE_NHWC_KERNELS
431 { "batch_to_space_nhwc", "nhwc/batch_to_space.cl" },
432 { "batch_to_space_static_nhwc", "nhwc/batch_to_space.cl" },
433 { "batchnormalization_layer_nhwc", "nhwc/batchnormalization_layer.cl" },
434 { "channel_shuffle_nhwc", "nhwc/channel_shuffle.cl" },
435 { "depth_to_space_nhwc", "nhwc/depth_to_space.cl" },
436 { "dequantization_layer_per_channel_nhwc", "nhwc/dequantization_layer.cl" },
437 { "dwc_native_fp_nhwc", "nhwc/dwc_native_fp_nhwc.cl" },
438 { "dwc_native_quantized_nhwc", "nhwc/dwc_native_quantized_nhwc.cl" },
439 { "direct_convolution_nhwc", "nhwc/direct_convolution.cl" },
Giorgio Arena945ae9e2021-10-13 11:13:04 +0100440 { "direct_convolution3d_ndhwc", "nhwc/direct_convolution3d.cl" },
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100441 { "im2col3x3_nhwc", "nhwc/im2col.cl" },
442 { "im2col9x9_nhwc", "nhwc/im2col.cl" },
443 { "im2col_generic_nhwc", "nhwc/im2col.cl" },
Gian Marco Iodice76335eb2022-11-17 11:03:39 +0000444 { "indirect_convolution_nhwc", "nhwc/indirect_convolution.cl" },
Gian Marco Iodice5d016812022-11-17 11:03:39 +0000445 { "indirect_convolution_address_precalculation", "nhwc/indirect_convolution.cl" },
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100446 { "normalization_layer_cross_map_nhwc", "nhwc/normalization_layer.cl" },
447 { "normalization_layer_in_map_nhwc", "nhwc/normalization_layer.cl" },
448 { "normalize_planar_yuv_layer_nhwc", "nhwc/normalize_planar_yuv_layer.cl" },
449 { "normalize_planar_yuv_layer_q8_nhwc", "nhwc/normalize_planar_yuv_layer_quantized.cl" },
450 { "pooling_layer_MxN_nhwc", "nhwc/pooling_layer.cl" },
451 { "pooling_layer_2x2_nhwc", "nhwc/pooling_layer.cl" },
452 { "pooling_layer_MxN_quantized_nhwc", "nhwc/pooling_layer_quantized.cl" },
ramelg0137515692022-02-26 22:06:20 +0000453 { "pooling_3d_layer_MxN_ndhwc", "nhwc/pooling_3d_layer.cl" },
Mohammed Suhail Munshi5e549fa2022-03-16 11:14:06 +0000454 { "pooling_3d_layer_MxN_ndhwc_quantized", "nhwc/pooling_3d_layer_quantized.cl" },
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100455 { "reorg_layer_nhwc", "nhwc/reorg_layer.cl" },
456 { "scale_nearest_neighbour_nhwc", "nhwc/scale.cl" },
457 { "scale_bilinear_nhwc", "nhwc/scale.cl" },
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100458 { "space_to_batch_nhwc", "nhwc/space_to_batch.cl" },
459 { "space_to_batch_static_nhwc", "nhwc/space_to_batch.cl" },
460 { "space_to_depth_nhwc", "nhwc/space_to_depth.cl" },
Gunes Bayirec0113d2022-11-09 09:26:27 +0000461 { "transposed_convolution_nhwc", "nhwc/transposed_convolution.cl" },
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100462 { "upsample_layer_nhwc", "nhwc/upsample_layer.cl" },
463 { "winograd_filter_transform_4x1_3x1_nhwc", "nhwc/winograd_filter_transform.cl" },
464 { "winograd_filter_transform_1x4_1x3_nhwc", "nhwc/winograd_filter_transform.cl" },
465 { "winograd_filter_transform_4x4_3x3_nhwc", "nhwc/winograd_filter_transform.cl" },
466 { "winograd_filter_transform_4x4_5x5_nhwc", "nhwc/winograd_filter_transform.cl" },
467 { "winograd_filter_transform_4x1_5x1_nhwc", "nhwc/winograd_filter_transform.cl" },
468 { "winograd_filter_transform_1x4_1x5_nhwc", "nhwc/winograd_filter_transform.cl" },
469 { "winograd_filter_transform_2x2_7x7_nhwc", "nhwc/winograd_filter_transform.cl" },
470 { "winograd_filter_transform_2x1_7x1_nhwc", "nhwc/winograd_filter_transform.cl" },
471 { "winograd_filter_transform_1x2_1x7_nhwc", "nhwc/winograd_filter_transform.cl" },
472 { "winograd_input_transform_4x1_3x1_stepz1_nhwc", "nhwc/winograd_input_transform.cl" },
473 { "winograd_input_transform_1x4_1x3_stepz1_nhwc", "nhwc/winograd_input_transform.cl" },
474 { "winograd_input_transform_4x4_3x3_stepz1_nhwc", "nhwc/winograd_input_transform.cl" },
475 { "winograd_input_transform_4x4_5x5_stepz1_nhwc", "nhwc/winograd_input_transform.cl" },
476 { "winograd_input_transform_4x1_5x1_stepz1_nhwc", "nhwc/winograd_input_transform.cl" },
477 { "winograd_input_transform_1x4_1x5_stepz1_nhwc", "nhwc/winograd_input_transform.cl" },
478 { "winograd_input_transform_2x2_7x7_stepz1_nhwc", "nhwc/winograd_input_transform.cl" },
479 { "winograd_input_transform_2x1_7x1_stepz1_nhwc", "nhwc/winograd_input_transform.cl" },
480 { "winograd_input_transform_1x2_1x7_stepz1_nhwc", "nhwc/winograd_input_transform.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100481 { "winograd_output_transform_4x1_3x1_nhwc", "nhwc/winograd_output_transform.cl" },
482 { "winograd_output_transform_1x4_1x3_nhwc", "nhwc/winograd_output_transform.cl" },
483 { "winograd_output_transform_4x4_3x3_nhwc", "nhwc/winograd_output_transform.cl" },
484 { "winograd_output_transform_4x4_5x5_nhwc", "nhwc/winograd_output_transform.cl" },
485 { "winograd_output_transform_4x1_5x1_nhwc", "nhwc/winograd_output_transform.cl" },
486 { "winograd_output_transform_1x4_1x5_nhwc", "nhwc/winograd_output_transform.cl" },
487 { "winograd_output_transform_2x2_7x7_nhwc", "nhwc/winograd_output_transform.cl" },
488 { "winograd_output_transform_2x1_7x1_nhwc", "nhwc/winograd_output_transform.cl" },
489 { "winograd_output_transform_1x2_1x7_nhwc", "nhwc/winograd_output_transform.cl" },
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100490#endif /* ENABLE_NHWC_KERNELS */
Georgios Pinitas908f6162021-05-04 10:11:09 +0100491};
492
493const std::map<std::string, std::string> ClKernelLibrary::_program_source_map =
494{
495#ifdef EMBEDDED_KERNELS
496 {
Jakub Sujak32741722022-11-25 16:43:18 +0000497 "activation_float_helpers.h",
498#include "./cl_kernels/activation_float_helpers.hembed"
499 },
500 {
501 "activation_quant_helpers.h",
502#include "./cl_kernels/activation_quant_helpers.hembed"
503 },
504 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100505 "common/activation_layer.cl",
506#include "./cl_kernels/common/activation_layer.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100507 },
508 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100509 "common/activation_layer_quant.cl",
510#include "./cl_kernels/common/activation_layer_quant.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100511 },
512 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100513 "common/arg_min_max.cl",
514#include "./cl_kernels/common/arg_min_max.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100515 },
516 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100517 "common/bitwise_op.cl",
518#include "./cl_kernels/common/bitwise_op.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100519 },
520 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100521 "common/bounding_box_transform.cl",
522#include "./cl_kernels/common/bounding_box_transform.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100523 },
524 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100525 "common/bounding_box_transform_quantized.cl",
526#include "./cl_kernels/common/bounding_box_transform_quantized.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100527 },
528 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100529 "common/col2im.cl",
530#include "./cl_kernels/common/col2im.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100531 },
532 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100533 "common/comparisons.cl",
534#include "./cl_kernels/common/comparisons.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100535 },
536 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100537 "common/concatenate.cl",
538#include "./cl_kernels/common/concatenate.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100539 },
540 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100541 "common/convert_fc_weights.cl",
542#include "./cl_kernels/common/convert_fc_weights.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100543 },
544 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100545 "common/convolution_layer.cl",
546#include "./cl_kernels/common/convolution_layer.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100547 },
548 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100549 "common/copy_tensor.cl",
550#include "./cl_kernels/common/copy_tensor.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100551 },
552 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100553 "common/crop_tensor.cl",
554#include "./cl_kernels/common/crop_tensor.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100555 },
556 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100557 "common/deconvolution_layer.cl",
558#include "./cl_kernels/common/deconvolution_layer.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100559 },
560 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100561 "common/cast.cl",
562#include "./cl_kernels/common/cast.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100563 },
564 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100565 "common/dequantization_layer.cl",
566#include "./cl_kernels/common/dequantization_layer.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100567 },
568 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100569 "common/elementwise_operation.cl",
570#include "./cl_kernels/common/elementwise_operation.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100571 },
572 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100573 "common/elementwise_operation_quantized.cl",
574#include "./cl_kernels/common/elementwise_operation_quantized.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100575 },
576 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100577 "common/elementwise_unary.cl",
578#include "./cl_kernels/common/elementwise_unary.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100579 },
580 {
Ramy Elgammal14d7b532023-01-30 04:56:47 +0000581 "common/elementwise_unary_quantized.cl",
582#include "./cl_kernels/common/elementwise_unary_quantized.clembed"
583 },
584 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100585 "common/fft.cl",
586#include "./cl_kernels/common/fft.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100587 },
588 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100589 "common/fft_digit_reverse.cl",
590#include "./cl_kernels/common/fft_digit_reverse.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100591 },
592 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100593 "common/fft_scale.cl",
594#include "./cl_kernels/common/fft_scale.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100595 },
596 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100597 "common/fill_border.cl",
598#include "./cl_kernels/common/fill_border.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100599 },
600 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100601 "common/floor.cl",
602#include "./cl_kernels/common/floor.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100603 },
604 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100605 "common/gather.cl",
606#include "./cl_kernels/common/gather.clembed"
607 },
608 {
609 "common/gemm.cl",
610#include "./cl_kernels/common/gemm.clembed"
611 },
612 {
Gunes Bayir4bfc70e2021-12-10 16:17:56 +0000613 "common/gemm_reshaped_only_rhs_mmul.cl",
614#include "./cl_kernels/common/gemm_reshaped_only_rhs_mmul.clembed"
615 },
616 {
ramelg019cca5922021-11-11 10:05:00 +0000617 "common/gemm_utils.cl",
618#include "./cl_kernels/common/gemm_utils.clembed"
619 },
620 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100621 "common/gemmlowp.cl",
622#include "./cl_kernels/common/gemmlowp.clembed"
623 },
624 {
Freddie Liardete572dff2022-05-16 14:09:10 +0100625 "common/gemmlowp_reshaped_only_rhs_mmul.cl",
626#include "./cl_kernels/common/gemmlowp_reshaped_only_rhs_mmul.clembed"
627 },
628 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100629 "common/gemv.cl",
630#include "./cl_kernels/common/gemv.clembed"
631 },
632 {
633 "common/generate_proposals.cl",
634#include "./cl_kernels/common/generate_proposals.clembed"
635 },
636 {
637 "common/generate_proposals_quantized.cl",
638#include "./cl_kernels/common/generate_proposals_quantized.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100639 },
640 {
Giorgio Arena892b70a2022-03-30 12:23:10 +0100641 "gemm_helpers.h",
642#include "./cl_kernels/gemm_helpers.hembed"
643 },
644 {
Georgios Pinitas908f6162021-05-04 10:11:09 +0100645 "helpers.h",
646#include "./cl_kernels/helpers.hembed"
647 },
648 {
649 "helpers_asymm.h",
650#include "./cl_kernels/helpers_asymm.hembed"
651 },
652 {
Giorgio Arena892b70a2022-03-30 12:23:10 +0100653 "repeat.h",
654#include "./cl_kernels/repeat.hembed"
655 },
656 {
SiCong Lica364df2022-04-13 15:48:19 +0100657 "tile_helpers.h",
658#include "./cl_kernels/tile_helpers.hembed"
659 },
660 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100661 "common/instance_normalization.cl",
662#include "./cl_kernels/common/instance_normalization.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100663 },
664 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100665 "common/l2_normalize.cl",
666#include "./cl_kernels/common/l2_normalize.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100667 },
668 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100669 "common/mean_stddev_normalization.cl",
670#include "./cl_kernels/common/mean_stddev_normalization.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100671 },
672 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100673 "common/memset.cl",
674#include "./cl_kernels/common/memset.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100675 },
676 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100677 "common/minmax_layer.cl",
678#include "./cl_kernels/common/minmax_layer.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100679 },
680 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100681 "common/nonmax.cl",
682#include "./cl_kernels/common/nonmax.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100683 },
684 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100685 "common/batchnormalization_layer.cl",
686#include "./cl_kernels/common/batchnormalization_layer.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100687 },
688 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100689 "common/pad_layer.cl",
690#include "./cl_kernels/common/pad_layer.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100691 },
692 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100693 "common/permute.cl",
694#include "./cl_kernels/common/permute.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100695 },
696 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100697 "common/pixelwise_mul_float.cl",
698#include "./cl_kernels/common/pixelwise_mul_float.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100699 },
700 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100701 "common/pixelwise_mul_int.cl",
702#include "./cl_kernels/common/pixelwise_mul_int.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100703 },
704 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100705 "common/qlstm_layer_normalization.cl",
706#include "./cl_kernels/common/qlstm_layer_normalization.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100707 },
708 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100709 "common/quantization_layer.cl",
710#include "./cl_kernels/common/quantization_layer.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100711 },
712 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100713 "common/range.cl",
714#include "./cl_kernels/common/range.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100715 },
716 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100717 "common/reduction_operation.cl",
718#include "./cl_kernels/common/reduction_operation.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100719 },
720 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100721 "common/reshape_layer.cl",
722#include "./cl_kernels/common/reshape_layer.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100723 },
724 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100725 "common/reverse.cl",
726#include "./cl_kernels/common/reverse.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100727 },
728 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100729 "common/roi_align_layer.cl",
730#include "./cl_kernels/common/roi_align_layer.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100731 },
732 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100733 "common/roi_align_layer_quantized.cl",
734#include "./cl_kernels/common/roi_align_layer_quantized.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100735 },
736 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100737 "common/roi_pooling_layer.cl",
738#include "./cl_kernels/common/roi_pooling_layer.clembed"
739 },
740 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100741 "common/select.cl",
742#include "./cl_kernels/common/select.clembed"
743 },
744 {
745 "common/softmax_layer.cl",
746#include "./cl_kernels/common/softmax_layer.clembed"
747 },
748 {
749 "common/softmax_layer_quantized.cl",
750#include "./cl_kernels/common/softmax_layer_quantized.clembed"
751 },
752 {
753 "common/slice_ops.cl",
754#include "./cl_kernels/common/slice_ops.clembed"
755 },
756 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100757 "common/stack_layer.cl",
758#include "./cl_kernels/common/stack_layer.clembed"
759 },
760 {
761 "common/tile.cl",
762#include "./cl_kernels/common/tile.clembed"
763 },
764 {
765 "common/transpose.cl",
766#include "./cl_kernels/common/transpose.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100767 },
768 {
769 "types.h",
770#include "./cl_kernels/types.hembed"
771 },
772 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100773 "common/unpooling_layer.cl",
774#include "./cl_kernels/common/unpooling_layer.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100775 },
Ramy Elgammal2b6ebfe2023-03-09 21:15:37 +0000776 {
777 "common/mat_mul.cl",
778#include "./cl_kernels/common/mat_mul.clembed"
779 },
Gunes Bayir9d0c4de2023-04-13 18:22:58 +0100780 {
SiCong Lia8d80582023-05-19 14:23:37 +0100781 "common/mat_mul_mmul.cl",
782#include "./cl_kernels/common/mat_mul_mmul.clembed"
783 },
784 {
Gunes Bayir9d0c4de2023-04-13 18:22:58 +0100785 "common/mat_mul_quantized.cl",
786#include "./cl_kernels/common/mat_mul_quantized.clembed"
787 },
Gunes Bayire87fa662023-09-07 12:20:33 +0100788 {
789 "common/mat_mul_quantized_mmul.cl",
790#include "./cl_kernels/common/mat_mul_quantized_mmul.clembed"
791 },
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100792#ifdef ENABLE_NCHW_KERNELS
793 {
794 "nchw/batch_to_space.cl",
795#include "./cl_kernels/nchw/batch_to_space.clembed"
796 },
797 {
798 "nchw/channel_shuffle.cl",
799#include "./cl_kernels/nchw/channel_shuffle.clembed"
800 },
801 {
802 "nchw/upsample_layer.cl",
803#include "./cl_kernels/nchw/upsample_layer.clembed"
804 },
805 {
806 "nchw/depth_to_space.cl",
807#include "./cl_kernels/nchw/depth_to_space.clembed"
808 },
809 {
810 "nchw/dequantization_layer.cl",
811#include "./cl_kernels/nchw/dequantization_layer.clembed"
812 },
813 {
Adnan AlSinan30124352021-12-02 19:12:20 +0000814 "nchw/direct_convolution.cl",
815#include "./cl_kernels/nchw/direct_convolution.clembed"
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100816 },
817 {
818 "nchw/im2col.cl",
819#include "./cl_kernels/nchw/im2col.clembed"
820 },
821 {
822 "nchw/normalization_layer.cl",
823#include "./cl_kernels/nchw/normalization_layer.clembed"
824 },
825 {
826 "nchw/normalize_planar_yuv_layer.cl",
827#include "./cl_kernels/nchw/normalize_planar_yuv_layer.clembed"
828 },
829 {
830 "nchw/normalize_planar_yuv_layer_quantized.cl",
831#include "./cl_kernels/nchw/normalize_planar_yuv_layer_quantized.clembed"
832 },
833 {
834 "nchw/batchnormalization_layer.cl",
835#include "./cl_kernels/nchw/batchnormalization_layer.clembed"
836 },
837 {
838 "nchw/pooling_layer.cl",
839#include "./cl_kernels/nchw/pooling_layer.clembed"
840 },
841 {
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100842 "nchw/prior_box_layer.cl",
843#include "./cl_kernels/nchw/prior_box_layer.clembed"
844 },
845 {
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100846 "nchw/reorg_layer.cl",
847#include "./cl_kernels/nchw/reorg_layer.clembed"
848 },
849 {
850 "nchw/scale.cl",
851#include "./cl_kernels/nchw/scale.clembed"
852 },
853 {
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100854 "nchw/space_to_batch.cl",
855#include "./cl_kernels/nchw/space_to_batch.clembed"
856 },
857 {
858 "nchw/space_to_depth.cl",
859#include "./cl_kernels/nchw/space_to_depth.clembed"
860 },
Georgios Pinitas908f6162021-05-04 10:11:09 +0100861 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100862 "nchw/winograd_filter_transform.cl",
863#include "./cl_kernels/nchw/winograd_filter_transform.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100864 },
865 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100866 "nchw/winograd_input_transform.cl",
867#include "./cl_kernels/nchw/winograd_input_transform.clembed"
868 },
869 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100870 "nchw/winograd_output_transform.cl",
871#include "./cl_kernels/nchw/winograd_output_transform.clembed"
872 },
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100873#endif /* ENABLE_NCHW_KERNELS */
874
875#ifdef ENABLE_NHWC_KERNELS
876 {
877 "nhwc/batch_to_space.cl",
878#include "./cl_kernels/nhwc/batch_to_space.clembed"
879 },
880 {
881 "nhwc/channel_shuffle.cl",
882#include "./cl_kernels/nhwc/channel_shuffle.clembed"
883 },
884 {
885 "nhwc/upsample_layer.cl",
886#include "./cl_kernels/nhwc/upsample_layer.clembed"
887 },
888 {
889 "nhwc/depth_to_space.cl",
890#include "./cl_kernels/nhwc/depth_to_space.clembed"
891 },
892 {
893 "nhwc/dequantization_layer.cl",
894#include "./cl_kernels/nhwc/dequantization_layer.clembed"
895 },
896 {
897 "nhwc/direct_convolution.cl",
898#include "./cl_kernels/nhwc/direct_convolution.clembed"
899 },
900 {
Giorgio Arena945ae9e2021-10-13 11:13:04 +0100901 "nhwc/direct_convolution3d.cl",
902#include "./cl_kernels/nhwc/direct_convolution3d.clembed"
903 },
904 {
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100905 "nhwc/dwc_native_fp_nhwc.cl",
906#include "./cl_kernels/nhwc/dwc_native_fp_nhwc.clembed"
907 },
908 {
909 "nhwc/dwc_native_quantized_nhwc.cl",
910#include "./cl_kernels/nhwc/dwc_native_quantized_nhwc.clembed"
911 },
912 {
913 "nhwc/normalization_layer.cl",
914#include "./cl_kernels/nhwc/normalization_layer.clembed"
915 },
916 {
917 "nhwc/normalize_planar_yuv_layer.cl",
918#include "./cl_kernels/nhwc/normalize_planar_yuv_layer.clembed"
919 },
920 {
921 "nhwc/normalize_planar_yuv_layer_quantized.cl",
922#include "./cl_kernels/nhwc/normalize_planar_yuv_layer_quantized.clembed"
923 },
924 {
925 "nhwc/im2col.cl",
926#include "./cl_kernels/nhwc/im2col.clembed"
927 },
928 {
Gian Marco Iodice5d016812022-11-17 11:03:39 +0000929 "nhwc/indirect_convolution.cl",
930#include "./cl_kernels/nhwc/indirect_convolution.clembed"
931 },
932 {
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100933 "nhwc/batchnormalization_layer.cl",
934#include "./cl_kernels/nhwc/batchnormalization_layer.clembed"
935 },
936 {
937 "nhwc/pooling_layer.cl",
938#include "./cl_kernels/nhwc/pooling_layer.clembed"
939 },
940 {
ramelg0137515692022-02-26 22:06:20 +0000941 "nhwc/pooling_3d_layer.cl",
942#include "./cl_kernels/nhwc/pooling_3d_layer.clembed"
943 },
944 {
Mohammed Suhail Munshi5e549fa2022-03-16 11:14:06 +0000945 "nhwc/pooling_3d_layer_quantized.cl",
946#include "./cl_kernels/nhwc/pooling_3d_layer_quantized.clembed"
947 },
948 {
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100949 "nhwc/pooling_layer_quantized.cl",
950#include "./cl_kernels/nhwc/pooling_layer_quantized.clembed"
951 },
952 {
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100953 "nhwc/reorg_layer.cl",
954#include "./cl_kernels/nhwc/reorg_layer.clembed"
955 },
956 {
957 "nhwc/scale.cl",
958#include "./cl_kernels/nhwc/scale.clembed"
959 },
960 {
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100961 "nhwc/space_to_batch.cl",
962#include "./cl_kernels/nhwc/space_to_batch.clembed"
963 },
964 {
965 "nhwc/space_to_depth.cl",
966#include "./cl_kernels/nhwc/space_to_depth.clembed"
967 },
968 {
Gunes Bayirec0113d2022-11-09 09:26:27 +0000969 "nhwc/transposed_convolution.cl",
970#include "./cl_kernels/nhwc/transposed_convolution.clembed"
971 },
972 {
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100973 "nhwc/winograd_filter_transform.cl",
974#include "./cl_kernels/nhwc/winograd_filter_transform.clembed"
975 },
976 {
977 "nhwc/winograd_input_transform.cl",
978#include "./cl_kernels/nhwc/winograd_input_transform.clembed"
979 },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100980 {
981 "nhwc/winograd_output_transform.cl",
982#include "./cl_kernels/nhwc/winograd_output_transform.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100983 },
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100984#endif /* ENABLE_NHWC_KERNELS */
Georgios Pinitas908f6162021-05-04 10:11:09 +0100985#endif /* EMBEDDED_KERNELS */
986};
987
988ClKernelLibrary &ClKernelLibrary::get()
989{
990 static ClKernelLibrary _kernel_library;
991 return _kernel_library;
992}
993
994std::string ClKernelLibrary::program_name(const std::string &kernel_name) const
995{
996 // Find which program contains the kernel
997 auto kernel_program_it = _kernel_program_map.find(kernel_name);
998
999 if(_kernel_program_map.end() == kernel_program_it)
1000 {
1001 ARM_COMPUTE_ERROR_VAR("Kernel %s not found in the CLKernelLibrary", kernel_name.c_str());
1002 }
1003
1004 const std::string program_name = kernel_program_it->second;
1005
1006 return program_name;
1007}
1008
1009void ClKernelLibrary::set_kernel_path(std::string kernel_path)
1010{
1011 _kernel_path = std::move(kernel_path);
1012 _kernel_path += "/";
1013}
1014
1015const std::string &ClKernelLibrary::kernel_path() const
1016{
1017 return _kernel_path;
1018}
1019
1020ClKernelLibrary::ClProgramInfo ClKernelLibrary::program(const std::string &program_name) const
1021{
1022#ifdef EMBEDDED_KERNELS
1023#ifdef ARM_COMPUTE_COMPRESSED_KERNELS
1024 const auto inflatted_program_source_it = _decompressed_source_map.find(program_name);
1025 if(inflatted_program_source_it != _decompressed_source_map.end())
1026 {
1027 return ClProgramInfo{ inflatted_program_source_it->second, false };
1028 }
1029#endif /* ARM_COMPUTE_COMPRESSED_KERNELS */
1030
1031 const auto program_source_it = _program_source_map.find(program_name);
1032 if(program_source_it == _program_source_map.end())
1033 {
1034 ARM_COMPUTE_ERROR_VAR("Embedded program for %s does not exist.", program_name.c_str());
1035 }
1036 std::string program_source = program_source_it->second;
1037
1038#ifdef ARM_COMPUTE_COMPRESSED_KERNELS
1039 std::string decompressed_program_source = decompress_zlib(decode_base64(program_source_it->second));
1040 ARM_COMPUTE_ERROR_ON_MSG(decompressed_program_source.empty(), "Cannot de-compress requested program");
1041 _decompressed_source_map.insert(std::make_pair(program_name, decompressed_program_source));
1042 program_source = std::move(decompressed_program_source);
1043#endif /* ARM_COMPUTE_COMPRESSED_KERNELS */
1044
1045 return ClProgramInfo{ program_source, false };
1046#else /* EMBEDDED_KERNELS */
1047 // Check for binary
1048 std::string source_name = _kernel_path + program_name;
1049 std::string binary_name = source_name + "bin";
1050 std::string program_source{};
1051 bool is_binary = false;
1052
1053 if(std::ifstream(binary_name).is_open())
1054 {
1055 program_source = read_file(binary_name, true);
1056 is_binary = true;
1057 }
1058 else if(std::ifstream(source_name).is_open())
1059 {
1060 program_source = read_file(source_name, false);
1061 }
1062 else
1063 {
1064 ARM_COMPUTE_ERROR_VAR("Kernel file %s does not exist.", source_name.c_str());
1065 }
1066
1067 return ClProgramInfo{ program_source, is_binary };
1068#endif /* EMBEDDED_KERNELS */
1069}
1070} // namespace opencl
1071} // namespace arm_compute