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path: root/src/core/CL/cl_kernels/common
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2023-09-21Optimize the main loop in mat_mul_native_quantized_mmul_nt_ntGunes Bayir
Switch the loop unrolling order and reuse the pre-computed vectors Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Change-Id: I636c0530d6b21dae4dbb371c57d18b1f7c7246a8 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/10355 Benchmark: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2023-09-18Implement Quantized MatMul kernel using MMUL extensionGunes Bayir
Resolves: COMPMID-6475 Change-Id: Ic867cdfff5d4391cb749a04bf7cc35cda63d3b71 Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/10311 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-09-14Add skeleton of ClMatMulLowpNativeMMULKernelGunes Bayir
The skeleton code consists of modifications - to build the library with the quantized matmul kernel - refactoring of some common utilities - empty OpenCL Kernels for four configurations ([Lhs, Rhs] X [Nt, t]) - some validation tests and skeleton for functional tests Resolves: COMPMID-6473 Change-Id: Id8401f789d34277dceb1f91afd68c9c88275618a Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/10273 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2023-09-04Remove legacy PostOps codeJakub Sujak
PostOps was the experimental interface for Dynamic Fusion. It is now replaced by the new Dynamic Fusion interface with code generation using the Compute Kernel Writer. Resolves: COMPMID-6190 Change-Id: I813b48facef2fd6f3aee332588886b4f9b3d33d8 Signed-off-by: Jakub Sujak <jakub.sujak@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/10219 Benchmark: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: SiCong Li <sicong.li@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2023-08-14Optimize CLReduce for Min/Max Axis=0Gunes Bayir
Resolves: COMPMID-6400 Change-Id: Id9935f9727f77a824afc75c35f044e3f5c173e0d Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/10120 Benchmark: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2023-08-03Fix CL Tile operatorViet-Hoa Do
Resolves: COMPMID-6404 Signed-off-by: Viet-Hoa Do <viet-hoa.do@arm.com> Change-Id: I75aebe620567ed50817747589bbe8cfb63715a7b Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/10036 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: TeresaARM <teresa.charlinreyes@arm.com> Reviewed-by: Anitha Raj <Anitha.Raj@arm.com> Reviewed-by: Pablo Marquez Tello <pablo.tello@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-07-21Enable S64 output in CLArgMinMaxPablo Marquez Tello
Resolves MLCE-1089 Change-Id: I8b385ef8a00ec5de60299bc7a359766ba5417e68 Signed-off-by: Pablo Marquez Tello <pablo.tello@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9918 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2023-07-11Add Bias to MatMul Kernels and add support for use in Fully Connected LayerMohammed Suhail Munshi
Resolves: [COMPMID-6316] Signed-off-by: Mohammed Suhail Munshi <MohammedSuhail.Munshi@arm.com> Change-Id: I08e6bac9e6b46b76978da0dc6a48ccfe3dde5086 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9833 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-07-06Fix nightly failures in MatMulLowpNativeKernel when using bounded activation ↵Mohammed Suhail Munshi
functions - Added checks for supported activation functions in MatMulLowpKernel validate - Replaced incorrect float activation macro with quantized implementation in mat_mul_quantized Resolves: [COMPMID-6339] Signed-off-by: Mohammed Suhail Munshi <MohammedSuhail.Munshi@arm.com> Change-Id: I15661f14877f1d3305644e6473feb5482a67e773 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/c/VisualCompute/ComputeLibrary/+/532858 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com> Comments-Addressed: bsgcomp <bsgcomp@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9855 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: SiCong Li <sicong.li@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-07-05Rewrote CLArgMinMax for axis 0Pablo Marquez Tello
* Simpler implementation without stages for axis 0 * Removed considerable amount of code. Resolves COMPMID-6271 Change-Id: Ie8bcb2f0b55f87472f44b38872a23a922619a211 Signed-off-by: Pablo Marquez Tello <pablo.tello@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9849 Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-06-29Implement FP32/16 MatMul Lhs T Rhs T/NT kernel using MMUL extensionGunes Bayir
Resolves: COMPMID-6196, COMPMID-6197 Change-Id: I22a1c32686eb70e7676c8b4d64a76dbaeb638cb3 Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9798 Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-06-26Use MatMul in fully connected layer with dynamic weights when supportedMohammed Suhail Munshi
- Use MatMul kernels in FC layer when using dynamic weights without broadcasting or bias. - Fix minor typo in IClMatMulNativeKernelConfig.h Partially Resolves : [COMPMID-6193] Signed-off-by: Mohammed Suhail Munshi <MohammedSuhail.Munshi@arm.com> Change-Id: Id494062b5b4f4e75ff9714c202dde941955afa52 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9797 Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-06-23Implement FP32/FP16 MatMul NT/T kernel using the MMUL extensionRamy Elgammal
Resolves COMPMID-6195 Signed-off-by: ramy.elgammal@arm.com <ramy.elgammal@arm.com> Change-Id: I8e85fe73308ed84ebb142d6d6d1562b62dddfaa5 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9819 Reviewed-by: SiCong Li <sicong.li@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2023-06-19Implement FP32/FP16 MatMul NT/NT kernel using the MMUL extensionSiCong Li
Resolves COMPMID-6194 Signed-off-by: SiCong Li <sicong.li@arm.com> Change-Id: Ie45e2aa9533948b2e5235563cef1d3834494eccf Signed-off-by: SiCong Li <sicong.li@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9739 Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-06-16Add Fused Activation to OpenCL MatMulMohammed Suhail Munshi
- Added fused activation to MatMul function interface - Added fused activation to CL backend - Includes tests for supported Activation Functions in MatMul Resolves: [COMPMID-6192] Signed-off-by: Mohammed Suhail Munshi <MohammedSuhail.Munshi@arm.com> Change-Id: Ie103212b600b60699eaf6a6394d609e6e1f5aba6 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/c/VisualCompute/ComputeLibrary/+/522465 Comments-Addressed: bsgcomp <bsgcomp@arm.com> Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com> Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9714 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Jakub Sujak <jakub.sujak@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-05-03Support multi-dimensional indices in the CL Gather Layer up to ↵Omar Al Khatib
four-dimensional output tensors Resolves [COMPMID-5775] Signed-off-by: Omar Al Khatib <omar.alkhatib@arm.com> Change-Id: I6f6c12ac08f0b0ad070ca5d715c531c2c3762c30 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9498 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-04-28Fix the gather layer indices checkViet-Hoa Do
* If the index is out-of-bound, both CPU and GPU implementations of the gather layer will output 0. Resolves: COMPMID-5964 Signed-off-by: Viet-Hoa Do <viet-hoa.do@arm.com> Change-Id: Ib029b3acfb31452f2097c8c75448fb2697cfa332 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9487 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Pablo Marquez Tello <pablo.tello@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-04-27Add quantized CL MatMul kernel for LHS NT, RHS TJakub Sujak
Implement a native kernel for batched Matrix Multiplication for the quantized data types QASYMM8 and QASYMM8_SIGNED and with the MatMul attributes `adj_x = false, adj_y = true`. Resolves: COMPMID-5923 Change-Id: I477b2dd886edfe83beaba9efc7d6b05ed19f5da4 Signed-off-by: Jakub Sujak <jakub.sujak@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9467 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: SiCong Li <sicong.li@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-04-20Implement CL kernel for a native batched matmul Quantized - LHS transposed, ↵Omar Al Khatib
RHS transposed Resolves: [COMPMID-5924] Signed-off-by: Omar Al Khatib <omar.alkhatib@arm.com> Change-Id: I9ba657737eb1e3a096c8341ad4ad311571f8edeb Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9454 Benchmark: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: SiCong Li <sicong.li@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2023-04-17Add quantized CL MatMul kernels for Lhs NT/T, Rhs NTGunes Bayir
Implement OpenCL kernels for batched Matrix Multiplication for the quantized data types QASYMM8 and QASYMM8_SIGNED. Quantized MatMul is supported with the following MatMul attributes: * adj_x = false, adj_y = false * adj_x = true, adj_y = false We consider native format kernels only. In other words, no reshaping of the operand matrices is done. Resolves: COMPMID-5921, COMPMID-5922 Change-Id: I99e0f68054a2bd635c60ec2641acc2e7ff398473 Signed-off-by: Omar Al Khatib <omar.alkhatib@arm.com> Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Signed-off-by: Jakub Sujak <jakub.sujak@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9435 Reviewed-by: SiCong Li <sicong.li@arm.com> Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-03-29Add quantized support for unary elementwise in CPUViet-Hoa Do
* Add quantized unary elementwise in CPU using LUT. * Widen the input data range of the test suite. - Fix CPU exponential function overflow/underflow range. - Fix saturation issue of CL round operator. Resolves: COMPMID-5763 Signed-off-by: Viet-Hoa Do <viet-hoa.do@arm.com> Change-Id: I41445de2b4a33ec6b01e0ab701516c240c852d0b Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9367 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Jakub Sujak <jakub.sujak@arm.com> Reviewed-by: Pablo Marquez Tello <pablo.tello@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-03-24Add Texture Pipe Support for Matmul Lhs T/NT Rhs T kernelsRamy Elgammal
Resolves: COMPMID-5952, COMPMID-5956 Change-Id: Idbd14538e7660792254072fa9631a6f03966f89b Signed-off-by: Ramy Elgammal <ramy.elgammal@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9371 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-03-24Add Texture Pipe Support for Matmul Lhs T/NT Rhs NT kernelsGunes Bayir
Resolves: COMPMID-5945, COMPMID-5954 Change-Id: I7b27021d21f8e08c4896f6b1f595a75125064f9e Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9356 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-by: SiCong Li <sicong.li@arm.com> Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2023-03-20Implement OpenCL MatMul for Lhs T Rhs T/NT FP32/16Gunes Bayir
- Implement opencl kernel for LHS transposed and RHS non-transposed - Implement opencl kernel for LHS transposed and RHS transposed - Add validation tests Resolves: COMPMID-5953, COMPMID-5955 Change-Id: I55589acbffe86c44e29807574975978a1ec09bad Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9345 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2023-03-17Implementation of RSQRT for quantized int8Ramy Elgammal
Resolves: COMPMID-5863 Change-Id: I9ff67face62826c1d335a6b941e8516be39bdac8 Signed-off-by: Ramy Elgammal <ramy.elgammal@arm.com> Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/c/VisualCompute/ComputeLibrary/+/488768 Tested-by: bsgcomp <bsgcomp@arm.com> Comments-Addressed: bsgcomp <bsgcomp@arm.com> Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9225 Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-03-17Implement OpenCL MatMul for Lhs NT Rhs T/NT FP32/16Ramy Elgammal
- Implement ClNativeMatMulKernel class - Implement opencl kernel for LHS non-transposed and RHS non-transposed - Implement opencl kernel for LHS non-transposed and RHS transposed - Add test fixture and dataset for matmul - Implement transpose_tensor() for reference implementation to transpose high dimensional tensors Resolves: COMPMID-5944, COMPMID-5951 Co-authored-by: Gunes Bayir <gunes.bayir@arm.com> Co-authored-by: Ramy Elgammal <ramy.elgammal@arm.com> Change-Id: I1d5b8978f41be27baddb3153ade880472141573f Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Signed-off-by: Ramy Elgammal <ramy.elgammal@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9333 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2022-12-23Make CLReshape kernel window based on dst instead of srcRamy Elgammal
Signed-off-by: Ramy Elgammal <ramy.elgammal@arm.com> Partially-Resolves: COMPMID-5522 Change-Id: I1d90003079c3f24d081cc49f7b110eda753f6995 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8838 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2022-11-03Fix activation block in gemm.clGian Marco Iodice
- Replace VEC_SIZE with N0. VEC_SIZE was used in the old gemm kernel and not used anymore in the existing ones Resolves COMPMID-5678 Change-Id: Ia770200b9d6e24c51c57347e4634fb8eadd10385 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8556 Reviewed-by: Jakub Sujak <jakub.sujak@arm.com> Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2022-10-06Improve start-up time in gemmlowp reshaped rhs only.Adnan AlSinan
- Does not Pass RESULT_MULTIPLIER, RESULT_SHIFT When PER_CHANNEL_QUANTIZATION is defined. Resolves COMPMID-5499 Signed-off-by: Adnan AlSinan <adnan.alsinan@arm.com> Change-Id: Ie433eaf83c003a6d5ccfeb89eb2783528dc2b48e Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8316 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2022-09-09Add a macro guard in all OpenCL kernels in gemmlowp.clGian Marco Iodice
Resolves COMPMID-5498 Change-Id: I474f3f963257014255d082aab0ccbe3efe5aa067 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8222 Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Ramy Elgammal <ramy.elgammal@arm.com> Reviewed-by: Ramy Elgammal <ramy.elgammal@arm.com> Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2022-09-02F16 Specialization for MeanStdDevNormMurray Kornelsen
Ran into issues with f16 meanstddevnorm. Essentially, with large enough tensors and/or large values in tensors, output becomes all 0. This is due to the variance computation. In f16, it reaches infinity quite easily, then the division results in 0. This change modifies the OpenCL and NEON implementations to compute the sum of squares and the variance using f32, while other operations remain f16. Update: Found that the square operation also benefits from f32, rather than squaring in f16 and accumulating f32. Signed-off-by: Murray Kornelsen <murray.kornelsen@mail.mcgill.ca> Change-Id: Ide00afd84ec6d26fec4d53b073e295814f08ba46 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7959 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Pablo Marquez Tello <pablo.tello@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2022-07-22Add GemmLowp MMUL Reshaped Only Rhs Support for QASYMM8/QASYMM8_SIGNEDFreddie Liardet
This patch introduces a GEMMLowp routine that is optimized for Arm(R) Mali(TM)-G715 and Arm(R) Mali(TM)-G615 Resolves: COMPMID-5398 Signed-off-by: Freddie Liardet <frederick.liardet@arm.com> Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Change-Id: I8d06453645688f3658b6c7c06f1ebc25a2505661 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7932 Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: SiCong Li <sicong.li@arm.com> Reviewed-by: Pablo Marquez Tello <pablo.tello@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2022-07-13Add Gemm MMUL Reshaped Only Rhs Support for FP32/FP16Gunes Bayir
This patch introduces a GEMM routine that is optimized for Arm(R) Mali(TM)-G715 and Arm(R) Mali(TM)-G615 Resolves: COMPMID-5216 Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Change-Id: I2e5d7806f5904347185bb3e250f73d73d6669dba Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7914 Reviewed-by: SiCong Li <sicong.li@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2022-06-27Implement new Elementwise Dynamic Fusion Operators: Div, FloorMichalis Spyrou
Resolves: COMPMID-5355 Change-Id: I92f73fbe885f28bbe7b07965b90cfd807c93602f Signed-off-by: Michalis Spyrou <michalis.spyrou@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7745 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: SiCong Li <sicong.li@arm.com>
2022-05-31Add cl_khr_integer_dot_product extension supportViet-Hoa Do
* Replace arm_dot(_acc) with dot when cl_khr_integer_dot_product extension is available. Resolves: COMPMID-5206 Change-Id: I7fd763e2421987584e4dae271008972644ea2f41 Signed-off-by: Viet-Hoa Do <viet-hoa.do@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7647 Reviewed-by: Pablo Marquez Tello <pablo.tello@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2022-03-08Merge kernel prototype patchGiorgio Arena
Resolves: COMPMID-5151 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Change-Id: Ic4024d5cd4819fe917a1d49621f1866ae2e90a37 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7260 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: SiCong Li <sicong.li@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2022-02-11Improve start-up time for concatenation layersramelg01
- pass tensor's dimensions at runtime rather than compile time - Add guard macro to compile only kernel of internest Resolves: COMPMID-5121 Signed-off-by: Ramy Elgammal <ramy.elgammal@arm.com> Change-Id: I76b7c0cf56d803f58ebff5494c904ace2a86ef5a Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7097 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2022-02-02Revert "Rework gemm_mm_reshaped_only_rhs_ kernels with new macros"Ramy Elgammal
This reverts commit 10e88a7351 "Rework gemm_mm_reshaped_only_rhs_ kernels with new macros" Resolves: COMPMID-5095 Signed-off-by: Ramy Elgammal<ramy.elgammal@arm.com> Change-Id: I46e167882f072e7508b6101d295accb6e089e740 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7045 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2022-01-25Rework gemm_mm_reshaped_only_rhs_ kernels with new macrosGian Marco Iodice
- Rework gemm_reshaped_rhs_only with new TILE macros - Fuse post ops in gemm_reshaped_rhs_only Resolves COMPMID-4890 Change-Id: I944948ecec6d08deaf3545b80cd3eeac26e44205 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6944 Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Sheri Zhang <sheri.zhang@arm.com>
2021-12-23Rework gemm_reshape_lhs_ with new macrosAdnan AlSinan
Resolves COMPMID-4892 Signed-off-by: Adnan AlSinan <adnan.alsinan@arm.com> Change-Id: I52f23ca293506fc693ae829daccc6e889a050752 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6833 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: SiCong Li <sicong.li@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-11-26Rework gemm_reshape_rhs_(nt,t) with new macrosGian Marco Iodice
Resolves COMPMID-4891 Change-Id: Ifdf2a0eaed23347a1b4465ea8d58c11b72083952 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6741 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com>
2021-11-20Improve start-up timer for GeMM (floating-point):ramelg01
- Pass M,N,K at runtime as kernel parameters - Add a guard macro to compile only kernel of interest - Move reshpaing kernels to gemm_utils.cl - Remove the fallback reshaping kernel with Y-Padding support Resolves: COMPMID-4888 Signed-off-by: Ramy Elgammal <ramy.elgammal@arm.com> Change-Id: Ida3851326f0b77e410633271de9ecca106e37931 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6662 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-11-04Add validate tests for CLConvolutionLayer and CLGEMMConvolutionLayer with ↵SiCongLi
post ops * Add validate tests * Restrict post ops support in ClGemmConv2d to only those that do not need im2col or col2im. In practice this means we only support post ops in conv1x1 with stride = 1, dilation = 1 and data layout = NHWC Resolves COMPMID-4435 Change-Id: I1fdf0c5d565a4624857250075ac76db35c2f383b Signed-off-by: SiCongLi <sicong.li@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6573 Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-11-04Add PRelu to supported PostOps in:ramelg01
- ClGemmMatrixMultiplyReshapedKernel - ClGemmMatrixMultiplyNativeKernel - ClGemmMatrixMultiplyReshapedOnlyRhsKernel Resolves: COMPMID-4713 Change-Id: I3adcb1b3d4af37ebcbc3bee19cc1845885d08600 Signed-off-by: Ramy Elgammal <ramy.elgammal@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6553 Reviewed-by: SiCong Li <sicong.li@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-11-03Fix out-of-bound reads in cl gemm kernelsSiCongLi
* Revert "Remove padding in FP Cl Gemm kernels" This reverts commit 48717a3d38fef8d316cd4b9fd9a3bc1a43db736b. * Allow different boundary row handling strategies across native, reshaped and reshaped_only_rhs kernels by introducing a ELTWISE_OPERAND_ROW parameter to the macro Resolves COMPMID-4919 Change-Id: Icefc23c0760a6abb838fef1d0d5bda06b07c79e3 Signed-off-by: SiCongLi <sicong.li@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6569 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2021-11-02Add post ops to ClGemmMatrixMultiplyReshapedOnlyRHSKernel and ↵SiCongLi
ClGemmMatrixMultiplyNativeKernel Part 3 Partially resolves: COMPMID-4435 Change-Id: Ifc5affa3a24a70942ca2d001380205df09b03ad7 Signed-off-by: SiCongLi <sicong.li@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6550 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-11-01Remove padding in FP Cl Gemm kernelsSiCongLi
* Remove rhs and bias padding in ClGemmMatrixMultiplyNativeKernel * Rework ClGemmMatrixMultiplyReshapedOnlyRHSKernel to use the same padding boundary condition as the other kernels Partially resolves COMPMID-4435 Change-Id: I1c17af9cca0b5cb3be087ce160948b7b0e62d297 Signed-off-by: SiCongLi <sicong.li@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6549 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-10-28Add experimental PostOp interface to ClGemmMatrixMultiplyReshapedKernel Part 1SiCongLi
This interface supports the fusion of multiple elementwise operations Partially resolves: COMPMID-4435 Change-Id: If68dd7dd98dcf239fde7cb1f0a4a6d4d1e899a6f Signed-off-by: SiCongLi <sicong.li@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6483 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-10-18Remove legacy GeMM kernels on OpenCLGian Marco Iodice
Resolves COMPMID-4446 Change-Id: I1d3c2391b67681f4d3af440826aa95b47a1288a6 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6444 Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-10-14Implement CLDirectConv3D f32/f16Giorgio Arena
Resolve COMPMID-4660 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Change-Id: Ibd66ec1eb6faa60086981b1e3a9c12561df3445f Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6420 Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
generated by cgit v1.2.1 (git 2.23.0) at 2024-07-05 06:14:41 +0000