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Georgios Pinitas908f6162021-05-04 10:11:09 +01001/*
Gian Marco Iodice10e88a72021-11-29 12:49:19 +00002 * Copyright (c) 2016-2022 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" },
238 { "fft_digit_reverse_axis_0", "common/fft_digit_reverse.cl" },
239 { "fft_digit_reverse_axis_1", "common/fft_digit_reverse.cl" },
240 { "fft_radix_2_first_stage_axis_0", "common/fft.cl" },
241 { "fft_radix_2_first_stage_axis_1", "common/fft.cl" },
242 { "fft_radix_2_axis_0", "common/fft.cl" },
243 { "fft_radix_2_axis_1", "common/fft.cl" },
244 { "fft_radix_3_first_stage_axis_0", "common/fft.cl" },
245 { "fft_radix_3_first_stage_axis_1", "common/fft.cl" },
246 { "fft_radix_3_axis_0", "common/fft.cl" },
247 { "fft_radix_3_axis_1", "common/fft.cl" },
248 { "fft_radix_4_first_stage_axis_0", "common/fft.cl" },
249 { "fft_radix_4_first_stage_axis_1", "common/fft.cl" },
250 { "fft_radix_4_axis_0", "common/fft.cl" },
251 { "fft_radix_4_axis_1", "common/fft.cl" },
252 { "fft_radix_5_first_stage_axis_0", "common/fft.cl" },
253 { "fft_radix_5_first_stage_axis_1", "common/fft.cl" },
254 { "fft_radix_5_axis_0", "common/fft.cl" },
255 { "fft_radix_5_axis_1", "common/fft.cl" },
256 { "fft_radix_7_first_stage_axis_0", "common/fft.cl" },
257 { "fft_radix_7_first_stage_axis_1", "common/fft.cl" },
258 { "fft_radix_7_axis_0", "common/fft.cl" },
259 { "fft_radix_7_axis_1", "common/fft.cl" },
260 { "fft_radix_8_first_stage_axis_0", "common/fft.cl" },
261 { "fft_radix_8_first_stage_axis_1", "common/fft.cl" },
262 { "fft_radix_8_axis_0", "common/fft.cl" },
263 { "fft_radix_8_axis_1", "common/fft.cl" },
264 { "fft_scale_conj", "common/fft_scale.cl" },
265 { "fill_image_borders_constant", "common/fill_border.cl" },
266 { "fill_image_borders_replicate", "common/fill_border.cl" },
267 { "floor_layer", "common/floor.cl" },
268 { "fuse_batchnormalization_layer", "common/batchnormalization_layer.cl" },
269 { "gather", "common/gather.cl" },
270 { "gemm_ma_f16", "common/gemm.cl" },
271 { "gemm_ma_f32", "common/gemm.cl" },
272 { "gemm_mv", "common/gemv.cl" },
273 { "gemm_mv_quantized", "common/gemv.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100274 { "gemm_mm_native", "common/gemm.cl" },
Gunes Bayir4bfc70e2021-12-10 16:17:56 +0000275 { "gemm_mm_reshaped_only_rhs_nt_mmul", "common/gemm_reshaped_only_rhs_mmul.cl" },
276 { "gemm_mm_reshaped_only_rhs_nt_mmul_texture", "common/gemm_reshaped_only_rhs_mmul.cl" },
SiCongLiafa19722021-10-24 19:12:33 +0100277 { "gemm_mm_native_post_act_eltwise_op_act", "common/experimental/gemm_fused_post_ops/act_eltwise_op_act/gemm_mm_native.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" },
SiCongLi1af54162021-10-06 15:25:57 +0100282 { "gemm_mm_reshaped_lhs_nt_rhs_t_post_act_eltwise_op_act", "common/experimental/gemm_fused_post_ops/act_eltwise_op_act/gemm_mm_reshaped.cl" },
283 { "gemm_mm_reshaped_lhs_nt_rhs_t_texture_post_act_eltwise_op_act", "common/experimental/gemm_fused_post_ops/act_eltwise_op_act/gemm_mm_reshaped.cl" },
284 { "gemm_mm_reshaped_lhs_t_rhs_nt_post_act_eltwise_op_act", "common/experimental/gemm_fused_post_ops/act_eltwise_op_act/gemm_mm_reshaped.cl" },
285 { "gemm_mm_reshaped_lhs_t_rhs_nt_texture_post_act_eltwise_op_act", "common/experimental/gemm_fused_post_ops/act_eltwise_op_act/gemm_mm_reshaped.cl" },
Ramy Elgammal451c3092022-02-01 23:01:27 +0000286 { "gemm_mm_reshaped_only_rhs_nt", "common/gemm.cl" },
287 { "gemm_mm_reshaped_only_rhs_nt_texture", "common/gemm.cl" },
288 { "gemm_mm_reshaped_only_rhs_t", "common/gemm.cl" },
289 { "gemm_mm_reshaped_only_rhs_t_texture", "common/gemm.cl" },
290 { "gemm_mm_reshaped_only_rhs_nt_post_act_eltwise_op_act", "common/experimental/gemm_fused_post_ops/act_eltwise_op_act/gemm_mm_reshaped_only_rhs.cl" },
291 { "gemm_mm_reshaped_only_rhs_nt_texture_post_act_eltwise_op_act", "common/experimental/gemm_fused_post_ops/act_eltwise_op_act/gemm_mm_reshaped_only_rhs.cl" },
292 { "gemm_mm_reshaped_only_rhs_t_post_act_eltwise_op_act", "common/experimental/gemm_fused_post_ops/act_eltwise_op_act/gemm_mm_reshaped_only_rhs.cl" },
293 { "gemm_mm_reshaped_only_rhs_t_texture_post_act_eltwise_op_act", "common/experimental/gemm_fused_post_ops/act_eltwise_op_act/gemm_mm_reshaped_only_rhs.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100294 { "gemm_lc_vm_f32", "common/gemm.cl" },
ramelg019cca5922021-11-11 10:05:00 +0000295 { "gemm_reshape_lhs_matrix_nt", "common/gemm_utils.cl" },
296 { "gemm_reshape_lhs_matrix_t", "common/gemm_utils.cl" },
297 { "gemm_reshape_rhs_matrix_nt", "common/gemm_utils.cl" },
298 { "gemm_reshape_rhs_matrix_t", "common/gemm_utils.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100299 { "gemmlowp_matrix_a_reduction", "common/gemmlowp.cl" },
300 { "gemmlowp_matrix_a_reduction_dot8", "common/gemmlowp.cl" },
301 { "gemmlowp_matrix_b_reduction", "common/gemmlowp.cl" },
302 { "gemmlowp_mm_native", "common/gemmlowp.cl" },
303 { "gemmlowp_mm_reshaped_lhs_nt_rhs_t", "common/gemmlowp.cl" },
304 { "gemmlowp_mm_reshaped_only_rhs_t", "common/gemmlowp.cl" },
305 { "gemmlowp_mm_reshaped_only_rhs_t_fused_output_stage_fixedpoint", "common/gemmlowp.cl" },
Freddie Liardete572dff2022-05-16 14:09:10 +0100306 { "gemmlowp_mm_reshaped_only_rhs_mmul", "common/gemmlowp_reshaped_only_rhs_mmul.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100307 { "gemmlowp_offset_contribution", "common/gemmlowp.cl" },
308 { "gemmlowp_offset_contribution_quantize_down", "common/gemmlowp.cl" },
309 { "gemmlowp_offset_contribution_quantize_down_fixedpoint", "common/gemmlowp.cl" },
310 { "gemmlowp_output_stage_quantize_down", "common/gemmlowp.cl" },
311 { "gemmlowp_output_stage_quantize_down_fixedpoint", "common/gemmlowp.cl" },
312 { "gemmlowp_output_stage_quantize_down_fixedpoint_qsymm16", "common/gemmlowp.cl" },
313 { "gemmlowp_output_stage_quantize_down_float", "common/gemmlowp.cl" },
314 { "generate_proposals_compute_all_anchors", "common/generate_proposals.cl" },
315 { "generate_proposals_compute_all_anchors_quantized", "common/generate_proposals_quantized.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100316 { "instance_normalization", "common/instance_normalization.cl" },
317 { "compute_mean_var", "common/instance_normalization.cl" },
318 { "l2_normalize_x", "common/l2_normalize.cl" },
319 { "l2_normalize_y", "common/l2_normalize.cl" },
320 { "l2_normalize_z", "common/l2_normalize.cl" },
321 { "max_unpooling_layer_2", "common/unpooling_layer.cl" },
322 { "mean_stddev_normalization", "common/mean_stddev_normalization.cl" },
323 { "memset", "common/memset.cl" },
324 { "minmax_layer", "common/minmax_layer.cl" },
325 { "non_max_suppression", "common/nonmax.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100326 { "pad_layer_constant", "common/pad_layer.cl" },
327 { "pad_layer_symmetric_reflect", "common/pad_layer.cl" },
328 { "permute", "common/permute.cl" },
329 { "pixelwise_mul_complex", "common/pixelwise_mul_float.cl" },
330 { "pixelwise_mul_float", "common/pixelwise_mul_float.cl" },
331 { "pixelwise_mul_int", "common/pixelwise_mul_int.cl" },
332 { "pixelwise_mul_quantized", "common/pixelwise_mul_int.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100333 { "qlstm_layer_normalization", "common/qlstm_layer_normalization.cl" },
334 { "quantization_layer", "common/quantization_layer.cl" },
335 { "range", "common/range.cl" },
336 { "range_quantized", "common/range.cl" },
337 { "reduction_operation_x", "common/reduction_operation.cl" },
338 { "reduction_operation_non_parallel_x", "common/reduction_operation.cl" },
339 { "reduction_operation_y", "common/reduction_operation.cl" },
340 { "reduction_operation_z", "common/reduction_operation.cl" },
341 { "reduction_operation_w", "common/reduction_operation.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100342 { "reshape_layer", "common/reshape_layer.cl" },
343 { "reshape_to_columns", "common/convolution_layer.cl" },
344 { "reverse", "common/reverse.cl" },
345 { "roi_align_layer", "common/roi_align_layer.cl" },
346 { "roi_align_layer_quantized", "common/roi_align_layer_quantized.cl" },
347 { "roi_pooling_layer", "common/roi_pooling_layer.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100348 { "select_same_rank", "common/select.cl" },
349 { "select_different_rank_2", "common/select.cl" },
350 { "select_different_rank_n", "common/select.cl" },
351 { "softmax_layer_norm", "common/softmax_layer.cl" },
352 { "softmax_layer_norm_quantized", "common/softmax_layer_quantized.cl" },
353 { "softmax_layer_max_shift_exp_sum_quantized_serial", "common/softmax_layer_quantized.cl" },
354 { "softmax_layer_max_shift_exp_sum_quantized_parallel", "common/softmax_layer_quantized.cl" },
355 { "softmax_layer_max_shift_exp_sum_serial", "common/softmax_layer.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100356 { "softmax_layer_max_shift_exp_sum_parallel", "common/softmax_layer.cl" },
357 { "stack_layer", "common/stack_layer.cl" },
358 { "strided_slice", "common/slice_ops.cl" },
359 { "tile", "common/tile.cl" },
360 { "transpose", "common/transpose.cl" },
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100361#ifdef ENABLE_NCHW_KERNELS
362 { "batch_to_space_nchw", "nchw/batch_to_space.cl" },
363 { "batch_to_space_static_nchw", "nchw/batch_to_space.cl" },
364 { "batchnormalization_layer_nchw", "nchw/batchnormalization_layer.cl" },
365 { "channel_shuffle_nchw", "nchw/channel_shuffle.cl" },
366 { "depth_to_space_nchw", "nchw/depth_to_space.cl" },
367 { "dequantization_layer_per_channel_nchw", "nchw/dequantization_layer.cl" },
368 { "direct_convolution1x1", "nchw/direct_convolution1x1.cl" },
Adnan AlSinan30124352021-12-02 19:12:20 +0000369 { "direct_convolution_nchw", "nchw/direct_convolution.cl" },
370
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100371 { "im2col1x1_stridex1_nchw", "nchw/im2col.cl" },
372 { "im2col3x3_nchw", "nchw/im2col.cl" },
373 { "im2col5x5_nchw", "nchw/im2col.cl" },
374 { "im2col11x11_padx0_pady0_nchw", "nchw/im2col.cl" },
375 { "im2col_generic_nchw", "nchw/im2col.cl" },
376 { "im2col_generic_padx0_pady0_nchw", "nchw/im2col.cl" },
377 { "normalization_layer_cross_map_nchw", "nchw/normalization_layer.cl" },
378 { "normalization_layer_in_map_nchw", "nchw/normalization_layer.cl" },
379 { "normalize_planar_yuv_layer_nchw", "nchw/normalize_planar_yuv_layer.cl" },
380 { "normalize_planar_yuv_layer_q8_nchw", "nchw/normalize_planar_yuv_layer_quantized.cl" },
381 { "pooling_layer_MxN_nchw", "nchw/pooling_layer.cl" },
Giorgio Arena8fce4962021-09-01 14:05:00 +0100382 { "pooling_layer_2_nchw_indices", "nchw/pooling_layer.cl" },
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100383 { "prior_box_layer_nchw", "nchw/prior_box_layer.cl" },
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100384 { "reorg_layer_nchw", "nchw/reorg_layer.cl" },
385 { "scale_nearest_neighbour_nchw", "nchw/scale.cl" },
386 { "scale_bilinear_nchw", "nchw/scale.cl" },
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100387 { "space_to_batch_nchw", "nchw/space_to_batch.cl" },
388 { "space_to_batch_static_nchw", "nchw/space_to_batch.cl" },
389 { "space_to_depth_nchw", "nchw/space_to_depth.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100390 { "upsample_layer_nchw", "nchw/upsample_layer.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100391 { "winograd_filter_transform_2x2_3x3_nchw", "nchw/winograd_filter_transform.cl" },
392 { "winograd_filter_transform_2x1_3x1_nchw", "nchw/winograd_filter_transform.cl" },
393 { "winograd_filter_transform_1x2_1x3_nchw", "nchw/winograd_filter_transform.cl" },
394 { "winograd_filter_transform_4x4_3x3_nchw", "nchw/winograd_filter_transform.cl" },
395 { "winograd_filter_transform_4x1_3x1_nchw", "nchw/winograd_filter_transform.cl" },
396 { "winograd_filter_transform_1x4_1x3_nchw", "nchw/winograd_filter_transform.cl" },
397 { "winograd_filter_transform_4x4_5x5_nchw", "nchw/winograd_filter_transform.cl" },
398 { "winograd_filter_transform_4x1_5x1_nchw", "nchw/winograd_filter_transform.cl" },
399 { "winograd_filter_transform_1x4_1x5_nchw", "nchw/winograd_filter_transform.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100400 { "winograd_input_transform_2x2_3x3_stepz1_nchw", "nchw/winograd_input_transform.cl" },
401 { "winograd_input_transform_2x2_3x3_stepz2_nchw", "nchw/winograd_input_transform.cl" },
402 { "winograd_input_transform_2x1_3x1_stepz1_nchw", "nchw/winograd_input_transform.cl" },
403 { "winograd_input_transform_2x1_3x1_stepz2_nchw", "nchw/winograd_input_transform.cl" },
404 { "winograd_input_transform_1x2_1x3_stepz1_nchw", "nchw/winograd_input_transform.cl" },
405 { "winograd_input_transform_1x2_1x3_stepz2_nchw", "nchw/winograd_input_transform.cl" },
406 { "winograd_input_transform_4x4_3x3_stepz1_nchw", "nchw/winograd_input_transform.cl" },
407 { "winograd_input_transform_4x1_3x1_stepz1_nchw", "nchw/winograd_input_transform.cl" },
408 { "winograd_input_transform_1x4_1x3_stepz1_nchw", "nchw/winograd_input_transform.cl" },
409 { "winograd_input_transform_4x4_5x5_stepz1_nchw", "nchw/winograd_input_transform.cl" },
410 { "winograd_input_transform_4x1_5x1_stepz1_nchw", "nchw/winograd_input_transform.cl" },
411 { "winograd_input_transform_1x4_1x5_stepz1_nchw", "nchw/winograd_input_transform.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100412 { "winograd_output_transform_2x2_3x3_nchw", "nchw/winograd_output_transform.cl" },
413 { "winograd_output_transform_2x1_3x1_nchw", "nchw/winograd_output_transform.cl" },
414 { "winograd_output_transform_1x2_1x3_nchw", "nchw/winograd_output_transform.cl" },
415 { "winograd_output_transform_4x4_3x3_nchw", "nchw/winograd_output_transform.cl" },
416 { "winograd_output_transform_4x1_3x1_nchw", "nchw/winograd_output_transform.cl" },
417 { "winograd_output_transform_1x4_1x3_nchw", "nchw/winograd_output_transform.cl" },
418 { "winograd_output_transform_4x4_5x5_nchw", "nchw/winograd_output_transform.cl" },
419 { "winograd_output_transform_4x1_5x1_nchw", "nchw/winograd_output_transform.cl" },
420 { "winograd_output_transform_1x4_1x5_nchw", "nchw/winograd_output_transform.cl" },
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100421#endif /* ENABLE_NCHW_KERNELS */
422#ifdef ENABLE_NHWC_KERNELS
423 { "batch_to_space_nhwc", "nhwc/batch_to_space.cl" },
424 { "batch_to_space_static_nhwc", "nhwc/batch_to_space.cl" },
425 { "batchnormalization_layer_nhwc", "nhwc/batchnormalization_layer.cl" },
426 { "channel_shuffle_nhwc", "nhwc/channel_shuffle.cl" },
427 { "depth_to_space_nhwc", "nhwc/depth_to_space.cl" },
428 { "dequantization_layer_per_channel_nhwc", "nhwc/dequantization_layer.cl" },
429 { "dwc_native_fp_nhwc", "nhwc/dwc_native_fp_nhwc.cl" },
430 { "dwc_native_quantized_nhwc", "nhwc/dwc_native_quantized_nhwc.cl" },
431 { "direct_convolution_nhwc", "nhwc/direct_convolution.cl" },
Giorgio Arena945ae9e2021-10-13 11:13:04 +0100432 { "direct_convolution3d_ndhwc", "nhwc/direct_convolution3d.cl" },
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100433 { "im2col3x3_nhwc", "nhwc/im2col.cl" },
434 { "im2col9x9_nhwc", "nhwc/im2col.cl" },
435 { "im2col_generic_nhwc", "nhwc/im2col.cl" },
436 { "normalization_layer_cross_map_nhwc", "nhwc/normalization_layer.cl" },
437 { "normalization_layer_in_map_nhwc", "nhwc/normalization_layer.cl" },
438 { "normalize_planar_yuv_layer_nhwc", "nhwc/normalize_planar_yuv_layer.cl" },
439 { "normalize_planar_yuv_layer_q8_nhwc", "nhwc/normalize_planar_yuv_layer_quantized.cl" },
440 { "pooling_layer_MxN_nhwc", "nhwc/pooling_layer.cl" },
441 { "pooling_layer_2x2_nhwc", "nhwc/pooling_layer.cl" },
442 { "pooling_layer_MxN_quantized_nhwc", "nhwc/pooling_layer_quantized.cl" },
ramelg0137515692022-02-26 22:06:20 +0000443 { "pooling_3d_layer_MxN_ndhwc", "nhwc/pooling_3d_layer.cl" },
Mohammed Suhail Munshi5e549fa2022-03-16 11:14:06 +0000444 { "pooling_3d_layer_MxN_ndhwc_quantized", "nhwc/pooling_3d_layer_quantized.cl" },
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100445 { "reorg_layer_nhwc", "nhwc/reorg_layer.cl" },
446 { "scale_nearest_neighbour_nhwc", "nhwc/scale.cl" },
447 { "scale_bilinear_nhwc", "nhwc/scale.cl" },
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100448 { "space_to_batch_nhwc", "nhwc/space_to_batch.cl" },
449 { "space_to_batch_static_nhwc", "nhwc/space_to_batch.cl" },
450 { "space_to_depth_nhwc", "nhwc/space_to_depth.cl" },
451 { "upsample_layer_nhwc", "nhwc/upsample_layer.cl" },
452 { "winograd_filter_transform_4x1_3x1_nhwc", "nhwc/winograd_filter_transform.cl" },
453 { "winograd_filter_transform_1x4_1x3_nhwc", "nhwc/winograd_filter_transform.cl" },
454 { "winograd_filter_transform_4x4_3x3_nhwc", "nhwc/winograd_filter_transform.cl" },
455 { "winograd_filter_transform_4x4_5x5_nhwc", "nhwc/winograd_filter_transform.cl" },
456 { "winograd_filter_transform_4x1_5x1_nhwc", "nhwc/winograd_filter_transform.cl" },
457 { "winograd_filter_transform_1x4_1x5_nhwc", "nhwc/winograd_filter_transform.cl" },
458 { "winograd_filter_transform_2x2_7x7_nhwc", "nhwc/winograd_filter_transform.cl" },
459 { "winograd_filter_transform_2x1_7x1_nhwc", "nhwc/winograd_filter_transform.cl" },
460 { "winograd_filter_transform_1x2_1x7_nhwc", "nhwc/winograd_filter_transform.cl" },
461 { "winograd_input_transform_4x1_3x1_stepz1_nhwc", "nhwc/winograd_input_transform.cl" },
462 { "winograd_input_transform_1x4_1x3_stepz1_nhwc", "nhwc/winograd_input_transform.cl" },
463 { "winograd_input_transform_4x4_3x3_stepz1_nhwc", "nhwc/winograd_input_transform.cl" },
464 { "winograd_input_transform_4x4_5x5_stepz1_nhwc", "nhwc/winograd_input_transform.cl" },
465 { "winograd_input_transform_4x1_5x1_stepz1_nhwc", "nhwc/winograd_input_transform.cl" },
466 { "winograd_input_transform_1x4_1x5_stepz1_nhwc", "nhwc/winograd_input_transform.cl" },
467 { "winograd_input_transform_2x2_7x7_stepz1_nhwc", "nhwc/winograd_input_transform.cl" },
468 { "winograd_input_transform_2x1_7x1_stepz1_nhwc", "nhwc/winograd_input_transform.cl" },
469 { "winograd_input_transform_1x2_1x7_stepz1_nhwc", "nhwc/winograd_input_transform.cl" },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100470 { "winograd_output_transform_4x1_3x1_nhwc", "nhwc/winograd_output_transform.cl" },
471 { "winograd_output_transform_1x4_1x3_nhwc", "nhwc/winograd_output_transform.cl" },
472 { "winograd_output_transform_4x4_3x3_nhwc", "nhwc/winograd_output_transform.cl" },
473 { "winograd_output_transform_4x4_5x5_nhwc", "nhwc/winograd_output_transform.cl" },
474 { "winograd_output_transform_4x1_5x1_nhwc", "nhwc/winograd_output_transform.cl" },
475 { "winograd_output_transform_1x4_1x5_nhwc", "nhwc/winograd_output_transform.cl" },
476 { "winograd_output_transform_2x2_7x7_nhwc", "nhwc/winograd_output_transform.cl" },
477 { "winograd_output_transform_2x1_7x1_nhwc", "nhwc/winograd_output_transform.cl" },
478 { "winograd_output_transform_1x2_1x7_nhwc", "nhwc/winograd_output_transform.cl" },
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100479#endif /* ENABLE_NHWC_KERNELS */
Georgios Pinitas908f6162021-05-04 10:11:09 +0100480};
481
482const std::map<std::string, std::string> ClKernelLibrary::_program_source_map =
483{
484#ifdef EMBEDDED_KERNELS
485 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100486 "common/activation_layer.cl",
487#include "./cl_kernels/common/activation_layer.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100488 },
489 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100490 "common/activation_layer_quant.cl",
491#include "./cl_kernels/common/activation_layer_quant.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100492 },
493 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100494 "common/arg_min_max.cl",
495#include "./cl_kernels/common/arg_min_max.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100496 },
497 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100498 "common/bitwise_op.cl",
499#include "./cl_kernels/common/bitwise_op.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100500 },
501 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100502 "common/bounding_box_transform.cl",
503#include "./cl_kernels/common/bounding_box_transform.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100504 },
505 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100506 "common/bounding_box_transform_quantized.cl",
507#include "./cl_kernels/common/bounding_box_transform_quantized.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100508 },
509 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100510 "common/col2im.cl",
511#include "./cl_kernels/common/col2im.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100512 },
513 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100514 "common/comparisons.cl",
515#include "./cl_kernels/common/comparisons.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100516 },
517 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100518 "common/concatenate.cl",
519#include "./cl_kernels/common/concatenate.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100520 },
521 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100522 "common/convert_fc_weights.cl",
523#include "./cl_kernels/common/convert_fc_weights.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100524 },
525 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100526 "common/convolution_layer.cl",
527#include "./cl_kernels/common/convolution_layer.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100528 },
529 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100530 "common/copy_tensor.cl",
531#include "./cl_kernels/common/copy_tensor.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100532 },
533 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100534 "common/crop_tensor.cl",
535#include "./cl_kernels/common/crop_tensor.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100536 },
537 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100538 "common/deconvolution_layer.cl",
539#include "./cl_kernels/common/deconvolution_layer.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100540 },
541 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100542 "common/cast.cl",
543#include "./cl_kernels/common/cast.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100544 },
545 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100546 "common/dequantization_layer.cl",
547#include "./cl_kernels/common/dequantization_layer.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100548 },
549 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100550 "common/elementwise_operation.cl",
551#include "./cl_kernels/common/elementwise_operation.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100552 },
553 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100554 "common/elementwise_operation_quantized.cl",
555#include "./cl_kernels/common/elementwise_operation_quantized.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100556 },
557 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100558 "common/elementwise_unary.cl",
559#include "./cl_kernels/common/elementwise_unary.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100560 },
561 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100562 "common/fft.cl",
563#include "./cl_kernels/common/fft.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100564 },
565 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100566 "common/fft_digit_reverse.cl",
567#include "./cl_kernels/common/fft_digit_reverse.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100568 },
569 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100570 "common/fft_scale.cl",
571#include "./cl_kernels/common/fft_scale.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100572 },
573 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100574 "common/fill_border.cl",
575#include "./cl_kernels/common/fill_border.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100576 },
577 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100578 "common/floor.cl",
579#include "./cl_kernels/common/floor.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100580 },
581 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100582 "common/gather.cl",
583#include "./cl_kernels/common/gather.clembed"
584 },
585 {
586 "common/gemm.cl",
587#include "./cl_kernels/common/gemm.clembed"
588 },
589 {
Gunes Bayir4bfc70e2021-12-10 16:17:56 +0000590 "common/gemm_reshaped_only_rhs_mmul.cl",
591#include "./cl_kernels/common/gemm_reshaped_only_rhs_mmul.clembed"
592 },
593 {
ramelg019cca5922021-11-11 10:05:00 +0000594 "common/gemm_utils.cl",
595#include "./cl_kernels/common/gemm_utils.clembed"
596 },
597 {
Giorgio Arena892b70a2022-03-30 12:23:10 +0100598 "common/experimental/gemm_fused_post_ops/act_eltwise_op_act/fp_post_ops_act_eltwise_op_act.h",
599#include "./cl_kernels/common/experimental/gemm_fused_post_ops/act_eltwise_op_act/fp_post_ops_act_eltwise_op_act.hembed"
600 },
601 {
SiCong Lica364df2022-04-13 15:48:19 +0100602 "common/experimental/gemm_fused_post_ops/fp_mixed_precision_helpers.h",
603#include "./cl_kernels/common/experimental/gemm_fused_post_ops/fp_mixed_precision_helpers.hembed"
604 },
605 {
SiCongLiafa19722021-10-24 19:12:33 +0100606 "common/experimental/gemm_fused_post_ops/act_eltwise_op_act/gemm_mm_native.cl",
607#include "./cl_kernels/common/experimental/gemm_fused_post_ops/act_eltwise_op_act/gemm_mm_native.clembed"
608 },
609 {
SiCongLi1af54162021-10-06 15:25:57 +0100610 "common/experimental/gemm_fused_post_ops/act_eltwise_op_act/gemm_mm_reshaped.cl",
611#include "./cl_kernels/common/experimental/gemm_fused_post_ops/act_eltwise_op_act/gemm_mm_reshaped.clembed"
612 },
613 {
Ramy Elgammal451c3092022-02-01 23:01:27 +0000614 "common/experimental/gemm_fused_post_ops/act_eltwise_op_act/gemm_mm_reshaped_only_rhs.cl",
615#include "./cl_kernels/common/experimental/gemm_fused_post_ops/act_eltwise_op_act/gemm_mm_reshaped_only_rhs.clembed"
616 },
617 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100618 "common/gemmlowp.cl",
619#include "./cl_kernels/common/gemmlowp.clembed"
620 },
621 {
Freddie Liardete572dff2022-05-16 14:09:10 +0100622 "common/gemmlowp_reshaped_only_rhs_mmul.cl",
623#include "./cl_kernels/common/gemmlowp_reshaped_only_rhs_mmul.clembed"
624 },
625 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100626 "common/gemv.cl",
627#include "./cl_kernels/common/gemv.clembed"
628 },
629 {
630 "common/generate_proposals.cl",
631#include "./cl_kernels/common/generate_proposals.clembed"
632 },
633 {
634 "common/generate_proposals_quantized.cl",
635#include "./cl_kernels/common/generate_proposals_quantized.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100636 },
637 {
Giorgio Arena892b70a2022-03-30 12:23:10 +0100638 "gemm_helpers.h",
639#include "./cl_kernels/gemm_helpers.hembed"
640 },
641 {
Georgios Pinitas908f6162021-05-04 10:11:09 +0100642 "helpers.h",
643#include "./cl_kernels/helpers.hembed"
644 },
645 {
646 "helpers_asymm.h",
647#include "./cl_kernels/helpers_asymm.hembed"
648 },
649 {
Giorgio Arena892b70a2022-03-30 12:23:10 +0100650 "repeat.h",
651#include "./cl_kernels/repeat.hembed"
652 },
653 {
SiCong Lica364df2022-04-13 15:48:19 +0100654 "tile_helpers.h",
655#include "./cl_kernels/tile_helpers.hembed"
656 },
657 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100658 "common/instance_normalization.cl",
659#include "./cl_kernels/common/instance_normalization.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100660 },
661 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100662 "common/l2_normalize.cl",
663#include "./cl_kernels/common/l2_normalize.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100664 },
665 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100666 "common/mean_stddev_normalization.cl",
667#include "./cl_kernels/common/mean_stddev_normalization.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100668 },
669 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100670 "common/memset.cl",
671#include "./cl_kernels/common/memset.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100672 },
673 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100674 "common/minmax_layer.cl",
675#include "./cl_kernels/common/minmax_layer.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100676 },
677 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100678 "common/nonmax.cl",
679#include "./cl_kernels/common/nonmax.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100680 },
681 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100682 "common/batchnormalization_layer.cl",
683#include "./cl_kernels/common/batchnormalization_layer.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100684 },
685 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100686 "common/pad_layer.cl",
687#include "./cl_kernels/common/pad_layer.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100688 },
689 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100690 "common/permute.cl",
691#include "./cl_kernels/common/permute.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100692 },
693 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100694 "common/pixelwise_mul_float.cl",
695#include "./cl_kernels/common/pixelwise_mul_float.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100696 },
697 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100698 "common/pixelwise_mul_int.cl",
699#include "./cl_kernels/common/pixelwise_mul_int.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100700 },
701 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100702 "common/qlstm_layer_normalization.cl",
703#include "./cl_kernels/common/qlstm_layer_normalization.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100704 },
705 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100706 "common/quantization_layer.cl",
707#include "./cl_kernels/common/quantization_layer.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100708 },
709 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100710 "common/range.cl",
711#include "./cl_kernels/common/range.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100712 },
713 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100714 "common/reduction_operation.cl",
715#include "./cl_kernels/common/reduction_operation.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100716 },
717 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100718 "common/reshape_layer.cl",
719#include "./cl_kernels/common/reshape_layer.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100720 },
721 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100722 "common/reverse.cl",
723#include "./cl_kernels/common/reverse.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100724 },
725 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100726 "common/roi_align_layer.cl",
727#include "./cl_kernels/common/roi_align_layer.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100728 },
729 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100730 "common/roi_align_layer_quantized.cl",
731#include "./cl_kernels/common/roi_align_layer_quantized.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100732 },
733 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100734 "common/roi_pooling_layer.cl",
735#include "./cl_kernels/common/roi_pooling_layer.clembed"
736 },
737 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100738 "common/select.cl",
739#include "./cl_kernels/common/select.clembed"
740 },
741 {
742 "common/softmax_layer.cl",
743#include "./cl_kernels/common/softmax_layer.clembed"
744 },
745 {
746 "common/softmax_layer_quantized.cl",
747#include "./cl_kernels/common/softmax_layer_quantized.clembed"
748 },
749 {
750 "common/slice_ops.cl",
751#include "./cl_kernels/common/slice_ops.clembed"
752 },
753 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100754 "common/stack_layer.cl",
755#include "./cl_kernels/common/stack_layer.clembed"
756 },
757 {
758 "common/tile.cl",
759#include "./cl_kernels/common/tile.clembed"
760 },
761 {
762 "common/transpose.cl",
763#include "./cl_kernels/common/transpose.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100764 },
765 {
766 "types.h",
767#include "./cl_kernels/types.hembed"
768 },
769 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100770 "common/unpooling_layer.cl",
771#include "./cl_kernels/common/unpooling_layer.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100772 },
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100773#ifdef ENABLE_NCHW_KERNELS
774 {
775 "nchw/batch_to_space.cl",
776#include "./cl_kernels/nchw/batch_to_space.clembed"
777 },
778 {
779 "nchw/channel_shuffle.cl",
780#include "./cl_kernels/nchw/channel_shuffle.clembed"
781 },
782 {
783 "nchw/upsample_layer.cl",
784#include "./cl_kernels/nchw/upsample_layer.clembed"
785 },
786 {
787 "nchw/depth_to_space.cl",
788#include "./cl_kernels/nchw/depth_to_space.clembed"
789 },
790 {
791 "nchw/dequantization_layer.cl",
792#include "./cl_kernels/nchw/dequantization_layer.clembed"
793 },
794 {
Adnan AlSinan30124352021-12-02 19:12:20 +0000795 "nchw/direct_convolution.cl",
796#include "./cl_kernels/nchw/direct_convolution.clembed"
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100797 },
798 {
799 "nchw/im2col.cl",
800#include "./cl_kernels/nchw/im2col.clembed"
801 },
802 {
803 "nchw/normalization_layer.cl",
804#include "./cl_kernels/nchw/normalization_layer.clembed"
805 },
806 {
807 "nchw/normalize_planar_yuv_layer.cl",
808#include "./cl_kernels/nchw/normalize_planar_yuv_layer.clembed"
809 },
810 {
811 "nchw/normalize_planar_yuv_layer_quantized.cl",
812#include "./cl_kernels/nchw/normalize_planar_yuv_layer_quantized.clembed"
813 },
814 {
815 "nchw/batchnormalization_layer.cl",
816#include "./cl_kernels/nchw/batchnormalization_layer.clembed"
817 },
818 {
819 "nchw/pooling_layer.cl",
820#include "./cl_kernels/nchw/pooling_layer.clembed"
821 },
822 {
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100823 "nchw/prior_box_layer.cl",
824#include "./cl_kernels/nchw/prior_box_layer.clembed"
825 },
826 {
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100827 "nchw/reorg_layer.cl",
828#include "./cl_kernels/nchw/reorg_layer.clembed"
829 },
830 {
831 "nchw/scale.cl",
832#include "./cl_kernels/nchw/scale.clembed"
833 },
834 {
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100835 "nchw/space_to_batch.cl",
836#include "./cl_kernels/nchw/space_to_batch.clembed"
837 },
838 {
839 "nchw/space_to_depth.cl",
840#include "./cl_kernels/nchw/space_to_depth.clembed"
841 },
Georgios Pinitas908f6162021-05-04 10:11:09 +0100842 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100843 "nchw/winograd_filter_transform.cl",
844#include "./cl_kernels/nchw/winograd_filter_transform.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100845 },
846 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100847 "nchw/winograd_input_transform.cl",
848#include "./cl_kernels/nchw/winograd_input_transform.clembed"
849 },
850 {
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100851 "nchw/winograd_output_transform.cl",
852#include "./cl_kernels/nchw/winograd_output_transform.clembed"
853 },
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100854#endif /* ENABLE_NCHW_KERNELS */
855
856#ifdef ENABLE_NHWC_KERNELS
857 {
858 "nhwc/batch_to_space.cl",
859#include "./cl_kernels/nhwc/batch_to_space.clembed"
860 },
861 {
862 "nhwc/channel_shuffle.cl",
863#include "./cl_kernels/nhwc/channel_shuffle.clembed"
864 },
865 {
866 "nhwc/upsample_layer.cl",
867#include "./cl_kernels/nhwc/upsample_layer.clembed"
868 },
869 {
870 "nhwc/depth_to_space.cl",
871#include "./cl_kernels/nhwc/depth_to_space.clembed"
872 },
873 {
874 "nhwc/dequantization_layer.cl",
875#include "./cl_kernels/nhwc/dequantization_layer.clembed"
876 },
877 {
878 "nhwc/direct_convolution.cl",
879#include "./cl_kernels/nhwc/direct_convolution.clembed"
880 },
881 {
Giorgio Arena945ae9e2021-10-13 11:13:04 +0100882 "nhwc/direct_convolution3d.cl",
883#include "./cl_kernels/nhwc/direct_convolution3d.clembed"
884 },
885 {
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100886 "nhwc/dwc_native_fp_nhwc.cl",
887#include "./cl_kernels/nhwc/dwc_native_fp_nhwc.clembed"
888 },
889 {
890 "nhwc/dwc_native_quantized_nhwc.cl",
891#include "./cl_kernels/nhwc/dwc_native_quantized_nhwc.clembed"
892 },
893 {
894 "nhwc/normalization_layer.cl",
895#include "./cl_kernels/nhwc/normalization_layer.clembed"
896 },
897 {
898 "nhwc/normalize_planar_yuv_layer.cl",
899#include "./cl_kernels/nhwc/normalize_planar_yuv_layer.clembed"
900 },
901 {
902 "nhwc/normalize_planar_yuv_layer_quantized.cl",
903#include "./cl_kernels/nhwc/normalize_planar_yuv_layer_quantized.clembed"
904 },
905 {
906 "nhwc/im2col.cl",
907#include "./cl_kernels/nhwc/im2col.clembed"
908 },
909 {
910 "nhwc/batchnormalization_layer.cl",
911#include "./cl_kernels/nhwc/batchnormalization_layer.clembed"
912 },
913 {
914 "nhwc/pooling_layer.cl",
915#include "./cl_kernels/nhwc/pooling_layer.clembed"
916 },
917 {
ramelg0137515692022-02-26 22:06:20 +0000918 "nhwc/pooling_3d_layer.cl",
919#include "./cl_kernels/nhwc/pooling_3d_layer.clembed"
920 },
921 {
Mohammed Suhail Munshi5e549fa2022-03-16 11:14:06 +0000922 "nhwc/pooling_3d_layer_quantized.cl",
923#include "./cl_kernels/nhwc/pooling_3d_layer_quantized.clembed"
924 },
925 {
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100926 "nhwc/pooling_layer_quantized.cl",
927#include "./cl_kernels/nhwc/pooling_layer_quantized.clembed"
928 },
929 {
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100930 "nhwc/reorg_layer.cl",
931#include "./cl_kernels/nhwc/reorg_layer.clembed"
932 },
933 {
934 "nhwc/scale.cl",
935#include "./cl_kernels/nhwc/scale.clembed"
936 },
937 {
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100938 "nhwc/space_to_batch.cl",
939#include "./cl_kernels/nhwc/space_to_batch.clembed"
940 },
941 {
942 "nhwc/space_to_depth.cl",
943#include "./cl_kernels/nhwc/space_to_depth.clembed"
944 },
945 {
946 "nhwc/winograd_filter_transform.cl",
947#include "./cl_kernels/nhwc/winograd_filter_transform.clembed"
948 },
949 {
950 "nhwc/winograd_input_transform.cl",
951#include "./cl_kernels/nhwc/winograd_input_transform.clembed"
952 },
Adnan AlSinan7075fe22021-07-05 13:12:52 +0100953 {
954 "nhwc/winograd_output_transform.cl",
955#include "./cl_kernels/nhwc/winograd_output_transform.clembed"
Georgios Pinitas908f6162021-05-04 10:11:09 +0100956 },
Adnan AlSinanf81f51c2021-07-26 18:18:37 +0100957#endif /* ENABLE_NHWC_KERNELS */
Georgios Pinitas908f6162021-05-04 10:11:09 +0100958#endif /* EMBEDDED_KERNELS */
959};
960
961ClKernelLibrary &ClKernelLibrary::get()
962{
963 static ClKernelLibrary _kernel_library;
964 return _kernel_library;
965}
966
967std::string ClKernelLibrary::program_name(const std::string &kernel_name) const
968{
969 // Find which program contains the kernel
970 auto kernel_program_it = _kernel_program_map.find(kernel_name);
971
972 if(_kernel_program_map.end() == kernel_program_it)
973 {
974 ARM_COMPUTE_ERROR_VAR("Kernel %s not found in the CLKernelLibrary", kernel_name.c_str());
975 }
976
977 const std::string program_name = kernel_program_it->second;
978
979 return program_name;
980}
981
982void ClKernelLibrary::set_kernel_path(std::string kernel_path)
983{
984 _kernel_path = std::move(kernel_path);
985 _kernel_path += "/";
986}
987
988const std::string &ClKernelLibrary::kernel_path() const
989{
990 return _kernel_path;
991}
992
993ClKernelLibrary::ClProgramInfo ClKernelLibrary::program(const std::string &program_name) const
994{
995#ifdef EMBEDDED_KERNELS
996#ifdef ARM_COMPUTE_COMPRESSED_KERNELS
997 const auto inflatted_program_source_it = _decompressed_source_map.find(program_name);
998 if(inflatted_program_source_it != _decompressed_source_map.end())
999 {
1000 return ClProgramInfo{ inflatted_program_source_it->second, false };
1001 }
1002#endif /* ARM_COMPUTE_COMPRESSED_KERNELS */
1003
1004 const auto program_source_it = _program_source_map.find(program_name);
1005 if(program_source_it == _program_source_map.end())
1006 {
1007 ARM_COMPUTE_ERROR_VAR("Embedded program for %s does not exist.", program_name.c_str());
1008 }
1009 std::string program_source = program_source_it->second;
1010
1011#ifdef ARM_COMPUTE_COMPRESSED_KERNELS
1012 std::string decompressed_program_source = decompress_zlib(decode_base64(program_source_it->second));
1013 ARM_COMPUTE_ERROR_ON_MSG(decompressed_program_source.empty(), "Cannot de-compress requested program");
1014 _decompressed_source_map.insert(std::make_pair(program_name, decompressed_program_source));
1015 program_source = std::move(decompressed_program_source);
1016#endif /* ARM_COMPUTE_COMPRESSED_KERNELS */
1017
1018 return ClProgramInfo{ program_source, false };
1019#else /* EMBEDDED_KERNELS */
1020 // Check for binary
1021 std::string source_name = _kernel_path + program_name;
1022 std::string binary_name = source_name + "bin";
1023 std::string program_source{};
1024 bool is_binary = false;
1025
1026 if(std::ifstream(binary_name).is_open())
1027 {
1028 program_source = read_file(binary_name, true);
1029 is_binary = true;
1030 }
1031 else if(std::ifstream(source_name).is_open())
1032 {
1033 program_source = read_file(source_name, false);
1034 }
1035 else
1036 {
1037 ARM_COMPUTE_ERROR_VAR("Kernel file %s does not exist.", source_name.c_str());
1038 }
1039
1040 return ClProgramInfo{ program_source, is_binary };
1041#endif /* EMBEDDED_KERNELS */
1042}
1043} // namespace opencl
1044} // namespace arm_compute