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2023-10-12Revert "Revert "MLCE-1093 Reshape and concat invalid results""Mike Kelly
This reverts commit 008270f8c1359a7d62c2f881326b4d3f0d8b7b56. Signed-off-by: Mike Kelly <mike.kelly@arm.com> Change-Id: If8f5151aa349ff3834f03391e813669e5c51ed66
2023-10-03IVGCVSW-7749 DTS: Fix reshape floating point exceptionTianle Cheng
* Updated Opaque Delegate, TfliteParser, OnnxParser, and Deserializer to handle the Zero In Shape edge case Signed-off-by: Tianle Cheng <tianle.cheng@arm.com> Change-Id: I4a0d1e72a66de1fa56de99af9b6730a84e0ff596
2023-09-29IVGCVSW-8055 Add support for GELU activation function.Teresa Charlin
* Add support to CpuRef, CpuAcc and GpuAcc * Add support to tflite parser, classic and opaque tflite delegates * Add support to serializer and deserializer * Add Unit tests Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Change-Id: Ibc60ef2ef2a051e6d9af6e15d24c46316ec19de4
2023-09-17IVGCVSW-7855 removed ASSERTs from deserializer codeJim Flynn
Signed-off-by: Jim Flynn <jim.flynn@arm.com> Change-Id: I9864f2a966f186299f4e37250b5737c1bab2b23b
2023-08-11Revert "MLCE-1093 Reshape and concat invalid results"Nikhil Raj Arm
This reverts commit 4980e21193f0a14fef084a7f4b4197392f3c0845. Reason for revert: Android Build for v82a failed due to schema not re-generating Change-Id: Ic19cf471b487f321c97ff837d36526512fb12fa4
2023-08-10MLCE-1093 Reshape and concat invalid resultsMike Kelly
!android-nn-driver:10089 * Disabled SubTensors on CL and Neon Backends. * Added Axis to ViewsDescriptor to store the value where ever possible. * Updated Splitter tests to provide all the information needed in the Descriptor. * Updated Serializer and Deserializer to handle axis. Signed-off-by: Mike Kelly <mike.kelly@arm.com> Change-Id: I6a22d4750e04003689495b5e9e3c33deb37162bd
2023-07-25IVGCVSW-7884 - Add Tile to Serializer and DeserializerDavid Monahan
* Added parsing functions to the serializer and deserializer * Added Tile and its Descriptor to the ArmnnSchema.fbs * Added a Unittest Signed-off-by: David Monahan <david.monahan@arm.com> Change-Id: I72e638d26038c9b118cd82f633af462fd19e2b34
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
2023-07-07IVGCVSW-7832 Add REVERSE_V2 to Serializer and DeserializerTracy Narine
* Support for ReverseV2 for the serializer and deserializer added * Tests added * CMake files updated for the build * Fixed an issue with the operator_list documentation for Resize and ReverseV2 Signed-off-by: Tracy Narine <tracy.narine@arm.com> Change-Id: If396f55ecdd763d6f91c51707809f4bd58715cec
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
2023-05-08Improve reusability of code that is defined out by cmake build pathsRyan OShea
* Added new ARMNN_STUB_PROFILING and ARMNN_DISABLE_DYNAMIC_BACKEND defines to replace BUILD_BARE_METAL and BUILD_EXECUTE_NETWORK_STATIC * Add new CMake variables to disable sample apps and dynamic backends * Improve BUILD_SHARED_LIBS CMake variable * Add new archive output location to various libraries so that the static libraries appear in the same location as the shared libraries * Fixes for bare metal build * Add ARMNN_DISABLE_FILE_SYSTEM defines to missing locations Signed-off-by: Ryan OShea <ryan.oshea3@arm.com> Change-Id: I1db9a8f483e7134bd261294b35240cf21b150d45
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
2023-03-14IVGCVSW-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
2023-01-25Fix incorrect copyright noticesMatthew Sloyan
* Updated headers that were missing a copyright notice. * Reverted years that were incorrectly updated. Signed-off-by: Matthew Sloyan <matthew.sloyan@arm.com> Change-Id: I65842f1e9b9fd5654563edd5090133cb3c89fecc
2022-10-21IVGCVSW-7126 Update Arm NN to Tensorflow 2.10Colm Donelan
* Modify get_tensorflow.sh to point to the 2.10 Tensorflow tag. * Modify FindTfLite.cmake to handle the break up of libruy.a * Modify armnn_delegate.cpp to add registration_external field. * Prevent the serializer/deserializer from using a system installed version of flatc. Signed-off-by: Colm Donelan <colm.donelan@arm.com> Change-Id: I688f33f387924ba29bf400f60e56f73b2329fdc1
2022-08-30IVGCVSW-7104: BatchMatMul Serializer/Deserializer SupportSamuel Yap
* Updated FlatBuffers schema for BatchMatMul layer type * Added Serializer and Deserializer implementations for BatchMatMul * Added unit tests for BatchMatMul serialization and deserialization * Updated CMakeLists and docs Signed-off-by: Samuel Yap <samuel.yap@arm.com> Change-Id: Iad63afbd036a3eb648683eb7416a475561aa20cb
2022-08-05IVGCVSW-7063 'Support Library NNAPI Caching'Sadik Armagan
* Fixed caching issue. Signed-off-by: Sadik Armagan <sadik.armagan@arm.com> Change-Id: Ic7b3e0bd4438b2fd1b3dbfa86b6c89d625bbf9dd
2022-07-08IVGCVSW-7024 Add missing license info for reuse lintJim Flynn
Signed-off-by: Jim Flynn <jim.flynn@arm.com> Change-Id: I97dee6982e0a7be01c13e9e803c0997547a39ff1
2022-05-26GitHub #644 fails to build with flatbuffers 2.0.6Mike Kelly
* Removed the pre-generated ArmnnSchema_generated.h * This version was generated using flatbuffers v1.12.0 and it contains code that's incompatible with newer versions * Android.mk will look for ArmnnSchema_generated.h in the armnnGenerated directory in the armnn directory. * The Serializer and Deserializer will look for ArmnnSchema_generated.h in the armnnGenerated directory. !android-nn-driver:7626 Signed-off-by: Mike Kelly <mike.kelly@arm.com> Change-Id: I13ff6b6c78740cf1f82750f56caab83200e6a3e5 Signed-off-by: Mike Kelly <mike.kelly@arm.com>
2022-05-24GitHub #644 Fixed build warningsMike Kelly
* Deserializer.cpp * Length() has been deprecated in flatbuffers v.1.12.0 or earlier. * SerializerTests.cpp * armnn::BaseDescriptor& descriptor is unused. Signed-off-by: Mike Kelly <mike.kelly@arm.com> Change-Id: Icf0f09863f13dfd86c2c209c36c7f74f194c707b
2022-05-16IVGCVSW-6124 ConstTensorsAsInput: Conv2d - FrontEndKeith Davis
* Update Front-end and Tools. * Updated Serializer, Deserializer and unit tests to reflect this. * Updated TfLiteDelegate, TfLiteParser and OnnxParser. * Updated Ref. * Fixed resulting Neon / CL tests * Unified optimizers for conv2d ops * Optimizer Fix - Fp32ToBf16 * Partial implementation for ACL backends to fix VTS failures !android-nn-driver:7477 Signed-off-by: Keith Davis <keith.davis@arm.com> Change-Id: I5fb18877f7ee32643e15a9818945356274bb401b
2022-05-05IVGCVSW-6127 ConstTensorsAsInput: DepthwiseConvolution2dCathal Corbett
!android-nn-driver:7418 * Update Front-end and Tools. * Updated Serializer, Deserializer and unit tests to reflect this. * Updated TfLiteDelegate, TfLiteParser and OnnxParser. * Change NNDriver to new API. * Updated Ref. * Neon and Cl backend partially completed (Backend.cpp files). * Added dynamic or constant input EndToEnd tests. * Added ConstantTensorAsInputMemeberVariableRedirect Optimization. Signed-off-by: Cathal Corbett <cathal.corbett@arm.com> Change-Id: Ib18b6c10a093042e165e25237dc04a4c67ba82da
2022-05-05IVGCVSW-6806 Add Unidirectional Sequence Lstm support to NeonMike Kelly
* Corrected TensorInfo order for IsUnidirectionalSequenceLstmSupported * outputStateOut TensorInfo is not optional. * cellStateOut TensorInfo is not optional. * TensorInfo Order matches other QLSTM/LSTM layers. * Added missing parameters to UnidirectionalSequenceLstmOperator for delegate. * Added quantized UnidirectionalSequenceLstm support to Neon !android-nn-driver:7457 Signed-off-by: Mike Kelly <mike.kelly@arm.com> Change-Id: I26dde1bb96793dd25eb9081ca5ae5f63752288c4
2022-05-04IVGCVSW-6856 Add GATHERNd Serializer and DeserializerTeresa Charlin
Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Change-Id: Ibab3525d53edbdf6a48e43b2bf668fcd2efaba58
2022-04-21MLCE-118 Github: loading file in ArmnnDeserializer is quite slowSimon Obute
* Use read() to load model from disk Signed-off-by: Simon Obute <simon.obute@arm.com> Change-Id: I0321fa7716e1887b59063429da7e5a2e66aebe83
2022-02-07IVGCVSW-6635 Move MemCopyTestImpl from acl to armnnTestUtils.Colm Donelan
* Move MemCopyTestImpl.hpp from src/backends/aclCommon/test/ to include/armnnTestutils. * Refactor MemCopyTests in aclCommon, cl and Neon. * Introduce RefMemCopyTests to exercise this utility in x86 builds. Signed-off-by: Colm Donelan <colm.donelan@arm.com> Change-Id: I8824f013d3656658ed0a2904bb79384e3af68641
2022-02-04IVGCVSW-6727 Updating error messages from the flatbuffers parser.Colm Donelan
Signed-off-by: Colm Donelan <colm.donelan@arm.com> Change-Id: I45fb3f06533b031dd4e65b91561b699555e072b4
2021-12-14IVGCVSW-6453 'Move the ArmNN Test Utils code to a physically separate directory'Sadik Armagan
* Created include/armnnTestUtils directory * Moved Arm NN test utils files into armnnTestUtils directory Signed-off-by: Sadik Armagan <sadik.armagan@arm.com> Change-Id: I03ac54c645c41c52650c4c03b6a58fb1481fef5d
2021-11-17IVGCVSW-6510 Serialization + Deserialization implementationTamas Nyiri
Subtask of story: IVGCVSW-6164 Add a Pooling3d FrontEnd and Ref Implementation * Add serialization support * Add deserialization support * Add corresponding unit tests Change-Id: I7cce5421f0a9b7c47a03524e733f3315131ba125 Signed-off-by: Tamas Nyiri <tamas.nyiri@arm.com>
2021-11-08IVGCVSW-5636 'Implement NNAPI caching functions'Sadik Armagan
* Serialize/Deserialize axis parameter on Softmax Descriptor. Signed-off-by: Sadik Armagan <sadik.armagan@arm.com> Change-Id: I1bba0dd7d78f9f211f77115dcefccf24a4a61b39
2021-11-08IVGCVSW-6420: Constant flag in tensor info is not set correctlyCathal Corbett
!android-nn-driver:6532 !armnn-internal-tests:372451 * Made fix to 2 out of 3 ConstTensor() constructors in Tensor.hpp to throw InvalidArgumentException when TensorInfo isConstant parameter is false. * Added new ConstTensor() constructor in Tensor.cpp to accept vector<>.data() using template<typename MemoryType>. * Fixed runtime->GetOutputTensorInfo()/GetInputTensorInfo() methods and called submethods to return TensorInfo& rather than TensorInfo. * Fixed all failing unit tests for CpuRef/CpuAcc/GpuAcc to ensure any ConstTensor created has it's TensorInfo isConstant set to true. * Added unit tests in TensorTest.cpp to ensure ConstTensor constructors throw InvalidArgumentException when TensorInfo isConstat parameter is false. * Added unit test to ensure an empty ConstTensor constructor will set TensorInfo isConatant to true. * Indentation fixes. * Fix to arm_tensor.i to add isConstant parameter to TensorInfo constructor. Added methods IsConstant() and SetConstant(). * Fix to const_tensor.py to throw ValueError when TensorInfo isConstant is set to false when constructing a ConstTensor. * Fixed PyArmnn unit tests to set TensorInfo isConstant to True when ConstTensor is used. * Added unit tests in test_const_tensor.py to ensure ConstTensor constructors throw ValueError when TensorInfo isConstat parameter is false. Signed-off-by: Cathal Corbett <cathal.corbett@arm.com> Change-Id: I44e440dd0422c366d31bbdbc77ad2b4db0bde148
2021-10-27IVGCVSW-6469 Add MirrorPad FrontEnd and Ref SupportMatthew Sloyan
* Added PaddingMode enum to PaddingDescriptor to enable Symmetric and Reflect padding. * Added Symmetric and Reflect Ref implementation. * Added Serializer & Deserializer support. * Added unit tests. Signed-off-by: Matthew Sloyan <matthew.sloyan@arm.com> Change-Id: I4bed907b31742b32ccefe5e8ca39a6f1e5bd9dee
2021-10-20Add ConstTensorsAsInput support for Conv3dMatthew Sloyan
* Constant weights and biases are now stored as Constant layers. * Updated Serializer, Deserializer and unit tests to reflect this. * Updated TfLiteParser. * Updated Ref backend to handle constant weights and bias as inputs rather than reading from member variables. * Added Conv3d EndToEnd test. * Added NCDHW DataLayout and unit tests. Signed-off-by: Matthew Sloyan <matthew.sloyan@arm.com> Change-Id: I10cdd354ca5f1c748730f92ffdb36bf810f83c8e
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
2021-09-03IVGCVSW-6262 Add support for Reduce ProdTeresa Charlin
* Tflite parser * Tflite delegate * Serializer * Deserializer * Ref, CpuAcc and GpuAcc workloads Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Change-Id: I601a9ee1680b372c7955d9a628857d08c3cfd377
2021-08-06IVGCVSW-6119 ConstTensorsAsInput: FullyConnectedMatthew Sloyan
* Constant weights and biases are now stored as Constant layers. * Updated Serializer, Deserializer and unit tests to reflect this. * Updated TfLiteDelegate, TfLiteParser and OnnxParser. * Updated Schema with IsConstant and ConstantTensorsAsInputs. * Updated Ref backend to handle constant weights and bias as inputs rather than reading from member variables. * Added dynamic or constant input EndToEnd tests. !android-nn-driver:5959 Signed-off-by: Matthew Sloyan <matthew.sloyan@arm.com> Change-Id: Ibf3cf437df1100e4b322b0d303c575c6339f9696
2021-07-28MLCE-530 Add Serializer and Deserializer for UnidirectionalSequenceLstmNarumol Prangnawarat
Signed-off-by: Narumol Prangnawarat <narumol.prangnawarat@arm.com> Change-Id: Ic1c56a57941ebede19ab8b9032e7f9df1221be7a
2021-06-21Remove remaining boost testsMatthew Sloyan
* Updated unit tests to use doctest. Signed-off-by: Matthew Sloyan <matthew.sloyan@arm.com> Change-Id: I5231225cd0830f16cc0ef20e9ef27e7b92feab19
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
2021-06-16IVGCVSW-6088 Add Sin and Log to ElementWiseUnaryTeresa Charlin
* Ref workload * Cl workload * Neon workload * Serializer * Deserializer * Remove boost include from TensorTest.cpp Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Change-Id: I498548169cc77609c55cf3105f1de5a7429772cf
2021-06-16IVGCVSW-5826 Change weights layout for depthwise to [1,H,W,I*M]Jan Eilers
* This change is necessary because tflite uses a [1,H,W,I*M] format and uses the I*M dimension for per axis quantization. Our previous layout [M,I,H,W] can't handle the correlating quantization scales. * Updates Onnx-, TfLiteParser and TfliteDelegate * Updates the CpuRef, CpuAcc and GpuAcc backends * Adjusts unit tests * Adds test to ensure models with old layout can still be read and executed * Adds conversion function to previous layout [1,H,W,I*M] --> [M,I,H,W] which can be used by backend developers !android-nn-driver:5553 Signed-off-by: Jan Eilers <jan.eilers@arm.com> Change-Id: Ifef23368b8c3702cf315a5838d214f7dc13c0152
2021-06-11IVGCVSW-5963 'Move unit tests to new framework'Sadik Armagan
* Used doctest in ArmNN unit tests Signed-off-by: Sadik Armagan <sadik.armagan@arm.com> Change-Id: Ia9cf5fc72775878885c5f864abf2c56b3a935f1a
2021-06-02IVGCVSW-5962 Remove boost::multi_arraySadik Armagan
* Replaced all instances of boost::multi_array with flat vectors. * Updated LayerTestResult struct with new member variables. * Updated CompareTensor function to compare flat vectors and the shape. * Removed MakeTensor function from TensorHelpers.hpp. * Removed GetTensorShapeAsArray function from LayerTestResult.hpp. * Removed boost::array usage. * Removed boost::extents usages. * Removed boost::random usages. Signed-off-by: Matthew Sloyan <matthew.sloyan@arm.com> Signed-off-by: Sadik Armagan <sadik.armagan@arm.com> Change-Id: Iccde9d6640b534940292ff048fb80c00b38c4743
2021-05-18IVGCVSW-5964 Removing some remaining boost utility usages from tests.Colm Donelan
* Adding a basic PredicateResult class to replace boost::test_tools::predicate_result * Replacing all uses of boost::test_tools::predicate_result with the new armnn::PredicateResult class * Replacing use of boost::test_tools::output_test_stream output with std::ostringstream in ProfilerTests.cpp Signed-off-by: Colm Donelan <Colm.Donelan@arm.com> Change-Id: I75cdbbff98d984e26e4a50c125386b2988516fad
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
2021-04-09MLCE-328 Serializer/Deserializer does not support Signed64Mike Kelly
* Added support for Signed64 to flatbuffer's schema & updated source tree * Added support for Signed64 to TFLite Delegate * Added support for Signed64 to Serializer * Added support for Signed64 to Deserializer * Added unit test for ArgMinMax to Deserializer * Deprecated m_Output_Type from the ArgMinMaxDescriptor: the output type is solely determined by the DataType of the output Tensor * Fixed issue where RefArgMinMaxWorkload could output data using the wrong DataType * Added Signed64 to RefLayerSupport::IsArgMinMaxSupported as a supported type Signed-off-by: Mike Kelly <mike.kelly@arm.com> Signed-off-by: Matthew Sloyan <matthew.sloyan@arm.com> Change-Id: Ib622c052a1f8aa3e658262f8bde5a6881a8cbe10
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