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2023-08-01IVGCVSW-7243 Remove deprecated code due to be removed in 23.05Kevin May
* Remove deprecated GetAxesToMul and GetAxesNotMul functions * Remove Deprecated version of file TensorCopyUtils.hpp Signed-off-by: Kevin May <kevin.may@arm.com> Change-Id: I1fb652ff8319e73616991f11c1a19daecc40833c
2023-07-31MLCE-1092 Add Names to WorkloadsMike Kelly
* Added names to Workloads. * Workloads will be given the name of the Layer that created them. * Added new profiling macros to CL Neon and Ref that add the workload name to the event label * Updated workloads to use new macros. * Added missing profiling to Rank Workloads. * Fixed issue where ClConvolution2dWorkload was being reported as Undefined rather than GpuAcc. Signed-off-by: Mike Kelly <mike.kelly@arm.com> Change-Id: I0a55eab6c2f455b73943aca8e99a247c3cb2a906
2023-07-25IVGCVSW-7883 Front end and reference implementation for TILETeresa Charlin
Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Signed-off-by: Cian McGriskin <cian.mcgriskin@arm.com> Change-Id: I0afb2403fee11c5c1e58ea65e2525e99594d8f2d
2023-07-17IVGCVSW-7879 Change REVERSE_V2 from LayerWithParameters with 1 input, to ↵Tracy Narine
Layer with 2 inputs * Changing ReverseV2 to use two inputs * This is required by the backends * The ReverseV2Descriptor was removed * Tests updated * Added a Run<> templatefor inputs with different data types Signed-off-by: Tracy Narine <tracy.narine@arm.com> Change-Id: I22f947de829b4b3da6bda3a74f4ffdef4052cc25
2023-07-14IVGCVSW-7830 Add backend optimizations to remove Reshapes where possibleMike Kelly
* Added optimization to remove reshapes for Neon and Ref Backends by using overridden TensorInfos * Added ability to delete Subgraphs during Optimization * Fixed naming error in NeonEndToEndTests and CLEndToEndTests * Added LayerNameAndTypeCheck for testing. * Fixed error where layers were not marked as altered when removed in CLBackend Signed-off-by: Mike Kelly <mike.kelly@arm.com> Change-Id: I1ac25cd4ec9821470d961831ae2c8d24882276cc
2023-07-04IVGCVSW-7831: Front end and Reference Implementation for REVERSE_V2Tianle Cheng
* Descriptors added for ReverseV2 * Layer definition added * Input validation added * Reference workload implementation for ReverseV2 added * Reference layer unit tests made for ReverseV2 * CompareTensors method updated to support comparison between empty tensors * CMake and other build files updated Signed-off-by: Tianle Cheng <tianle.cheng@arm.com> Change-Id: I805738454421309fda77c44218a8df171d68dc18
2023-05-22Add SqDiff, Power and Ceil to TypeUtils.hppTeresa Charlin
Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Change-Id: Ia026d7a9c71f2cede3e9b3d2c9a92c1781ec96a3
2023-05-17IVGCVSW-7400 POW IVGCVSW-7278 SQUARED_DIFFERENCE.John Mcloughlin
* Added 2 new operators as ElementWiseBinary ops * Ref End to End and unit tests * Serialize and Deserialize tests * Delegate and Opaque Delegate tests * TfLite Parser tests Signed-off-by: John Mcloughlin <john.mcloughlin@arm.com> Change-Id: I537158127f602f0c41ca0402aa31655cd3bd4281
2023-04-20GitHub #723 Fix Maybe uninitialized variableTeresa Charlin
Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Change-Id: I70d3673bbb2dc113ac5eb6d63029a4a4a684e831
2023-04-19GitHub #640 Add support for CEIL operatorTeresa Charlin
* Reference workload * TfLite Delegate * TfLite Parser * Serializer and Deserializer * Changed fallback tests in delegate to use COS instead of CEIL Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Signed-off-by: Mike Kelly <mike.kelly@arm.com> Change-Id: I36e0dbff33694182d1dba0c95d463506428e2f04
2023-04-18GitHub #719 Set quantization parameter scale to 1.0, instead of 0.0.Teresa Charlin
* Arm NN does not account for int8 or uint8 not quantized types, Tensorflow does. Not quantized int8 and uint8 is the same as quantized int8 and uint8 with scale = 1.0 and offset= 0 Default offset/zero_point was already 0, this review sets the default scale to 1.0. Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Change-Id: Ibc3eecc281de516c2cc706e17bde01c64ff9556e
2023-04-12IVGCVSW-7197 Implement Pimpl Idiom for OptimizerOptionsJohn Mcloughlin
Signed-off-by: John Mcloughlin <john.mcloughlin@arm.com> Change-Id: Id4bdc31e3e6f18ccaef232c29a2d2825c915b21c
2023-04-05Fix gcc 13 compiler errorsPablo Marquez Tello
* Resolves MLCE-1040 Change-Id: I32878ed70af356832403e83dcb63b0b89a8a84e3 Signed-off-by: Pablo Marquez Tello <pablo.tello@arm.com>
2023-04-04Remove GetGraph and include of Graph.hpp header from public headerMatthew Bentham
Remove deprecated GetGraph() from OptimizationViews. This method has been deprecated for a long time and no backends still need it. Remove include of Graph.hpp from the public headers. Add includes elsewhere to deal with the header fallout. Signed-off-by: Matthew Bentham <matthew.bentham@arm.com> Change-Id: I8dae275a8a446d9d0e19be62684e9b3cd2fa493d
2023-04-03IVGCVSW-3808 Deprecation notices for old ElementwiseBinary layersMike Kelly
* Added Deprecation notices for old ElementwiseBinary layers. Signed-off-by: Mike Kelly <mike.kelly@arm.com> Change-Id: I5bd0f186aaed675885d667f47e1e210ee9ec84f8
2023-03-31Revert "IVGCVSW-3808 Deprecation notices for old ElementwiseBinary layers"Mike Kelly
This reverts commit 52e90bf59ecbe90d33368d8fc1fd120f07658aaf. Change-Id: I5a0d244593d8e760ee7ba0c9d38c02377e1bdc24 Signed-off-by: Mike Kelly <mike.kelly@arm.com>
2023-03-30IVGCVSW-3808 Deprecation notices for old ElementwiseBinary layersMike Kelly
* Added Deprecation notices for old ElementwiseBinary layers. Signed-off-by: Mike Kelly <mike.kelly@arm.com> Change-Id: Iebbbaff38cc9c347b25eb2f9054c914a4f931c68
2023-03-14IVGCVSW-3808 Add ElementwiseBinaryLayerMike Kelly
!android-nn-driver:9329 * Added ElementwiseBinaryLayer that can represent all ElementwiseBinary operations including Add, Div, Sub, Maximum, Mul and Minimum. * Updated Delegate to use ElementwiseBinaryLayer instead of the Add, Div, Sub, Maximum, Mul and Minimum layers. * Updated Deserializer to use ElementwiseBinaryLayer instead of the Add, Div, Sub, Maximum, Mul and Minimum layers. * Updated OnnxParser to use ElementwiseBinaryLayer instead of the Add layer. * Updated TfLiteParser to use ElementwiseBinaryLayer instead of the Add, Div, Sub, Maximum, Mul and Minimum layers. * Updated CL and Neon tests to use ElementwiseBinaryLayer. * Updated CL and Neon Backend Specific Optimizations to accept ElementBinaryLayers as well as Add, Div, Mul, Sub, Maximum and Minimum layers. Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Signed-off-by: Mike Kelly <mike.kelly@arm.com> Change-Id: I7cbb96b60eb01f0e2b57b0541016d48a08b86c75
2023-03-02IVGCVSW-7420 Prevent CpuAcc & GpuAcc from running during support library ↵Cathal Corbett
aync execution Signed-off-by: Cathal Corbett <cathal.corbett@arm.com> Change-Id: I6f921feaf591f0a1e27c373bb708c7ec8dfcbe43
2023-02-28Add constant version of IConnectableLayer::GetConstantTensorsByRefMatthew Bentham
This makes it easier to use, particularly in backends where it is common to pass around const pointers to IConnectableLayer. The non-constant version is rewritten to use the constant version. Signed-off-by: Matthew Bentham <matthew.bentham@arm.com> Change-Id: Id3a8384447e93c213299a85ade9a667df5960534
2023-02-21MLCE-753 Expand Tensorshape for relevent layers before verifying supportRyan OShea
Previously we were adding a reshape layer to "broadcast" tensors for elementwise operations. This broadcast was happening too late and was really just an expand dims. This was breaking the constant attributes of tensors and layer support of certain backends. * Remove addition of reshape layer when expanding dimensions * Replace broadcast function with expand dims to equal rank function * Fix some error status checks in various layers * Add new TensorUtil function that expands dims to a defined rank * Add unit tests to new TensorUtil function Signed-off-by: Ryan OShea <ryan.oshea3@arm.com> Change-Id: I31aca47c98075fef4f86864a15470f5faa55ab8d
2023-02-10IVGCVSW-7510 Delete temporary files created by DebugTestImpl.Colm Donelan
* The test cases that use DebugTestImpl were creating temporary files but not cleaning them up after running. * Refactored FileSystem to extract a common RemoveDirectoryAndContents function. Signed-off-by: Colm Donelan <colm.donelan@arm.com> Change-Id: I35b8d2eeed286742358a9abccbc078493d033902
2023-01-31Minor update to MemorySource to keep it usable as a bit mask.Colm Donelan
Signed-off-by: Colm Donelan <colm.donelan@arm.com> Change-Id: I971ea25b3380329aa1ad3936e7f5db1f5039805a
2023-01-24IVGCVSW-7455 Workaround to allow CLBatchMatMul to parse some 4D modelsMike Kelly
* Added ability to reduce dimension sizes when calling BuildArmComputeTensorInfo or BuildArmComputeTensorShapes, this will attempt to remove leading 1s in order to squeeze the number of dimensions but retain the size. * Changed ClBatchMatMulWorkload to attempt to squeeze the number of dimensions to 3 as the CL Gemm Kernel can only support up to 3 dimensions. Signed-off-by: Mike Kelly <mike.kelly@arm.com> Change-Id: I6b3d0886c5b97fdb686838fc3dc292833ddc4643
2023-01-12Fix wrong last layer is Types.hppTeresa Charlin
Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Change-Id: I55c1020dbfe13af439236fa72057f114e78e8bd3
2023-01-12IVGCVSW-7418 Allow working copy SubgraphView to get Original SlotsFrancis Murtagh
* API to remove need for workaround so backend users can get slots * OutputSlots outside the SubgraphView needed to obtain TensorInfo * Fix a few Copyright headers * Add shared_ptr back to original subgraph view using std::enable_shared_from_this Signed-off-by: Francis Murtagh <francis.murtagh@arm.com> Change-Id: I033a00d6fc4020619d406ac06a156b7e380a426a
2023-01-09IVGCVSW-6632 Return INetwork* not INetworkPtr& from ↵Francis Murtagh
OptimizationViews::GetINetwork() * Also provide API to return reference via GetINetworkRef(). Signed-off-by: Francis Murtagh <francis.murtagh@arm.com> Change-Id: I80f4912cb7e22a2023e9bb880182ad4610c219e9
2023-01-05GitHub #543 Problem Parsing Mixed-Precision ModelMike Kelly
* Fixed bug when converting Constants with Per-Axis Quantization Signed-off-by: Mike Kelly <mike.kelly@arm.com> Change-Id: Ifbea23e60483746ec987da491dae96e74cb33af4
2023-01-03GitHub #709 Provide a CreateNetworkFromBinary method for the ONNX parserMike Kelly
* Added CreateNetworkFromBinary to the ONNX parser Signed-off-by: Mike Kelly <mike.kelly@arm.com> Change-Id: I5ca72ee49c7b098f9fb4aaf55a8bc077230cb30e
2022-12-12IVGCVSW-7209 Remove deprecated code due to be removed in 23.02Mike Kelly
* Removed weights and bias from Convolution, DepthwiseConv & FullyConnected layers * Removed the weight and bias ConstTensorHandles from the QueueDescriptors * Updated Workloads to take tensors from WorkloadInfo rather than the QueueDescriptors * Removed unused RedirectMembersToConstantInputs optimization and tests. Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Signed-off-by: Mike Kelly <mike.kelly@arm.com> Change-Id: I9ffcdc4a1c0dff725539dd69fc435b700bd98a56
2022-12-12Optimize the calling of IsLayerSupported().Cathal Corbett
* Done as part of 22.11/23.02 innovation days. * IsLayerSupported() is called in model prepare (delegate, android-nn-driver and shim/support_library) and again in ArmNN once model otimization is performed. * From calling IsLayerSupported() the first time, we should know that the layers are supported and what backend they are supported on. * Solution is to set the BackendId of the IConnectableLayer when IsLayerSupported() is called the first time, * In the Optimize() function we then check if the backend is set. If so, we do not call IsLayerSupported() again. * In the case a layer that is supported gets optimized, then the BackendId of that layer get set to "Unknown" for the new optimized layer and IsLayerSupported() will get called on the newly optimized layer. * Includes bug fix IVGCVSW-7213 for Android Mean FP16 CpuAcc tests. Also related to bug IVGCVSW-7211. Signed-off-by: Cathal Corbett <cathal.corbett@arm.com> Change-Id: I7a7820d0cdb079ffb5a3a2e0c44e252f652df53b
2022-12-12Updates following execution of Includewhatyouuse on armnn/include.Colm Donelan
This tool forces explicit includes of all dependencies and highlights unused dependencies. Signed-off-by: Colm Donelan <colm.donelan@arm.com> Change-Id: I92e449245246452a0227cbd13f9c082e2088bf8c
2022-12-07IVGCVSW-6853 Rewrite BuildArmComputePermutationVector()Teresa Charlin
* Some pemutation vectors were not converted correctly. * Add Transpose end to end test. * Comments added with an example to clarify the differences betweeen Transpose and Permute Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Change-Id: I6c0954ca6ce00ef5f2a6f3625abe6f4fd27b5cdf
2022-11-22IVGCVSW-7080 Remove deprecated code due to be removed in 23.02Keith Davis
* Extended deprecation time of SubgraphView interface to 23.08 Signed-off-by: Keith Davis <keith.davis@arm.com> Change-Id: Ic0a729ea31402f0b39724da47212ae5cc04465c4
2022-11-16IVGCVSW-7214 Disable BF16-Turbo-Mode and remove conversion layersRyan OShea
- Remove Bf16ToFp32 Conversion Layer - Remove Fp32ToBf16 Conversion Layer - Remove B16 Conversion tests * Throw exception if m_ReduceFp32ToBf16 optimzer option is set to true * Provide comments to enable fast math in order to use bf16 * Update docs to inform users to enable fast math for bf16 Execute Network Changes * Require bf16_turbo_mode to also have fast_math_enabled set to true - Remove setting m_ReduceFp32ToBf16 optimizer option Signed-off-by: Ryan OShea <ryan.oshea3@arm.com> Change-Id: Ibaa6da9d29c96a1ce32ff5196b0847fde9f04a1c
2022-10-19MLCE-545 INT8 TFLite model execution abnormalKeith Davis
* Add functionality to print output tensors to file in tempdir * UnitTests Signed-off-by: Keith Davis <keith.davis@arm.com> Change-Id: Idfb4c186544187db1fecdfca11c662540f645439
2022-10-14IVGCVSW-7267 Make the AllowExpandedDims option workJim Flynn
Signed-off-by: Jim Flynn <jim.flynn@arm.com> Change-Id: I3573078206272c3a72a2b3acf8781ab458ea6c90
2022-10-03IVGCVSW-7227 Forward declare ILocalPacketHandlerSharedPtr in IRuntime.hppColm Donelan
* IRuntime.hpp includes one file from the profiling interface and it's causing some build problems for some users. Replace the include with a forward declaration of arm::pipe::ILocalPacketHandlerSharedPtr. Signed-off-by: Colm Donelan <colm.donelan@arm.com> Change-Id: I6064e02db4ca056423bb448ddc0d712b50a704cb
2022-09-21IVGCVSW-6790 Adding runtime options to Doxygen.Colm Donelan
* Add a breakdown of the runtime options to the documentation. * Exclude test classes from Doxygen generation. * Limit the file extension selection for Doxygen generation. * Add the support library to be generated. * Fix some broken markups. Signed-off-by: Colm Donelan <colm.donelan@arm.com> Change-Id: I81896f2d7fff503a1d51d6d4ac3876aa8b84118e
2022-09-07IVGCVSW-7159 Implement simple TOSA Reference Backend skeletonFrancis Murtagh
* Added files based on RefBackend * Added PreCompiled Workload skeleton * Increment ABI version of armnnTestUtils for CreateInput which had been left as pure virtual, added base implementation for it. * Add IsTosaLayerSupported() for Addition Change-Id: I4c963adf3f50593d17ecdf21554502a64ad3bd76
2022-09-06IVGCVSW-7155 SubgraphView::SubstituteSubgraph IOutputSlots incorrectly ↵Cathal Corbett
overridden Signed-off-by: Cathal Corbett <cathal.corbett@arm.com> Change-Id: If594e291951a5f9ed1957a19a971c498f6e7843f
2022-09-06IVGCVSW-7006 Remove deprecated code due to be removed in 22.08Teresa Charlin
* AddConv and AddDWConv with weights and bias * ResizeBilinearDescriptor * b,blacklist option in accuracy tool !android-nn-driver:8172 Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Change-Id: Ibbc04fd18be7f938b11590bf67cd7af103cb4d99
2022-08-30IVGCVSW-7105: BatchMatMul Optional Parameter SupportSamuel Yap
* Added transpose parameters to pre-transpose each input tensor's slices * Added adjoint parameters to pre-adjoint each input tensor's slices * Small refactoring (BatchMatMulDescriptor static helpers and BatchMatMulImpl constructor) * Updated input validation and output shape inference for parameters * Additional layer unit tests for parameters added * Versionings incremented Signed-off-by: Samuel Yap <samuel.yap@arm.com> Change-Id: Ibe5242a8a5bf604c13de0dc65844fd6c421cc667
2022-08-05IVGCVSW-7111 change backend deprecation from 22.11 to 23.08Jim Flynn
Signed-off-by: Jim Flynn <jim.flynn@arm.com> Change-Id: I3a3aab7b5042349cb2df8517678306665e037610
2022-07-28Revert "Revert "IVGCVSW-6650 Refactor ExecuteNetwork""Teresa Charlin
This reverts commit 1a7f033768acb27da11503bd29abb468d2e77f9e. List of fixes to be able to add this code again: * "emplacing_back" the vector inputTensors into the vector m_InputTensorsVec outside the for loop * GetIOInfo() uses IOptimizedNetwork instead of INetwork, where the infered shapes are not saved * Add missing data type Signed32 to SetupInputsAndOutputs() * PrintOutputTensors() prints the actual output without dequantizing * Add profilingDetailsMethod as input in networkProperties in ArmNNExecutor constructor * Fix typos Change-Id: I91de166f87228282db3efa27431fe91458834442 Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Change-Id: Ic6634d48892d11e5f146cdf285e1e333e93e9937 Signed-off-by: Francis Murtagh <francis.murtagh@arm.com>
2022-07-27IVGCVSW-7109: Add Batch MatMul front end support - ReferenceSamuel Yap
* Descriptors added for BatchMatMul * Layer definition added * Input validation added (will likely change when opt. param support comes in) * Ref workload implementation for BatchMatMul added (will also change with opt. param support) * Ref layer tests made for BatchMatMul * CMake and other build files updated Signed-off-by: Samuel Yap <samuel.yap@arm.com> Change-Id: Ic885301da543ee0fbe7922b85e7f9658c4efc617
2022-07-27IVGCVSW-6896 Fix pre-import when using sync execute.Colm Donelan
* Refactor backend capability checks in LoadedNetwork. * ImportInputs should check the number of tensors does not exceed the number of inputs. * In EnqueueWorkload the check for for the count of input tensors was ignoring pre-imported inputs. * Added checks to verify ImportInputs/ImportOutputs worked as expected in EndToEndTestImpl. * Improve documentation on ImportInputs/ImportOutputs in IRuntime.hpp. * Disabled import tests in CL and Neon EndToEndTests that cannot work. Signed-off-by: Colm Donelan <colm.donelan@arm.com> Change-Id: Iae4b2644a1c9f01ee72bce1afb211661cc9ae2e3
2022-07-27IVGCVSW-6620 Update the async api to use ExecutionDataMatthew Sloyan
* ExecutionData holds a void* which can be assigned to data required for execution in a backend. WorkingMemDescriptors are used in the Ref backend which hold TensorHandles for inputs and outputs. * Updated ExecuteAsync functions to take ExecutionData. * Added CreateExecutionData and UpdateExectutionData to IBackendInternal. * Streamlined experimental IWorkingMemHandle API by removing map related function and unused m_workingMemDescriptorMap from WorkingMemHandle. Signed-off-by: Matthew Sloyan <matthew.sloyan@arm.com> Change-Id: I54b0aab12872011743a141eb42dae200227769af
2022-07-08IVGCVSW-7060 Add GetMemoryRequirements to IWorkloadFrancis Murtagh
Signed-off-by: Francis Murtagh <francis.murtagh@arm.com> Change-Id: I8c59f1feb9c44351427715b08d762b5a73320af5
2022-07-08IVGCVSW-7034 Modified SubgraphView returned by GetWorkingCopy()Francis Murtagh
* Add virtual GetSlotIndex to IInputSlot * Fix logic in GetWorkingCopy to use index of slots; so as not to add slots to cloned subgraphView if not in original subgraphView * Add test to cover cases when not all inputSlots to subgraphView layer are part of the original subgraphView * Mark SubgraphView::GetWorkingCopy() as const Change-Id: I1d540f84c57f97f6c834ec06ca13393ffa55d379