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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
2021-07-22MLCE-530 Add front end support for UnidirectionalSequenceLstm on ArmNNNarumol Prangnawarat
Signed-off-by: Narumol Prangnawarat <narumol.prangnawarat@arm.com> Change-Id: I57bcbdec3eb0155f41af0fe7d6abf9bac2ec86eb
2021-07-22IVGCVSW-6073 Add protected mode to ArmNN CreationOptionsJan Eilers
* Adds logic to the Runtime to activate protected mode * Adds ProtectedContentAllocation backend capability to ClBackend It's not fully activated yet because the CustomAllocator is missing. Will print an error message and won't register the backend but won't fail. * Extends IBackendInternal with an UseCustomAllocator function. * Adds related unit tests Signed-off-by: Jan Eilers <jan.eilers@arm.com> Change-Id: I64f465c5800eb104aa90db1bbf772a4148b5072f
2021-07-21NNXSW-3081 Move Filesystem.hpp and Threads.hpp to public includeRob Hughes
!android-nn-driver:5966 Change-Id: Ice0b4d2872bb0e09bfc0763034a206c3a8f24af4 Signed-off-by: Rob Hughes <robert.hughes@arm.com>
2021-07-15Fix some compile warnings & errorsRob Hughes
* Fix type of literals * Add explicit casts * #include missing headers * Replace use of non-standard u_int8_t * Remove name of unused variables * Fix DLL export macro - this was broken when some of the exporting headers were moved to a different library. Change-Id: Ie569c8df41a077b46c608798f39526352e2aeb3a Signed-off-by: Rob Hughes <robert.hughes@arm.com>
2021-07-12Fix Unittest failures in CL MasterNikhil Raj
* This change is caused by ACL patch: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5855 Signed-off-by: Nikhil Raj <nikhil.raj@arm.com> Change-Id: I222ff6dea155be38899145a5d096093db1b5e716
2021-07-05Improve ThrowBackendUnavailableException testMatthew Bentham
Fail test if exception is not thrown. Remove unnecessary references to CpuAcc backend. Remove excess trace message. Signed-off-by: Matthew Bentham <matthew.bentham@arm.com> Change-Id: I22d30b47a092ac2e66f5987c656804cd31b04b21
2021-06-30IVGCVSW-6114 Create multiple LoadedNetworks from one OptimizedNetworkMike Kelly
* Added IOptimizedNetwork constructor that takes another IOptimizedNetwork and a ModelOptions. * Changed PreCompiledLayer to use shared_ptr rather than unique_ptr to store the PreCompiledObject (no interface changes). * Added unit tests to ensure that PreCompiledLayer::Clone() clones the pointer to the PreCompiledObject correctly. Signed-off-by: Mike Kelly <mike.kelly@arm.com> Change-Id: I3ef56055e0d189ffce9e651882d34da16c70a240
2021-06-29Fix segfault in IsLayerSupportedTestsMatthew Bentham
DummyLayer<> was not implemented for QLstmLayer, so the default implementation was getting called. This caused null weights to be dereferenced in WorkloadFactory during IsLayerSupportedTests. While this would often not cause a crash, it could be reliably detected by running the UnitTests with Undefined Behavior Sanitizer. Change-Id: I7a49b18b8292632436b0aae52d6607e28fdd1839 Signed-off-by: Matthew Bentham <matthew.bentham@arm.com>
2021-06-23IVGCVSW-6062 Rework the async threadpoolFinn Williams
!android-nn-driver:5802 * Extract the threadpool from LoadedNetwork/Runtime * Refactor the threadpool to be handle multiple networks * Trim IAsyncExecutionCallback and add an InferenceId to AsyncExecutionCallback * Add AsyncCallbackManager class Signed-off-by: Finn Williams <Finn.Williams@arm.com> Change-Id: I36aa2ad29c16bc10ee0706adfeb6b27f60012afb
2021-06-21IVGCVSW-6099 Fix BackendsCompatibility tests with only Neon or CL enabledFinn Williams
Signed-off-by: Finn Williams <Finn.Williams@arm.com> Change-Id: I70492e34351f72ac700b24e40e1f7572f66a76f2
2021-06-18IVGCVSW-5810 Create a skeleton armnnTestUtils libraryMatthew Sloyan
* Moved useful test utilities to new static library. Signed-off-by: Matthew Sloyan <matthew.sloyan@arm.com> Change-Id: Ib800e0737bc5f78399cffa501483b4d26356215c
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
2021-06-09IVGCVSW-5855 Refactor the reporting of capabilities from backendsFinn Williams
Signed-off-by: Finn Williams <Finn.Williams@arm.com> Change-Id: I05fc331a8e91bdcb6b8a2f32cfb555060fc5d797
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
2021-05-18IVGCVSW-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
2021-05-10IVGCVSW-5808 Fix ArmNN backend profiling tests which fail on Jenkins with ↵Nikhil Raj
NPU enabled Signed-off-by: Nikhil Raj <nikhil.raj@arm.com> Change-Id: Ie8f8d9d2dd65d85ed40529233ed45c09f862d602
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
2021-05-06IVGCVSW-5410 Move ILayerSupport.hpp to backends folderFrancis Murtagh
* ILayerSupport is a backend interface, and so in order to prevent false positives in ABI Compliance Checker move it to backends folder. * Front end users should use ABI stable GetILayerSupportByBackendId which takes advantage of LayerSupportHandle Signed-off-by: Francis Murtagh <francis.murtagh@arm.com> Change-Id: Ie119451c5d55f114525dc79b6f3474b2df7e3418 !android-nn-driver:5516
2021-05-05IVGCVSW-5882 Produce warning if bias quantization scale mismatchmathad01
* Changed behaviour of bias scale tolerance check such that if input quant * weight quant != bias quant +/- tolerance Then instead of throwing an error we send a warning. * Updated tests to reflect changes Signed-off-by: mathad01 <matthew.haddon@arm.com> Change-Id: Ifd97c574fe13805660df4636e9616b2d786b490d
2021-04-29IVGCVSW-5819 5820 5821 Add MemorySourceFlags to ↵Francis Murtagh
TensorHandleFactoryRegistry::GetFactory * Modify Layer::CreateTensorHandles to include MemorySource * Modify INetworkProperties to add MemorySource * Disable Neon/Cl fallback tests until full import implementation complete Change-Id: Ia4fff6ea3d4bf6afca33aae358125ccaec7f9a38 Signed-off-by: Francis Murtagh <francis.murtagh@arm.com>
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
2021-04-08IVGCVSW-5823 Refactor Async Network APIMike Kelly
* Moved IAsyncNetwork into IRuntime. * All LoadedNetworks can be executed Asynchronously. Signed-off-by: Mike Kelly <mike.kelly@arm.com> Change-Id: Ibbc901ab9110dc2f881425b75489bccf9ad54169
2021-04-08IVGCVSW-5793 Add default ExecuteAsync implementation to WorkloadFinn Williams
Signed-off-by: Finn Williams <Finn.Williams@arm.com> Change-Id: If2069b4d274286e654ac2bceb52d147f9ee3a7a9
2021-04-02IVGCVSW-5783 'Add AsyncExecution Capability'Sadik Armagan
* Added AsyncExecution to the BackendCapability enum class. * Logged a warning if backends do not support AsyncExecution capability if AsyncNetwork is created. Signed-off-by: Sadik Armagan <sadik.armagan@arm.com> Change-Id: I49f8467297f4b6b8e414cb6a3638a7d3f1bb886a
2021-03-29IVGCVSW-5676 Fixing build failure in backends jenkins job.Colm Donelan
* Adding ref backend "ifdef" around ref test cases in NeonLayerTests_NDK_Bug.cpp * Removing unnecessary includes from NeonLayerTests_NDK_Bug.cpp. * Removing unnecessary include from NeonLayerTests.cpp * Breaking up Backends_Capability_Test into one per backend to allow for conditional compilation. * Remove unnecessary printout in src/backends/neon/test/CMakeLists.txt Signed-off-by: Colm Donelan <Colm.Donelan@arm.com> Change-Id: I9a36cd197e684ed55af244e5c998ee67bb8da88c
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
2021-02-15IVGCVSW-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>
2021-02-15IVGCVSW-5675 Implement Pimpl Idiom for IProfiler (lower priority)Francis Murtagh
Signed-off-by: Francis Murtagh <francis.murtagh@arm.com> Change-Id: If716f5f4e9b5433586b8a939d326830482da2f74
2021-02-12IVGCVSW-5717 Update JsonPrinterTestImpl to match latest ACLDavid Monahan
* Updated JsonPrinterTestImpl to use CpuLogitsDLogSoftmaxKernel_# * Update ACL pin to: 8958167c8d609566a40c9e618158ebcbdcd3e3bb Signed-off-by: David Monahan <david.monahan@arm.com> Change-Id: Ic48d6cc321d8f4cc15c488244f0d69508fad2d1c
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>
2021-01-25IVGCVSW-5525 Handle Neon optionality on 32 bit linux platformsFrancis Murtagh
* Add neon detection for linux using HWCAPs * Add test to check for backend throwing BackendUnavailable exception Signed-off-by: Francis Murtagh <francis.murtagh@arm.com> Change-Id: Ib74aeb06abe5f88f21ecdd1edb2a1cd20ee2019d
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
2020-11-23IVGCVSW-5569 Fix Unittest failure while building using EthosNAcc backendNarumol Prangnawarat
* Correct the id when EthosN is enable Signed-off-by: Narumol Prangnawarat <narumol.prangnawarat@arm.com> Change-Id: I5203e615f809e56c7597ffeeec56b5ad38d4ff17
2020-11-19IVGCVSW-5093 Remove redundant LogicalUnary functionsJames Conroy
* In favour of ElementwiseUnary functions which are the currently used code path. Signed-off-by: James Conroy <james.conroy@arm.com> Change-Id: I34964d2dcabd4b7ddf0b455df17c48e3c6812ee4
2020-11-18IVGCVSW-5093 Add NEON Logical workloadJames Conroy
* Add NEON Logical workloads for NOT, AND and OR. * Enable Layer and IsSupported tests on NEON. Signed-off-by: James Conroy <james.conroy@arm.com> Change-Id: Ibca59530457a664ca3d77751825642f8daf52fab
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
2020-11-17MLCE-278 issue with signed-int8 quantized modelTeresa Charlin
Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Change-Id: I144ebfca524f4cdee9cc82eef3995c6b32bfc40b
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
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