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2022-02-15Fix unit test where NeonMemoryManager was used instead of RefMemoryManagerMatthew Bentham
Although the Neon and Ref backends can use each other's TensorHandles, their TensorHandleFactories can't use each other's MemoryManagers. Incorrectly passing the NeonMemoryManager to the RefTensorHandleFactory in unit test utility code resulted in an incorrect static_pointer_cast and a warning from the Undefined Behaviour Sanitizer. This change fixes the test code, and replaces use of static_pointer_cast with armnn::PolymorphicPointerDowncast which will check that the cast is legal in debug builds. Also, remove MockWorkloadFactoryHelper.hpp as it is unused. Signed-off-by: Matthew Bentham <matthew.bentham@arm.com> Change-Id: I2b425e86fccacd7cc5ff186521fc6e53e7e50c77
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
2022-02-07IVGCVSW-6698 EndToEnd tests on ref to ensure allocated data can be reusedDavid Monahan
Signed-off-by: David Monahan <David.Monahan@arm.com> Change-Id: I2cda579d18be765fbc2783d9fd80ff8e5372a8a8
2022-02-03IVGCVSW-6696 Add Forced Import EndToEnd tests to Ref, Neon, and CLDavid Monahan
* Created EndToEnd tests with Misaligned buffers but import is forced * Added the Aligned Tests from a previous patch to avoid merge conflicts * Previous Aligned EndToEnd test for ref has been added to backendsCommon and is now used for neon as well * Added to Ref, Neon, and Gpu Backends * Neon tests only check for copies as reconfigure has not been implemented for the Neon backend yet Signed-off-by: David Monahan <David.Monahan@arm.com> Signed-off-by: Narumol Prangnawarat <narumol.prangnawarat@arm.com> Change-Id: I12ddf5780201044834d6d1bbeebce60a4614efd1
2022-01-31IVGCVSW-6552 Add support of aligned host memoryNarumol Prangnawarat
* Add AllocatedData functions to OutputHandler * Enable import aligned memory in ImportInputs * Enable import aligned memory in ImportOutputs * Allow to import input and output if the memory is aligned * Implement Reconfigure function on ClConvolution2dWorkload * End-to-end test on Ref and Cl to ensure that input and output memory are imported when aligned Signed-off-by: Narumol Prangnawarat <narumol.prangnawarat@arm.com> Change-Id: I9e5e4c26d1ac2f1d806803ade5f64c6479c51718
2022-01-25IVGCVSW-6676 Register CopyAndImportFactoryPairs to RefBackend and unit testsNarumol Prangnawarat
Signed-off-by: Narumol Prangnawarat <narumol.prangnawarat@arm.com> Change-Id: I9d695418fe240b7115a1c624abcd459f1459301b
2022-01-21Fix build using gcc-5Rob Hughes
It seems the compiler was interpreting 'DataType' as the template argument rather than the type name. By fully qualifying the type name, it avoids this ambiguity. Change-Id: Iab00b0a22390417a5a6b22c829a171152f2da495 Signed-off-by: Rob Hughes <robert.hughes@arm.com>
2022-01-18IVGCVSW-6682 Add ReplaceTensorHandle functions to IWorkload and BaseWorkloadTeresa Charlin
Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Change-Id: I9f80b9f45206db920568e28e363fcb60f5c0819a
2022-01-18MLCE-736 'Adding support for TfLite Models'Sadik Armagan
* Added constant input supports for Pack/Stack, Concatenation operators * Added Int32 support to Pack/Stack operator on CpuRef * Removed unsupported operator from TfLite Delegate Signed-off-by: Sadik Armagan <sadik.armagan@arm.com> Change-Id: I64203e174300d23eedeb22bddefe07e931c4eff3
2022-01-17IVGCVSW-6672 Implement CanBeImported function to RefTensorHandleNikhil Raj
Signed-off-by: Nikhil Raj <nikhil.raj@arm.com> Change-Id: Icaa3aa7ef3e5cc3984941d095edfe8f0b2137879
2021-12-17IVGCVSW-6694 Disable long running Pooling3D unit test cases.Colm Donelan
* Disable the following test cases: LargeTensorsAveragePooling3d LargeTensorsAveragePooling3dUint8 LargeTensorsAveragePooling3dInt16 Signed-off-by: Colm Donelan <colm.donelan@arm.com> Change-Id: I908ce880b4d55598e913fc6b186f2bd2e796c613
2021-12-15IVGCVSW-6626 Promote backend headers in backendCommon to armnn/backendsColm Donelan
Move the following header files from backendsCommon to armnn/backends. * MemCopyWorkload.hpp * TensorHandle.hpp * Workload.hpp * WorkloadData.hpp * WorkloadFactory.hpp Replace them with forwarding headers and a pragma deprecation message. Resolve the deprecation messages in Arm NN code. Signed-off-by: Colm Donelan <colm.donelan@arm.com> Change-Id: I47f116b30f86e478c9057795bc518c391a8ae514
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-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>
2021-11-08IVGCVSW-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
2021-10-14IVGCVSW-6416 AddFullyConnected API crashes without connected weights/bias layersCathal Corbett
* Created method in Graph.cpp/hpp ConstructErrorMessageForUnconnectedInputs() to verify weights and bias are set for FullyConnected layers. * Above method called in Graph.cpp InferTensorInfos() to print a more descriptive message when the weights or bias for a FullyConnectedLayer is not set. * Added try-catch in TestUtils.cpp Connect() to ensure input slot is available when connecting two layers. This ensures we catch the case where bias is is not enabled and we try and set a bias layer. * Added unit tests to check for LayerValidationError when weights or bias is not set on a FullyConnectedLayer. * Added unit test to check for LayerValidationError when bias is not enabled and we try and connect bias to FullyConnected Layer. * Seperated FullyConnected EndToEnd unit test method into two methods. First, performs tests on EndToEnd examples asserting output value. Second, performs tests on error catching. * Added comments to created methods. Signed-off-by: Cathal Corbett <cathal.corbett@arm.com> Change-Id: I5207d8c5ebacfff598556742ccd4f53eef7dee0c
2021-10-08IVGCVSW-6417: Catch AddFullyConnected API error when weights TensorInfo ↵Cathal Corbett
isn't set * Updated code in Graph.cpp InferTensorInfos() to be more descriptive. * Added method VerifyConstantLayerSetTensorInfo() in Graph.cpp/hpp to error when ConstantLayer TensorInfo is not set. * Updated Optimize() in Network.cpp to call VerifyConstantLayerSetTensorInfo(). * Added unit test with ConstantLayer TensorInfo not set to catch error in VerifyConstantLayerSetTensorInfo(). * Added comments around method VerifyConstantLayerSetTensorInfo(). Signed-off-by: Cathal Corbett <cathal.corbett@arm.com> Change-Id: I366596243f7c5823676222e2d0cce1335bc8c325
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
2021-09-30IVGCVSW-6293 Add Unit test int8 Channel ShuffleTeresa Charlin
Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Change-Id: Icf69b4c707014c5ae76425ad326bd2826381f305
2021-09-29IVGCVSW-3716 Add EndToEnd Layer test for Channel Shuffle WorkloadTeresa Charlin
Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Change-Id: I43d052d020f90c13688901929cd22c715471ef4f
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
2021-08-31MLCE-530 Add support of int8 weight for UnidirectionalSequenceLstmNarumol Prangnawarat
to Ref backend and armnn delegate Signed-off-by: Narumol Prangnawarat <narumol.prangnawarat@arm.com> Change-Id: I203d0029c12221228ffe229acda3c90594394e9b
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
2021-08-06IVGCVSW-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
2021-07-29Fix use of non-standard datatypesRob Hughes
Change-Id: I03ef0571b24ad2bddfabf3bc5b11b614e7d7c8b4 Signed-off-by: Rob Hughes <robert.hughes@arm.com>
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
2021-05-26IVGCVSW-6009 Integrate threadpool into ExNetKevin May
* Remove concurrent flag from ExecuteNetwork as it is possible to deduce if SimultaneousIterations > 1 * Add void RunAsync() * Refactor some unit tests Change-Id: I7021d4821b0e460470908294cbd9462850e8b361 Signed-off-by: Keith Davis <keith.davis@arm.com> Signed-off-by: Kevin May <kevin.may@arm.com>
2021-05-19IVGCVSW-5964 Removing some obsolete Boost references.Colm Donelan
Signed-off-by: Colm Donelan <Colm.Donelan@arm.com> Change-Id: Ic0a2e62e3808caf89ee429ec184d947a04340248
2021-05-06IVGCVSW-5813 Add Async Queue to IRuntimeKeith Davis
Signed-off-by: Keith Davis <keith.davis@arm.com> Change-Id: Icc0d131c8ee2e9748e2f14762a75962b39c10f9d
2021-05-06IVGCVSW-5815 Generalise ConstCpuTensorHandleJames Conroy
* Generalises ConstCpuTensorHandle and inherited classes by removing 'Cpu' from aliases. * New renamed classes: ConstTensorHandle, TensorHandle, ScopedTensorHandle, PassthroughTensorHandle, ConstPassthroughTensorHandle. Signed-off-by: James Conroy <james.conroy@arm.com> Change-Id: I1824e0e134202735fb77051f20a7252f161dfe16
2021-04-20IVGCVSW-5816 Constant memory accessFrancis Murtagh
* Add new class ManagedConstTensorHandle to Unmap when out of scope * Integrate into existing layers that have constants * Add unit tests Signed-off-by: Francis Murtagh <francis.murtagh@arm.com> Change-Id: I0a05e14e438804b37e9862e76b5ca329483f6b45
2021-04-14IVGCVSW-5787 Add/Update Execute() implementations in RefActivationWorkloadFinn Williams
* Added multithreaded StridedSliceEndToEndTest Signed-off-by: Finn Williams <Finn.Williams@arm.com> Change-Id: I4579db7b5959e0a22256f1bda00238c22e611dec
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
2021-03-29IVGCVSW-5790 Merge async prototypeMike Kelly
* Added thread safe execution mechanism for armnn * Removed duplicate function bool Compare(T a, T b, float tolerance) * Added StridedSliceAsyncEndToEndTest * Fixed memory leak Signed-off-by: Mike Kelly <mike.kelly@arm.com> Change-Id: I2d367fc77ee7c01b8953138543e76af5e691211f
2021-03-25IVGCVSW-5736 and IVGCVSW-5743 'NonConstWeights: Update front-end and ↵Sadik Armagan
TfLiteDelegate support for FullyConnected Operator' * Added front-end support for non-const weights for FULLY_CONNECTED operator * Added FULLY_CONNECTED end-to-end test * Updated FULLY_CONNECTED operator support in TfLite Arm NN Delegate for non-const weights * Updated the version numbers Signed-off-by: Sadik Armagan <sadik.armagan@arm.com> Change-Id: Iffa5b9aa9297aca4c02d923cce4636c88ac21faa
2021-02-19Give unique names to debug layersRob Hughes
Debug layers are given names based on the layer they take their input from. If a layer has multiple outputs then one debug layer will be attached to each output. Therefore all these debug layers would have identical names making them hard to distinguish when debugging. This patch includes the output slot index which the debug layer takes its input from when creating the name. Change-Id: I09eaa8a7edad9bfdf678b4778cf740340013126c Signed-off-by: Rob Hughes <robert.hughes@arm.com>
2021-02-15IVGCVSW-4873 Implement Pimpl Idiom for INetwork and IOptimizedNetworkFrancis Murtagh
!android-nn-driver:5042 Signed-off-by: Kevin May <kevin.may@arm.com> Change-Id: Ia1ce8b839e81b46428ba0f78463e085e5906958d Signed-off-by: Francis Murtagh <francis.murtagh@arm.com> Signed-off-by: Finn Williams <Finn.Williams@arm.com>
2021-02-09MLCE-347 'REDUCE_MIN, REDUCE_MAX, REDUCE_SUM Support'Sadik Armagan
* Added TfLiteParser support for REDUCE_MIN and REDUCE_MAX operators * Added ACL workloads support for REDUCE_MIN, REDUCE_MAX, and REDUCE_SUM operators * Added TfLite Delegate support for REDUCE_MIN, REDUCE_MAX, and REDUCE_SUM operators Signed-off-by: Sadik Armagan <sadik.armagan@arm.com> Change-Id: I8085d59946bfd4ab78a59a61f899031ae53371a8
2021-02-08IVGCVSW-4873 Implement Pimpl Idiom for IRuntimeKevin May
Signed-off-by: Kevin May <kevin.may@arm.com> Change-Id: I52448938735b2aa678c47e0f3061c87fa0c693b1
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>
2020-12-16IVGCVSW-5595 Fix incorrect padding value for asymmetric quantized typeNarumol Prangnawarat
Signed-off-by: Narumol Prangnawarat <narumol.prangnawarat@arm.com> Change-Id: I85f0c30757043f8c27c78d607f0f9dbbdd35b9fb
2020-11-18Fix logical vts skipNarumol Prangnawarat
* Add Boolean support for Reshape * Use LogicalUnary factory and data type for LogicalNot Signed-off-by: Narumol Prangnawarat <narumol.prangnawarat@arm.com> Change-Id: I8e072fde200b7716556ae67f79616458cf98ff20