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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
David Beck3cc9a622018-10-12 10:38:31 +01009#include <armnn/Descriptors.hpp>
Matteo Martincighc601aa62019-10-29 15:03:22 +000010#include <armnn/BackendRegistry.hpp>
11
Aron Virginas-Tarc9cc8042018-11-01 16:15:57 +000012#include <InternalTypes.hpp>
13#include <LayerSupportCommon.hpp>
telsoa014fcda012018-03-09 14:13:49 +000014
15#include <boost/core/ignore_unused.hpp>
16
Matteo Martincighd95e9062019-01-31 15:35:59 +000017#if defined(ARMCOMPUTECL_ENABLED)
Narumol Prangnawarat74135832019-05-23 15:07:33 +010018#include <aclCommon/ArmComputeUtils.hpp>
Aron Virginas-Tar710f6642019-11-27 14:48:32 +000019#include <aclCommon/ArmComputeTensorUtils.hpp>
Aron Virginas-Tar82046942019-09-09 15:18:29 +010020#include "workloads/ClAbsWorkload.hpp"
David Beckac42efd2018-09-26 17:41:13 +010021#include "workloads/ClAdditionWorkload.hpp"
Nattapat Chaimanowonge06757e2018-10-11 15:39:18 +010022#include "workloads/ClActivationWorkload.hpp"
James Conroy2dc05722019-09-19 17:00:31 +010023#include "workloads/ClArgMinMaxWorkload.hpp"
David Beckac42efd2018-09-26 17:41:13 +010024#include "workloads/ClBatchNormalizationFloatWorkload.hpp"
Mike Kelly831faed2018-11-28 11:52:08 +000025#include "workloads/ClBatchToSpaceNdWorkload.hpp"
David Beckac42efd2018-09-26 17:41:13 +010026#include "workloads/ClConvertFp16ToFp32Workload.hpp"
27#include "workloads/ClConvertFp32ToFp16Workload.hpp"
Matthew Benthamd8067922018-10-03 17:18:04 +010028#include "workloads/ClConvolution2dWorkload.hpp"
Aron Virginas-Tarb2801962019-09-30 11:24:53 +010029#include "workloads/ClDepthToSpaceWorkload.hpp"
Matthew Benthamd8777392018-10-08 09:38:55 +010030#include "workloads/ClDepthwiseConvolutionWorkload.hpp"
Aron Virginas-Tarb2801962019-09-30 11:24:53 +010031#include "workloads/ClDequantizeWorkload.hpp"
David Beckac42efd2018-09-26 17:41:13 +010032#include "workloads/ClDivisionFloatWorkload.hpp"
Sadik Armagan9be49162019-10-30 16:15:26 +000033#include "workloads/ClFloorFloatWorkload.hpp"
David Beckac42efd2018-09-26 17:41:13 +010034#include "workloads/ClFullyConnectedWorkload.hpp"
Nattapat Chaimanowongc6a41ff2019-01-29 09:56:02 +000035#include "workloads/ClGreaterWorkload.hpp"
Aron Virginas-Tar8168f402019-10-04 13:10:16 +010036#include "workloads/ClInstanceNormalizationWorkload.hpp"
arovir01085f0a42018-10-08 14:48:19 +010037#include "workloads/ClL2NormalizationFloatWorkload.hpp"
38#include "workloads/ClLstmFloatWorkload.hpp"
keidav01a959ee52018-12-19 10:04:58 +000039#include "workloads/ClMaximumWorkload.hpp"
Matteo Martincigh28dcab62018-10-19 16:40:03 +010040#include "workloads/ClMeanWorkload.hpp"
Jim Flynn69059412019-05-17 13:03:57 +010041#include "workloads/ClConcatWorkload.hpp"
saoste019292aa32019-01-08 13:55:59 +000042#include "workloads/ClMinimumWorkload.hpp"
arovir01085f0a42018-10-08 14:48:19 +010043#include "workloads/ClMultiplicationWorkload.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"
Aron Virginas-Tarcc0cefb2019-07-02 17:25:47 +010049#include "workloads/ClResizeWorkload.hpp"
Aron Virginas-Tar1a763dd2019-09-10 12:32:08 +010050#include "workloads/ClRsqrtWorkload.hpp"
Ferran Balaguer737d9ff2019-08-01 09:58:08 +010051#include "workloads/ClQuantizedLstmWorkload.hpp"
Sadik Armagan20ec2492019-05-31 09:09:44 +010052#include "workloads/ClQuantizeWorkload.hpp"
Aron Virginas-Tar94c4fef2019-11-25 15:37:08 +000053#include "workloads/ClSliceWorkload.hpp"
David Beckac42efd2018-09-26 17:41:13 +010054#include "workloads/ClSoftmaxBaseWorkload.hpp"
Sadik Armaganf4464322018-12-20 16:19:12 +000055#include "workloads/ClSpaceToBatchNdWorkload.hpp"
James Conroyd2aa85e2019-07-01 17:12:40 +010056#include "workloads/ClSpaceToDepthWorkload.hpp"
Narumol Prangnawarat74135832019-05-23 15:07:33 +010057#include "workloads/ClSplitterWorkload.hpp"
Matthew Jacksond5166102019-07-31 14:06:28 +010058#include "workloads/ClStackWorkload.hpp"
keidav01d74dc912018-12-10 18:16:07 +000059#include "workloads/ClStridedSliceWorkload.hpp"
David Beckac42efd2018-09-26 17:41:13 +010060#include "workloads/ClSubtractionWorkload.hpp"
Aron Virginas-Tar7a3e2fe2019-06-27 18:54:47 +010061#include "workloads/ClTransposeConvolution2dWorkload.hpp"
telsoa014fcda012018-03-09 14:13:49 +000062#endif
63
64using namespace boost;
65
66namespace armnn
67{
arovir017c22c702018-10-09 11:16:46 +010068
telsoa014fcda012018-03-09 14:13:49 +000069namespace
70{
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +010071
telsoa014fcda012018-03-09 14:13:49 +000072template<unsigned int FilterSize>
73bool IsMatchingSize2d(const TensorInfo& weightInfo)
74{
telsoa01c577f2c2018-08-31 09:22:23 +010075 // Width & Height must match.
telsoa014fcda012018-03-09 14:13:49 +000076 return (weightInfo.GetShape()[3] == FilterSize) && (weightInfo.GetShape()[2] == FilterSize);
77}
78
79template<uint32_t ValidStride>
80bool IsMatchingStride(uint32_t actualStride)
81{
82 return ValidStride == actualStride;
83}
84
85template<uint32_t FirstStride, uint32_t SecondStride, uint32_t... ValidStrides>
86bool IsMatchingStride(uint32_t actualStride)
87{
88 return IsMatchingStride<FirstStride>(actualStride) || IsMatchingStride<SecondStride, ValidStrides...>(actualStride);
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +010089}
telsoa014fcda012018-03-09 14:13:49 +000090
arovir01085f0a42018-10-08 14:48:19 +010091bool IsClBackendSupported(Optional<std::string&> reasonIfUnsupported)
telsoa014fcda012018-03-09 14:13:49 +000092{
Matteo Martincighd95e9062019-01-31 15:35:59 +000093#if defined(ARMCOMPUTECL_ENABLED)
telsoa014fcda012018-03-09 14:13:49 +000094 return true;
95#else
arovir01085f0a42018-10-08 14:48:19 +010096 if (reasonIfUnsupported)
telsoa014fcda012018-03-09 14:13:49 +000097 {
arovir01085f0a42018-10-08 14:48:19 +010098 reasonIfUnsupported.value() = "The armnn library has been built without CL support";
telsoa014fcda012018-03-09 14:13:49 +000099 }
100 return false;
101#endif
102}
103
Matteo Martincighd95e9062019-01-31 15:35:59 +0000104#if defined(ARMCOMPUTECL_ENABLED)
telsoa014fcda012018-03-09 14:13:49 +0000105#define FORWARD_CL_LAYER_SUPPORT_FUNC(expr) (expr)
106#else
107#define FORWARD_CL_LAYER_SUPPORT_FUNC(expr) IsClBackendSupported(reasonIfUnsupported)
108#endif
109
Matteo Martincighd95e9062019-01-31 15:35:59 +0000110#if defined(ARMCOMPUTECL_ENABLED)
telsoa014fcda012018-03-09 14:13:49 +0000111template<class FuncType, class... Args>
arovir01085f0a42018-10-08 14:48:19 +0100112inline bool IsWorkloadSupported(FuncType&& func, Optional<std::string&> reasonIfUnsupported, Args&&... args)
telsoa014fcda012018-03-09 14:13:49 +0000113{
114 arm_compute::Status aclStatus = func(std::forward<Args>(args)...);
115 const bool supported = (aclStatus.error_code() == arm_compute::ErrorCode::OK);
116 if (!supported && reasonIfUnsupported)
117 {
arovir01085f0a42018-10-08 14:48:19 +0100118 reasonIfUnsupported.value() = aclStatus.error_description();
telsoa014fcda012018-03-09 14:13:49 +0000119 }
120 return supported;
121}
122
123#define FORWARD_WORKLOAD_VALIDATE_FUNC(func, reasonIfUnsupported, ...) \
124 return IsWorkloadSupported(func, reasonIfUnsupported, __VA_ARGS__);
125#else
126#define FORWARD_WORKLOAD_VALIDATE_FUNC(func, reasonIfUnsupported, ...) \
127 return IsClBackendSupported(reasonIfUnsupported);
128#endif
129
telsoa01c577f2c2018-08-31 09:22:23 +0100130template<typename FloatFunc, typename Uint8Func, typename ... Params>
arovir01085f0a42018-10-08 14:48:19 +0100131bool IsSupportedForDataTypeCl(Optional<std::string&> reasonIfUnsupported,
telsoa014fcda012018-03-09 14:13:49 +0000132 DataType dataType,
telsoa01c577f2c2018-08-31 09:22:23 +0100133 FloatFunc floatFuncPtr,
telsoa014fcda012018-03-09 14:13:49 +0000134 Uint8Func uint8FuncPtr,
135 Params&&... params)
136{
137 return IsClBackendSupported(reasonIfUnsupported) &&
138 IsSupportedForDataTypeGeneric(reasonIfUnsupported,
139 dataType,
140 floatFuncPtr,
telsoa01c577f2c2018-08-31 09:22:23 +0100141 floatFuncPtr,
telsoa014fcda012018-03-09 14:13:49 +0000142 uint8FuncPtr,
narpra01db2b1602019-01-23 15:23:11 +0000143 &FalseFunc<>,
kevmay012b4d88e2019-01-24 14:05:09 +0000144 &FalseFunc<>,
telsoa014fcda012018-03-09 14:13:49 +0000145 std::forward<Params>(params)...);
146}
147
Aron Virginas-Tar710f6642019-11-27 14:48:32 +0000148#if defined(ARMCOMPUTECL_ENABLED)
149#define IS_QUANT_MULTIPLIER_SUPPORTED(input, output, weights) \
150armcomputetensorutils::IsQuantMultiplierSupported(input, output, weights)
151#else
152#define IS_QUANT_MULTIPLIER_SUPPORTED(input, output, weights) true
153#endif
154
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100155} // anonymous namespace
156
Aron Virginas-Tar82046942019-09-09 15:18:29 +0100157bool ClLayerSupport::IsAbsSupported(const TensorInfo& input,
158 const TensorInfo& output,
159 Optional<std::string&> reasonIfUnsupported) const
160{
161 FORWARD_WORKLOAD_VALIDATE_FUNC(ClAbsWorkloadValidate,
162 reasonIfUnsupported,
163 input,
164 output);
165}
166
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100167bool ClLayerSupport::IsActivationSupported(const TensorInfo& input,
168 const TensorInfo& output,
169 const ActivationDescriptor& descriptor,
170 Optional<std::string&> reasonIfUnsupported) const
telsoa014fcda012018-03-09 14:13:49 +0000171{
telsoa01c577f2c2018-08-31 09:22:23 +0100172 FORWARD_WORKLOAD_VALIDATE_FUNC(ClActivationWorkloadValidate,
173 reasonIfUnsupported,
174 input,
175 output,
176 descriptor);
telsoa014fcda012018-03-09 14:13:49 +0000177}
178
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100179bool ClLayerSupport::IsAdditionSupported(const TensorInfo& input0,
180 const TensorInfo& input1,
181 const TensorInfo& output,
182 Optional<std::string&> reasonIfUnsupported) const
telsoa014fcda012018-03-09 14:13:49 +0000183{
arovir01085f0a42018-10-08 14:48:19 +0100184 FORWARD_WORKLOAD_VALIDATE_FUNC(ClAdditionValidate,
185 reasonIfUnsupported,
186 input0,
187 input1,
188 output);
telsoa014fcda012018-03-09 14:13:49 +0000189}
190
James Conroy2dc05722019-09-19 17:00:31 +0100191bool ClLayerSupport::IsArgMinMaxSupported(const TensorInfo& input,
192 const TensorInfo& output,
193 const ArgMinMaxDescriptor& descriptor,
194 Optional<std::string&> reasonIfUnsupported) const
195{
Francis Murtagh52ec3462019-11-19 12:24:19 +0000196 if (input.GetDataType() == DataType::QuantisedAsymm8)
197 {
198 return false;
199 }
200
James Conroy2dc05722019-09-19 17:00:31 +0100201 FORWARD_WORKLOAD_VALIDATE_FUNC(ClArgMinMaxWorkloadValidate,
202 reasonIfUnsupported,
203 input,
204 output,
205 descriptor);
206}
207
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100208bool ClLayerSupport::IsBatchNormalizationSupported(const TensorInfo& input,
209 const TensorInfo& output,
210 const TensorInfo& mean,
211 const TensorInfo& var,
212 const TensorInfo& beta,
213 const TensorInfo& gamma,
214 const BatchNormalizationDescriptor& descriptor,
215 Optional<std::string&> reasonIfUnsupported) const
telsoa014fcda012018-03-09 14:13:49 +0000216{
telsoa01c577f2c2018-08-31 09:22:23 +0100217 FORWARD_WORKLOAD_VALIDATE_FUNC(ClBatchNormalizationValidate,
218 reasonIfUnsupported,
219 input,
220 output,
221 mean,
222 var,
223 beta,
224 gamma,
225 descriptor);
telsoa014fcda012018-03-09 14:13:49 +0000226}
227
Mike Kelly831faed2018-11-28 11:52:08 +0000228bool ClLayerSupport::IsBatchToSpaceNdSupported(const TensorInfo& input,
229 const TensorInfo& output,
230 const BatchToSpaceNdDescriptor& descriptor,
231 Optional<std::string&> reasonIfUnsupported) const
232{
233 FORWARD_WORKLOAD_VALIDATE_FUNC(ClBatchToSpaceNdWorkloadValidate,
234 reasonIfUnsupported,
235 input,
236 output,
237 descriptor);
238}
239
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +0100240bool ClLayerSupport::IsComparisonSupported(const TensorInfo& input0,
241 const TensorInfo& input1,
242 const TensorInfo& output,
243 const ComparisonDescriptor& descriptor,
244 Optional<std::string&> reasonIfUnsupported) const
245{
246 if (descriptor.m_Operation == ComparisonOperation::Greater)
247 {
248 FORWARD_WORKLOAD_VALIDATE_FUNC(ClGreaterWorkloadValidate,
249 reasonIfUnsupported,
250 input0,
251 input1,
252 output);
253 }
254
255 return false;
256}
257
Jim Flynn906f9462019-05-10 13:55:21 +0100258bool ClLayerSupport::IsConcatSupported(const std::vector<const TensorInfo*> inputs,
259 const TensorInfo& output,
Jim Flynne242f2d2019-05-22 14:24:13 +0100260 const ConcatDescriptor& descriptor,
Jim Flynn906f9462019-05-10 13:55:21 +0100261 Optional<std::string&> reasonIfUnsupported) const
262{
Jim Flynne242f2d2019-05-22 14:24:13 +0100263 if (descriptor.GetNumDimensions() <= descriptor.GetConcatAxis())
264 {
265 SetValueChecked(reasonIfUnsupported, "Cl Concat: Concat axis > Number of dimensions.");
266 return false;
267 }
268
269 unsigned int concatInnerAxis = (descriptor.GetNumDimensions() - descriptor.GetConcatAxis()) - 1;
270 if(concatInnerAxis < 3) // Width, height, or channels
271 {
272 FORWARD_WORKLOAD_VALIDATE_FUNC(ClConcatWorkloadValidate,
273 reasonIfUnsupported,
274 inputs,
275 output,
276 descriptor);
277 }
278 else if (concatInnerAxis == 3)
279 {
280 // We rely on the sub-tensor optimization to handle the batch dimension for 4D tensors. If we can't use
281 // sub-tensors for this then we can't support it. Here is where we check that the sub-tensors will work.
282 for (auto& input : inputs)
283 {
284 if (input && !output.IsTypeSpaceMatch(*input)) // Cannot use sub-tensors if the types are not same space
285 {
286 SetValueChecked(reasonIfUnsupported, "Cl Concat: Types and quantization parameters must match.");
287 return false;
288 }
289 }
290 return true; // Sub-tensors support concat along batch
291 }
292 else // > 4 dimensions not supported.
293 {
294 SetValueChecked(reasonIfUnsupported, "Cl Concat: Maximum of 4 dimensions supported.");
295 return false;
296 }
Jim Flynn906f9462019-05-10 13:55:21 +0100297}
298
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100299bool ClLayerSupport::IsConstantSupported(const TensorInfo& output,
300 Optional<std::string&> reasonIfUnsupported) const
telsoa014fcda012018-03-09 14:13:49 +0000301{
302 return IsSupportedForDataTypeCl(reasonIfUnsupported,
303 output.GetDataType(),
304 &TrueFunc<>,
Francis Murtaghec33a912019-11-05 14:26:23 +0000305 &TrueFunc<>);
telsoa014fcda012018-03-09 14:13:49 +0000306}
307
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100308bool ClLayerSupport::IsConvertFp16ToFp32Supported(const TensorInfo& input,
309 const TensorInfo& output,
310 Optional<std::string&> reasonIfUnsupported) const
telsoa014fcda012018-03-09 14:13:49 +0000311{
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100312 FORWARD_WORKLOAD_VALIDATE_FUNC(ClConvertFp16ToFp32WorkloadValidate,
313 reasonIfUnsupported,
314 input,
315 output);
telsoa014fcda012018-03-09 14:13:49 +0000316}
317
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100318bool ClLayerSupport::IsConvertFp32ToFp16Supported(const TensorInfo& input,
319 const TensorInfo& output,
320 Optional<std::string&> reasonIfUnsupported) const
telsoa014fcda012018-03-09 14:13:49 +0000321{
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100322 FORWARD_WORKLOAD_VALIDATE_FUNC(ClConvertFp32ToFp16WorkloadValidate,
323 reasonIfUnsupported,
324 input,
325 output);
telsoa014fcda012018-03-09 14:13:49 +0000326}
327
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100328bool ClLayerSupport::IsConvolution2dSupported(const TensorInfo& input,
329 const TensorInfo& output,
330 const Convolution2dDescriptor& descriptor,
331 const TensorInfo& weights,
332 const Optional<TensorInfo>& biases,
333 Optional<std::string&> reasonIfUnsupported) const
telsoa014fcda012018-03-09 14:13:49 +0000334{
Aron Virginas-Tar710f6642019-11-27 14:48:32 +0000335 if (!IS_QUANT_MULTIPLIER_SUPPORTED(input, output, weights))
James Conroyb86a3822019-11-19 15:28:58 +0000336 {
337 return false;
338 }
339
surmeh013537c2c2018-05-18 16:31:43 +0100340 FORWARD_WORKLOAD_VALIDATE_FUNC(ClConvolution2dWorkloadValidate,
341 reasonIfUnsupported,
342 input,
343 output,
344 descriptor,
345 weights,
346 biases);
telsoa014fcda012018-03-09 14:13:49 +0000347}
348
Jim Flynn983daec2019-05-29 16:20:16 +0100349bool ClLayerSupport::IsDequantizeSupported(const TensorInfo& input,
350 const TensorInfo& output,
351 Optional<std::string&> reasonIfUnsupported) const
352{
353 FORWARD_WORKLOAD_VALIDATE_FUNC(ClDequantizeWorkloadValidate,
354 reasonIfUnsupported,
355 input,
356 output);
357}
358
Aron Virginas-Tarb2801962019-09-30 11:24:53 +0100359bool ClLayerSupport::IsDepthToSpaceSupported(const TensorInfo& input,
360 const TensorInfo& output,
361 const DepthToSpaceDescriptor& descriptor,
362 Optional<std::string&> reasonIfUnsupported) const
363{
364 FORWARD_WORKLOAD_VALIDATE_FUNC(ClDepthToSpaceWorkloadValidate,
365 reasonIfUnsupported,
366 input,
367 output,
368 descriptor);
369}
370
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100371bool ClLayerSupport::IsDepthwiseConvolutionSupported(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
telsoa014fcda012018-03-09 14:13:49 +0000377{
Aron Virginas-Tar710f6642019-11-27 14:48:32 +0000378 if (!IS_QUANT_MULTIPLIER_SUPPORTED(input, output, weights))
James Conroyb86a3822019-11-19 15:28:58 +0000379 {
380 return false;
381 }
382
telsoa01c577f2c2018-08-31 09:22:23 +0100383 FORWARD_WORKLOAD_VALIDATE_FUNC(ClDepthwiseConvolutionWorkloadValidate,
384 reasonIfUnsupported,
385 input,
386 output,
387 descriptor,
388 weights,
389 biases);
telsoa014fcda012018-03-09 14:13:49 +0000390}
391
Pablo Tellof0bd6832019-04-26 17:58:13 +0100392bool ClLayerSupport::IsDilatedDepthwiseConvolutionSupported(const TensorInfo& input,
393 const TensorInfo& output,
394 const DepthwiseConvolution2dDescriptor& descriptor,
395 const TensorInfo& weights,
396 const Optional<TensorInfo>& biases,
397 Optional<std::string&> reasonIfUnsupported) const
398{
Aron Virginas-Tar710f6642019-11-27 14:48:32 +0000399 if (!IS_QUANT_MULTIPLIER_SUPPORTED(input, output, weights))
James Conroyb86a3822019-11-19 15:28:58 +0000400 {
401 return false;
402 }
403
Pablo Tellof0bd6832019-04-26 17:58:13 +0100404 FORWARD_WORKLOAD_VALIDATE_FUNC(ClDepthwiseConvolutionWorkloadValidate,
405 reasonIfUnsupported,
406 input,
407 output,
408 descriptor,
409 weights,
410 biases);
411}
412
413
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100414bool ClLayerSupport::IsDivisionSupported(const TensorInfo& input0,
415 const TensorInfo& input1,
416 const TensorInfo& output,
417 Optional<std::string&> reasonIfUnsupported) const
Francis Murtaghe7a86a42018-08-29 12:42:10 +0100418{
419 FORWARD_WORKLOAD_VALIDATE_FUNC(ClDivisionWorkloadValidate,
420 reasonIfUnsupported,
421 input0,
422 input1,
423 output);
424}
425
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100426bool ClLayerSupport::IsFloorSupported(const TensorInfo& input,
427 const TensorInfo& output,
428 Optional<std::string&> reasonIfUnsupported) const
telsoa014fcda012018-03-09 14:13:49 +0000429{
Sadik Armagan9be49162019-10-30 16:15:26 +0000430 FORWARD_WORKLOAD_VALIDATE_FUNC(ClFloorWorkloadValidate,
431 reasonIfUnsupported,
432 input,
433 output);
telsoa01c577f2c2018-08-31 09:22:23 +0100434}
435
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100436bool ClLayerSupport::IsFullyConnectedSupported(const TensorInfo& input,
437 const TensorInfo& output,
438 const TensorInfo& weights,
439 const TensorInfo& biases,
440 const FullyConnectedDescriptor& descriptor,
441 Optional<std::string&> reasonIfUnsupported) const
442{
443 FORWARD_WORKLOAD_VALIDATE_FUNC(ClFullyConnectedWorkloadValidate,
444 reasonIfUnsupported,
445 input,
446 output,
447 weights,
448 biases,
449 descriptor);
450}
451
Nattapat Chaimanowongc6a41ff2019-01-29 09:56:02 +0000452bool ClLayerSupport::IsGreaterSupported(const TensorInfo& input0,
453 const TensorInfo& input1,
454 const TensorInfo& output,
455 Optional<std::string&> reasonIfUnsupported) const
456{
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +0100457 ComparisonDescriptor descriptor(ComparisonOperation::Greater);
458 return IsComparisonSupported(input0, input1, output, descriptor, reasonIfUnsupported);
Nattapat Chaimanowongc6a41ff2019-01-29 09:56:02 +0000459}
460
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100461bool ClLayerSupport::IsInputSupported(const TensorInfo& input,
462 Optional<std::string&> reasonIfUnsupported) const
463{
Francis Murtaghb3fc2522019-08-09 13:20:50 +0100464 return IsClBackendSupported(reasonIfUnsupported);
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100465}
466
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100467bool ClLayerSupport::IsInstanceNormalizationSupported(const TensorInfo& input,
468 const TensorInfo& output,
469 const InstanceNormalizationDescriptor& descriptor,
470 Optional<std::string&> reasonIfUnsupported) const
471{
472 FORWARD_WORKLOAD_VALIDATE_FUNC(ClInstanceNormalizationWorkloadValidate,
473 reasonIfUnsupported,
474 input,
475 output,
476 descriptor);
477}
478
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100479bool ClLayerSupport::IsL2NormalizationSupported(const TensorInfo& input,
480 const TensorInfo& output,
481 const L2NormalizationDescriptor& descriptor,
482 Optional<std::string&> reasonIfUnsupported) const
483{
484 FORWARD_WORKLOAD_VALIDATE_FUNC(ClL2NormalizationWorkloadValidate,
485 reasonIfUnsupported,
486 input,
487 output,
488 descriptor);
489}
490
491bool ClLayerSupport::IsLstmSupported(const TensorInfo& input,
492 const TensorInfo& outputStateIn,
493 const TensorInfo& cellStateIn,
494 const TensorInfo& scratchBuffer,
495 const TensorInfo& outputStateOut,
496 const TensorInfo& cellStateOut,
497 const TensorInfo& output,
498 const LstmDescriptor& descriptor,
Jan Eilersd01a83c2019-07-03 18:20:40 +0100499 const LstmInputParamsInfo& paramsInfo,
500 Optional<std::string&> reasonIfUnsupported) const
telsoa01c577f2c2018-08-31 09:22:23 +0100501{
arovir01085f0a42018-10-08 14:48:19 +0100502 FORWARD_WORKLOAD_VALIDATE_FUNC(ClLstmFloatWorkloadValidate,
503 reasonIfUnsupported,
504 input,
505 outputStateIn,
506 cellStateIn,
507 scratchBuffer,
508 outputStateOut,
509 cellStateOut,
510 output,
511 descriptor,
Jan Eilersd01a83c2019-07-03 18:20:40 +0100512 paramsInfo);
telsoa01c577f2c2018-08-31 09:22:23 +0100513}
514
keidav01a959ee52018-12-19 10:04:58 +0000515bool ClLayerSupport::IsMaximumSupported(const TensorInfo& input0,
516 const TensorInfo& input1,
517 const TensorInfo& output,
518 Optional<std::string&> reasonIfUnsupported) const
519{
520 FORWARD_WORKLOAD_VALIDATE_FUNC(ClMaximumWorkloadValidate,
521 reasonIfUnsupported,
522 input0,
523 input1,
524 output);
525}
526
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100527bool ClLayerSupport::IsMeanSupported(const TensorInfo& input,
528 const TensorInfo& output,
529 const MeanDescriptor& descriptor,
530 Optional<std::string&> reasonIfUnsupported) const
narpra0132b90462018-09-13 11:07:48 +0100531{
Matteo Martincigh28dcab62018-10-19 16:40:03 +0100532 FORWARD_WORKLOAD_VALIDATE_FUNC(ClMeanValidate,
533 reasonIfUnsupported,
534 input,
535 output,
536 descriptor);
narpra0132b90462018-09-13 11:07:48 +0100537}
538
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100539bool ClLayerSupport::IsMergerSupported(const std::vector<const TensorInfo*> inputs,
Nikhil Raj8599a412018-11-19 14:51:07 +0000540 const TensorInfo& output,
Jim Flynne242f2d2019-05-22 14:24:13 +0100541 const MergerDescriptor& descriptor,
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100542 Optional<std::string&> reasonIfUnsupported) const
543{
Jim Flynne242f2d2019-05-22 14:24:13 +0100544 return IsConcatSupported(inputs, output, descriptor, reasonIfUnsupported);
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100545}
546
saoste019292aa32019-01-08 13:55:59 +0000547bool ClLayerSupport::IsMinimumSupported(const TensorInfo& input0,
548 const TensorInfo& input1,
549 const TensorInfo& output,
550 Optional<std::string&> reasonIfUnsupported) const
551{
552 FORWARD_WORKLOAD_VALIDATE_FUNC(ClMinimumWorkloadValidate,
553 reasonIfUnsupported,
554 input0,
555 input1,
556 output);
557}
558
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100559bool ClLayerSupport::IsMultiplicationSupported(const TensorInfo& input0,
560 const TensorInfo& input1,
561 const TensorInfo& output,
562 Optional<std::string&> reasonIfUnsupported) const
563{
564 FORWARD_WORKLOAD_VALIDATE_FUNC(ClMultiplicationWorkloadValidate,
565 reasonIfUnsupported,
566 input0,
567 input1,
568 output);
569}
570
571bool ClLayerSupport::IsNormalizationSupported(const TensorInfo& input,
572 const TensorInfo& output,
573 const NormalizationDescriptor& descriptor,
574 Optional<std::string&> reasonIfUnsupported) const
575{
576 FORWARD_WORKLOAD_VALIDATE_FUNC(ClNormalizationWorkloadValidate, reasonIfUnsupported, input, output, descriptor);
577}
578
579bool ClLayerSupport::IsOutputSupported(const TensorInfo& output,
580 Optional<std::string&> reasonIfUnsupported) const
581{
Francis Murtaghb3fc2522019-08-09 13:20:50 +0100582 return IsClBackendSupported(reasonIfUnsupported);
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100583}
584
585bool ClLayerSupport::IsPadSupported(const TensorInfo& input,
586 const TensorInfo& output,
587 const PadDescriptor& descriptor,
588 Optional<std::string&> reasonIfUnsupported) const
arovir01085f0a42018-10-08 14:48:19 +0100589{
590 FORWARD_WORKLOAD_VALIDATE_FUNC(ClPadValidate,
591 reasonIfUnsupported,
592 input,
593 output,
594 descriptor);
595}
596
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100597bool ClLayerSupport::IsPermuteSupported(const TensorInfo& input,
598 const TensorInfo& output,
599 const PermuteDescriptor& descriptor,
600 Optional<std::string&> reasonIfUnsupported) const
601{
602 ignore_unused(input);
603 ignore_unused(output);
604 FORWARD_WORKLOAD_VALIDATE_FUNC(ClPermuteWorkloadValidate, reasonIfUnsupported, descriptor);
telsoa014fcda012018-03-09 14:13:49 +0000605}
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100606
607bool ClLayerSupport::IsPooling2dSupported(const TensorInfo& input,
608 const TensorInfo& output,
609 const Pooling2dDescriptor& descriptor,
610 Optional<std::string&> reasonIfUnsupported) const
611{
612 FORWARD_WORKLOAD_VALIDATE_FUNC(ClPooling2dWorkloadValidate, reasonIfUnsupported, input, output, descriptor);
613}
614
Nikhil Raj91e4c6d2019-07-05 12:22:58 +0100615bool ClLayerSupport::IsPreluSupported(const armnn::TensorInfo &input,
616 const armnn::TensorInfo &alpha,
617 const armnn::TensorInfo &output,
618 armnn::Optional<std::string &> reasonIfUnsupported) const
619{
620 FORWARD_WORKLOAD_VALIDATE_FUNC(ClPreluWorkloadValidate, reasonIfUnsupported, input, alpha, output);
621}
622
Ferran Balaguer737d9ff2019-08-01 09:58:08 +0100623bool ClLayerSupport::IsQuantizedLstmSupported(const TensorInfo& input,
624 const TensorInfo& previousCellStateIn,
625 const TensorInfo& previousOutputIn,
626 const TensorInfo& cellStateOut,
627 const TensorInfo& output,
628 const QuantizedLstmInputParamsInfo& paramsInfo,
629 Optional<std::string&> reasonIfUnsupported) const
630{
631 FORWARD_WORKLOAD_VALIDATE_FUNC(ClQuantizedLstmWorkloadValidate,
632 reasonIfUnsupported,
633 input,
634 previousCellStateIn,
635 previousOutputIn,
636 cellStateOut,
637 output,
638 paramsInfo);
639}
640
Sadik Armagan20ec2492019-05-31 09:09:44 +0100641bool ClLayerSupport::IsQuantizeSupported(const TensorInfo& input,
642 const TensorInfo& output,
643 Optional<std::string&> reasonIfUnsupported) const
644{
645 FORWARD_WORKLOAD_VALIDATE_FUNC(ClQuantizeWorkloadValidate,
646 reasonIfUnsupported,
647 input,
648 output);
649}
650
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100651bool ClLayerSupport::IsReshapeSupported(const TensorInfo& input,
Matteo Martincigh992d6dc2019-01-10 17:34:20 +0000652 const ReshapeDescriptor& descriptor,
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100653 Optional<std::string&> reasonIfUnsupported) const
654{
655 ignore_unused(input);
Matteo Martincigh992d6dc2019-01-10 17:34:20 +0000656 ignore_unused(descriptor);
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100657 ignore_unused(reasonIfUnsupported);
658 return true;
659}
660
Aron Virginas-Tar169d2f12019-07-01 19:01:44 +0100661bool ClLayerSupport::IsResizeSupported(const TensorInfo& input,
662 const TensorInfo& output,
663 const ResizeDescriptor& descriptor,
664 Optional<std::string&> reasonIfUnsupported) const
665{
Aron Virginas-Tarcc0cefb2019-07-02 17:25:47 +0100666 FORWARD_WORKLOAD_VALIDATE_FUNC(ClResizeWorkloadValidate, reasonIfUnsupported, input, output, descriptor);
Aron Virginas-Tar169d2f12019-07-01 19:01:44 +0100667}
668
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100669bool ClLayerSupport::IsResizeBilinearSupported(const TensorInfo& input,
Sadik Armaganc625f002018-12-17 11:32:16 +0000670 const TensorInfo& output,
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100671 Optional<std::string&> reasonIfUnsupported) const
672{
Aron Virginas-Tarcc0cefb2019-07-02 17:25:47 +0100673 ResizeDescriptor descriptor;
674 descriptor.m_Method = ResizeMethod::Bilinear;
675 descriptor.m_DataLayout = DataLayout::NCHW;
676
677 const TensorShape& outputShape = output.GetShape();
678 descriptor.m_TargetHeight = outputShape[2];
679 descriptor.m_TargetWidth = outputShape[3];
680
681 return IsResizeSupported(input, output, descriptor, reasonIfUnsupported);
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100682}
683
Aron Virginas-Tar1a763dd2019-09-10 12:32:08 +0100684bool ClLayerSupport::IsRsqrtSupported(const TensorInfo& input,
685 const TensorInfo& output,
686 Optional<std::string&> reasonIfUnsupported) const
687{
688 FORWARD_WORKLOAD_VALIDATE_FUNC(ClRsqrtWorkloadValidate, reasonIfUnsupported, input, output);
689}
690
Aron Virginas-Tar94c4fef2019-11-25 15:37:08 +0000691bool ClLayerSupport::IsSliceSupported(const TensorInfo& input,
692 const TensorInfo& output,
693 const SliceDescriptor& descriptor,
694 Optional<std::string&> reasonIfUnsupported) const
695{
696 FORWARD_WORKLOAD_VALIDATE_FUNC(ClSliceWorkloadValidate, reasonIfUnsupported, input, output, descriptor);
697}
698
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100699bool ClLayerSupport::IsSoftmaxSupported(const TensorInfo& input,
700 const TensorInfo& output,
701 const SoftmaxDescriptor& descriptor,
702 Optional<std::string&> reasonIfUnsupported) const
703{
Francis Murtagh3b938352019-07-26 15:44:17 +0100704 FORWARD_WORKLOAD_VALIDATE_FUNC(ClSoftmaxWorkloadValidate, reasonIfUnsupported, input, output, descriptor);
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100705}
706
Sadik Armaganf4464322018-12-20 16:19:12 +0000707bool ClLayerSupport::IsSpaceToBatchNdSupported(const TensorInfo& input,
708 const TensorInfo& output,
709 const SpaceToBatchNdDescriptor& descriptor,
710 Optional<std::string&> reasonIfUnsupported) const
711{
712 FORWARD_WORKLOAD_VALIDATE_FUNC(ClSpaceToBatchNdWorkloadValidate,
713 reasonIfUnsupported,
714 input,
715 output,
716 descriptor);
717}
718
James Conroyd2aa85e2019-07-01 17:12:40 +0100719bool ClLayerSupport::IsSpaceToDepthSupported(const TensorInfo& input,
720 const TensorInfo& output,
721 const SpaceToDepthDescriptor& descriptor,
722 Optional<std::string&> reasonIfUnsupported) const
723{
724 FORWARD_WORKLOAD_VALIDATE_FUNC(ClSpaceToDepthWorkloadValidate,
725 reasonIfUnsupported,
726 input,
727 output,
728 descriptor);
729}
730
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100731bool ClLayerSupport::IsSplitterSupported(const TensorInfo& input,
732 const ViewsDescriptor& descriptor,
733 Optional<std::string&> reasonIfUnsupported) const
734{
735 ignore_unused(descriptor);
736 return IsSupportedForDataTypeCl(reasonIfUnsupported,
737 input.GetDataType(),
738 &TrueFunc<>,
739 &TrueFunc<>);
740}
741
Narumol Prangnawarat15eb5832019-05-20 15:31:05 +0100742bool ClLayerSupport::IsSplitterSupported(const TensorInfo& input,
743 const std::vector<std::reference_wrapper<TensorInfo>>& outputs,
744 const ViewsDescriptor& descriptor,
745 Optional<std::string&> reasonIfUnsupported) const
746{
Narumol Prangnawarat74135832019-05-23 15:07:33 +0100747#if defined(ARMCOMPUTECL_ENABLED)
748 // Split along the last dimension, cannot use sub-tensors
749 // as width and height of the sub-tensors do not match
750 // the width and height of the parent tensor
751 // in case of input with more than 2D.
752 std::set<unsigned int> splitAxis = ComputeSplitAxis(descriptor, input.GetShape());
753 if (descriptor.GetNumDimensions() > 2 && splitAxis.size() == 1 &&
754 *splitAxis.begin() == descriptor.GetNumDimensions() - 1 )
755 {
756 FORWARD_WORKLOAD_VALIDATE_FUNC(ClSplitterWorkloadValidate,
757 reasonIfUnsupported,
758 input,
759 outputs,
760 *splitAxis.begin());
761 }
762#endif
763 for (auto output : outputs)
764 {
765 if (!input.IsTypeSpaceMatch(output)) // Cannot use sub-tensors if the types are not same space
766 {
767 SetValueChecked(reasonIfUnsupported, "Cl Splitter: Types and quantization parameters must match.");
768 return false;
769 }
770 }
771 return true;
Narumol Prangnawarat15eb5832019-05-20 15:31:05 +0100772}
773
Matthew Jacksond5166102019-07-31 14:06:28 +0100774bool ClLayerSupport::IsStackSupported(const std::vector<const TensorInfo*>& inputs,
775 const TensorInfo& output,
776 const StackDescriptor& descriptor,
777 Optional<std::string&> reasonIfUnsupported) const
778{
779 FORWARD_WORKLOAD_VALIDATE_FUNC(ClStackWorkloadValidate,
780 reasonIfUnsupported,
781 inputs,
782 output,
783 descriptor);
784}
785
keidav01d74dc912018-12-10 18:16:07 +0000786bool ClLayerSupport::IsStridedSliceSupported(const TensorInfo& input,
787 const TensorInfo& output,
788 const StridedSliceDescriptor& descriptor,
789 Optional<std::string&> reasonIfUnsupported) const
790{
791 FORWARD_WORKLOAD_VALIDATE_FUNC(ClStridedSliceWorkloadValidate,
792 reasonIfUnsupported,
793 input,
794 output,
795 descriptor);
796}
797
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100798bool ClLayerSupport::IsSubtractionSupported(const TensorInfo& input0,
799 const TensorInfo& input1,
800 const TensorInfo& output,
801 Optional<std::string&> reasonIfUnsupported) const
802{
803 FORWARD_WORKLOAD_VALIDATE_FUNC(ClSubtractionValidate,
804 reasonIfUnsupported,
805 input0,
806 input1,
807 output);
808}
809
Aron Virginas-Tar7a3e2fe2019-06-27 18:54:47 +0100810bool ClLayerSupport::IsTransposeConvolution2dSupported(const TensorInfo& input,
811 const TensorInfo& output,
812 const TransposeConvolution2dDescriptor& descriptor,
813 const TensorInfo& weights,
814 const Optional<TensorInfo>& biases,
815 Optional<std::string&> reasonIfUnsupported) const
816{
Aron Virginas-Tar710f6642019-11-27 14:48:32 +0000817 if (!IS_QUANT_MULTIPLIER_SUPPORTED(input, output, weights))
James Conroyb86a3822019-11-19 15:28:58 +0000818 {
819 return false;
820 }
821
Aron Virginas-Tar7a3e2fe2019-06-27 18:54:47 +0100822 FORWARD_WORKLOAD_VALIDATE_FUNC(ClTransposeConvolution2dWorkloadValidate,
823 reasonIfUnsupported,
824 input,
825 output,
826 descriptor,
827 weights,
828 biases);
829}
830
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100831} // namespace armnn