255 auto activationQueueDescriptor = PolymorphicDowncast<const ActivationQueueDescriptor*>(&descriptor);
256 return MakeWorkload<ClActivationWorkload>(*activationQueueDescriptor, info, m_CLCompileContext);
260 auto additionQueueDescriptor = PolymorphicDowncast<const AdditionQueueDescriptor*>(&descriptor);
261 return MakeWorkload<ClAdditionWorkload>(*additionQueueDescriptor, info, m_CLCompileContext);
265 auto argMinMaxQueueDescriptor = PolymorphicDowncast<const ArgMinMaxQueueDescriptor*>(&descriptor);
266 return MakeWorkload<ClArgMinMaxWorkload>(*argMinMaxQueueDescriptor, info, m_CLCompileContext);
270 auto batchMatMulQueueDescriptor = PolymorphicDowncast<const BatchMatMulQueueDescriptor*>(&descriptor);
271 return std::make_unique<ClBatchMatMulWorkload>(*batchMatMulQueueDescriptor, info, m_CLCompileContext);
275 auto batchNormalizationQueueDescriptor
276 = PolymorphicDowncast<const BatchNormalizationQueueDescriptor*>(&descriptor);
277 return MakeWorkload<ClBatchNormalizationFloatWorkload, NullWorkload>
278 (*batchNormalizationQueueDescriptor, info, m_CLCompileContext);
282 auto batchToSpaceNdQueueDescriptor
283 = PolymorphicDowncast<const BatchToSpaceNdQueueDescriptor*>(&descriptor);
284 return MakeWorkload<ClBatchToSpaceNdWorkload>(*batchToSpaceNdQueueDescriptor, info, m_CLCompileContext);
288 auto castQueueDescriptor = PolymorphicDowncast<const CastQueueDescriptor*>(&descriptor);
289 return MakeWorkload<ClCastWorkload>(*castQueueDescriptor, info, m_CLCompileContext);
293 auto channelShuffleQueueDescriptor
294 = PolymorphicDowncast<const ChannelShuffleQueueDescriptor*>(&descriptor);
295 return MakeWorkload<ClChannelShuffleWorkload>(*channelShuffleQueueDescriptor, info, m_CLCompileContext);
299 auto comparisonQueueDescriptor = PolymorphicDowncast<const ComparisonQueueDescriptor*>(&descriptor);
300 return MakeWorkload<ClComparisonWorkload>(*comparisonQueueDescriptor, info, m_CLCompileContext);
304 auto concatQueueDescriptor = PolymorphicDowncast<const ConcatQueueDescriptor*>(&descriptor);
305 return MakeWorkload<ClConcatWorkload>(*concatQueueDescriptor, info, m_CLCompileContext);
309 auto constantQueueDescriptor = PolymorphicDowncast<const ConstantQueueDescriptor*>(&descriptor);
310 return MakeWorkload<ClConstantWorkload>(*constantQueueDescriptor, info, m_CLCompileContext);
314 auto convertFp16ToFp32QueueDescriptor
315 = PolymorphicDowncast<const ConvertFp16ToFp32QueueDescriptor*>(&descriptor);
316 return MakeWorkload<ClConvertFp16ToFp32Workload>(*convertFp16ToFp32QueueDescriptor,
322 auto convertFp32ToFp16QueueDescriptor
323 = PolymorphicDowncast<const ConvertFp32ToFp16QueueDescriptor*>(&descriptor);
324 return MakeWorkload<ClConvertFp32ToFp16Workload>(*convertFp32ToFp16QueueDescriptor,
330 auto convolution2dQueueDescriptor = PolymorphicDowncast<const Convolution2dQueueDescriptor*>(&descriptor);
332 bool isFastMathEnabled =
false;
333 if (m_ModelContextPtr)
335 if (m_ModelContextPtr.get() !=
nullptr)
337 auto modelOptions =
dynamic_cast<ClBackendModelContext*
>(m_ModelContextPtr.get());
340 isFastMathEnabled = modelOptions->IsFastMathEnabled();
344 return MakeWorkload<ClConvolution2dWorkload>(*convolution2dQueueDescriptor,
346 m_MemoryManager->GetIntraLayerManager(),
352 auto convolution3dQueueDescriptor = PolymorphicDowncast<const Convolution3dQueueDescriptor*>(&descriptor);
354 bool isFastMathEnabled =
false;
355 if (m_ModelContextPtr)
357 if (m_ModelContextPtr.get() !=
nullptr)
359 auto modelOptions =
dynamic_cast<ClBackendModelContext*
>(m_ModelContextPtr.get());
362 isFastMathEnabled = modelOptions->IsFastMathEnabled();
366 return MakeWorkload<ClConvolution3dWorkload>(*convolution3dQueueDescriptor,
368 m_MemoryManager->GetIntraLayerManager(),
374 auto debugQueueDescriptor = PolymorphicDowncast<const DebugQueueDescriptor*>(&descriptor);
375 return MakeWorkload<NullWorkload, NullWorkload>(*debugQueueDescriptor, info, m_CLCompileContext);
379 auto depthToSpaceQueueDescriptor = PolymorphicDowncast<const DepthToSpaceQueueDescriptor*>(&descriptor);
380 return MakeWorkload<ClDepthToSpaceWorkload>(*depthToSpaceQueueDescriptor, info, m_CLCompileContext);
384 auto depthwiseConvolution2dQueueDescriptor
385 = PolymorphicDowncast<const DepthwiseConvolution2dQueueDescriptor*>(&descriptor);
386 return MakeWorkload<ClDepthwiseConvolutionWorkload>(*depthwiseConvolution2dQueueDescriptor,
392 auto dequantizeQueueDescriptor = PolymorphicDowncast<const DequantizeQueueDescriptor*>(&descriptor);
393 return MakeWorkload<ClDequantizeWorkload>(*dequantizeQueueDescriptor, info, m_CLCompileContext);
397 auto detectionPostProcessQueueDescriptor
398 = PolymorphicDowncast<const DetectionPostProcessQueueDescriptor*>(&descriptor);
399 return MakeWorkload<NullWorkload, NullWorkload>(*detectionPostProcessQueueDescriptor,
405 auto divisionQueueDescriptor = PolymorphicDowncast<const DivisionQueueDescriptor*>(&descriptor);
406 return std::make_unique<ClDivisionWorkload>(*divisionQueueDescriptor, info, m_CLCompileContext);
410 auto elementwiseBinaryQueueDescriptor
411 = PolymorphicDowncast<const ElementwiseBinaryQueueDescriptor*>(&descriptor);
413 switch (elementwiseBinaryQueueDescriptor->m_Parameters.m_Operation)
417 AdditionQueueDescriptor additionQueueDescriptor;
418 additionQueueDescriptor.m_Inputs = descriptor.m_Inputs;
419 additionQueueDescriptor.m_Outputs = descriptor.m_Outputs;
420 additionQueueDescriptor.m_AdditionalInfoObject =
421 elementwiseBinaryQueueDescriptor->m_AdditionalInfoObject;
422 return std::make_unique<ClAdditionWorkload>(additionQueueDescriptor, info, m_CLCompileContext);
426 DivisionQueueDescriptor divisionQueueDescriptor;
427 divisionQueueDescriptor.m_Inputs = descriptor.m_Inputs;
428 divisionQueueDescriptor.m_Outputs = descriptor.m_Outputs;
429 divisionQueueDescriptor.m_AdditionalInfoObject =
430 elementwiseBinaryQueueDescriptor->m_AdditionalInfoObject;
431 return std::make_unique<ClDivisionWorkload>(divisionQueueDescriptor, info, m_CLCompileContext);
435 MaximumQueueDescriptor maximumQueueDescriptor;
436 maximumQueueDescriptor.m_Inputs = descriptor.m_Inputs;
437 maximumQueueDescriptor.m_Outputs = descriptor.m_Outputs;
438 maximumQueueDescriptor.m_AdditionalInfoObject =
439 elementwiseBinaryQueueDescriptor->m_AdditionalInfoObject;
440 return std::make_unique<ClMaximumWorkload>(maximumQueueDescriptor, info, m_CLCompileContext);
444 MinimumQueueDescriptor minimumQueueDescriptor;
445 minimumQueueDescriptor.m_Inputs = descriptor.m_Inputs;
446 minimumQueueDescriptor.m_Outputs = descriptor.m_Outputs;
447 minimumQueueDescriptor.m_AdditionalInfoObject =
448 elementwiseBinaryQueueDescriptor->m_AdditionalInfoObject;
449 return std::make_unique<ClMinimumWorkload>(minimumQueueDescriptor, info, m_CLCompileContext);
453 MultiplicationQueueDescriptor multiplicationQueueDescriptor;
454 multiplicationQueueDescriptor.m_Inputs = descriptor.m_Inputs;
455 multiplicationQueueDescriptor.m_Outputs = descriptor.m_Outputs;
456 multiplicationQueueDescriptor.m_AdditionalInfoObject =
457 elementwiseBinaryQueueDescriptor->m_AdditionalInfoObject;
458 return std::make_unique<ClMultiplicationWorkload>(multiplicationQueueDescriptor,
464 SubtractionQueueDescriptor subtractionQueueDescriptor;
465 subtractionQueueDescriptor.m_Inputs = descriptor.m_Inputs;
466 subtractionQueueDescriptor.m_Outputs = descriptor.m_Outputs;
467 subtractionQueueDescriptor.m_AdditionalInfoObject =
468 elementwiseBinaryQueueDescriptor->m_AdditionalInfoObject;
469 return std::make_unique<ClSubtractionWorkload>(subtractionQueueDescriptor,
479 auto elementwiseUnaryQueueDescriptor
480 = PolymorphicDowncast<const ElementwiseUnaryQueueDescriptor*>(&descriptor);
482 switch(elementwiseUnaryQueueDescriptor->m_Parameters.m_Operation)
486 AbsQueueDescriptor absQueueDescriptor;
487 absQueueDescriptor.m_Inputs = elementwiseUnaryQueueDescriptor->m_Inputs;
488 absQueueDescriptor.m_Outputs = elementwiseUnaryQueueDescriptor->m_Outputs;
490 return std::make_unique<ClAbsWorkload>(absQueueDescriptor, info, m_CLCompileContext);
493 return std::make_unique<ClExpWorkload>(*elementwiseUnaryQueueDescriptor, info, m_CLCompileContext);
495 return std::make_unique<ClLogWorkload>(*elementwiseUnaryQueueDescriptor, info, m_CLCompileContext);
497 return std::make_unique<ClLogicalNotWorkload>(*elementwiseUnaryQueueDescriptor,
501 return std::make_unique<ClNegWorkload>(*elementwiseUnaryQueueDescriptor, info, m_CLCompileContext);
504 RsqrtQueueDescriptor rsqrtQueueDescriptor;
505 rsqrtQueueDescriptor.m_Inputs = elementwiseUnaryQueueDescriptor->m_Inputs;
506 rsqrtQueueDescriptor.m_Outputs = elementwiseUnaryQueueDescriptor->m_Outputs;
508 return std::make_unique<ClRsqrtWorkload>(rsqrtQueueDescriptor, info, m_CLCompileContext);
511 return std::make_unique<ClSinWorkload>(*elementwiseUnaryQueueDescriptor, info, m_CLCompileContext);
513 return std::make_unique<ClSqrtWorkload>(*elementwiseUnaryQueueDescriptor, info, m_CLCompileContext);
520 auto fillQueueDescriptor = PolymorphicDowncast<const FillQueueDescriptor*>(&descriptor);
521 return std::make_unique<ClFillWorkload>(*fillQueueDescriptor, info, m_CLCompileContext);
525 auto floorQueueDescriptor = PolymorphicDowncast<const FloorQueueDescriptor*>(&descriptor);
526 return MakeWorkload<ClFloorFloatWorkload, NullWorkload>(*floorQueueDescriptor, info, m_CLCompileContext);
530 auto fullyConnectedQueueDescriptor
531 = PolymorphicDowncast<const FullyConnectedQueueDescriptor*>(&descriptor);
532 return MakeWorkload<ClFullyConnectedWorkload>(*fullyConnectedQueueDescriptor,
534 m_MemoryManager->GetIntraLayerManager(),
539 auto gatherQueueDescriptor = PolymorphicDowncast<const GatherQueueDescriptor*>(&descriptor);
540 return MakeWorkload<ClGatherWorkload>(*gatherQueueDescriptor, info, m_CLCompileContext);
544 auto gatherNdQueueDescriptor = PolymorphicDowncast<const GatherNdQueueDescriptor*>(&descriptor);
545 return MakeWorkload<ClGatherNdWorkload>(*gatherNdQueueDescriptor, info, m_CLCompileContext);
549 auto inputQueueDescriptor = PolymorphicDowncast<const InputQueueDescriptor*>(&descriptor);
550 return std::make_unique<CopyMemGenericWorkload>(*inputQueueDescriptor, info);
554 auto instanceNormalizationQueueDescriptor
555 = PolymorphicDowncast<const InstanceNormalizationQueueDescriptor*>(&descriptor);
556 return MakeWorkload<ClInstanceNormalizationWorkload>(*instanceNormalizationQueueDescriptor,
562 auto l2NormalizationQueueDescriptor
563 = PolymorphicDowncast<const L2NormalizationQueueDescriptor*>(&descriptor);
564 return MakeWorkload<ClL2NormalizationFloatWorkload, NullWorkload>(*l2NormalizationQueueDescriptor,
570 auto logicalBinaryQueueDescriptor = PolymorphicDowncast<const LogicalBinaryQueueDescriptor*>(&descriptor);
572 switch(logicalBinaryQueueDescriptor->m_Parameters.m_Operation)
575 return std::make_unique<ClLogicalAndWorkload>(*logicalBinaryQueueDescriptor,
579 return std::make_unique<ClLogicalOrWorkload>(*logicalBinaryQueueDescriptor,
588 auto logSoftmaxQueueDescriptor = PolymorphicDowncast<const LogSoftmaxQueueDescriptor*>(&descriptor);
590 return MakeWorkload<ClLogSoftmaxWorkload>(*logSoftmaxQueueDescriptor,
592 m_MemoryManager->GetIntraLayerManager(),
597 auto lstmQueueDescriptor = PolymorphicDowncast<const LstmQueueDescriptor*>(&descriptor);
598 return MakeWorkload<ClLstmFloatWorkload, NullWorkload>(*lstmQueueDescriptor, info, m_CLCompileContext);
602 auto maximumQueueDescriptor = PolymorphicDowncast<const MaximumQueueDescriptor*>(&descriptor);
603 return MakeWorkload<ClMaximumWorkload>(*maximumQueueDescriptor, info, m_CLCompileContext);
607 auto meanQueueDescriptor = PolymorphicDowncast<const MeanQueueDescriptor*>(&descriptor);
608 return MakeWorkload<ClMeanWorkload>(*meanQueueDescriptor, info, m_CLCompileContext);
612 auto memCopyQueueDescriptor = PolymorphicDowncast<const MemCopyQueueDescriptor*>(&descriptor);
613 if (memCopyQueueDescriptor->m_Inputs.empty() || !memCopyQueueDescriptor->m_Inputs[0])
615 throw InvalidArgumentException(
"ClWorkloadFactory: Invalid null input for MemCopy workload");
617 return MakeWorkload<CopyMemGenericWorkload>(*memCopyQueueDescriptor, info);
621 auto memImportQueueDescriptor = PolymorphicDowncast<const MemImportQueueDescriptor*>(&descriptor);
622 if (memImportQueueDescriptor->m_Inputs.empty() || !memImportQueueDescriptor->m_Inputs[0])
624 throw InvalidArgumentException(
"ClWorkloadFactory: Invalid null input for MemImport workload");
626 return std::make_unique<ImportMemGenericWorkload>(*memImportQueueDescriptor, info);
630 auto minimumQueueDescriptor = PolymorphicDowncast<const MinimumQueueDescriptor*>(&descriptor);
631 return MakeWorkload<ClMinimumWorkload>(*minimumQueueDescriptor, info, m_CLCompileContext);
635 auto multiplicationQueueDescriptor = PolymorphicDowncast<const MultiplicationQueueDescriptor*>(&descriptor);
636 return MakeWorkload<ClMultiplicationWorkload>(*multiplicationQueueDescriptor, info, m_CLCompileContext);
640 auto normalizationQueueDescriptor = PolymorphicDowncast<const NormalizationQueueDescriptor*>(&descriptor);
641 return MakeWorkload<ClNormalizationFloatWorkload, NullWorkload>(*normalizationQueueDescriptor,
647 auto outputQueueDescriptor = PolymorphicDowncast<const OutputQueueDescriptor*>(&descriptor);
648 return std::make_unique<CopyMemGenericWorkload>(*outputQueueDescriptor, info);
652 auto padQueueDescriptor = PolymorphicDowncast<const PadQueueDescriptor*>(&descriptor);
653 return MakeWorkload<ClPadWorkload>(*padQueueDescriptor, info, m_CLCompileContext);
657 auto permuteQueueDescriptor = PolymorphicDowncast<const PermuteQueueDescriptor*>(&descriptor);
658 return MakeWorkload<ClPermuteWorkload>(*permuteQueueDescriptor, info, m_CLCompileContext);
662 auto pooling2dQueueDescriptor = PolymorphicDowncast<const Pooling2dQueueDescriptor*>(&descriptor);
663 return MakeWorkload<ClPooling2dWorkload>(*pooling2dQueueDescriptor, info, m_CLCompileContext);
667 auto pooling3dQueueDescriptor = PolymorphicDowncast<const Pooling3dQueueDescriptor*>(&descriptor);
668 return MakeWorkload<ClPooling3dWorkload>(*pooling3dQueueDescriptor, info, m_CLCompileContext);
672 auto preCompiledQueueDescriptor = PolymorphicDowncast<const PreCompiledQueueDescriptor*>(&descriptor);
673 return MakeWorkload<NullWorkload, NullWorkload>(*preCompiledQueueDescriptor, info, m_CLCompileContext);
677 auto preluQueueDescriptor = PolymorphicDowncast<const PreluQueueDescriptor*>(&descriptor);
678 return MakeWorkload<ClPreluWorkload>(*preluQueueDescriptor, info, m_CLCompileContext);
682 auto qLstmQueueDescriptor = PolymorphicDowncast<const QLstmQueueDescriptor*>(&descriptor);
683 return std::make_unique<ClQLstmWorkload>(*qLstmQueueDescriptor, info, m_CLCompileContext);
687 auto quantizeQueueDescriptor = PolymorphicDowncast<const QuantizeQueueDescriptor*>(&descriptor);
688 return MakeWorkload<ClQuantizeWorkload>(*quantizeQueueDescriptor, info, m_CLCompileContext);
692 auto quantizedLstmQueueDescriptor = PolymorphicDowncast<const QuantizedLstmQueueDescriptor*>(&descriptor);
693 return MakeWorkload<ClQuantizedLstmWorkload>(*quantizedLstmQueueDescriptor, info, m_CLCompileContext);
697 auto rankQueueDescriptor = PolymorphicDowncast<const RankQueueDescriptor*>(&descriptor);
698 return std::make_unique<ClRankWorkload>(*rankQueueDescriptor, info);
702 auto reduceQueueDescriptor = PolymorphicDowncast<const ReduceQueueDescriptor*>(&descriptor);
703 return std::make_unique<ClReduceWorkload>(*reduceQueueDescriptor, info);
707 auto reshapeQueueDescriptor = PolymorphicDowncast<const ReshapeQueueDescriptor*>(&descriptor);
708 return MakeWorkload<ClReshapeWorkload>(*reshapeQueueDescriptor, info, m_CLCompileContext);
712 auto resizeQueueDescriptor = PolymorphicDowncast<const ResizeQueueDescriptor*>(&descriptor);
713 return MakeWorkload<ClResizeWorkload>(*resizeQueueDescriptor, info, m_CLCompileContext);
717 auto sliceQueueDescriptor = PolymorphicDowncast<const SliceQueueDescriptor*>(&descriptor);
718 return MakeWorkload<ClSliceWorkload>(*sliceQueueDescriptor, info, m_CLCompileContext);
722 auto softmaxQueueDescriptor = PolymorphicDowncast<const SoftmaxQueueDescriptor*>(&descriptor);
723 return std::make_unique<ClSoftmaxWorkload>(*softmaxQueueDescriptor,
725 m_MemoryManager->GetIntraLayerManager(),
730 auto spaceToBatchNdQueueDescriptor
731 = PolymorphicDowncast<const SpaceToBatchNdQueueDescriptor*>(&descriptor);
732 return MakeWorkload<ClSpaceToBatchNdWorkload>(*spaceToBatchNdQueueDescriptor, info, m_CLCompileContext);
736 auto spaceToDepthQueueDescriptor = PolymorphicDowncast<const SpaceToDepthQueueDescriptor*>(&descriptor);
737 return MakeWorkload<ClSpaceToDepthWorkload>(*spaceToDepthQueueDescriptor, info, m_CLCompileContext);
741 auto splitterQueueDescriptor = PolymorphicDowncast<const SplitterQueueDescriptor*>(&descriptor);
742 return MakeWorkload<ClSplitterWorkload>(*splitterQueueDescriptor, info, m_CLCompileContext);
746 auto stackQueueDescriptor = PolymorphicDowncast<const StackQueueDescriptor*>(&descriptor);
747 return MakeWorkload<ClStackWorkload>(*stackQueueDescriptor, info, m_CLCompileContext);
751 auto stridedSliceQueueDescriptor = PolymorphicDowncast<const StridedSliceQueueDescriptor*>(&descriptor);
752 return MakeWorkload<ClStridedSliceWorkload>(*stridedSliceQueueDescriptor, info, m_CLCompileContext);
756 auto subtractionQueueDescriptor = PolymorphicDowncast<const SubtractionQueueDescriptor*>(&descriptor);
757 return MakeWorkload<ClSubtractionWorkload>(*subtractionQueueDescriptor, info, m_CLCompileContext);
761 auto transposeQueueDescriptor = PolymorphicDowncast<const TransposeQueueDescriptor*>(&descriptor);
762 return MakeWorkload<ClTransposeWorkload>(*transposeQueueDescriptor, info, m_CLCompileContext);
766 auto transposeConvolution2dQueueDescriptor
767 = PolymorphicDowncast<const TransposeConvolution2dQueueDescriptor*>(&descriptor);
768 return MakeWorkload<ClTransposeConvolution2dWorkload>(*transposeConvolution2dQueueDescriptor,
770 m_MemoryManager->GetIntraLayerManager(),
775 auto desc = PolymorphicDowncast<const UnidirectionalSequenceLstmQueueDescriptor*>(&descriptor);
776 return MakeWorkloadHelper<ClUnidirectionalSequenceLstmFloatWorkload, NullWorkload>(*desc,