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2021-06-24Rework gemmlowp reshaped_only_rhs using the new macrosGiorgio Arena
Resolve COMPMID-4416 Change-Id: I83cdf0de7adaf4d465ffebd494ab913182072485 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5788 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-06-24Rework OpenCL Depthwise ConvolutionGian Marco Iodice
- Remove dedicated kernels for NCHW. Now we only use NHWC with permute - Remove specialized kernels for 3x3 NHWC - Simplify CLDepthwiseConvolutionLayer.cpp to call just the native implementation for both floating-point and quantized data types - Develop two parametric opencl kernels for depthwise convolution layer NHWC (floating-point and quantized) - Add support to export the weights to cl_image - Extend test for depthwise convolution on opencl Resolves COMPMID-4417 Change-Id: I253dd5d959a70783c82e62b1771a5e9f91621cb0 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5806 Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com>
2021-06-22Add FP16 support to CLRemapFreddie Liardet
Add FP16 support to CLRemap when data layout is NHWC. Add relevant tests for FP16 and validation. Update NERemap function level to be consistent with CLRemap. Add depreciation notice for uint_8 only function level methods. Resolves: COMPMID-4335 Signed-off-by: Freddie Liardet <frederick.liardet@arm.com> Change-Id: If05f06801aef7a169b73ff1ebe760a42f11ca05c Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5816 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-06-18Unused variables in Winograd testsManuel Bottini
Resolves: COMPMID-4583 Change-Id: I8d40d7476b09e8cd0786fcc18448f41b508c9a1f Signed-off-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5822 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Georgios Pinitas <georgios.pinitas@arm.com>
2021-06-15Port CLWinogradConvolutionLayer with ClWinogradConv2dManuel Bottini
Port CLWinogradInputTransformKernel Port CLWinogradFilterTransformKernel Port CLWinogradOutputTransformKernel Resolves: COMPMID-4504 Change-Id: I3177dda0b9c2f56b36cb317027e94abe8d47229e Signed-off-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5680 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-06-15Add NHWC support to CLRemapFrederick Liardet
Add NHWC support to CLRemap, also add relevant tests. Partially resolves COMPMID-4335. Change-Id: I119bea99be497fb85d5cd83a10f8d4e8e1f97f17 Signed-off-by: Freddie Liardet <frederick.liardet@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5773 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-06-11Fix errata in documentationJakub Sujak
This patch addresses the following errata found in the project documentation: * Common typos. * Missing use of trademarks. * Incomplete operator descriptions. * Examples of code that have since been removed from the library. * Plus clarification over the usage of `All` category for data types and layouts. In addition, the Operator list was not generated properly due to: * Non-matching cases in the filenames (i.e. `Elementwise` and `ElementWise`). For consistency, all usages of the latter have been renamed to the former. * Extra data layout tables in the headers for the `NESlice` and `NEStridedSlice` functions (note: not present in CL counterpart) meant documentation for those functions was generated twice. Resolves: COMPMID-4561, COMPMID-4562, COMPMID-4563 Change-Id: I1eb24559545397749e636ffbf927727fb1bc6201 Signed-off-by: Jakub Sujak <jakub.sujak@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5769 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Sheri Zhang <sheri.zhang@arm.com> Reviewed-by: SiCong Li <sicong.li@arm.com>
2021-06-02Fix bug in PReluLayer when input is 1xN sizeFreddie Liardet
Fix issue where gpu elementwise operation kernel would not compile when input is 1xN size and prelu is the chosen operator. Add relevant tests for 1xN input. Signed-off-by: Freddie Liardet <frederick.liardet@arm.com> Change-Id: If0651cfa399ca1d9c65f2632b75536c7931f27d4 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5760 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-05-20Add support for dynamic weights in CL FullyConnected layerGiorgio Arena
Make GEMM use its native version if weights are dynamic. This ensures no reshape gets performed on the weights tensor Enable dynamic weights tests for the OpenCL backend Resolve COMPMID-4223 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Change-Id: Iccc4806701772cede23e24df09c786914d00034c Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5652 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com>
2021-05-19Port DepthConvert to new ApiGeorgios Pinitas
- Renames DepthConvert to Cast - Ports both NEDepthConverLayer and CLDepthConvert variants - Removes legacy shift capability from DepthConvert, allowing only shifts of 0 Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: I806a0f8eb23d23502b632c529fda7edde19c8176 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5565 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-05-18Port CLGEMM to memory injecting interfaceGeorgios Pinitas
Moves the following kernels: - CLGEMMMatrixMultiplyKernel - CLGEMMMatrixMultiplyNativeKernel - CLGEMMMatrixMultipluReshapedKernel - CLGEMMMatrixMultiplyReshapedOnlyRHSKernel Moves the following functions - CLGEMM Introduces facilities to easy handling of auxiliary temporary buffers under then new run interface. Such are: - CLAuxTensorHandler: That allows wrapping of workspace buffers memory to CLBuffer objects - Ability to inject TensorInfo to allocator without transferring ownership. This reduce the copy overhead if needed. Resolves: COMPMID-4188 Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: I7055435d831b05b749b26302082e4ac45f26dfb0 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5498 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-05-17Add unit-test for non-const weights on Fully Connected layersGeorgios Pinitas
Resolves: COMPMID-4221 Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: I5c860dc1863535f0558063dfbb6ef703981cce69 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5638 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com>
2021-05-17Fix MeanStdDevNormalizationLayer reference outputting nan for FP16Giorgio Arena
- Bring the epsilon up to 1e-3 for FP16 (both backends) since it was causing the reference's variance being negative and its square root being NaN - Bring the epsilon up to 1e-7 for FP16 NEON test for the same problem on the NEON kernel - Adjust the CL kernel's vec_size when input tensor's width < 16 and use macros agnostic of vector size for sum reduction - Add previously mismatching tensor shapes Resolve COMPMID-4354 Change-Id: I823c871aacb72326f90c86b24cb16c3e2d4bd15e Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5630 Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2021-05-13Fix Pooling Layer Bug when input is 1xN sizeFreddie Liardet
Return error in pooling layer when any calculated output dimension is less than 1. Simplify use of pooling layer output dimension values in CpuPoolingKernel.cpp. Remove some invalid tests in cpu/gpu pooling layers. Resolves COMPMID-4358. Signed-off-by: Freddie Liardet <frederick.liardet@arm.com> Change-Id: If8f8ffec579d3eca1c27a45e5b0b684a77103cff Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5559 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-05-12Fix bug in Select operator when input is 1xNFreddie Liardet
Fix issue where gpu select kernel would not compile when input was 1xN size. Also add relevant tests for 1xN input. Resolves: COMPMID-4357 Signed-off-by: Freddie Liardet <frederick.liardet@arm.com> Change-Id: Ib5f339379e9cc7ef05605312889dbad34cbfe5dd Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5620 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-05-11Adding S32 Support to NEG operator in CLElementwiseUnaryLayerSuhail Munshi
Resolves : <COMPMID-3793> Signed-off-by: Suhail Munshi <MohammedSuhail.Munshi@arm.com> Change-Id: I4a6144ba788ae46d9637987455bec2dff8b6f561 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5586 Reviewed-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-by: Aleksandr Nikolaev <aleksandr.nikolaev@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-05-07Fix missing DATA_TYPE in DOT_PRODUCT4_INTEGER8 OpenCL macroGian Marco Iodice
- DOT_PRODUCT8_INTEGER8 and DOT_PRODUCT16_INTEGER8 are calling DOT_PRODUCT4_INTEGER8 without passing DST_DATA_TYPE Resolves COMPMID-4491 Change-Id: I394bd2f9208489e820885e49ed40e607d6470620 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5594 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-05-05Adding S32 support to CLPixelWiseMultiplicationSuhail Munshi
Partially resolves : COMPMID-3793 Signed-off-by: Suhail Munshi <MohammedSuhail.Munshi@arm.com> Change-Id: Id82e00c784f0a039017fd896f11671bdda2dd4ab Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5530 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-05-04Turn EXPECT into ASSERT when testing invalid conditionsMichele Di Giorgio
Relates to COMPMID-4385 Change-Id: Ibc1d67f766b7c1a399dbeacf26a4b9d9f7323785 Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5549 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-04-29Remove OpenCL padding: CLReductionOperationKernelGiorgio Arena
Change the parallel implementation across the X, now every thread computes one row Add missing test for MEAN_SUM Make reduction on any axis != 0 work with num_channels > 1 Resolve COMPMID-3917 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Change-Id: Ib0f99540104e3c253bcd1ea637833db533f5e76e Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5522 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-04-29Remove stale/solved TODOsMichele Di Giorgio
Change-Id: I5c440f4c6ca4186adcfa926e6b7d924086671f29 Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5520 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Manuel Bottini <manuel.bottini@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-04-28Add per-channel quantization support for CLDeconvolutionLayerFreddie Liardet
Add QSYMM8_PER_CHANNEL support on weight input for CLDeconvolutionLayer. When weights are per-channel quantized type "Direct" method is always used. Also reduce number of QSYMM8_PER_CHANNEL tests for NEDeconvolutionLayer. Resolves: COMPMID-3438 Signed-off-by: Freddie Liardet <frederick.liardet@arm.com> Change-Id: I1330cac5142e19d21e322574fb8d912558745b02 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5484 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-04-27Add optimization for global pooling in pooling_layer.clGian Marco Iodice
- Simplify the implementation when the pooling size has the same spatial dimensions of the input tensor - Rework the heuristic for F32/F16 - Add test for validating the global pooling path - Fix compare_dimensions in validation. The validation fails because we have different number of dimensions for NCHW and NHWC (e.g. 1,1,2,1(NCHW) -> 2,1,1,1(NHWC) Change-Id: Iba680cb30bf2a5d0952265a4cc9794f368549ca5 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5510 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-04-22Fix bug on CLPixelWiseMultiplication broadcasted for Quantized typesGiorgio Arena
Resolve COMPMID-4396 Change-Id: I9b16791f84d60bc4a5303a6393cdbe9db3a4f0e9 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5483 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: TeresaARM <teresa.charlinreyes@arm.com>
2021-04-20Remove OpenCL padding: CLPixelWiseMultiplicationKernelGiorgio Arena
- Change kernel's vec_size to 16 / sizeof(output) - Change ICLKernel.cpp to handle broadcast without padding Resolve COMPMID-3913 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Change-Id: I03e884b250ef5784dc109bff8cf2c96b345d119f Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5450 Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2021-04-19Added S32 Integer support to DIV operator in CLElementWiseOperations with TestsSuhail Munshi
Partially Resolves : COMPMID-3793 Signed-off-by: Suhail Munshi <MohammedSuhail.Munshi@arm.com> Change-Id: I14d6884c34f33a6caee11fc1230f9d2d3ae6c4c1 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5425 Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-by: Manuel Bottini <manuel.bottini@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-04-15Fix validation bug in release mode for armv7Giorgio Arena
Resolve COMPMID-4377, COMPMID-4379 Change-Id: I302f08b5bf0afb5295d31843fea20181d9283658 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5435 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-04-14Removes redundant std::move of temporaryGeorgios Pinitas
Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: Iff8d463eb5575dc7ae55a155e448488495298e16 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5431 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-04-14Add support for a global allocator for OpenCL tensorsGeorgios Pinitas
Give the ability to the user to specify an allocator that can be used by all the internal function tensors. This being a global needs to outlive all the tensors/functions that are using it. Resolves: COMPMID-4212, COMPMID-4213 Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: I251871c242879976819ebca1452404133a8e62d7 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5420 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-04-14Remove OpenCL padding: CLNormalizationLayerKernelManuel Bottini
Only for NHWC data layout Resolves: COMPMID-3910 Change-Id: Ie2d71482b3e3b55ac155e9af152032a5de8bbd50 Signed-off-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5388 Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-04-07Review all shapes in datasets to account for padding removal Part 2SiCong Li
* Fix validate compare_dimensions to account for cases where 1D tensor permuted into a 3D tensor * Add the following configurations to stress padding removal: * size = 1 * size = multiple of processing size * size = non-multiple of processing size Partially resolves COMPMID-3865 Change-Id: Iee0de4c9e72b3413c0807e2c86bc2331911a4c6f Signed-off-by: SiCong Li <sicong.li@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4393 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-04-06Mixed data-layout testing on high priority operatorsManuel Bottini
Change data layouts after the configure in validation tests for: - Scale - Pooling - FullyConnected - DepthwiseConvolution - DirectConvolution - FFTConvolution - WinogradConvolution - GEMMConvolution (Indirect GEMM included) Extending fixtures Fixes for new mixed data layout tests Resolves: COMPMID-4162 Change-Id: I2f2eb2075f7e24ab3872249d88cadb57b82c5dde Signed-off-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5326 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2021-04-01Added Qasymm8 datatype support to CLROIPoolingLayer with TestsSuhail Munshi
Also fixes RoiPoolingLayer not matching reference with Float32 datatype Issue Tests added to check ROIPooling Layer against reference with both Float32 and Qasymm8 input. Resolves : COMPMID-2320 Change-Id: Ib86d2e6b3803e74f922a545ea573da02c28e54cc Signed-off-by: Suhail Munshi <MohammedSuhail.Munshi@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5332 Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com>
2021-03-31Remove Computer Vision generic interfaces and typesGeorgios Pinitas
Removes: - reference validation routines - CV related types and structures - CV related interfaces Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: I3a203da12d9b04c154059b190aeba18a611149a9 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5340 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-03-26Check biases pointer before referencing in CLDirectConvolutionLayerMichele Di Giorgio
The biases input can be nullptr, hence we need to check before referencing. A test is also added to ensure a successful configure and run of Direct Convolution when there is no bias. Resolves: COMPMID-4315 Change-Id: I23223efd6ced81215aff490221fb4606945c139b Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5322 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: James Conroy <james.conroy@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-03-23Extend direct convolution (F32/F16/QASYMM8)Gian Marco Iodice
The new function can handle different block sizes (M0, N0) New utility macros have been developed to simplify the work and the future OpenCL kernel development. In particular the work has been done to also consider cases with: - the texture pipe support - dynamic tensor shape support Change-Id: Ife4c64baf07517938bb8ad18e6a5f4579345c40f Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5297 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-03-23Make ClDirectConvolutionKernel statelessSheri Zhang
ClDirectorConvolution triggers ClActivation (if enabled) Remove static tuner as the interface need to be changed base on new api. Remove functions in ClScaleKernel specific for static Tuner. Solves: COMPMID-4010 Signed-off-by: Sheri Zhang <sheri.zhang@arm.com> Change-Id: I7861c3462fda323a6fe1891834068a462245cb1b Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5262 Reviewed-by: Sang-Hoon Park <sang-hoon.park@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-03-22Increase tolerance for winograd input transform F32 NHWCGiorgio Arena
Resolve COMPMID-4302 Change-Id: I643554d1682991cd0d9c8e30f8474a24bd99d336 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5284 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-03-16Add test case for memory managed softmax layerSang-Hoon Park
A test case for softmax layer with a given memory manager is added to test the scenario where the external caller owns the memory manager. Resolves: COMPMID-4298 Change-Id: If37ce72f7dad5901740bd32de9d70ea576caa2ae Signed-off-by: Sang-Hoon Park <sang-hoon.park@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5258 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-03-03Create ClPRelu operatorSang-Hoon Park
Make the class that was in experimental namespace as ClOperator to prepare porting to new interface. The followings are added as a part of this change Also, in-place computation is now correctly considered to be aligned with the class description. Test cases to test in-place computation are added. Partially Implements: COMPMID-4184 Signed-off-by: Sang-Hoon Park <sang-hoon.park@arm.com> Change-Id: I71c18ab47fe0370a2060d5303a58ff3650c0093f Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5201 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com>
2021-03-03Remove Compute Vision CL supportMichalis Spyrou
Resolves COMPMID-4151 Change-Id: I46f541efe8c4087f27794d2e158b6c1547d459ba Signed-off-by: Michalis Spyrou <michalis.spyrou@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5160 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com>
2021-03-02Set up configure-only flag for validation. First trial with DepthwiseConvoltionGiorgio Arena
This is needed in order to validate OpenCL kernel run-time compilation, without necessarily running or validating the kernels' execution - Add a run-time option for our validation suite to only configure one target function, without allocating, running or validating - Avoid to map/unmap tensors in CLAccessor if no allocation/validation is required - Create a new Fixture macro that accepts fixtures split into configure/allocate_and_run/reference, and do the last two only if required - Adjust fixture and validation files for the first trial function(s) (DepthwiseConvolutionLayer) Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Change-Id: I56fa1ce5ef4ac0c86bcabda686cc277ef5ec69c8 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5048 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-by: Sang-Hoon Park <sang-hoon.park@arm.com>
2021-03-01Fix bug on CLGEMMMatrixMultiplyReshapedOnlyRHS testsGiorgio Arena
Resolve COMPMID-4289 Change-Id: Ib69425936dee418367aff4b8eeaa001dc9a8a75b Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5185 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com>
2021-02-25Introduce Context opaque object of the new interfaceGeorgios Pinitas
An AclContext is introduced as part of the new interface. This object is responsible for any constructural services that the operators and other objects might need. Main options that can be passed to a context object are: - a target: for which all the subsequent object should bind with - capabilities: which are the isa/target features to enable - a mode: for which different strategies can be selected in the backend Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: I315549e55d4d064cbe94dfa29d070dc281b447de Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5088 Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-02-10Fix tolerance issue in CL Winograd InputTransform FP16Manuel Bottini
Change-Id: I2874e1f3ff3f0b02edf465073a4a2de5171f0504 Signed-off-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5036 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-02-09Integrate MLGO into CLGEMM and CLGEMMLowpMatrixMultiplyCore: Part1SiCong Li
* Create a new public handle class CLGEMMHeuristicsHandle It is responsible for the loading and lifetime management of the underlying heuristics * Add to_string utility to several mlgo constructs for logging Resolves: COMPMID-3843, COMPMID-3844 Signed-off-by: SiCong Li <sicong.li@arm.com> Change-Id: Ib9c65e076daa6a9a204999cde9abf366dbabc496 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5001 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-02-04Fix unused variable compilation errorGiorgio Arena
Resolve: COMPMID-4236 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Change-Id: Iaa64295c0155d3cdac6e53724c6c9674df790ee0 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4998 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-02-04Fix CL Compiler frontend failure for ArgMinMaxGiorgio Arena
- Change select condition's data type to satisfy its signature - Add failing test case with VEC_SIZE == 1 Resolve: COMPMID-4110 Change-Id: I52287bff7a2108f92fd12164e267df6c074d5508 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4978 Reviewed-by: TeresaARM <teresa.charlinreyes@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-02-03Fix OpenCL direct convolutionGian Marco Iodice
- The ARM DOT macro was using wrong variables for performing the dot product - K0 could be a non power of 2 values when IFM was not a multiple of 16 - Refactor the test for direct convolution NHWC Resolves COMPMID-4135, COMPMID-4155 Change-Id: I3a2dc89ef613ae20245cfc28e76ea36c55eaf81d Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4962 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: TeresaARM <teresa.charlinreyes@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-02-02Implement MLGO moduleSiCong Li
* Implement MLGOHeuristics which provides a query and a loading interface * Implement a top-down parser MLGOParser for parsing dotmlgo * Add validation tests for MLGOHeuristics Resolves COMPMID-3840, COMPMID-3841 Signed-off-by: SiCong Li <sicong.li@arm.com> Change-Id: Iae96d2779524b2dd83623d1a3a30ef57823ae084 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4941 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
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