blob: 28b1a3224f3d817985dae1f3a868f451ce7c66e0 [file] [log] [blame]
Anthony Barbier6ff3b192017-09-04 18:44:23 +01001/*
Gian Marco Iodiceb0c50372019-03-15 10:13:05 +00002 * Copyright (c) 2016-2019 ARM Limited.
Anthony Barbier6ff3b192017-09-04 18:44:23 +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 */
24#include "arm_compute/core/CL/CLHelpers.h"
Pablo Tellodb8485a2019-09-24 11:03:47 +010025#include "arm_compute/core/CL/CLCoreRuntimeContext.h"
26#include "arm_compute/core/CL/CLKernelLibrary.h"
Anthony Barbier6ff3b192017-09-04 18:44:23 +010027#include "arm_compute/core/CL/CLTypes.h"
28#include "arm_compute/core/Error.h"
Georgios Pinitas3faea252017-10-30 14:13:50 +000029#include "arm_compute/core/Log.h"
Anthony Barbier6ff3b192017-09-04 18:44:23 +010030#include "arm_compute/core/Types.h"
31
Gian Marco Iodicef1c2bf02018-06-13 14:05:54 +010032#include <utility>
Anthony Barbier6ff3b192017-09-04 18:44:23 +010033#include <vector>
34
Anthony Barbier6ff3b192017-09-04 18:44:23 +010035namespace arm_compute
36{
37std::string get_cl_type_from_data_type(const DataType &dt)
38{
39 switch(dt)
40 {
41 case DataType::U8:
Michel Iwaniec00633802017-10-12 14:14:15 +010042 case DataType::QASYMM8:
43 return "uchar";
Georgios Pinitas3d13af82019-06-04 13:04:16 +010044 case DataType::S8:
Michele Di Giorgiof9179d32019-11-27 16:17:30 +000045 case DataType::QASYMM8_SIGNED:
Georgios Pinitas3d13af82019-06-04 13:04:16 +010046 case DataType::QSYMM8:
Michalis Spyrou3f632f32019-08-22 16:52:00 +010047 case DataType::QSYMM8_PER_CHANNEL:
Georgios Pinitas3d13af82019-06-04 13:04:16 +010048 return "char";
Anthony Barbier6ff3b192017-09-04 18:44:23 +010049 case DataType::U16:
Michele Di Giorgio4aff98f2019-08-28 16:27:26 +010050 case DataType::QASYMM16:
Anthony Barbier6ff3b192017-09-04 18:44:23 +010051 return "ushort";
52 case DataType::S16:
Michele Di Giorgio6997fc92019-06-18 10:23:22 +010053 case DataType::QSYMM16:
Anthony Barbier6ff3b192017-09-04 18:44:23 +010054 return "short";
Anthony Barbier6ff3b192017-09-04 18:44:23 +010055 case DataType::U32:
56 return "uint";
57 case DataType::S32:
58 return "int";
59 case DataType::U64:
60 return "ulong";
61 case DataType::S64:
62 return "long";
63 case DataType::F16:
64 return "half";
65 case DataType::F32:
66 return "float";
67 default:
68 ARM_COMPUTE_ERROR("Unsupported input data type.");
69 return "";
70 }
71}
72
Michele Di Giorgiodf4cf572019-10-09 15:32:39 +010073std::string get_cl_promoted_type_from_data_type(const DataType &dt)
74{
75 switch(dt)
76 {
77 case DataType::U8:
78 case DataType::QASYMM8:
Michele Di Giorgiodf4cf572019-10-09 15:32:39 +010079 return "ushort";
80 case DataType::S8:
Michele Di Giorgiof9179d32019-11-27 16:17:30 +000081 case DataType::QASYMM8_SIGNED:
Michele Di Giorgiodf4cf572019-10-09 15:32:39 +010082 case DataType::QSYMM8:
83 case DataType::QSYMM8_PER_CHANNEL:
84 return "short";
85 case DataType::U16:
86 case DataType::QASYMM16:
87 return "uint";
88 case DataType::S16:
89 case DataType::QSYMM16:
90 return "int";
91 case DataType::U32:
92 return "ulong";
93 case DataType::S32:
94 return "long";
95 case DataType::F16:
96 return "float";
97 default:
98 ARM_COMPUTE_ERROR("Cannot get promoted OpenCL type for the input data type.");
99 return "";
100 }
101}
102
103std::string get_cl_unsigned_type_from_element_size(size_t element_size)
104{
105 switch(element_size)
106 {
107 case 1:
108 return "uchar";
109 case 2:
110 return "ushort";
111 case 4:
112 return "uint";
113 case 8:
114 return "ulong";
115 default:
116 ARM_COMPUTE_ERROR("Data type not supported");
117 return "";
118 }
119}
120
Giorgio Arena73023022018-09-04 14:55:55 +0100121std::string get_cl_select_type_from_data_type(const DataType &dt)
122{
123 switch(dt)
124 {
125 case DataType::U8:
Giorgio Arena73023022018-09-04 14:55:55 +0100126 case DataType::QASYMM8:
127 return "uchar";
Georgios Pinitas3d13af82019-06-04 13:04:16 +0100128 case DataType::S8:
Michele Di Giorgiof9179d32019-11-27 16:17:30 +0000129 case DataType::QASYMM8_SIGNED:
Georgios Pinitas3d13af82019-06-04 13:04:16 +0100130 case DataType::QSYMM8:
Michalis Spyrou3f632f32019-08-22 16:52:00 +0100131 case DataType::QSYMM8_PER_CHANNEL:
Georgios Pinitas3d13af82019-06-04 13:04:16 +0100132 return "char";
Giorgio Arena73023022018-09-04 14:55:55 +0100133 case DataType::U16:
Michele Di Giorgio4aff98f2019-08-28 16:27:26 +0100134 case DataType::QASYMM16:
Giorgio Arena73023022018-09-04 14:55:55 +0100135 return "ushort";
136 case DataType::F16:
137 case DataType::S16:
Michele Di Giorgio6997fc92019-06-18 10:23:22 +0100138 case DataType::QSYMM16:
Giorgio Arena73023022018-09-04 14:55:55 +0100139 return "short";
140 case DataType::U32:
141 return "uint";
142 case DataType::F32:
143 case DataType::S32:
144 return "int";
145 case DataType::U64:
146 return "ulong";
147 case DataType::S64:
148 return "long";
149 default:
150 ARM_COMPUTE_ERROR("Unsupported input data type.");
151 return "";
152 }
153}
154
Michele Di Giorgiof9179d32019-11-27 16:17:30 +0000155std::string get_cl_dot8_acc_type_from_data_type(const DataType &dt)
156{
157 switch(dt)
158 {
159 case DataType::U8:
160 case DataType::QASYMM8:
161 return "uint";
162 case DataType::S8:
163 case DataType::QASYMM8_SIGNED:
164 case DataType::QSYMM8:
165 case DataType::QSYMM8_PER_CHANNEL:
166 return "int";
167 default:
168 ARM_COMPUTE_ERROR("Unsupported data type.");
169 return "";
170 }
171}
172
SiCong Lic51b72f2017-07-28 14:46:20 +0100173std::string get_data_size_from_data_type(const DataType &dt)
174{
175 switch(dt)
176 {
177 case DataType::U8:
SiCong Lic51b72f2017-07-28 14:46:20 +0100178 case DataType::S8:
Georgios Pinitas3d13af82019-06-04 13:04:16 +0100179 case DataType::QSYMM8:
Michel Iwaniec00633802017-10-12 14:14:15 +0100180 case DataType::QASYMM8:
Michele Di Giorgiof9179d32019-11-27 16:17:30 +0000181 case DataType::QASYMM8_SIGNED:
Michalis Spyrou3f632f32019-08-22 16:52:00 +0100182 case DataType::QSYMM8_PER_CHANNEL:
SiCong Lic51b72f2017-07-28 14:46:20 +0100183 return "8";
184 case DataType::U16:
185 case DataType::S16:
Michele Di Giorgio6997fc92019-06-18 10:23:22 +0100186 case DataType::QSYMM16:
Michele Di Giorgio4aff98f2019-08-28 16:27:26 +0100187 case DataType::QASYMM16:
SiCong Lic51b72f2017-07-28 14:46:20 +0100188 case DataType::F16:
189 return "16";
190 case DataType::U32:
191 case DataType::S32:
192 case DataType::F32:
193 return "32";
194 case DataType::U64:
195 case DataType::S64:
196 return "64";
197 default:
198 ARM_COMPUTE_ERROR("Unsupported input data type.");
199 return "0";
200 }
201}
202
Georgios Pinitasac4e8732017-07-05 17:02:25 +0100203std::string get_underlying_cl_type_from_data_type(const DataType &dt)
204{
Vidhya Sudhan Loganathanf4cb81b2018-07-04 15:13:14 +0100205 return get_cl_type_from_data_type(dt);
Georgios Pinitasac4e8732017-07-05 17:02:25 +0100206}
207
Anthony Barbierb6eb3532018-08-08 13:20:04 +0100208GPUTarget get_target_from_device(const cl::Device &device)
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100209{
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100210 // Query device name size
Anthony Barbier30a63422018-02-28 18:18:24 +0000211 std::string device_name = device.getInfo<CL_DEVICE_NAME>();
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100212
Michalis Spyroua9676112018-02-22 18:07:43 +0000213 return get_target_from_name(device_name);
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100214}
215
Anthony Barbierd727e852018-04-20 11:05:29 +0100216bool arm_non_uniform_workgroup_supported(const cl::Device &device)
steniu0134702472017-07-11 09:22:58 +0100217{
Vidhya Sudhan Loganathaneb8a3992018-04-10 12:23:22 +0100218 return device_supports_extension(device, "cl_arm_non_uniform_work_group_size");
Matthew Bentham6f31f8c2017-10-27 11:50:06 +0100219}
steniu0134702472017-07-11 09:22:58 +0100220
Anthony Barbierd727e852018-04-20 11:05:29 +0100221bool fp16_supported(const cl::Device &device)
Matthew Bentham6f31f8c2017-10-27 11:50:06 +0100222{
Vidhya Sudhan Loganathaneb8a3992018-04-10 12:23:22 +0100223 return device_supports_extension(device, "cl_khr_fp16");
steniu0134702472017-07-11 09:22:58 +0100224}
225
Michalis Spyroue03342e2018-01-15 14:39:13 +0000226bool dot8_supported(const cl::Device &device)
227{
Gian Marco Iodice4b908652018-10-18 10:21:02 +0100228 std::string device_name = device.getInfo<CL_DEVICE_NAME>();
229 const GPUTarget gpu_target = get_target_from_name(device_name);
230
231 // SW_WORKAROUND: Workaround for DDK revision r14p0.to enable cl_arm_integer_dot_product_int8
giuros018b6b4a92018-12-18 19:01:33 +0000232 std::set<GPUTarget> sw_workaround_issue = { GPUTarget::G76 };
Gian Marco Iodice4b908652018-10-18 10:21:02 +0100233 return (device_supports_extension(device, "cl_arm_integer_dot_product_int8") || sw_workaround_issue.count(gpu_target) != 0);
Michalis Spyroue03342e2018-01-15 14:39:13 +0000234}
235
Giorgio Arenaeff8d952018-07-02 15:29:57 +0100236bool dot8_acc_supported(const cl::Device &device)
237{
238 return device_supports_extension(device, "cl_arm_integer_dot_product_accumulate_int8");
239}
240
steniu0134702472017-07-11 09:22:58 +0100241CLVersion get_cl_version(const cl::Device &device)
242{
Anthony Barbier30a63422018-02-28 18:18:24 +0000243 std::string version_str = device.getInfo<CL_DEVICE_VERSION>();
steniu0134702472017-07-11 09:22:58 +0100244 if(version_str.find("OpenCL 2") != std::string::npos)
245 {
246 return CLVersion::CL20;
247 }
248 else if(version_str.find("OpenCL 1.2") != std::string::npos)
249 {
250 return CLVersion::CL12;
251 }
252 else if(version_str.find("OpenCL 1.1") != std::string::npos)
253 {
254 return CLVersion::CL11;
255 }
256 else if(version_str.find("OpenCL 1.0") != std::string::npos)
257 {
258 return CLVersion::CL10;
259 }
260
261 return CLVersion::UNKNOWN;
262}
263
Vidhya Sudhan Loganathaneb8a3992018-04-10 12:23:22 +0100264bool device_supports_extension(const cl::Device &device, const char *extension_name)
265{
266 std::string extensions = device.getInfo<CL_DEVICE_EXTENSIONS>();
267 auto pos = extensions.find(extension_name);
268 return (pos != std::string::npos);
269}
270
Gian Marco Iodicef1c2bf02018-06-13 14:05:54 +0100271bool cl_winograd_convolution_layer_supported(const Size2D &output_tile, const Size2D &kernel_size, DataLayout data_layout)
272{
273 ARM_COMPUTE_ERROR_ON(data_layout == DataLayout::UNKNOWN);
274
275 using WinogradConfiguration = std::pair<std::pair<int, int>, std::pair<int, int>>;
276
Giorgio Arena149fdf32018-07-04 17:03:33 +0100277 std::vector<WinogradConfiguration> winograd_configs_nchw =
Gian Marco Iodicef1c2bf02018-06-13 14:05:54 +0100278 {
279 WinogradConfiguration(std::pair<int, int>(1, 2), std::pair<int, int>(1, 3)),
280 WinogradConfiguration(std::pair<int, int>(1, 4), std::pair<int, int>(1, 3)),
281 WinogradConfiguration(std::pair<int, int>(2, 1), std::pair<int, int>(3, 1)),
282 WinogradConfiguration(std::pair<int, int>(4, 1), std::pair<int, int>(3, 1)),
283 WinogradConfiguration(std::pair<int, int>(2, 2), std::pair<int, int>(3, 3)),
284 WinogradConfiguration(std::pair<int, int>(4, 4), std::pair<int, int>(3, 3)),
Gian Marco Iodice876be2a2018-07-03 12:22:09 +0100285 WinogradConfiguration(std::pair<int, int>(4, 4), std::pair<int, int>(5, 5)),
286 WinogradConfiguration(std::pair<int, int>(4, 1), std::pair<int, int>(5, 1)),
287 WinogradConfiguration(std::pair<int, int>(1, 4), std::pair<int, int>(1, 5))
Gian Marco Iodicef1c2bf02018-06-13 14:05:54 +0100288 };
289
Giorgio Arena149fdf32018-07-04 17:03:33 +0100290 std::vector<WinogradConfiguration> winograd_configs_nhwc =
Gian Marco Iodicef1c2bf02018-06-13 14:05:54 +0100291 {
292 WinogradConfiguration(std::pair<int, int>(2, 2), std::pair<int, int>(3, 3)),
Giorgio Arena149fdf32018-07-04 17:03:33 +0100293 WinogradConfiguration(std::pair<int, int>(1, 4), std::pair<int, int>(1, 3)),
294 WinogradConfiguration(std::pair<int, int>(4, 1), std::pair<int, int>(3, 1)),
Gian Marco Iodicef1c2bf02018-06-13 14:05:54 +0100295 WinogradConfiguration(std::pair<int, int>(4, 4), std::pair<int, int>(3, 3)),
Gian Marco Iodiced28b7512018-07-06 12:59:28 +0100296 WinogradConfiguration(std::pair<int, int>(4, 4), std::pair<int, int>(5, 5)),
297 WinogradConfiguration(std::pair<int, int>(4, 1), std::pair<int, int>(5, 1)),
Michele Di Giorgiof955d512019-02-27 14:26:51 +0000298 WinogradConfiguration(std::pair<int, int>(1, 4), std::pair<int, int>(1, 5)),
299 WinogradConfiguration(std::pair<int, int>(1, 2), std::pair<int, int>(1, 7)),
300 WinogradConfiguration(std::pair<int, int>(2, 1), std::pair<int, int>(7, 1)),
301 WinogradConfiguration(std::pair<int, int>(2, 2), std::pair<int, int>(7, 7)),
Gian Marco Iodicef1c2bf02018-06-13 14:05:54 +0100302 };
303
304 auto p = std::make_pair(std::pair<int, int>(output_tile.width, output_tile.height),
305 std::pair<int, int>(kernel_size.width, kernel_size.height));
306
307 // Return true if supported
308 if(data_layout == DataLayout::NCHW)
309 {
Giorgio Arena149fdf32018-07-04 17:03:33 +0100310 return (std::find(winograd_configs_nchw.begin(), winograd_configs_nchw.end(), p) != winograd_configs_nchw.end());
Gian Marco Iodicef1c2bf02018-06-13 14:05:54 +0100311 }
312 else
313 {
Giorgio Arena149fdf32018-07-04 17:03:33 +0100314 return (std::find(winograd_configs_nhwc.begin(), winograd_configs_nhwc.end(), p) != winograd_configs_nhwc.end());
Gian Marco Iodicef1c2bf02018-06-13 14:05:54 +0100315 }
316}
Vidhya Sudhan Loganathan5e96be72018-12-18 14:17:00 +0000317
318size_t preferred_vector_width(const cl::Device &device, const DataType dt)
319{
320 switch(dt)
321 {
322 case DataType::U8:
323 case DataType::S8:
324 case DataType::QASYMM8:
Michele Di Giorgiof9179d32019-11-27 16:17:30 +0000325 case DataType::QASYMM8_SIGNED:
Georgios Pinitas3d13af82019-06-04 13:04:16 +0100326 case DataType::QSYMM8:
Michalis Spyrou3f632f32019-08-22 16:52:00 +0100327 case DataType::QSYMM8_PER_CHANNEL:
Vidhya Sudhan Loganathan5e96be72018-12-18 14:17:00 +0000328 return device.getInfo<CL_DEVICE_PREFERRED_VECTOR_WIDTH_CHAR>();
329 case DataType::U16:
330 case DataType::S16:
Michele Di Giorgio6997fc92019-06-18 10:23:22 +0100331 case DataType::QSYMM16:
Michele Di Giorgio4aff98f2019-08-28 16:27:26 +0100332 case DataType::QASYMM16:
Vidhya Sudhan Loganathan5e96be72018-12-18 14:17:00 +0000333 return device.getInfo<CL_DEVICE_PREFERRED_VECTOR_WIDTH_SHORT>();
334 case DataType::U32:
335 case DataType::S32:
336 return device.getInfo<CL_DEVICE_PREFERRED_VECTOR_WIDTH_INT>();
337 case DataType::F16:
338 case DataType::F32:
339 return device.getInfo<CL_DEVICE_PREFERRED_VECTOR_WIDTH_FLOAT>();
340 case DataType::U64:
341 case DataType::S64:
342 return device.getInfo<CL_DEVICE_PREFERRED_VECTOR_WIDTH_LONG>();
343 default:
344 return 1;
345 }
346}
Gian Marco Iodiceb0c50372019-03-15 10:13:05 +0000347
348bool preferred_dummy_work_items_support(const cl::Device &device)
349{
350 ARM_COMPUTE_UNUSED(device);
351 // TODO (COMPMID-2044)
352 return true;
353}
Pablo Tellodb8485a2019-09-24 11:03:47 +0100354
355cl::Kernel create_opencl_kernel(CLCoreRuntimeContext *ctx, const std::string &kernel_name, const CLBuildOptions &build_opts)
356{
357 if(ctx && ctx->kernel_library())
358 {
Georgios Pinitas7ae80a92019-10-25 18:25:17 +0100359 // New api going through the core context
Pablo Tellodb8485a2019-09-24 11:03:47 +0100360 return static_cast<cl::Kernel>(ctx->kernel_library()->create_kernel(kernel_name, build_opts.options()));
361 }
362 else
363 {
Georgios Pinitas7ae80a92019-10-25 18:25:17 +0100364 // Legacy code through the singleton
Pablo Tellodb8485a2019-09-24 11:03:47 +0100365 return static_cast<cl::Kernel>(CLKernelLibrary::get().create_kernel(kernel_name, build_opts.options()));
366 }
367}
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100368} // namespace arm_compute