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path: root/src/backends/reference/workloads/RefWorkloads.hpp
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2021-11-17IVGCVSW-6509 Front End + Reference Workload implementationTamás Nyíri
Subtask of story: IVGCVSW-6164 Add a Pooling3d FrontEnd and Ref Implementation * Add front end * Add reference workload * Add corresponding unit tests Change-Id: Icce4146dd0a06a1da46a2def00a82d343e171750 Signed-off-by: Tamas Nyiri <tamas.nyiri@arm.com>
2021-10-02IVGCVSW-5985 Remove deprecated codeJan Eilers
* Removes deprecated AddLayer, IsLayerSupported functions * Marks the whole LayerVisitor class as deprecated not just the constructor. This required to wrap all Accept functions in a no deprecate macro because the LayerVisitor is used as a parameter in there * Removes usage of deprecated LayerVisitor and replaces it with ExecuteStrategy. This required a few structural changes in the unit tests * Adds a default implementation for IStrategy called StrategyBase * Changes pyarmnn to use non deprecated constructor for INetworkProperties and adds related unit test * Marks usage of deprecated code in pyarmnn as deprecated. This required to extend INetworkProperties to allow backwards compatibility * Removes deprecated functions from CpuAcc, GpuAcc and Ref backends Note: This patch breaks compatibility with backends that are not updated in this patch !android-nn-driver:6325 Signed-off-by: Jan Eilers <jan.eilers@arm.com> Change-Id: Id13b6f37a74d26eadeda2da1dc92915e725ed5a5
2021-10-01IVGCVSW-6163 Add Conv3d FrontEnd and Ref ImplementationMatthew Sloyan
* Added front-end * Added Reference workload * Added Serializer & Deserializer support * Added unit tests * Added NDHWC DataLayout Signed-off-by: Matthew Sloyan <matthew.sloyan@arm.com> Change-Id: Iec4d39e7433b5334d52fa44cf8efc6bcd39319d8
2021-09-24IVGCVSW-3705 Add Channel Shuffle Front end and Ref ImplementationSimon Obute
* Add front end * Add reference workload * Add unit tests * Add Serializer and Deserializer * Update ArmNN Versioning Signed-off-by: Simon Obute <simon.obute@arm.com> Change-Id: I9ac1f953af3974382eac8e8d62d794d2344e8f47
2021-08-10MLCE-530 Add support for UnidirectionalSequenceLstm to RefWorkloadexperimental/daves_custom_allocator_dmabufNarumol Prangnawarat
* Add implementation of IsUnidirectionalSequenceLstmSupported to RefLayerSupport * Add RefUnidirectionalSequenceLstmWorkload * Refactor Lstm to be able to use for Lstm and SequenceLstm * Unit tests Signed-off-by: Narumol Prangnawarat <narumol.prangnawarat@arm.com> Change-Id: Ibc066d213213a11b955dfefbe518de643298ba0c
2021-06-16MLCE-510 Add CpuRef Shape Operator to ArmNNKeith Davis
* Add front end * Add reference workload * Serialization/Deserialization * Add unit tests * Update ArmNN Versioning Signed-off-by: Keith Davis <keith.davis@arm.com> Change-Id: I6fcb1fa341d6f08dea4003b13544e6e9f53fefd3
2021-04-12IVGCVSW-5410 Add front-end support for CASTmathad01
IVGCVSW-5415 Add TfLiteParser support for CAST * Added front end support for CAST, including support in the Reference workload, Serialization, Deserializtion, Unit tests, and TfLiteParser. Signed-off-by: mathad01 <matthew.haddon@arm.com> Change-Id: Iaf670ca5912a21ed6bc84f7f83a68b42154846bb
2021-02-03backends/reference: Add ReduceSum operation supportSadik Armagan
This patch addes ReduceSum operation support for reference backend, which computes the sum of elements across dimensions of a tensor. Changelog v1: - Fix file header descriptions. Chagelog v2: - Fix line limit issue. - Fix type conversion issue. Changelog v3: - Remove tabs. - Modify newly added file headers. Changelog v4: - Symbol on header isn't allowed so drop it from newly added file headers. Changelog v5: - Remove tabs, fix the use of brackets and align lines correctly. Changelog v6: - Add serializer and deserializer support. Changelog v7: - Fix build error add missed code. Changelog v8: - Rename ReduceSumDecriptor to ReduceDescriptor - Update m_KeepDims field data type to bool on ReduceDescriptor - Add ReduceOperation field to ReduceDescriptor - Rename ReduceSumLayer to ReduceLayer - Update ReduceLayer to use ReduceDescriptor - Update ReduceLayer::ValidateTensorShapesFromInputs() function - Rename RefReduceSumWokload to RefReduceWorkload - Update workload to use ReduceDescriptor - Update workload to use Decoders and Encoders - Remove ReduceSum.hpp and ReduceSum.cpp - Added Reduce.hpp and Reduce.cpp - Move Mean.cpp (which is implementing REDUCE_MEAN) functionality to Reduce.cpp - Update RefMeanWorkload to call Reduce function with ReduceOperation::Mean argument - Remove Mean.hpp and Mean.cpp - Update the Serializer/Deserializer ArmnnSchema.fbs for ReduceLayer, ReduceDescriptor, and ReduceOperation - Update Serializer and Deserializer for serializing/parsing ReduceLayer - Added TfLiter parser Sum test for REDUCE_SUM operator - Make corresponding changes on front-end and Ref backend to support REDUCE_SUM operator Changelog v9: - Fixed build errors. Change-Id: I8c8e034f3df73f9565b3c18eff51ecca6c542195 Signed-off-by: Inki Dae <inki.dae@samsung.com> Signed-off-by: Sadik Armagan <sadik.armagan@arm.com>
2020-11-09IVGCVSW-5091 Add Logical ops frontend and ref implJames Conroy
* Add frontend and reference implementation for logical ops NOT, AND, OR. * Unary NOT uses existing ElementwiseUnary layer and ElementwiseUnary descriptor. * Binary AND/OR uses new layer LogicalBinary and new LogicalBinary descriptor. * Add serialization/deserializion support and add missing ElementwiseUnary deserializer code. * Add additional Boolean decoder in BaseIterator.hpp. Signed-off-by: James Conroy <james.conroy@arm.com> Change-Id: Id343b01174053a166de1b98b6175e04a5065f720
2020-07-06IVGCVSW-4624 Add a RANK Reference ImplementationFinn Williams
* Add Rank front end * Add Rank reference implementation * Add Rank serialization support * Add Scalar serialization support Signed-off-by: Finn Williams <Finn.Williams@arm.com> Change-Id: I06e4a468c2a84e79bae2e6c5348596bbbf853b4b
2020-06-15IVGCVSW-4620 Add Fill Reference ImplementationRyan OShea
* Add Fill Reference Implementation * Refactor FP converter to use static_cast Signed-off-by: Ryan OShea <Ryan.OShea2@arm.com> Signed-off-by: Keith Davis <keith.davis@arm.com> Change-Id: I532e2f982981d047690755fac43a0e9cf8b17dcd
2020-05-02IVGCVSW-4449 Add QLstm ref implementationJames Conroy
* Adds ref implemenation for new HAL 1.3 operator, QLstm. * Adds Layer and CreateWorkload unit tests. * Adds WorkloadData validate for QLstm. Signed-off-by: James Conroy <james.conroy@arm.com> Change-Id: I8a721f07ff06105e6495a1a0561b9503aa8146dc
2020-03-19IVGCVSW-4516 Add ConvertFp32ToBf16Layer and Ref workload supportNarumol Prangnawarat
Signed-off-by: Narumol Prangnawarat <narumol.prangnawarat@arm.com> Change-Id: I9099a4f840fb747336f77d20a0868b64e801a310
2020-03-17IVGCVSW-4515 Add ConvertBf16ToFp32Layer and Ref workload supportNarumol Prangnawarat
Signed-off-by: Narumol Prangnawarat <narumol.prangnawarat@arm.com> Change-Id: Ida6d7e1d2c9abe0618f8b711bab9d62c011090d6
2020-03-02IVGCVSW-4375 Add support for TransposeMike Kelly
* Added TransposeLayer * Added CL, Neon and Ref Workloads * Added Transpose utilities * Added Serializer and Deserializer support * Added Quantizer support Signed-off-by: Mike Kelly <mike.kelly@arm.com> Change-Id: I04c755ba7cb5b1edf72b3c9f3c0314878032e3c7
2020-01-23IVGCVSW-4259 Add frontend and reference workload for UnaryOperationLayerjosh minor
* Added new layer named ElementwiseUnary * Deprecated existing Abs/Rsqrt layer functions * Updated existing Abs/Rsqrt test infrastructure to use new layer * Added boilerplate for new Exp,Neg,Sqrt elemwise op layers * AbsQuantize test removed pending future commit * Serialization support added !android-nn-driver:2550 Change-Id: Ic595c645925e17b45db568187fd05646daf2e87f Signed-off-by: josh minor <josh.minor@arm.com>
2019-10-21IVGCVSW-3993 Add frontend and reference workload for ComparisonLayerAron Virginas-Tar
* Added frontend for ComparisonLayer * Added RefComparisonWorkload * Deprecated and removed Equal and Greater layers and workloads * Updated tests to ensure backward compatibility Signed-off-by: Aron Virginas-Tar <Aron.Virginas-Tar@arm.com> Change-Id: Id50c880be1b567c531efff919c0c366d0a71cbe9
2019-10-15IVGCVSW-3975 Add reference workload for LOG_SOFTMAXAron Virginas-Tar
Signed-off-by: Aron Virginas-Tar <Aron.Virginas-Tar@arm.com> Change-Id: I10bb7133e0e2d6d7199abdf39562b1226bbbd3e7
2019-10-09IVGCVSW-3888 Add INSTANCE_NORMALIZATION Reference implementationKevin May
Signed-off-by: Kevin May <kevin.may@arm.com> Change-Id: I725022f86e990c482ea323fc90fd136fe493ed68
2019-09-24IVGCVSW-3885 Add reference workload for DepthToSpaceAron Virginas-Tar
Signed-off-by: Aron Virginas-Tar <Aron.Virginas-Tar@arm.com> Change-Id: Id937dc4425884ad1985dcdfaae8bf3fb64f0c766
2019-09-19IVGCVSW-3723 Adding reference workload support for ArgMinMaxNikhil Raj
Change-Id: I65209ecec4e3abf808163239748d6e830568c2e3 Signed-off-by: Nikhil Raj <nikhil.raj@arm.com>
2019-09-18IVGCVSW-3878 Add reference workload for SLICEAron Virginas-Tar
* Added reference workload implementation and layer tests for all supported tensor dimensions (1d, 2d, 3d, 4d) Signed-off-by: Aron Virginas-Tar <Aron.Virginas-Tar@arm.com> Change-Id: I40eb300828933e9183027281105d1a7e597d1569
2019-09-06IVGCVSW-3740 Add Reference Workload support for ABSSadik Armagan
* Implemented RefAbsWorkload and unit tests Signed-off-by: Sadik Armagan <sadik.armagan@arm.com> Change-Id: Ibfcdb2b37fd8d240c181f96856e2c997a4b88914
2019-07-17IVGCVSW-3419 Add reference workload support for the new Stack layerMatthew Jackson
* Added reference workload for the Stack layer * Added factory methods * Added validation support * Added unit tests Signed-off-by: Matthew Jackson <matthew.jackson@arm.com> Change-Id: Ib14b72c15f53a2a2ca152afc357ce2aa405ccc88
2019-07-01IVGCVSW-3365 Add reference workload support for ResizeLayerTeresa Charlin
Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Change-Id: Id551690065dca0686ce597d1f0c14fd73163481e
2019-06-27IVGCVSW-3320 Add reference workload support for TransposeConvolution2dLayerAron Virginas-Tar
Signed-off-by: Aron Virginas-Tar <Aron.Virginas-Tar@arm.com> Change-Id: Icc64f8148c9d8a0d14d772e6e4e7865e70585cd9
2019-06-20IVGCVSW-3248 Refactor reference BatchToSpace workloadFrancis Murtagh
* Add Decoders and Encoders to workload to make it data type agnostic * Merge float32 and Uint8 into single workload Change-Id: I8adfa1898a63f13889eaaf55a31c26fd1e2d7ee8 Signed-off-by: Francis Murtagh <francis.murtagh@arm.com>
2019-06-19IVGCVSW-3231 Add reference workload support for SpaceToDepthKeith Davis
* Added reference workload for SpaceToDepth * Added unit tests for float32 & uint8 * Minor sort refactoring to RefWorkloads.hpp to alphabetical order Change-Id: I2e01f8101650e2aae102a8a32bc0064f067141ab Signed-off-by: Keith Davis <keith.davis@arm.com>
2019-06-19IVGCVSW-3268 Add Reference workload support for the new Prelu Activation layerMatteo Martincigh
* Added reference workload for the PReLU Activation layer * Added factory methods * Added validation support * Added Int16 support * Added unit tests Change-Id: Ic950d908c5e0a335dccd2960a3ffab0f8b599876 Signed-off-by: Matteo Martincigh <matteo.martincigh@arm.com>
2019-06-17IVGCVSW-3221 Refactor Mean ref workload and testsJames Conroy
* Renamed RefMeanFloat32Workload and RefMeanUint8Workload to RefMeanWorkload, updated references to reflect this change. * Refactored RefFloorWorkload to use Decoders/Encoders, to support the use of multiple data types. * Deleted reference Unit8 Mean tests as they were duplicates of the Float32 tests. Refactored these tests to support multiple data types and updated references. * Adjusted the values used in the tests' input tensors so that they are more like floating point numbers e.g. change 1.0f to 1.5f. * Replace size_t with unsigned int in Mean ref workload, for better compatibility with the Encoder/Decoder, removed some unnecessary casts after this. * Added ValidateTensorDataTypesMatch() function to WorkloadData.cpp, added CreateIncorrectDimensionsErrorMsg function to RefLayerSupport.cpp. * Added passing and failing tests for ref IsMeanSupported. Signed-off-by: James Conroy <james.conroy@arm.com> Change-Id: Id3d44463d1385255c727a497d4026d21a49e7eb2
2019-06-17IVGCVSW-3218 Refactor the Reference Workloads for the ResizeBilinear layerEllen Norris-Thompson
* Refactored ResizeBilinear Reference Workloads to combine Float32 and Uint8 files Signed-off-by: Ellen Norris-Thompson <ellen.norris-thompson@arm.com> Change-Id: I725a830f4c4755a7d3a37ca68e31e44e7eb267cb
2019-06-14IVGCVSW-3229 Refactor L2Normalization workload to support multiple data typesFerran Balaguer
Signed-off-by: Ferran Balaguer <ferran.balaguer@arm.com> Change-Id: I848056aad4b172d432664633eea000843d85a85d
2019-06-06IVGCVSW-3211 Refactor reference Rsqrt workloadnikraj01
Change-Id: Ia413c6b5352dbb3390e7d84e837a542c24ae8813 Signed-off-by: nikraj01 <nikhil.raj@arm.com>
2019-06-06IVGCVSW-3226 Refactor the reference normalization workloadMatteo Martincigh
* Refactored RefNormalizationFloat32Workload into RefNormalizationWorkload * Added ref support of Uint8 norm workloads * Added workload unit tests for Uint8 Change-Id: I063ce919c267e02a32e739848e49d75fd98a5eb6 Signed-off-by: Matteo Martincigh <matteo.martincigh@arm.com>
2019-06-06IVGCVSW-3142 Refactor reference Pooling2d workloadTeresa Charlin
Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Change-Id: I94c973ab747309c0214268c9c39f6d8f3fc7b255
2019-06-05IVGCVSW-2971 Support QSymm16 for DetectionPostProcess workloadsAron Virginas-Tar
Signed-off-by: Aron Virginas-Tar <Aron.Virginas-Tar@arm.com> Change-Id: I8af45afe851a9ccbf8bce54727147fcd52ac9a1f
2019-06-04IVGCVSW-3212 Refactor the Reference BatchNormalization workloads toMatteo Martincigh
handle Float32 and QAsymm8 types * Removed the type-specific workload implementations * Added type-independent RefBatchNormalizationWorkload implementation * Reworked BachNormImpl to use decoders/encoders * Improved the validation of the BatchNorm queue descriptor * Fixed unit tests where necessary Change-Id: Icf3fa1332292d38ec2fa0b1cb984cab78426034b Signed-off-by: Matteo Martincigh <matteo.martincigh@arm.com>
2019-05-31IVGCVSW-3177 Refactor Floor reference workloadJames Conroy
* Renamed RefFloorFloat32Workload to RefFloorWorkload and updated references to reflect this change. * RefFloorWorkload now uses Decoders/Encoders and supports the use of multiple data types. * Deleted FloorTestImpl.hpp and moved its contents into LayerTests.hpp. Change-Id: Ie079d05f2f6a578172f0fe3024f9607c030bce64 Signed-off-by: James Conroy <james.conroy@arm.com>
2019-05-30IVGCVSW-3159 Support QSymm16 for Splitter workloadsRuomei Yan
Change-Id: I9af5d2d8ade97b9ecd2e6fbf13db9fa3bb622ed8 Signed-off-by: Ruomei Yan <ruomei.yan@arm.com>
2019-05-29IVGCVSW-3168 Refactor reference softmax workload into a single workloadnikraj01
Change-Id: Ie290efcbb9e3a6365cbd630cb2041e7b0f542505 Signed-off-by: nikraj01 <nikhil.raj@arm.com>
2019-05-28IVGCVSW-3119 Rename MergerLayer to ConcatLayerJim Flynn
!android-nn-driver:1210 Change-Id: I940b3b9e421c92bfd55ae996f7bc54ac077f2604 Signed-off-by: Jim Flynn <jim.flynn@arm.com>
2019-05-28IVGCVSW-3145 Refactor Reference Reshape workloadsNina Drozd
* Removed reference reshape workloads for float32 and uint8 * Added RefReshapeWorkload * Added check for supported datatypes for reshape in WorkloadData * Added check for supported datatypes for reshape in RefLayerSupport * Updated CMakeLists.txt * Updated references to reshape workloads Signed-off-by: Nina Drozd <nina.drozd@arm.com> Change-Id: I9941659067b022f8f7686ab0ff14776944dca3e5
2019-05-27IVGCVSW-3134 Refactor FullyConnected workloads into single workloadFrancis Murtagh
* Refactor FullyConnected workloads into single workload. * Refactor FullyConnected ref implementation to use Encoders and Decoders to support all DataTypes. * Deleted RefFullyConnectedFloat32Workload and RefFullyConnected2dUint8Workload. Change-Id: Iad30fb0287ab7491e1297997e7d61f1d00785541 Signed-off-by: Francis Murtagh <francis.murtagh@arm.com>
2019-05-23IVGCVSW-3073 Refactor reference DepthwiseConvolution2d workloadsRuomei Yan
Change-Id: I3cf8d9dbc4f8c95e0e2311505dd7e9f9069f1ab5 Signed-off-by: Ruomei Yan <ruomei.yan@arm.com>
2019-05-23IVGCVSW-3025: Refactor reference Convolution2d workloadMike Kelly
* Refactored RefConvolution2dWorkload to support all DataTypes through Encoders and Decoders. * Added Convolute function to ConvImpl that uses Encoders and Decoders to support all DataTypes. * Deleted RefConvolution2dFloat32Workload and RefConvolution2dUint8Workload. Signed-off-by: Mike Kelly <mike.kelly@arm.com> Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Change-Id: Ic5ef0f499d08b948fa65fdee54b5f681fd0b1c05
2019-05-17IVGCVSW-3117 Rename RefMergerWorkload to RefConcatWorkloadJim Flynn
Change-Id: Ifeb33db919ef77bf777e114f2d84b88fd595ca2c Signed-off-by: Jim Flynn <jim.flynn@arm.com>
2019-05-16IVGCVSW-2972 Support QSymm16 for MergerJim Flynn
Change-Id: If2289b2d1fc20f4524fcf4620f01ea3a36d727d2 Signed-off-by: Jim Flynn <jim.flynn@arm.com>
2019-05-07IVGCVSW-2997 Refactor reference LSTM workloadNattapat Chaimanowong
Signed-off-by: Nattapat Chaimanowong <nattapat.chaimanowong@arm.com> Change-Id: I6883f878d9f701a55153292769d2fc0530d2529e
2019-04-29IVGCVSW-2982 Refactor reference Activation workloadNattapat Chaimanowong
Change-Id: Ia3b9a56787cc68822a3c1635de82e03ecc0aae27 Signed-off-by: Nattapat Chaimanowong <nattapat.chaimanowong@arm.com>
2019-04-10IVGCVSW-2946 RefElementwiseWorkload configures prior to first executeDerek Lamberti
+ Added PostAllocationConfigure() method to workload interface + Elementwise function now deduces types based on Functor - Replaced RefComparisonWorkload with RefElementwiseWorkload specialization + Fixed up unit tests and minor formatting Change-Id: I33d08797767bba01cf4efb2904920ce0f950a4fe Signed-off-by: Derek Lamberti <derek.lamberti@arm.com>
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