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telsoa014fcda012018-03-09 14:13:49 +00001//
2// Copyright © 2017 Arm Ltd. All rights reserved.
David Beckecb56cd2018-09-05 12:52:57 +01003// SPDX-License-Identifier: MIT
telsoa014fcda012018-03-09 14:13:49 +00004//
5
telsoa014fcda012018-03-09 14:13:49 +00006#include "ClLayerSupport.hpp"
David Beck3e9e1152018-10-17 14:17:50 +01007#include "ClBackendId.hpp"
arovir017c22c702018-10-09 11:16:46 +01008
Jan Eilers8eb25602020-03-09 12:13:48 +00009#include <armnn/utility/IgnoreUnused.hpp>
David Beck3cc9a622018-10-12 10:38:31 +010010#include <armnn/Descriptors.hpp>
Matteo Martincighc601aa62019-10-29 15:03:22 +000011#include <armnn/BackendRegistry.hpp>
12
Aron Virginas-Tarc9cc8042018-11-01 16:15:57 +000013#include <InternalTypes.hpp>
14#include <LayerSupportCommon.hpp>
telsoa014fcda012018-03-09 14:13:49 +000015
Matteo Martincighd95e9062019-01-31 15:35:59 +000016#if defined(ARMCOMPUTECL_ENABLED)
Narumol Prangnawarat74135832019-05-23 15:07:33 +010017#include <aclCommon/ArmComputeUtils.hpp>
Aron Virginas-Tar710f6642019-11-27 14:48:32 +000018#include <aclCommon/ArmComputeTensorUtils.hpp>
Aron Virginas-Tar82046942019-09-09 15:18:29 +010019#include "workloads/ClAbsWorkload.hpp"
David Beckac42efd2018-09-26 17:41:13 +010020#include "workloads/ClAdditionWorkload.hpp"
Nattapat Chaimanowonge06757e2018-10-11 15:39:18 +010021#include "workloads/ClActivationWorkload.hpp"
James Conroy2dc05722019-09-19 17:00:31 +010022#include "workloads/ClArgMinMaxWorkload.hpp"
David Beckac42efd2018-09-26 17:41:13 +010023#include "workloads/ClBatchNormalizationFloatWorkload.hpp"
Mike Kelly831faed2018-11-28 11:52:08 +000024#include "workloads/ClBatchToSpaceNdWorkload.hpp"
David Beckac42efd2018-09-26 17:41:13 +010025#include "workloads/ClConvertFp16ToFp32Workload.hpp"
26#include "workloads/ClConvertFp32ToFp16Workload.hpp"
Matthew Benthamd8067922018-10-03 17:18:04 +010027#include "workloads/ClConvolution2dWorkload.hpp"
Aron Virginas-Tarb2801962019-09-30 11:24:53 +010028#include "workloads/ClDepthToSpaceWorkload.hpp"
Matthew Benthamd8777392018-10-08 09:38:55 +010029#include "workloads/ClDepthwiseConvolutionWorkload.hpp"
Aron Virginas-Tarb2801962019-09-30 11:24:53 +010030#include "workloads/ClDequantizeWorkload.hpp"
David Beckac42efd2018-09-26 17:41:13 +010031#include "workloads/ClDivisionFloatWorkload.hpp"
Sadik Armagan9be49162019-10-30 16:15:26 +000032#include "workloads/ClFloorFloatWorkload.hpp"
David Beckac42efd2018-09-26 17:41:13 +010033#include "workloads/ClFullyConnectedWorkload.hpp"
Nattapat Chaimanowongc6a41ff2019-01-29 09:56:02 +000034#include "workloads/ClGreaterWorkload.hpp"
Aron Virginas-Tar8168f402019-10-04 13:10:16 +010035#include "workloads/ClInstanceNormalizationWorkload.hpp"
arovir01085f0a42018-10-08 14:48:19 +010036#include "workloads/ClL2NormalizationFloatWorkload.hpp"
37#include "workloads/ClLstmFloatWorkload.hpp"
keidav01a959ee52018-12-19 10:04:58 +000038#include "workloads/ClMaximumWorkload.hpp"
Matteo Martincigh28dcab62018-10-19 16:40:03 +010039#include "workloads/ClMeanWorkload.hpp"
Jim Flynn69059412019-05-17 13:03:57 +010040#include "workloads/ClConcatWorkload.hpp"
saoste019292aa32019-01-08 13:55:59 +000041#include "workloads/ClMinimumWorkload.hpp"
arovir01085f0a42018-10-08 14:48:19 +010042#include "workloads/ClMultiplicationWorkload.hpp"
Sadik Armaganac472102020-03-24 09:54:36 +000043#include "workloads/ClNegWorkload.hpp"
David Beckac42efd2018-09-26 17:41:13 +010044#include "workloads/ClNormalizationFloatWorkload.hpp"
arovir01085f0a42018-10-08 14:48:19 +010045#include "workloads/ClPadWorkload.hpp"
46#include "workloads/ClPermuteWorkload.hpp"
Nattapat Chaimanowongac9e0962018-10-10 17:18:35 +010047#include "workloads/ClPooling2dWorkload.hpp"
Nikhil Raj91e4c6d2019-07-05 12:22:58 +010048#include "workloads/ClPreluWorkload.hpp"
Kevin Maya023c402019-12-12 17:28:05 +000049#include "workloads/ClReshapeWorkload.hpp"
Aron Virginas-Tarcc0cefb2019-07-02 17:25:47 +010050#include "workloads/ClResizeWorkload.hpp"
Aron Virginas-Tar1a763dd2019-09-10 12:32:08 +010051#include "workloads/ClRsqrtWorkload.hpp"
Ferran Balaguer737d9ff2019-08-01 09:58:08 +010052#include "workloads/ClQuantizedLstmWorkload.hpp"
Sadik Armagan20ec2492019-05-31 09:09:44 +010053#include "workloads/ClQuantizeWorkload.hpp"
Aron Virginas-Tar94c4fef2019-11-25 15:37:08 +000054#include "workloads/ClSliceWorkload.hpp"
David Beckac42efd2018-09-26 17:41:13 +010055#include "workloads/ClSoftmaxBaseWorkload.hpp"
Sadik Armaganf4464322018-12-20 16:19:12 +000056#include "workloads/ClSpaceToBatchNdWorkload.hpp"
James Conroyd2aa85e2019-07-01 17:12:40 +010057#include "workloads/ClSpaceToDepthWorkload.hpp"
Narumol Prangnawarat74135832019-05-23 15:07:33 +010058#include "workloads/ClSplitterWorkload.hpp"
Matthew Jacksond5166102019-07-31 14:06:28 +010059#include "workloads/ClStackWorkload.hpp"
keidav01d74dc912018-12-10 18:16:07 +000060#include "workloads/ClStridedSliceWorkload.hpp"
David Beckac42efd2018-09-26 17:41:13 +010061#include "workloads/ClSubtractionWorkload.hpp"
Aron Virginas-Tar7a3e2fe2019-06-27 18:54:47 +010062#include "workloads/ClTransposeConvolution2dWorkload.hpp"
Mike Kellyc9ea45a2020-02-28 18:11:58 +000063#include "workloads/ClTransposeWorkload.hpp"
telsoa014fcda012018-03-09 14:13:49 +000064#endif
65
telsoa014fcda012018-03-09 14:13:49 +000066
67namespace armnn
68{
arovir017c22c702018-10-09 11:16:46 +010069
telsoa014fcda012018-03-09 14:13:49 +000070namespace
71{
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +010072
telsoa014fcda012018-03-09 14:13:49 +000073template<unsigned int FilterSize>
74bool IsMatchingSize2d(const TensorInfo& weightInfo)
75{
telsoa01c577f2c2018-08-31 09:22:23 +010076 // Width & Height must match.
telsoa014fcda012018-03-09 14:13:49 +000077 return (weightInfo.GetShape()[3] == FilterSize) && (weightInfo.GetShape()[2] == FilterSize);
78}
79
80template<uint32_t ValidStride>
81bool IsMatchingStride(uint32_t actualStride)
82{
83 return ValidStride == actualStride;
84}
85
86template<uint32_t FirstStride, uint32_t SecondStride, uint32_t... ValidStrides>
87bool IsMatchingStride(uint32_t actualStride)
88{
89 return IsMatchingStride<FirstStride>(actualStride) || IsMatchingStride<SecondStride, ValidStrides...>(actualStride);
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +010090}
telsoa014fcda012018-03-09 14:13:49 +000091
Derek Lamberti901ea112019-12-10 22:07:09 +000092template<typename ... Args>
93bool IsClBackendSupported(Optional<std::string&> reasonIfUnsupported, Args... args)
telsoa014fcda012018-03-09 14:13:49 +000094{
Jan Eilers8eb25602020-03-09 12:13:48 +000095 IgnoreUnused(reasonIfUnsupported, (args)...);
Matteo Martincighd95e9062019-01-31 15:35:59 +000096#if defined(ARMCOMPUTECL_ENABLED)
telsoa014fcda012018-03-09 14:13:49 +000097 return true;
98#else
arovir01085f0a42018-10-08 14:48:19 +010099 if (reasonIfUnsupported)
telsoa014fcda012018-03-09 14:13:49 +0000100 {
arovir01085f0a42018-10-08 14:48:19 +0100101 reasonIfUnsupported.value() = "The armnn library has been built without CL support";
telsoa014fcda012018-03-09 14:13:49 +0000102 }
103 return false;
104#endif
105}
106
Matteo Martincighd95e9062019-01-31 15:35:59 +0000107#if defined(ARMCOMPUTECL_ENABLED)
telsoa014fcda012018-03-09 14:13:49 +0000108#define FORWARD_CL_LAYER_SUPPORT_FUNC(expr) (expr)
109#else
110#define FORWARD_CL_LAYER_SUPPORT_FUNC(expr) IsClBackendSupported(reasonIfUnsupported)
111#endif
112
Matteo Martincighd95e9062019-01-31 15:35:59 +0000113#if defined(ARMCOMPUTECL_ENABLED)
telsoa014fcda012018-03-09 14:13:49 +0000114template<class FuncType, class... Args>
arovir01085f0a42018-10-08 14:48:19 +0100115inline bool IsWorkloadSupported(FuncType&& func, Optional<std::string&> reasonIfUnsupported, Args&&... args)
telsoa014fcda012018-03-09 14:13:49 +0000116{
117 arm_compute::Status aclStatus = func(std::forward<Args>(args)...);
118 const bool supported = (aclStatus.error_code() == arm_compute::ErrorCode::OK);
119 if (!supported && reasonIfUnsupported)
120 {
arovir01085f0a42018-10-08 14:48:19 +0100121 reasonIfUnsupported.value() = aclStatus.error_description();
telsoa014fcda012018-03-09 14:13:49 +0000122 }
123 return supported;
124}
125
126#define FORWARD_WORKLOAD_VALIDATE_FUNC(func, reasonIfUnsupported, ...) \
127 return IsWorkloadSupported(func, reasonIfUnsupported, __VA_ARGS__);
128#else
129#define FORWARD_WORKLOAD_VALIDATE_FUNC(func, reasonIfUnsupported, ...) \
Derek Lamberti901ea112019-12-10 22:07:09 +0000130 return IsClBackendSupported(reasonIfUnsupported, __VA_ARGS__);
telsoa014fcda012018-03-09 14:13:49 +0000131#endif
132
telsoa01c577f2c2018-08-31 09:22:23 +0100133template<typename FloatFunc, typename Uint8Func, typename ... Params>
arovir01085f0a42018-10-08 14:48:19 +0100134bool IsSupportedForDataTypeCl(Optional<std::string&> reasonIfUnsupported,
telsoa014fcda012018-03-09 14:13:49 +0000135 DataType dataType,
telsoa01c577f2c2018-08-31 09:22:23 +0100136 FloatFunc floatFuncPtr,
telsoa014fcda012018-03-09 14:13:49 +0000137 Uint8Func uint8FuncPtr,
138 Params&&... params)
139{
140 return IsClBackendSupported(reasonIfUnsupported) &&
141 IsSupportedForDataTypeGeneric(reasonIfUnsupported,
142 dataType,
143 floatFuncPtr,
telsoa01c577f2c2018-08-31 09:22:23 +0100144 floatFuncPtr,
telsoa014fcda012018-03-09 14:13:49 +0000145 uint8FuncPtr,
narpra01db2b1602019-01-23 15:23:11 +0000146 &FalseFunc<>,
kevmay012b4d88e2019-01-24 14:05:09 +0000147 &FalseFunc<>,
telsoa014fcda012018-03-09 14:13:49 +0000148 std::forward<Params>(params)...);
149}
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100150} // anonymous namespace
151
Aron Virginas-Tar82046942019-09-09 15:18:29 +0100152bool ClLayerSupport::IsAbsSupported(const TensorInfo& input,
153 const TensorInfo& output,
154 Optional<std::string&> reasonIfUnsupported) const
155{
josh minor4a3c6102020-01-06 16:40:46 -0600156 ElementwiseUnaryDescriptor descriptor(UnaryOperation::Abs);
157 return IsElementwiseUnarySupported(input, output, descriptor, reasonIfUnsupported);
Aron Virginas-Tar82046942019-09-09 15:18:29 +0100158}
159
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100160bool ClLayerSupport::IsActivationSupported(const TensorInfo& input,
161 const TensorInfo& output,
162 const ActivationDescriptor& descriptor,
163 Optional<std::string&> reasonIfUnsupported) const
telsoa014fcda012018-03-09 14:13:49 +0000164{
telsoa01c577f2c2018-08-31 09:22:23 +0100165 FORWARD_WORKLOAD_VALIDATE_FUNC(ClActivationWorkloadValidate,
166 reasonIfUnsupported,
167 input,
168 output,
169 descriptor);
telsoa014fcda012018-03-09 14:13:49 +0000170}
171
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100172bool ClLayerSupport::IsAdditionSupported(const TensorInfo& input0,
173 const TensorInfo& input1,
174 const TensorInfo& output,
175 Optional<std::string&> reasonIfUnsupported) const
telsoa014fcda012018-03-09 14:13:49 +0000176{
arovir01085f0a42018-10-08 14:48:19 +0100177 FORWARD_WORKLOAD_VALIDATE_FUNC(ClAdditionValidate,
178 reasonIfUnsupported,
179 input0,
180 input1,
181 output);
telsoa014fcda012018-03-09 14:13:49 +0000182}
183
James Conroy2dc05722019-09-19 17:00:31 +0100184bool ClLayerSupport::IsArgMinMaxSupported(const TensorInfo& input,
185 const TensorInfo& output,
186 const ArgMinMaxDescriptor& descriptor,
187 Optional<std::string&> reasonIfUnsupported) const
188{
Francis Murtagh52ec3462019-11-19 12:24:19 +0000189
James Conroy2dc05722019-09-19 17:00:31 +0100190 FORWARD_WORKLOAD_VALIDATE_FUNC(ClArgMinMaxWorkloadValidate,
191 reasonIfUnsupported,
192 input,
193 output,
194 descriptor);
195}
196
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100197bool ClLayerSupport::IsBatchNormalizationSupported(const TensorInfo& input,
198 const TensorInfo& output,
199 const TensorInfo& mean,
200 const TensorInfo& var,
201 const TensorInfo& beta,
202 const TensorInfo& gamma,
203 const BatchNormalizationDescriptor& descriptor,
204 Optional<std::string&> reasonIfUnsupported) const
telsoa014fcda012018-03-09 14:13:49 +0000205{
telsoa01c577f2c2018-08-31 09:22:23 +0100206 FORWARD_WORKLOAD_VALIDATE_FUNC(ClBatchNormalizationValidate,
207 reasonIfUnsupported,
208 input,
209 output,
210 mean,
211 var,
212 beta,
213 gamma,
214 descriptor);
telsoa014fcda012018-03-09 14:13:49 +0000215}
216
Mike Kelly831faed2018-11-28 11:52:08 +0000217bool ClLayerSupport::IsBatchToSpaceNdSupported(const TensorInfo& input,
218 const TensorInfo& output,
219 const BatchToSpaceNdDescriptor& descriptor,
220 Optional<std::string&> reasonIfUnsupported) const
221{
222 FORWARD_WORKLOAD_VALIDATE_FUNC(ClBatchToSpaceNdWorkloadValidate,
223 reasonIfUnsupported,
224 input,
225 output,
226 descriptor);
227}
228
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +0100229bool ClLayerSupport::IsComparisonSupported(const TensorInfo& input0,
230 const TensorInfo& input1,
231 const TensorInfo& output,
232 const ComparisonDescriptor& descriptor,
233 Optional<std::string&> reasonIfUnsupported) const
234{
235 if (descriptor.m_Operation == ComparisonOperation::Greater)
236 {
237 FORWARD_WORKLOAD_VALIDATE_FUNC(ClGreaterWorkloadValidate,
238 reasonIfUnsupported,
239 input0,
240 input1,
241 output);
242 }
243
244 return false;
245}
246
Jim Flynn906f9462019-05-10 13:55:21 +0100247bool ClLayerSupport::IsConcatSupported(const std::vector<const TensorInfo*> inputs,
248 const TensorInfo& output,
Jim Flynne242f2d2019-05-22 14:24:13 +0100249 const ConcatDescriptor& descriptor,
Jim Flynn906f9462019-05-10 13:55:21 +0100250 Optional<std::string&> reasonIfUnsupported) const
251{
Jim Flynne242f2d2019-05-22 14:24:13 +0100252 if (descriptor.GetNumDimensions() <= descriptor.GetConcatAxis())
253 {
254 SetValueChecked(reasonIfUnsupported, "Cl Concat: Concat axis > Number of dimensions.");
255 return false;
256 }
257
258 unsigned int concatInnerAxis = (descriptor.GetNumDimensions() - descriptor.GetConcatAxis()) - 1;
259 if(concatInnerAxis < 3) // Width, height, or channels
260 {
261 FORWARD_WORKLOAD_VALIDATE_FUNC(ClConcatWorkloadValidate,
262 reasonIfUnsupported,
263 inputs,
264 output,
265 descriptor);
266 }
267 else if (concatInnerAxis == 3)
268 {
269 // We rely on the sub-tensor optimization to handle the batch dimension for 4D tensors. If we can't use
270 // sub-tensors for this then we can't support it. Here is where we check that the sub-tensors will work.
271 for (auto& input : inputs)
272 {
273 if (input && !output.IsTypeSpaceMatch(*input)) // Cannot use sub-tensors if the types are not same space
274 {
275 SetValueChecked(reasonIfUnsupported, "Cl Concat: Types and quantization parameters must match.");
276 return false;
277 }
278 }
279 return true; // Sub-tensors support concat along batch
280 }
281 else // > 4 dimensions not supported.
282 {
283 SetValueChecked(reasonIfUnsupported, "Cl Concat: Maximum of 4 dimensions supported.");
284 return false;
285 }
Jim Flynn906f9462019-05-10 13:55:21 +0100286}
287
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100288bool ClLayerSupport::IsConstantSupported(const TensorInfo& output,
289 Optional<std::string&> reasonIfUnsupported) const
telsoa014fcda012018-03-09 14:13:49 +0000290{
291 return IsSupportedForDataTypeCl(reasonIfUnsupported,
292 output.GetDataType(),
293 &TrueFunc<>,
Francis Murtaghec33a912019-11-05 14:26:23 +0000294 &TrueFunc<>);
telsoa014fcda012018-03-09 14:13:49 +0000295}
296
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100297bool ClLayerSupport::IsConvertFp16ToFp32Supported(const TensorInfo& input,
298 const TensorInfo& output,
299 Optional<std::string&> reasonIfUnsupported) const
telsoa014fcda012018-03-09 14:13:49 +0000300{
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100301 FORWARD_WORKLOAD_VALIDATE_FUNC(ClConvertFp16ToFp32WorkloadValidate,
302 reasonIfUnsupported,
303 input,
304 output);
telsoa014fcda012018-03-09 14:13:49 +0000305}
306
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100307bool ClLayerSupport::IsConvertFp32ToFp16Supported(const TensorInfo& input,
308 const TensorInfo& output,
309 Optional<std::string&> reasonIfUnsupported) const
telsoa014fcda012018-03-09 14:13:49 +0000310{
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100311 FORWARD_WORKLOAD_VALIDATE_FUNC(ClConvertFp32ToFp16WorkloadValidate,
312 reasonIfUnsupported,
313 input,
314 output);
telsoa014fcda012018-03-09 14:13:49 +0000315}
316
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100317bool ClLayerSupport::IsConvolution2dSupported(const TensorInfo& input,
318 const TensorInfo& output,
319 const Convolution2dDescriptor& descriptor,
320 const TensorInfo& weights,
321 const Optional<TensorInfo>& biases,
322 Optional<std::string&> reasonIfUnsupported) const
telsoa014fcda012018-03-09 14:13:49 +0000323{
surmeh013537c2c2018-05-18 16:31:43 +0100324 FORWARD_WORKLOAD_VALIDATE_FUNC(ClConvolution2dWorkloadValidate,
325 reasonIfUnsupported,
326 input,
327 output,
328 descriptor,
329 weights,
330 biases);
telsoa014fcda012018-03-09 14:13:49 +0000331}
332
Jim Flynn983daec2019-05-29 16:20:16 +0100333bool ClLayerSupport::IsDequantizeSupported(const TensorInfo& input,
334 const TensorInfo& output,
335 Optional<std::string&> reasonIfUnsupported) const
336{
337 FORWARD_WORKLOAD_VALIDATE_FUNC(ClDequantizeWorkloadValidate,
338 reasonIfUnsupported,
339 input,
340 output);
341}
342
Aron Virginas-Tarb2801962019-09-30 11:24:53 +0100343bool ClLayerSupport::IsDepthToSpaceSupported(const TensorInfo& input,
344 const TensorInfo& output,
345 const DepthToSpaceDescriptor& descriptor,
346 Optional<std::string&> reasonIfUnsupported) const
347{
348 FORWARD_WORKLOAD_VALIDATE_FUNC(ClDepthToSpaceWorkloadValidate,
349 reasonIfUnsupported,
350 input,
351 output,
352 descriptor);
353}
354
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100355bool ClLayerSupport::IsDepthwiseConvolutionSupported(const TensorInfo& input,
356 const TensorInfo& output,
357 const DepthwiseConvolution2dDescriptor& descriptor,
358 const TensorInfo& weights,
359 const Optional<TensorInfo>& biases,
360 Optional<std::string&> reasonIfUnsupported) const
telsoa014fcda012018-03-09 14:13:49 +0000361{
telsoa01c577f2c2018-08-31 09:22:23 +0100362 FORWARD_WORKLOAD_VALIDATE_FUNC(ClDepthwiseConvolutionWorkloadValidate,
363 reasonIfUnsupported,
364 input,
365 output,
366 descriptor,
367 weights,
368 biases);
telsoa014fcda012018-03-09 14:13:49 +0000369}
370
Pablo Tellof0bd6832019-04-26 17:58:13 +0100371bool ClLayerSupport::IsDilatedDepthwiseConvolutionSupported(const TensorInfo& input,
372 const TensorInfo& output,
373 const DepthwiseConvolution2dDescriptor& descriptor,
374 const TensorInfo& weights,
375 const Optional<TensorInfo>& biases,
376 Optional<std::string&> reasonIfUnsupported) const
377{
378 FORWARD_WORKLOAD_VALIDATE_FUNC(ClDepthwiseConvolutionWorkloadValidate,
379 reasonIfUnsupported,
380 input,
381 output,
382 descriptor,
383 weights,
384 biases);
385}
386
387
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100388bool ClLayerSupport::IsDivisionSupported(const TensorInfo& input0,
389 const TensorInfo& input1,
390 const TensorInfo& output,
391 Optional<std::string&> reasonIfUnsupported) const
Francis Murtaghe7a86a42018-08-29 12:42:10 +0100392{
393 FORWARD_WORKLOAD_VALIDATE_FUNC(ClDivisionWorkloadValidate,
394 reasonIfUnsupported,
395 input0,
396 input1,
397 output);
398}
399
josh minor4a3c6102020-01-06 16:40:46 -0600400bool ClLayerSupport::IsElementwiseUnarySupported(const TensorInfo& input,
401 const TensorInfo& output,
402 const ElementwiseUnaryDescriptor& descriptor,
403 Optional<std::string&> reasonIfUnsupported) const
404{
405 if (descriptor.m_Operation == UnaryOperation::Abs)
406 {
407 FORWARD_WORKLOAD_VALIDATE_FUNC(ClAbsWorkloadValidate,
408 reasonIfUnsupported,
409 input,
410 output);
411 }
412 else if (descriptor.m_Operation == UnaryOperation::Rsqrt)
413 {
414 FORWARD_WORKLOAD_VALIDATE_FUNC(ClRsqrtWorkloadValidate,
415 reasonIfUnsupported,
416 input,
417 output);
418 }
Sadik Armaganac472102020-03-24 09:54:36 +0000419 else if (descriptor.m_Operation == UnaryOperation::Neg)
420 {
421 FORWARD_WORKLOAD_VALIDATE_FUNC(ClNegWorkloadValidate,
422 reasonIfUnsupported,
423 input,
424 output);
425 }
josh minor4a3c6102020-01-06 16:40:46 -0600426
427 return false;
428}
429
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100430bool ClLayerSupport::IsFloorSupported(const TensorInfo& input,
431 const TensorInfo& output,
432 Optional<std::string&> reasonIfUnsupported) const
telsoa014fcda012018-03-09 14:13:49 +0000433{
Sadik Armagan9be49162019-10-30 16:15:26 +0000434 FORWARD_WORKLOAD_VALIDATE_FUNC(ClFloorWorkloadValidate,
435 reasonIfUnsupported,
436 input,
437 output);
telsoa01c577f2c2018-08-31 09:22:23 +0100438}
439
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100440bool ClLayerSupport::IsFullyConnectedSupported(const TensorInfo& input,
441 const TensorInfo& output,
442 const TensorInfo& weights,
443 const TensorInfo& biases,
444 const FullyConnectedDescriptor& descriptor,
445 Optional<std::string&> reasonIfUnsupported) const
446{
447 FORWARD_WORKLOAD_VALIDATE_FUNC(ClFullyConnectedWorkloadValidate,
448 reasonIfUnsupported,
449 input,
450 output,
451 weights,
452 biases,
453 descriptor);
454}
455
Nattapat Chaimanowongc6a41ff2019-01-29 09:56:02 +0000456bool ClLayerSupport::IsGreaterSupported(const TensorInfo& input0,
457 const TensorInfo& input1,
458 const TensorInfo& output,
459 Optional<std::string&> reasonIfUnsupported) const
460{
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +0100461 ComparisonDescriptor descriptor(ComparisonOperation::Greater);
462 return IsComparisonSupported(input0, input1, output, descriptor, reasonIfUnsupported);
Nattapat Chaimanowongc6a41ff2019-01-29 09:56:02 +0000463}
464
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100465bool ClLayerSupport::IsInputSupported(const TensorInfo& input,
466 Optional<std::string&> reasonIfUnsupported) const
467{
Derek Lamberti901ea112019-12-10 22:07:09 +0000468 return IsClBackendSupported(reasonIfUnsupported, input);
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100469}
470
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100471bool ClLayerSupport::IsInstanceNormalizationSupported(const TensorInfo& input,
472 const TensorInfo& output,
473 const InstanceNormalizationDescriptor& descriptor,
474 Optional<std::string&> reasonIfUnsupported) const
475{
476 FORWARD_WORKLOAD_VALIDATE_FUNC(ClInstanceNormalizationWorkloadValidate,
477 reasonIfUnsupported,
478 input,
479 output,
480 descriptor);
481}
482
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100483bool ClLayerSupport::IsL2NormalizationSupported(const TensorInfo& input,
484 const TensorInfo& output,
485 const L2NormalizationDescriptor& descriptor,
486 Optional<std::string&> reasonIfUnsupported) const
487{
488 FORWARD_WORKLOAD_VALIDATE_FUNC(ClL2NormalizationWorkloadValidate,
489 reasonIfUnsupported,
490 input,
491 output,
492 descriptor);
493}
494
495bool ClLayerSupport::IsLstmSupported(const TensorInfo& input,
496 const TensorInfo& outputStateIn,
497 const TensorInfo& cellStateIn,
498 const TensorInfo& scratchBuffer,
499 const TensorInfo& outputStateOut,
500 const TensorInfo& cellStateOut,
501 const TensorInfo& output,
502 const LstmDescriptor& descriptor,
Jan Eilersd01a83c2019-07-03 18:20:40 +0100503 const LstmInputParamsInfo& paramsInfo,
504 Optional<std::string&> reasonIfUnsupported) const
telsoa01c577f2c2018-08-31 09:22:23 +0100505{
arovir01085f0a42018-10-08 14:48:19 +0100506 FORWARD_WORKLOAD_VALIDATE_FUNC(ClLstmFloatWorkloadValidate,
507 reasonIfUnsupported,
508 input,
509 outputStateIn,
510 cellStateIn,
511 scratchBuffer,
512 outputStateOut,
513 cellStateOut,
514 output,
515 descriptor,
Jan Eilersd01a83c2019-07-03 18:20:40 +0100516 paramsInfo);
telsoa01c577f2c2018-08-31 09:22:23 +0100517}
518
keidav01a959ee52018-12-19 10:04:58 +0000519bool ClLayerSupport::IsMaximumSupported(const TensorInfo& input0,
520 const TensorInfo& input1,
521 const TensorInfo& output,
522 Optional<std::string&> reasonIfUnsupported) const
523{
524 FORWARD_WORKLOAD_VALIDATE_FUNC(ClMaximumWorkloadValidate,
525 reasonIfUnsupported,
526 input0,
527 input1,
528 output);
529}
530
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100531bool ClLayerSupport::IsMeanSupported(const TensorInfo& input,
532 const TensorInfo& output,
533 const MeanDescriptor& descriptor,
534 Optional<std::string&> reasonIfUnsupported) const
narpra0132b90462018-09-13 11:07:48 +0100535{
Matteo Martincigh28dcab62018-10-19 16:40:03 +0100536 FORWARD_WORKLOAD_VALIDATE_FUNC(ClMeanValidate,
537 reasonIfUnsupported,
538 input,
539 output,
540 descriptor);
narpra0132b90462018-09-13 11:07:48 +0100541}
542
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100543bool ClLayerSupport::IsMergerSupported(const std::vector<const TensorInfo*> inputs,
Nikhil Raj8599a412018-11-19 14:51:07 +0000544 const TensorInfo& output,
Jim Flynne242f2d2019-05-22 14:24:13 +0100545 const MergerDescriptor& descriptor,
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100546 Optional<std::string&> reasonIfUnsupported) const
547{
Jim Flynne242f2d2019-05-22 14:24:13 +0100548 return IsConcatSupported(inputs, output, descriptor, reasonIfUnsupported);
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100549}
550
saoste019292aa32019-01-08 13:55:59 +0000551bool ClLayerSupport::IsMinimumSupported(const TensorInfo& input0,
552 const TensorInfo& input1,
553 const TensorInfo& output,
554 Optional<std::string&> reasonIfUnsupported) const
555{
556 FORWARD_WORKLOAD_VALIDATE_FUNC(ClMinimumWorkloadValidate,
557 reasonIfUnsupported,
558 input0,
559 input1,
560 output);
561}
562
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100563bool ClLayerSupport::IsMultiplicationSupported(const TensorInfo& input0,
564 const TensorInfo& input1,
565 const TensorInfo& output,
566 Optional<std::string&> reasonIfUnsupported) const
567{
568 FORWARD_WORKLOAD_VALIDATE_FUNC(ClMultiplicationWorkloadValidate,
569 reasonIfUnsupported,
570 input0,
571 input1,
572 output);
573}
574
575bool ClLayerSupport::IsNormalizationSupported(const TensorInfo& input,
576 const TensorInfo& output,
577 const NormalizationDescriptor& descriptor,
578 Optional<std::string&> reasonIfUnsupported) const
579{
580 FORWARD_WORKLOAD_VALIDATE_FUNC(ClNormalizationWorkloadValidate, reasonIfUnsupported, input, output, descriptor);
581}
582
583bool ClLayerSupport::IsOutputSupported(const TensorInfo& output,
584 Optional<std::string&> reasonIfUnsupported) const
585{
Derek Lamberti901ea112019-12-10 22:07:09 +0000586 return IsClBackendSupported(reasonIfUnsupported, output);
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100587}
588
589bool ClLayerSupport::IsPadSupported(const TensorInfo& input,
590 const TensorInfo& output,
591 const PadDescriptor& descriptor,
592 Optional<std::string&> reasonIfUnsupported) const
arovir01085f0a42018-10-08 14:48:19 +0100593{
594 FORWARD_WORKLOAD_VALIDATE_FUNC(ClPadValidate,
595 reasonIfUnsupported,
596 input,
597 output,
598 descriptor);
599}
600
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100601bool ClLayerSupport::IsPermuteSupported(const TensorInfo& input,
602 const TensorInfo& output,
603 const PermuteDescriptor& descriptor,
604 Optional<std::string&> reasonIfUnsupported) const
605{
Matthew Bentham9820d302019-11-27 17:24:47 +0000606 FORWARD_WORKLOAD_VALIDATE_FUNC(ClPermuteWorkloadValidate, reasonIfUnsupported, input, output, descriptor);
telsoa014fcda012018-03-09 14:13:49 +0000607}
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100608
609bool ClLayerSupport::IsPooling2dSupported(const TensorInfo& input,
610 const TensorInfo& output,
611 const Pooling2dDescriptor& descriptor,
612 Optional<std::string&> reasonIfUnsupported) const
613{
614 FORWARD_WORKLOAD_VALIDATE_FUNC(ClPooling2dWorkloadValidate, reasonIfUnsupported, input, output, descriptor);
615}
616
Nikhil Raj91e4c6d2019-07-05 12:22:58 +0100617bool ClLayerSupport::IsPreluSupported(const armnn::TensorInfo &input,
618 const armnn::TensorInfo &alpha,
619 const armnn::TensorInfo &output,
620 armnn::Optional<std::string &> reasonIfUnsupported) const
621{
622 FORWARD_WORKLOAD_VALIDATE_FUNC(ClPreluWorkloadValidate, reasonIfUnsupported, input, alpha, output);
623}
624
Ferran Balaguer737d9ff2019-08-01 09:58:08 +0100625bool ClLayerSupport::IsQuantizedLstmSupported(const TensorInfo& input,
626 const TensorInfo& previousCellStateIn,
627 const TensorInfo& previousOutputIn,
628 const TensorInfo& cellStateOut,
629 const TensorInfo& output,
630 const QuantizedLstmInputParamsInfo& paramsInfo,
631 Optional<std::string&> reasonIfUnsupported) const
632{
633 FORWARD_WORKLOAD_VALIDATE_FUNC(ClQuantizedLstmWorkloadValidate,
634 reasonIfUnsupported,
635 input,
636 previousCellStateIn,
637 previousOutputIn,
638 cellStateOut,
639 output,
640 paramsInfo);
641}
642
Sadik Armagan20ec2492019-05-31 09:09:44 +0100643bool ClLayerSupport::IsQuantizeSupported(const TensorInfo& input,
644 const TensorInfo& output,
645 Optional<std::string&> reasonIfUnsupported) const
646{
647 FORWARD_WORKLOAD_VALIDATE_FUNC(ClQuantizeWorkloadValidate,
648 reasonIfUnsupported,
649 input,
650 output);
651}
652
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100653bool ClLayerSupport::IsReshapeSupported(const TensorInfo& input,
Kevin Maya023c402019-12-12 17:28:05 +0000654 const TensorInfo& output,
Matteo Martincigh992d6dc2019-01-10 17:34:20 +0000655 const ReshapeDescriptor& descriptor,
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100656 Optional<std::string&> reasonIfUnsupported) const
657{
Jan Eilers8eb25602020-03-09 12:13:48 +0000658 IgnoreUnused(descriptor);
Kevin Maya023c402019-12-12 17:28:05 +0000659 FORWARD_WORKLOAD_VALIDATE_FUNC(ClReshapeWorkloadValidate, reasonIfUnsupported, input, output);
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100660}
661
Aron Virginas-Tar169d2f12019-07-01 19:01:44 +0100662bool ClLayerSupport::IsResizeSupported(const TensorInfo& input,
663 const TensorInfo& output,
664 const ResizeDescriptor& descriptor,
665 Optional<std::string&> reasonIfUnsupported) const
666{
Aron Virginas-Tarcc0cefb2019-07-02 17:25:47 +0100667 FORWARD_WORKLOAD_VALIDATE_FUNC(ClResizeWorkloadValidate, reasonIfUnsupported, input, output, descriptor);
Aron Virginas-Tar169d2f12019-07-01 19:01:44 +0100668}
669
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100670bool ClLayerSupport::IsResizeBilinearSupported(const TensorInfo& input,
Sadik Armaganc625f002018-12-17 11:32:16 +0000671 const TensorInfo& output,
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100672 Optional<std::string&> reasonIfUnsupported) const
673{
Aron Virginas-Tarcc0cefb2019-07-02 17:25:47 +0100674 ResizeDescriptor descriptor;
675 descriptor.m_Method = ResizeMethod::Bilinear;
676 descriptor.m_DataLayout = DataLayout::NCHW;
677
678 const TensorShape& outputShape = output.GetShape();
679 descriptor.m_TargetHeight = outputShape[2];
680 descriptor.m_TargetWidth = outputShape[3];
681
682 return IsResizeSupported(input, output, descriptor, reasonIfUnsupported);
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100683}
684
Aron Virginas-Tar1a763dd2019-09-10 12:32:08 +0100685bool ClLayerSupport::IsRsqrtSupported(const TensorInfo& input,
686 const TensorInfo& output,
687 Optional<std::string&> reasonIfUnsupported) const
688{
josh minor4a3c6102020-01-06 16:40:46 -0600689 ElementwiseUnaryDescriptor descriptor(UnaryOperation::Rsqrt);
690 return IsElementwiseUnarySupported(input, output, descriptor, reasonIfUnsupported);
Aron Virginas-Tar1a763dd2019-09-10 12:32:08 +0100691}
692
Aron Virginas-Tar94c4fef2019-11-25 15:37:08 +0000693bool ClLayerSupport::IsSliceSupported(const TensorInfo& input,
694 const TensorInfo& output,
695 const SliceDescriptor& descriptor,
696 Optional<std::string&> reasonIfUnsupported) const
697{
698 FORWARD_WORKLOAD_VALIDATE_FUNC(ClSliceWorkloadValidate, reasonIfUnsupported, input, output, descriptor);
699}
700
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100701bool ClLayerSupport::IsSoftmaxSupported(const TensorInfo& input,
702 const TensorInfo& output,
703 const SoftmaxDescriptor& descriptor,
704 Optional<std::string&> reasonIfUnsupported) const
705{
Francis Murtagh3b938352019-07-26 15:44:17 +0100706 FORWARD_WORKLOAD_VALIDATE_FUNC(ClSoftmaxWorkloadValidate, reasonIfUnsupported, input, output, descriptor);
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100707}
708
Sadik Armaganf4464322018-12-20 16:19:12 +0000709bool ClLayerSupport::IsSpaceToBatchNdSupported(const TensorInfo& input,
710 const TensorInfo& output,
711 const SpaceToBatchNdDescriptor& descriptor,
712 Optional<std::string&> reasonIfUnsupported) const
713{
714 FORWARD_WORKLOAD_VALIDATE_FUNC(ClSpaceToBatchNdWorkloadValidate,
715 reasonIfUnsupported,
716 input,
717 output,
718 descriptor);
719}
720
James Conroyd2aa85e2019-07-01 17:12:40 +0100721bool ClLayerSupport::IsSpaceToDepthSupported(const TensorInfo& input,
722 const TensorInfo& output,
723 const SpaceToDepthDescriptor& descriptor,
724 Optional<std::string&> reasonIfUnsupported) const
725{
726 FORWARD_WORKLOAD_VALIDATE_FUNC(ClSpaceToDepthWorkloadValidate,
727 reasonIfUnsupported,
728 input,
729 output,
730 descriptor);
731}
732
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100733bool ClLayerSupport::IsSplitterSupported(const TensorInfo& input,
734 const ViewsDescriptor& descriptor,
735 Optional<std::string&> reasonIfUnsupported) const
736{
Jan Eilers8eb25602020-03-09 12:13:48 +0000737 IgnoreUnused(descriptor);
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100738 return IsSupportedForDataTypeCl(reasonIfUnsupported,
739 input.GetDataType(),
740 &TrueFunc<>,
741 &TrueFunc<>);
742}
743
Narumol Prangnawarat15eb5832019-05-20 15:31:05 +0100744bool ClLayerSupport::IsSplitterSupported(const TensorInfo& input,
745 const std::vector<std::reference_wrapper<TensorInfo>>& outputs,
746 const ViewsDescriptor& descriptor,
747 Optional<std::string&> reasonIfUnsupported) const
748{
Narumol Prangnawarat74135832019-05-23 15:07:33 +0100749#if defined(ARMCOMPUTECL_ENABLED)
750 // Split along the last dimension, cannot use sub-tensors
751 // as width and height of the sub-tensors do not match
752 // the width and height of the parent tensor
753 // in case of input with more than 2D.
754 std::set<unsigned int> splitAxis = ComputeSplitAxis(descriptor, input.GetShape());
755 if (descriptor.GetNumDimensions() > 2 && splitAxis.size() == 1 &&
756 *splitAxis.begin() == descriptor.GetNumDimensions() - 1 )
757 {
758 FORWARD_WORKLOAD_VALIDATE_FUNC(ClSplitterWorkloadValidate,
759 reasonIfUnsupported,
760 input,
761 outputs,
762 *splitAxis.begin());
763 }
764#endif
Jan Eilers8eb25602020-03-09 12:13:48 +0000765 IgnoreUnused(descriptor);
Narumol Prangnawarat74135832019-05-23 15:07:33 +0100766 for (auto output : outputs)
767 {
768 if (!input.IsTypeSpaceMatch(output)) // Cannot use sub-tensors if the types are not same space
769 {
770 SetValueChecked(reasonIfUnsupported, "Cl Splitter: Types and quantization parameters must match.");
771 return false;
772 }
773 }
774 return true;
Narumol Prangnawarat15eb5832019-05-20 15:31:05 +0100775}
776
Matthew Jacksond5166102019-07-31 14:06:28 +0100777bool ClLayerSupport::IsStackSupported(const std::vector<const TensorInfo*>& inputs,
778 const TensorInfo& output,
779 const StackDescriptor& descriptor,
780 Optional<std::string&> reasonIfUnsupported) const
781{
782 FORWARD_WORKLOAD_VALIDATE_FUNC(ClStackWorkloadValidate,
783 reasonIfUnsupported,
784 inputs,
785 output,
786 descriptor);
787}
788
keidav01d74dc912018-12-10 18:16:07 +0000789bool ClLayerSupport::IsStridedSliceSupported(const TensorInfo& input,
790 const TensorInfo& output,
791 const StridedSliceDescriptor& descriptor,
792 Optional<std::string&> reasonIfUnsupported) const
793{
794 FORWARD_WORKLOAD_VALIDATE_FUNC(ClStridedSliceWorkloadValidate,
795 reasonIfUnsupported,
796 input,
797 output,
798 descriptor);
799}
800
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100801bool ClLayerSupport::IsSubtractionSupported(const TensorInfo& input0,
802 const TensorInfo& input1,
803 const TensorInfo& output,
804 Optional<std::string&> reasonIfUnsupported) const
805{
806 FORWARD_WORKLOAD_VALIDATE_FUNC(ClSubtractionValidate,
807 reasonIfUnsupported,
808 input0,
809 input1,
810 output);
811}
812
Aron Virginas-Tar7a3e2fe2019-06-27 18:54:47 +0100813bool ClLayerSupport::IsTransposeConvolution2dSupported(const TensorInfo& input,
814 const TensorInfo& output,
815 const TransposeConvolution2dDescriptor& descriptor,
816 const TensorInfo& weights,
817 const Optional<TensorInfo>& biases,
818 Optional<std::string&> reasonIfUnsupported) const
819{
820 FORWARD_WORKLOAD_VALIDATE_FUNC(ClTransposeConvolution2dWorkloadValidate,
821 reasonIfUnsupported,
822 input,
823 output,
824 descriptor,
825 weights,
826 biases);
827}
828
Mike Kellyc9ea45a2020-02-28 18:11:58 +0000829bool ClLayerSupport::IsTransposeSupported(const TensorInfo& input,
830 const TensorInfo& output,
831 const TransposeDescriptor& descriptor,
832 Optional<std::string&> reasonIfUnsupported) const
833{
834 FORWARD_WORKLOAD_VALIDATE_FUNC(ClTransposeWorkloadValidate, reasonIfUnsupported, input, output, descriptor);
835}
836
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100837} // namespace armnn