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path: root/src/armnnSerializer/Serializer.cpp
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2024-03-12IVGCVSW-8230 Add ScatterNd to Serializer and DeserializerKevin May
* Added parsing functions to the serializer and deserializer * Added ScatterNd and its Descriptor to the ArmnnSchema.fbs * Added Unittest for Serializer and Deserializer Signed-off-by: Kevin May <kevin.may@arm.com> Change-Id: I1ed674dc32d2e2d0d84dca4c7018984ea367ea50
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
2023-09-29IVGCVSW-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
2023-08-11Revert "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
2023-03-14IVGCVSW-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
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
2022-05-16IVGCVSW-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
2022-05-04IVGCVSW-6856 Add GATHERNd Serializer and DeserializerTeresa Charlin
Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Change-Id: Ibab3525d53edbdf6a48e43b2bf668fcd2efaba58
2022-03-01IVGCVSW-6704 Change the namespace from armnn::profiling to arm::pipeCathal Corbett
* Updated ABI version to 29 due to being the first ABI break in 22.05 !android-nn-driver:7226 Signed-off-by: Cathal Corbett <cathal.corbett@arm.com> Change-Id: I9c50007dcd5b5e792757e7bd1213606df5ffec36
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
2021-10-27IVGCVSW-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
2021-08-06IVGCVSW-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
2021-06-16MLCE-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-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
2021-05-04IVGCVSW-5940 Enabling NN Driver dumps results in a driver segfaultMike Kelly
* Added checks to SerializerStrategy::CreateTensorInfo to handle situations where a shape has some unspecified dimensions Signed-off-by: Mike Kelly <mike.kelly@arm.com> Change-Id: Idc64bfdabd5677c73a5c64f0c8e80156f3aae8e2
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
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-5648 Adding serializer support for m_DimensionsSpecificityColm Donelan
The field m_DimensionsSpecificity in TensorShape was not being serialized and deserialized following implementation of type 1 dynamic tensors. * Update schema. * Add to Serializer and Deserializer. Signed-off-by: Colm Donelan <Colm.Donelan@arm.com> Change-Id: I7ddbdaf54c8f4b988c6cb300f90ba848a94bdad0
2021-02-12IVGCVSW-4893 Refactor ILayerVisitor using unified interface strategy.Finn Williams
Signed-off-by: Jan Eilers <jan.eilers@arm.com> Signed-off-by: Finn Williams <Finn.Williams@arm.com> Signed-off-by: Francis Murtagh <francis.murtagh@arm.com> Change-Id: Id7bc8255a8e3f9e5aac65d510bec8a559bf37246
2021-02-11MLCE-360 'ReduceLayer InferOutputShape Issue'Sadik Armagan
* Updated ParseReduce() function in TfLiteParser to read correct axis data * Remove unused m_TargetWidth and m_TargetHight from ReduceDescriptor * Updated the ArmNN Serializer Schema Signed-off-by: Sadik Armagan <sadik.armagan@arm.com> Change-Id: I98b6e00ccba1d8ea8c845cb1ae28840e42339629
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>
2021-02-01IVGCVSW-5593 Implement Pimpl Idiom for serialization classesFinn Williams
Signed-off-by: Finn Williams <Finn.Williams@arm.com> Change-Id: I01c7bd314219e58f71505dcb787d606dbded914a
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
2020-09-17IVGCVSW-5303 Remove some boost::numeric_cast from rest of ArmNNMatthew Sloyan
* Replaced with armnn/utility/NumericCast.hpp * Exclusions in TypeUtils.cpp and QuantizerVisitor.cpp * Excluded as requires float implementation in NumericCast.hpp Signed-off-by: Matthew Sloyan <matthew.sloyan@arm.com> Change-Id: I5c4c60e7028e1a51bf9379457278d253fd37bc70
2020-07-06IVGCVSW-4624 Add a RANK Reference ImplementationFinn Williams
* Add Rank front end * Add Rank reference implementation * Add Rank serialization support * Add Scalar serialization support Signed-off-by: Finn Williams <Finn.Williams@arm.com> Change-Id: I06e4a468c2a84e79bae2e6c5348596bbbf853b4b
2020-07-01IVGCVSW-4903 Connect axis parameter in Gather from android to ACL.Teresa Charlin
!android-nn-driver:3302 Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Change-Id: Ifbc49acb5272f8a36719bb68676e44817190537d
2020-06-17IVGCVSW-4908 Add Serializer/Deserializer Support for FILL operatorKeith Davis
Signed-off-by: Keith Davis <keith.davis@arm.com> Change-Id: Icae26505d0e378ee5ffb3e92b35d78d48b369d2e
2020-06-11IVGCVSW-4906 Add front-end support for FILL operatorRyan OShea
* Added new fill layer * Added visitor tests Signed-off-by: Ryan OShea <Ryan.OShea2@arm.com> Change-Id: Iea677014866b4f2d514004623f59ee83f3c0eef8 Signed-off-by: Keith Davis <keith.davis@arm.com>
2020-05-30IVGCVSW-4888 Update Resize Front end for new parametersDavid Monahan
* Added AlignCorners and HalfPixelCenters to Resize and ResizeBilinear * Updated Serializer and Serializer tests !android-nn-driver:3280 Signed-off-by: David Monahan <david.monahan@arm.com> Change-Id: Ice3bb448c239b04323854641525bfe0808c03b2e
2020-05-13IVGCVSW-4777 Add QLstm serialization supportJames Conroy
* Adds serialization/deserilization for QLstm. * 3 unit tests: basic, layer norm and advanced. Signed-off-by: James Conroy <james.conroy@arm.com> Change-Id: I97d825e06b0d4a1257713cdd71ff06afa10d4380
2020-04-24Added new DataTypes to SerializerMike Kelly
* Added support for BFloat16 and QAsymmS8 to Serializr. Signed-off-by: Mike Kelly <mike.kelly@arm.com> Change-Id: I481af26d5758190ec2e5cd9f9d232d72bcb7acbd
2020-03-27IVGCVSW-4555 ArmnnConverter (Serializer) does not support per-axis ↵Sadik Armagan
quantization params * TensorInfo can have multiple scales and quantization dimension. Signed-off-by: Sadik Armagan <sadik.armagan@arm.com> Change-Id: I0ff02e3766996b6a9da6dc4e92d366bc9505c77d
2020-03-20IVGCVSW-4549 Add front end for new QLSTM layerJames Conroy
* Added new layer QLstm (Android R HAL 1.3) * Made necessary updates to APIs * Added unit tests * This layer is functionally equivalent to the original unquantized LSTM layer with some additonal quantization features added. Due to this, original LstmParams are used for this layer. Signed-off-by: James Conroy <james.conroy@arm.com> Change-Id: I5b7f2d2fb6e17e81573b41a31bc55f49ae79608f
2020-03-10IVGCVSW-4482 Remove boost::ignore_unusedJan Eilers
!referencetests:229377 Signed-off-by: Jan Eilers <jan.eilers@arm.com> Change-Id: Ia9b360b4a057fe7bbce5b268092627c09a0dba82
2020-03-02IVGCVSW-4440 : Add HARD_SWISH Support to Activation in CpuRefColm Donelan
* Add a new Activiation type of HardSwish. * Add CpuRef support and tests. Signed-off-by: Colm Donelan <Colm.Donelan@arm.com> Change-Id: I68c3840aa45b7a27d5e416a5d50fe8f99f003ce8
2020-03-02IVGCVSW-4375 Add support for TransposeMike Kelly
* Added TransposeLayer * Added CL, Neon and Ref Workloads * Added Transpose utilities * Added Serializer and Deserializer support * Added Quantizer support Signed-off-by: Mike Kelly <mike.kelly@arm.com> Change-Id: I04c755ba7cb5b1edf72b3c9f3c0314878032e3c7
2020-02-28IVGCVSW-4439: Adding Elu support to ActivationDavid Monahan
* Added CpuRef implementation * Added Unit Tests * Added Quantizer Test * Enabled Tests for Neon and CL backends on fp32 only * Added to Serializer Signed-off-by: David Monahan <david.monahan@arm.com> Change-Id: Ic23e1797dbc9352b40678c389d7fe2b836b582ea