blob: aff897738af2c8c82008949dbb9a2b46d0af6c2b [file] [log] [blame]
Anthony Barbier6ff3b192017-09-04 18:44:23 +01001/*
Manuel Bottinibe9f9f92021-01-25 15:07:17 +00002 * Copyright (c) 2016-2021 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
Michalis Spyrou7317e392020-01-17 11:27:49 +0000121std::string get_cl_signed_type_from_element_size(size_t element_size)
122{
123 switch(element_size)
124 {
125 case 1:
126 return "char";
127 case 2:
128 return "short";
129 case 4:
130 return "int";
131 case 8:
132 return "long";
133 default:
134 ARM_COMPUTE_ERROR("Data type not supported");
135 return "";
136 }
137}
138
Giorgio Arena73023022018-09-04 14:55:55 +0100139std::string get_cl_select_type_from_data_type(const DataType &dt)
140{
141 switch(dt)
142 {
143 case DataType::U8:
Giorgio Arena73023022018-09-04 14:55:55 +0100144 case DataType::QASYMM8:
145 return "uchar";
Georgios Pinitas3d13af82019-06-04 13:04:16 +0100146 case DataType::S8:
Michele Di Giorgiof9179d32019-11-27 16:17:30 +0000147 case DataType::QASYMM8_SIGNED:
Georgios Pinitas3d13af82019-06-04 13:04:16 +0100148 case DataType::QSYMM8:
Michalis Spyrou3f632f32019-08-22 16:52:00 +0100149 case DataType::QSYMM8_PER_CHANNEL:
Georgios Pinitas3d13af82019-06-04 13:04:16 +0100150 return "char";
Giorgio Arena73023022018-09-04 14:55:55 +0100151 case DataType::U16:
Michele Di Giorgio4aff98f2019-08-28 16:27:26 +0100152 case DataType::QASYMM16:
Giorgio Arena73023022018-09-04 14:55:55 +0100153 return "ushort";
154 case DataType::F16:
155 case DataType::S16:
Michele Di Giorgio6997fc92019-06-18 10:23:22 +0100156 case DataType::QSYMM16:
Giorgio Arena73023022018-09-04 14:55:55 +0100157 return "short";
158 case DataType::U32:
159 return "uint";
160 case DataType::F32:
161 case DataType::S32:
162 return "int";
163 case DataType::U64:
164 return "ulong";
165 case DataType::S64:
166 return "long";
167 default:
168 ARM_COMPUTE_ERROR("Unsupported input data type.");
169 return "";
170 }
171}
172
Michele Di Giorgiof9179d32019-11-27 16:17:30 +0000173std::string get_cl_dot8_acc_type_from_data_type(const DataType &dt)
174{
175 switch(dt)
176 {
177 case DataType::U8:
178 case DataType::QASYMM8:
179 return "uint";
180 case DataType::S8:
181 case DataType::QASYMM8_SIGNED:
182 case DataType::QSYMM8:
183 case DataType::QSYMM8_PER_CHANNEL:
184 return "int";
185 default:
186 ARM_COMPUTE_ERROR("Unsupported data type.");
187 return "";
188 }
189}
190
SiCong Lic51b72f2017-07-28 14:46:20 +0100191std::string get_data_size_from_data_type(const DataType &dt)
192{
193 switch(dt)
194 {
195 case DataType::U8:
SiCong Lic51b72f2017-07-28 14:46:20 +0100196 case DataType::S8:
Georgios Pinitas3d13af82019-06-04 13:04:16 +0100197 case DataType::QSYMM8:
Michel Iwaniec00633802017-10-12 14:14:15 +0100198 case DataType::QASYMM8:
Michele Di Giorgiof9179d32019-11-27 16:17:30 +0000199 case DataType::QASYMM8_SIGNED:
Michalis Spyrou3f632f32019-08-22 16:52:00 +0100200 case DataType::QSYMM8_PER_CHANNEL:
SiCong Lic51b72f2017-07-28 14:46:20 +0100201 return "8";
202 case DataType::U16:
203 case DataType::S16:
Michele Di Giorgio6997fc92019-06-18 10:23:22 +0100204 case DataType::QSYMM16:
Michele Di Giorgio4aff98f2019-08-28 16:27:26 +0100205 case DataType::QASYMM16:
SiCong Lic51b72f2017-07-28 14:46:20 +0100206 case DataType::F16:
207 return "16";
208 case DataType::U32:
209 case DataType::S32:
210 case DataType::F32:
211 return "32";
212 case DataType::U64:
213 case DataType::S64:
214 return "64";
215 default:
216 ARM_COMPUTE_ERROR("Unsupported input data type.");
217 return "0";
218 }
219}
220
Anthony Barbierb6eb3532018-08-08 13:20:04 +0100221GPUTarget get_target_from_device(const cl::Device &device)
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100222{
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100223 // Query device name size
Anthony Barbier30a63422018-02-28 18:18:24 +0000224 std::string device_name = device.getInfo<CL_DEVICE_NAME>();
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100225
Michalis Spyroua9676112018-02-22 18:07:43 +0000226 return get_target_from_name(device_name);
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100227}
228
Anthony Barbierd727e852018-04-20 11:05:29 +0100229bool arm_non_uniform_workgroup_supported(const cl::Device &device)
steniu0134702472017-07-11 09:22:58 +0100230{
Vidhya Sudhan Loganathaneb8a3992018-04-10 12:23:22 +0100231 return device_supports_extension(device, "cl_arm_non_uniform_work_group_size");
Matthew Bentham6f31f8c2017-10-27 11:50:06 +0100232}
steniu0134702472017-07-11 09:22:58 +0100233
Anthony Barbierd727e852018-04-20 11:05:29 +0100234bool fp16_supported(const cl::Device &device)
Matthew Bentham6f31f8c2017-10-27 11:50:06 +0100235{
Vidhya Sudhan Loganathaneb8a3992018-04-10 12:23:22 +0100236 return device_supports_extension(device, "cl_khr_fp16");
steniu0134702472017-07-11 09:22:58 +0100237}
238
Michalis Spyroue03342e2018-01-15 14:39:13 +0000239bool dot8_supported(const cl::Device &device)
240{
Gian Marco Iodice4b908652018-10-18 10:21:02 +0100241 std::string device_name = device.getInfo<CL_DEVICE_NAME>();
242 const GPUTarget gpu_target = get_target_from_name(device_name);
243
244 // SW_WORKAROUND: Workaround for DDK revision r14p0.to enable cl_arm_integer_dot_product_int8
giuros018b6b4a92018-12-18 19:01:33 +0000245 std::set<GPUTarget> sw_workaround_issue = { GPUTarget::G76 };
Gian Marco Iodice4b908652018-10-18 10:21:02 +0100246 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 +0000247}
248
Giorgio Arenaeff8d952018-07-02 15:29:57 +0100249bool dot8_acc_supported(const cl::Device &device)
250{
251 return device_supports_extension(device, "cl_arm_integer_dot_product_accumulate_int8");
252}
253
steniu0134702472017-07-11 09:22:58 +0100254CLVersion get_cl_version(const cl::Device &device)
255{
Anthony Barbier30a63422018-02-28 18:18:24 +0000256 std::string version_str = device.getInfo<CL_DEVICE_VERSION>();
steniu0134702472017-07-11 09:22:58 +0100257 if(version_str.find("OpenCL 2") != std::string::npos)
258 {
259 return CLVersion::CL20;
260 }
261 else if(version_str.find("OpenCL 1.2") != std::string::npos)
262 {
263 return CLVersion::CL12;
264 }
265 else if(version_str.find("OpenCL 1.1") != std::string::npos)
266 {
267 return CLVersion::CL11;
268 }
269 else if(version_str.find("OpenCL 1.0") != std::string::npos)
270 {
271 return CLVersion::CL10;
272 }
273
274 return CLVersion::UNKNOWN;
275}
276
Vidhya Sudhan Loganathaneb8a3992018-04-10 12:23:22 +0100277bool device_supports_extension(const cl::Device &device, const char *extension_name)
278{
279 std::string extensions = device.getInfo<CL_DEVICE_EXTENSIONS>();
280 auto pos = extensions.find(extension_name);
281 return (pos != std::string::npos);
282}
283
Gian Marco Iodicef1c2bf02018-06-13 14:05:54 +0100284bool cl_winograd_convolution_layer_supported(const Size2D &output_tile, const Size2D &kernel_size, DataLayout data_layout)
285{
286 ARM_COMPUTE_ERROR_ON(data_layout == DataLayout::UNKNOWN);
287
288 using WinogradConfiguration = std::pair<std::pair<int, int>, std::pair<int, int>>;
289
Giorgio Arena149fdf32018-07-04 17:03:33 +0100290 std::vector<WinogradConfiguration> winograd_configs_nchw =
Gian Marco Iodicef1c2bf02018-06-13 14:05:54 +0100291 {
292 WinogradConfiguration(std::pair<int, int>(1, 2), std::pair<int, int>(1, 3)),
293 WinogradConfiguration(std::pair<int, int>(1, 4), std::pair<int, int>(1, 3)),
294 WinogradConfiguration(std::pair<int, int>(2, 1), std::pair<int, int>(3, 1)),
295 WinogradConfiguration(std::pair<int, int>(4, 1), std::pair<int, int>(3, 1)),
296 WinogradConfiguration(std::pair<int, int>(2, 2), std::pair<int, int>(3, 3)),
297 WinogradConfiguration(std::pair<int, int>(4, 4), std::pair<int, int>(3, 3)),
Gian Marco Iodice876be2a2018-07-03 12:22:09 +0100298 WinogradConfiguration(std::pair<int, int>(4, 4), std::pair<int, int>(5, 5)),
299 WinogradConfiguration(std::pair<int, int>(4, 1), std::pair<int, int>(5, 1)),
300 WinogradConfiguration(std::pair<int, int>(1, 4), std::pair<int, int>(1, 5))
Gian Marco Iodicef1c2bf02018-06-13 14:05:54 +0100301 };
302
Giorgio Arena149fdf32018-07-04 17:03:33 +0100303 std::vector<WinogradConfiguration> winograd_configs_nhwc =
Gian Marco Iodicef1c2bf02018-06-13 14:05:54 +0100304 {
305 WinogradConfiguration(std::pair<int, int>(2, 2), std::pair<int, int>(3, 3)),
Giorgio Arena149fdf32018-07-04 17:03:33 +0100306 WinogradConfiguration(std::pair<int, int>(1, 4), std::pair<int, int>(1, 3)),
307 WinogradConfiguration(std::pair<int, int>(4, 1), std::pair<int, int>(3, 1)),
Gian Marco Iodicef1c2bf02018-06-13 14:05:54 +0100308 WinogradConfiguration(std::pair<int, int>(4, 4), std::pair<int, int>(3, 3)),
Gian Marco Iodiced28b7512018-07-06 12:59:28 +0100309 WinogradConfiguration(std::pair<int, int>(4, 4), std::pair<int, int>(5, 5)),
310 WinogradConfiguration(std::pair<int, int>(4, 1), std::pair<int, int>(5, 1)),
Michele Di Giorgiof955d512019-02-27 14:26:51 +0000311 WinogradConfiguration(std::pair<int, int>(1, 4), std::pair<int, int>(1, 5)),
312 WinogradConfiguration(std::pair<int, int>(1, 2), std::pair<int, int>(1, 7)),
313 WinogradConfiguration(std::pair<int, int>(2, 1), std::pair<int, int>(7, 1)),
314 WinogradConfiguration(std::pair<int, int>(2, 2), std::pair<int, int>(7, 7)),
Gian Marco Iodicef1c2bf02018-06-13 14:05:54 +0100315 };
316
317 auto p = std::make_pair(std::pair<int, int>(output_tile.width, output_tile.height),
318 std::pair<int, int>(kernel_size.width, kernel_size.height));
319
320 // Return true if supported
321 if(data_layout == DataLayout::NCHW)
322 {
Giorgio Arena149fdf32018-07-04 17:03:33 +0100323 return (std::find(winograd_configs_nchw.begin(), winograd_configs_nchw.end(), p) != winograd_configs_nchw.end());
Gian Marco Iodicef1c2bf02018-06-13 14:05:54 +0100324 }
325 else
326 {
Giorgio Arena149fdf32018-07-04 17:03:33 +0100327 return (std::find(winograd_configs_nhwc.begin(), winograd_configs_nhwc.end(), p) != winograd_configs_nhwc.end());
Gian Marco Iodicef1c2bf02018-06-13 14:05:54 +0100328 }
329}
Vidhya Sudhan Loganathan5e96be72018-12-18 14:17:00 +0000330
331size_t preferred_vector_width(const cl::Device &device, const DataType dt)
332{
333 switch(dt)
334 {
335 case DataType::U8:
336 case DataType::S8:
337 case DataType::QASYMM8:
Michele Di Giorgiof9179d32019-11-27 16:17:30 +0000338 case DataType::QASYMM8_SIGNED:
Georgios Pinitas3d13af82019-06-04 13:04:16 +0100339 case DataType::QSYMM8:
Michalis Spyrou3f632f32019-08-22 16:52:00 +0100340 case DataType::QSYMM8_PER_CHANNEL:
Vidhya Sudhan Loganathan5e96be72018-12-18 14:17:00 +0000341 return device.getInfo<CL_DEVICE_PREFERRED_VECTOR_WIDTH_CHAR>();
342 case DataType::U16:
343 case DataType::S16:
Michele Di Giorgio6997fc92019-06-18 10:23:22 +0100344 case DataType::QSYMM16:
Michele Di Giorgio4aff98f2019-08-28 16:27:26 +0100345 case DataType::QASYMM16:
Vidhya Sudhan Loganathan5e96be72018-12-18 14:17:00 +0000346 return device.getInfo<CL_DEVICE_PREFERRED_VECTOR_WIDTH_SHORT>();
347 case DataType::U32:
348 case DataType::S32:
349 return device.getInfo<CL_DEVICE_PREFERRED_VECTOR_WIDTH_INT>();
350 case DataType::F16:
351 case DataType::F32:
352 return device.getInfo<CL_DEVICE_PREFERRED_VECTOR_WIDTH_FLOAT>();
353 case DataType::U64:
354 case DataType::S64:
355 return device.getInfo<CL_DEVICE_PREFERRED_VECTOR_WIDTH_LONG>();
356 default:
357 return 1;
358 }
359}
Gian Marco Iodiceb0c50372019-03-15 10:13:05 +0000360
361bool preferred_dummy_work_items_support(const cl::Device &device)
362{
363 ARM_COMPUTE_UNUSED(device);
364 // TODO (COMPMID-2044)
365 return true;
366}
Pablo Tellodb8485a2019-09-24 11:03:47 +0100367
Gian Marco Iodicea98dee22020-06-02 12:12:35 +0100368bool image2d_from_buffer_supported(const cl::Device &device)
369{
370 return device_supports_extension(device, "cl_khr_image2d_from_buffer");
371}
372
373size_t get_cl_image_pitch_alignment(const cl::Device &device)
374{
375 cl_uint pixel_aligment = 0;
376
377 cl_int err = clGetDeviceInfo(device(), CL_DEVICE_IMAGE_PITCH_ALIGNMENT, sizeof(cl_uint), &pixel_aligment, nullptr);
378
379 if(err == CL_SUCCESS)
380 {
381 return pixel_aligment;
382 }
383 else
384 {
385 return 0;
386 }
387}
388
Pablo Tellodb8485a2019-09-24 11:03:47 +0100389cl::Kernel create_opencl_kernel(CLCoreRuntimeContext *ctx, const std::string &kernel_name, const CLBuildOptions &build_opts)
390{
391 if(ctx && ctx->kernel_library())
392 {
Georgios Pinitas7ae80a92019-10-25 18:25:17 +0100393 // New api going through the core context
Pablo Tellodb8485a2019-09-24 11:03:47 +0100394 return static_cast<cl::Kernel>(ctx->kernel_library()->create_kernel(kernel_name, build_opts.options()));
395 }
396 else
397 {
Georgios Pinitas7ae80a92019-10-25 18:25:17 +0100398 // Legacy code through the singleton
Pablo Tellodb8485a2019-09-24 11:03:47 +0100399 return static_cast<cl::Kernel>(CLKernelLibrary::get().create_kernel(kernel_name, build_opts.options()));
400 }
401}
Manuel Bottini7b9998d2019-10-21 17:59:07 +0100402
Manuel Bottini256c0b92020-04-21 13:29:30 +0100403cl::Kernel create_kernel(const CLCompileContext &ctx, const std::string &kernel_name, const std::set<std::string> &build_opts)
Michalis Spyrou11d49182020-03-26 10:31:32 +0000404{
405 const std::string program_name = CLKernelLibrary::get().get_program_name(kernel_name);
406 std::pair<std::string, bool> kernel_src = CLKernelLibrary::get().get_program(program_name);
407 const std::string kernel_path = CLKernelLibrary::get().get_kernel_path();
408 return static_cast<cl::Kernel>(ctx.create_kernel(kernel_name, program_name, kernel_src.first, kernel_path, build_opts, kernel_src.second));
409}
410
Manuel Bottini7b9998d2019-10-21 17:59:07 +0100411cl::NDRange create_lws_hint_parallel_implementations(unsigned int input_dimension, unsigned int vector_size)
412{
413 const unsigned int width_leftover = input_dimension % vector_size;
414 const unsigned int border_width = (width_leftover != 0) ? vector_size - width_leftover : 0;
415 const unsigned int num_of_threads = ((input_dimension + border_width) / 16);
416 return cl::NDRange(std::min(8U, num_of_threads));
417}
Manuel Bottinibe9f9f92021-01-25 15:07:17 +0000418
419bool get_wbsm_support_info(const cl::Device &device)
420{
421 cl_bitfield capabilities = 0;
422 cl_int err = clGetDeviceInfo(device.get(), ARM_COMPUTE_LIBRARY_OPENCL_DEVICE_CAPABILITIES_ARM, sizeof(cl_bitfield), &capabilities, nullptr);
423 if((err == CL_SUCCESS) && (capabilities & ARM_COMPUTE_LIBRARY_OPENCL_EXEC_WBSM_ARM))
424 {
425 return true;
426 }
427 return false;
428}
429
430void set_wbsm(cl::Kernel &kernel, cl_int wbsm_hint)
431{
432 cl_int err = clSetKernelExecInfo(kernel.get(),
433 ARM_COMPUTE_LIBRARY_OPENCL_EXEC_WBSM_ARM,
434 sizeof(cl_int),
435 &wbsm_hint);
436 ARM_COMPUTE_UNUSED(err);
437 ARM_COMPUTE_ERROR_ON(err != CL_SUCCESS);
438}
439
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100440} // namespace arm_compute