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path: root/src/backends/reference/workloads
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2019-11-19IVGCVSW-4068 Add Guid to WorkloadNarumol Prangnawarat
* Add Guid to Workload * Remove circular dependency Signed-off-by: Narumol Prangnawarat <narumol.prangnawarat@arm.com> Signed-off-by: janeil01 <jan.eilers@arm.com> Change-Id: I15342fa7481c6bdc050e057dce2d74bba07fe2dd
2019-11-15Add FP16 support to DebugWorkloadAron Virginas-Tar
Signed-off-by: Aron Virginas-Tar <Aron.Virginas-Tar@arm.com> Change-Id: Ia879f2d84a1b977474ee0dafa976f2aab32bd3ae
2019-11-12IVGCVSW-4079 Add support of per-axis quantization to DepthwiseConvolution2dTeresa Charlin
!android-nn-driver:2260 Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Change-Id: Iad93c1940568ffa65ed314c8871ea66caf4f9e4a
2019-11-12IVGCVSW-3839 Add support of per-axis quantization to reference ↵Aron Virginas-Tar
TransposeConvolution2d Signed-off-by: Aron Virginas-Tar <Aron.Virginas-Tar@arm.com> Change-Id: Ie0dc1204eee925adfb1e59aba3f1137178302184
2019-11-08MLCE-144 Fix cts MAX_POOL_2D_V1_0 testsFinn Williams
Signed-off-by: Finn Williams <Finn.Williams@arm.com> Change-Id: I2da66efca40bc21d417efc42a225877d94e31428
2019-11-06IVGCVSW-3837 Add support for per-axis quantization to reference ↵Aron Virginas-Tar
Convolution2d workload Signed-off-by: Aron Virginas-Tar <Aron.Virginas-Tar@arm.com> Change-Id: I0ac08ba4864d48e6f64c4ac645dad8ea850be112
2019-11-05IVGCVSW-3836 Add support for Int32 per-axis scalesAron Virginas-Tar
* Added ScaledInt32PerAxisDecoder implementation * Added new case for Signed32 in MakeDecoder that returns a ScaledInt32PerAxisDecoder if the tensor info has multiple quantization scales Signed-off-by: Aron Virginas-Tar <Aron.Virginas-Tar@arm.com> Change-Id: I8b3c11091644da993044d2a0fe2aba6b06b5af56
2019-11-04IVGCVSW-3835 Create Encoder and Decoder for QSymm8PerAxisKeith Davis
* Add QuantizedSymm8PerAxis to armnn DataType (types.hpp) and * Add Quantize and Dequantize template for int8 in TypeUtils to be able to compute QSymm8 of the weight * Create PerAxisIterator for per-axis quantization * Create QSymm8PerAxisDecoder * Create QSymm8PerAxisEncoder Signed-off-by: Keith Davis <keith.davis@arm.com> Change-Id: Ibcfe0288a197b7ee50b543bdbd77b7edb8a547c2
2019-11-04Add fp16 support for dequantizeJan Eilers
* Changed RefDequantizeWorkload to use Encoder/Decoder * Added related unit tests for Cl, Neon and Ref Signed-off-by: Jan Eilers <jan.eilers@arm.com> Change-Id: Ic2fd4103090dd2127c6859b49305736f7b2dfb05
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
2019-09-25IVGCVSW-3908 Fix DepthToSpace reference unit test failures on Android QAron Virginas-Tar
* Use different way of constructing the PermutationVector objects needed by the DepthToSpace workload Signed-off-by: Aron Virginas-Tar <Aron.Virginas-Tar@arm.com> Change-Id: Ieb32c21b7cb4c2e9af22e9e1a0ac2c534be5559d
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
2019-09-16IVGCVSW-3694 Add ArgMinMax implementation for RefNarumol Prangnawarat
* Add ArgMinMax implementation * Add utility function to get number of elements between axis * Add utility function to get unsigned axis * Unit tests for ArgMinMax function Signed-off-by: Narumol Prangnawarat <narumol.prangnawarat@arm.com> Change-Id: I7bc3d610dda9526190187eb87394a8ed7a4b5cdd
2019-09-11IVGCVSW-3845 Add Reference FP16 support for required layersMatthew Jackson
* Working on layers required by FSRCNN, FCRN and DeepSpeaker * Updates RefLayerSupport and RefWorkloadFactory methods * Adds RefPadFloat16Workload * Tested by successful execution of these networks on Reference FP16 backend Signed-off-by: Matthew Jackson <matthew.jackson@arm.com> Change-Id: I4817dca0a89bba6902f0feffc494b27a26a0ab2d
2019-09-10IVGCVSW-3824 Implement Float 16 Encoder and DecoderMatthew Jackson
* Implement Float 16 Encoder and Decoder * Add Stack Float 16 layer and create workload tests Signed-off-by: Matthew Jackson <matthew.jackson@arm.com> Change-Id: Ice4678226f4d22c06ebcc6db3052d42ce0c1bd67
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
2019-08-21IVGCVSW-3642 Fixed VTS Test FailuresMike Kelly
* Fixed Quant8 VTS test failures where an output value should have been greater than 255 before a negative bias was applied. Signed-off-by: Mike Kelly <mike.kelly@arm.com> Change-Id: Ie0084c1c8c4a4b5f069112d523765ed338277e58
2019-08-20IVGCVSW-3640 Add multi-channel TransposeConvolution2d unit tests to CL backendAron Virginas-Tar
* Fixed bug in multi-channel test and reference workload implementation * Enabled multi-channel tests on CL backend Signed-off-by: Aron Virginas-Tar <Aron.Virginas-Tar@arm.com> Change-Id: I08bb523bc68d9c93a1012b4f487a5bce36a085b1
2019-08-14IVGCVSW-3610 Remove unused leftover variable from TransposeConvolution2dImplAron Virginas-Tar
Signed-off-by: Aron Virginas-Tar <Aron.Virginas-Tar@arm.com> Change-Id: I496f95ab464f3a38e0601799a6ff6ba5ffe3a776
2019-08-13IVGCVSW-3615 Update Transpose Convolution algorithmMike Kelly
* Now supports channel multiplier != 1 in Ref TransposeConvolution2d Signed-off-by: Mike Kelly <mike.kelly@arm.com> Change-Id: Ice95444025311b8b952c8f7f5fa0f1ecf483df41
2019-08-02IVGCVSW-3609 Fix decoding and encoding of INT32 tensorsAron Virginas-Tar
* Added Int32Decoder and Int32Encoder to decode INT32 tensors * Changed MakeDecoder to return ScaledInt32Decoder only if the scale is different from 0, i.e. for quantized bias tensors Signed-off-by: Aron Virginas-Tar <Aron.Virginas-Tar@arm.com> Change-Id: I278061d445d1c549c7ace11f51aa172ce7c691ae
2019-07-26IVGCVSW-3537 Add support for L2 Normalization with < 4 dimensional tensorsMatthew Jackson
* Fix reference L2 Normalization workload to support < 4 dimensional tensors * Add unit test for L2 Normalization with 2d tensor to Reference, Neon and CL test suites * Fix typo in StackLayer Signed-off-by: Matthew Jackson <matthew.jackson@arm.com> Change-Id: I48a6a1289bcb02955b24f261bc70b467bd1abc23
2019-07-25IVGCVSW-3521 CpuAcc V1.2 pad FailuresMike Kelly
* Pad value for QASYMM8 is no longer stored in quantized form. Signed-off-by: Mike Kelly <mike.kelly@arm.com> Change-Id: I048e1d233353c0560ae03a7cc1ed5199295352bc
2019-07-23Fix various uses of non-standard C++:Rob Hughes
* Replace u_int32_t with uint32_t * Replace size_t with uint32_t for initializer list of TensorInfo * Replace variable size arrays with std::vector * Replace reference to local variable during its initialisation Change-Id: I298b3995f1525f90a1ab2416d7e270315698fae3
2019-07-23IVGCVSW-3536 Add Axis parameter to reference Softmax implementationFrancis Murtagh
* Add Axis parameter to Softmax Descriptor * Add new reference implementation for Softmax using Axis parameter * Add unit tests to cover each Axis Change-Id: Iafac2275d2212337456f2b1b56b0f76f77fb9543 Signed-off-by: Francis Murtagh <francis.murtagh@arm.com>
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
2019-07-09IVGCVSW-3399 Add support of QuantisedSymm16 to PadNarumol Prangnawarat
* Add support of QuantisedSymm16 to Pad * Fix custom padding tests * Add unit tests for Pad QuantisedSymm16 Signed-off-by: Narumol Prangnawarat <narumol.prangnawarat@arm.com> Change-Id: Ieb9a4492760b13fa030a42eb4d38fd9ffd7a8c76
2019-07-08IVGCVSW-3399 Add support of QuantisedSymm16 to Permute and unit testsNarumol Prangnawarat
Signed-off-by: Narumol Prangnawarat <narumol.prangnawarat@arm.com> Change-Id: Id6ab073ae3e0ff5f60c2f4bef975798ce71c9f88
2019-07-08IVGCVSW-3399 Add support of QuantisedSymm16 to Debug and unit tests,Narumol Prangnawarat
refactor to be done Signed-off-by: Narumol Prangnawarat <narumol.prangnawarat@arm.com> Change-Id: I6dbf6a2aa328b8c843632e1231931b4e1c6888bb
2019-07-05Fix member name in PadDescriptorAron Virginas-Tar
* Renamed m_padValue to m_PadValue to bring it in line with our naming conventions Signed-off-by: Aron Virginas-Tar <Aron.Virginas-Tar@arm.com> Change-Id: I071aa42c9be495462c64697e5a923a5ec55de146
2019-07-04IVGCVSW-3307 Add RefMemoryManagerMatthew Bentham
Simple pool memory manager for use in the reference backend, in order to make the backend usable for testing large networks. Change-Id: I5694da29052c60f95b57da595c64cc114d75b8ba Signed-off-by: Matthew Bentham <Matthew.Bentham@arm.com>
2019-07-03IVGCVSW-3307 TransposeConvolution: Don't call Map() before Execute()Matthew Bentham
Change-Id: I7a812eafc8c73d074049ba95189cbc17d276eee3 Signed-off-by: Matthew Bentham <matthew.bentham@arm.com>
2019-07-03IVGCVSW-3161 Bug Fix in Nearest Neighbor implementation;Teresa Charlin
consider 4 neighbors instead of 2. Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Change-Id: Ia724b35f723157e9f51b5345964200f126b98267
2019-07-02IVGCVSW-3236 Extend Ref LSTM with layer normalization supportJan Eilers
* Add descriptor values * Update lstm queue descriptor validate function * Update lstm workload * Update isLstmSupported (Cl and Ref), LayerSupportBase, ILayerSupport * Update lstm layer * Add unit tests Signed-off-by: Jan Eilers <jan.eilers@arm.com> Change-Id: I932175d550facfb342325051eaa7bd2084ebdc18 Signed-off-by: Jan Eilers <jan.eilers@arm.com>
2019-07-02IVGCVSW-3307 Don't assume TensorInfo::Map() can be called before Execute()Matthew Bentham
Change-Id: I445c69d2e99d8c93622e739af61f721e61b0f90f Signed-off-by: Matthew Bentham <Matthew.Bentham@arm.com>
2019-07-02IVGCVSW-3307 Introduce RefTensorHandleMatthew Bentham
Use it for intermediate tensors on reference backend. Lays the groundwork for memory management in the reference backend. Change-Id: I7d3ee132cac31bde70ae6e1b815f4f0b03d550a6 Signed-off-by: Matthew Bentham <Matthew.Bentham@arm.com>
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
2019-06-24IVGCVSW-3235 Add scalar to use as padding value in Reference PadDavid Monahan
Signed-off-by: David Monahan <david.monahan@arm.com> Change-Id: If050f318fcb7626bbfae1b8737a1d232a4a5a915
2019-06-24IVGCVSW-3247: Refactor reference Gather workloadEllen Norris-Thompson
* Refactored Gather reference workload to not use templates for different types * Added quantization values in Gather unit tests for Quantized types Signed-off-by: Ellen Norris-Thompson <ellen.norris-thompson@arm.com> Change-Id: Ibe5d655aa1c287824e45b83818c5862bda7f92b0
2019-06-20IVGCVSW-3212 Refactor RefBatchNormalizationWorkloadMatteo Martincigh
* Refactor the reference batch normalization workload to avoid unnecessary function calls and to improve readibility Change-Id: I49d78dcac7bad36f57bd1eb196c12dbad01cc893 Signed-off-by: Matteo Martincigh <matteo.martincigh@arm.com>
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-3286 Add epsilon Reference workload supportFerran Balaguer
Change-Id: I5cabbf9d1ef3858be68d6820d14845e512128c5b Signed-off-by: Ferran Balaguer <ferran.balaguer@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
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