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Use the queue object from the singleton Scheduler to avoid repeatedly
freeing cl::CommandQueue object on the stack.
Resolves COMPMID-6021
Change-Id: I0baf5891a7974cf4c7efad1b13cc5f28e49a2745
Signed-off-by: SiCong Li <sicong.li@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9896
Reviewed-by: Jakub Sujak <jakub.sujak@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Benchmark: Arm Jenkins <bsgcomp@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
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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>
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Speeds up compilation by 30% for some files when logging is disabled.
Signed-off-by: Matthew Bentham <Matthew.Bentham@arm.com>
Change-Id: Ia479bd50a80616a34e33ead13db8558f8dbaa1aa
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/c/VisualCompute/ComputeLibrary/+/534480
Tested-by: bsgcomp <bsgcomp@arm.com>
Reviewed-by: Gunes Bayir <gunes.bayir@arm.com>
Comments-Addressed: bsgcomp <bsgcomp@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9880
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>
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Resolves: COMPMID-6319
Signed-off-by: Viet-Hoa Do <viet-hoa.do@arm.com>
Change-Id: I49a17ff973efc88b7ce0334c47ecf076c03f4cc3
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9829
Reviewed-by: Jakub Sujak <jakub.sujak@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Benchmark: Arm Jenkins <bsgcomp@arm.com>
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* 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>
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- 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>
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- 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>
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Split some of the larger types with inlined code into their own
header files, so that the implementation of them needn't be included
everywhere.
Change-Id: Id3ec2d42efbd33cedb55705a5a24e1b90c8b7a01
Signed-off-by: Matthew Bentham <Matthew.Bentham@arm.com>
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/c/VisualCompute/ComputeLibrary/+/524782
Tested-by: bsgcomp <bsgcomp@arm.com>
Reviewed-by: Gunes Bayir <gunes.bayir@arm.com>
Comments-Addressed: bsgcomp <bsgcomp@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9757
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Pablo Marquez Tello <pablo.tello@arm.com>
Reviewed-by: Jakub Sujak <jakub.sujak@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Benchmark: Arm Jenkins <bsgcomp@arm.com>
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Signed-off-by: David Svantesson <david.svantesson@arm.com>
Change-Id: Iaed0933d665bd98829be49b9df11653d4d74081c
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9746
Benchmark: Arm Jenkins <bsgcomp@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
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The previous heuristic for selecting the Deconvolution method with FP32 input data introduced a performance regression for FP16. A simple fix ensures the previous heuristic applies to FP32 types only.
Resolves: COMPMID-6027
Change-Id: I77ca6c9c72534057a3967db58924a972b0efb09f
Signed-off-by: Jakub Sujak <jakub.sujak@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9616
Benchmark: Arm Jenkins <bsgcomp@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
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The Depthwise convolution operation is not required to have a bias, hence the check may fail unexpectedly.
Resolves: COMPMID-6250
Change-Id: I2844ffde6139f79ade118d756c930318f16fbe50
Signed-off-by: Jakub Sujak <jakub.sujak@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9615
Reviewed-by: Ramy Elgammal <ramy.elgammal@arm.com>
Reviewed-by: Sang Won Ha
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
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Resolves: COMPMID-6235
Change-Id: I7a094a23244286090415ee2788632cfa7bd6c037
Signed-off-by: Ramy Elgammal <ramy.elgammal@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9608
Benchmark: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Pablo Marquez Tello <pablo.tello@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
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- Call Neon™ depthwise convolution validation inside in its configure() method.
Resolves: COMPMID-6188
Signed-off-by: Ramy Elgammal <ramy.elgammal@arm.com>
Change-Id: Ib2ae4d995ff2bbc92ce4496d4ab93cf09113e3e9
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9594
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com>
Reviewed-by: Jakub Sujak <jakub.sujak@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Benchmark: Arm Jenkins <bsgcomp@arm.com>
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Resolves: COMPMID-6185
Signed-off-by: Viet-Hoa Do <viet-hoa.do@arm.com>
Change-Id: Icfd9d177083ecdf41dc13e5b2ae982ff67492f8a
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9577
Reviewed-by: Jakub Sujak <jakub.sujak@arm.com>
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>
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Change-Id: I5d343e959942cb2ce48442d95d7c62aecd6a34d0
Signed-off-by: Matthew Bentham <Matthew.Bentham@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9573
Reviewed-by: SiCong Li <sicong.li@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Benchmark: Arm Jenkins <bsgcomp@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
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- Add heuristic for f32/f16 and int8 quantized data types
- Include MatMul configuration selection in the CLMatMul operator
Resolves COMPMID-5950, COMPMID-5957, COMPMID-5959, COMPMID-5925,
COMPMID-5926, COMPMID-5927, COMPMID-5928
Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
Change-Id: Ic222148da0337b88d4d8c960e3b6ac31003d8bcb
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9564
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>
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Resolves COMPMID-6151
Signed-off-by: David Svantesson <david.svantesson@arm.com>
Change-Id: I0e8c957f3460633c32ef57be0cdc44a53b8c3e88
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9553
Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Benchmark: Arm Jenkins <bsgcomp@arm.com>
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- Performance improvements on various networks between 5-20%
Resolves COMPMID-6030
Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
Change-Id: Idcf7de57e6f5a94a6a94ec78229dd53c24de44f4
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/c/VisualCompute/ComputeLibrary/+/514481
Tested-by: Viet-Hoa Do <viet-hoa.do@arm.com>
Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com>
Comments-Addressed: bsgcomp <bsgcomp@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9524
Benchmark: Arm Jenkins <bsgcomp@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
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Partially resolves ONCPUML-1232
Signed-off-by: David Svantesson <david.svantesson@arm.com>
Change-Id: I258d03524c50dd24975b473aede061f80bf9d91b
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9534
Reviewed-by: SiCong Li <sicong.li@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Benchmark: Arm Jenkins <bsgcomp@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
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Adds Reorder kernel exposing blocking reorders from arm_gemm
Resolves ONCPUML-1232
Change-Id: I42bf4166311fe1771565134d3ed7039fc8e30230
Signed-off-by: David Svantesson <david.svantesson@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9500
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>
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Resolves COMPMID-6032
Signed-off-by: SiCong Li <sicong.li@arm.com>
Change-Id: Icca60deac7308173fc3a8282af91434b4d1c0b06
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9520
Reviewed-by: Jakub Sujak <jakub.sujak@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Benchmark: Arm Jenkins <bsgcomp@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
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- Replace existing heuristic with look-up tables
- Expected performance improvement is between 5-15% on various models
Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
Change-Id: Ie26ddf66895ede131aa06fde7b200ef94d2dd467
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9472
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>
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This is required for the case where rhs (B) is dynamic and needs to be
pretransposed in every run.
In a multi-threaded setting, this means the previously single-threaded
pretranspose_B_array would become the bottleneck
Resolves COMPMID-5896
Signed-off-by: SiCong Li <sicong.li@arm.com>
Change-Id: Id508c46992188a0f76a505152931d4955d04c16d
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9455
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com>
Reviewed-by: Jakub Sujak <jakub.sujak@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Benchmark: Arm Jenkins <bsgcomp@arm.com>
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Resolves: COMPMID-5995
Signed-off-by: Viet-Hoa Do <viet-hoa.do@arm.com>
Change-Id: I707b8918bebee7e70d4de5207ef555c806e7a305
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9405
Benchmark: Arm Jenkins <bsgcomp@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: SiCong Li <sicong.li@arm.com>
Reviewed-by: Jakub Sujak <jakub.sujak@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
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- Implements MatMul function and operator for floating point datatype FP16/FP32
- Includes support for transposing dynamic tensors prior to matrix multiplication.
- Adds tests for 2D/3D/4D+ tensors in MatMul with F32/F16 datatype (with all combinations of transposed/not-transposed tensors)
- Updates fixture to allow for testing fused activation in MatMul
- Adds tests for matmul with and without fused activation
Resolved: [COMPMID-5898]
Signed-off-by: Mohammed Suhail Munshi <MohammedSuhail.Munshi@arm.com>
Change-Id: Iefa84b26dd723c9a51e6c3f91023152c6c31ace2
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9411
Reviewed-by: SiCong Li <sicong.li@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Benchmark: Arm Jenkins <bsgcomp@arm.com>
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The fully connected function and operator running on GPU have been adapted to support dynamic weights.
Dynamic weights require the reshape and data layout conversion of weight tensors at runtime in the prepare stage of the operator. The implementation for GPU is identical to the CPU implementation.
This patch also deprecates the `are_weights_reshaped` option in Fully Connected.
Resolves: COMPMID-5870
Change-Id: I28f967695879d82cc91a928d95308a4e0e52a597
Signed-off-by: Jakub Sujak <jakub.sujak@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9403
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>
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Resolves: COMPMID-5949
Signed-off-by: Ramy Elgammal <ramy.elgammal@arm.com>
Change-Id: Idd8cfe6ea94a14f0b23178f6781251b5f0955563
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9390
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Gunes Bayir <gunes.bayir@arm.com>
Benchmark: Arm Jenkins <bsgcomp@arm.com>
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- Deprecate dynamic block shape interface
- Iterate over output window instead of input window for simpler implementation and better performance.
- Add cropping support and cropping tests
Resolves [COMPMID-5865]
Signed-off-by: Omar Al Khatib <omar.alkhatib@arm.com>
Change-Id: Ic67d44a6a39299ecdafc507f12e3dc5d517dfb62
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9385
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>
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- Deprecate dynamic block shape interface
- Iterate over output window instead of input window for simpler
implementation and better performance
- Add cropping support and cropping tests
Resolves COMPMID-5918
Signed-off-by: SiCong Li <sicong.li@arm.com>
Change-Id: Ifea0f5f7760ffd0f4d5d4f3a5ae8d14d0b98b790
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9378
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>
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Resolves: COMPMID-5917
Signed-off-by: Viet-Hoa Do <viet-hoa.do@arm.com>
Change-Id: I073067b490f2a1b96b81a037ea431c9a2e5c7503
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9322
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>
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Partially resolves COMPMID-5918, COMPMID-5865
Signed-off-by: SiCong Li <sicong.li@arm.com>
Change-Id: Ib3b01e7dc1c944184a4c038045bf0469fbb9ff45
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9321
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
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* Ensure CLTuner uses the real GWS used by run(), instead of the
static GWS (which is usually changed at run time), by caching GWS in
each kernel
Note this is a somewhat inelegant workaround. The real issue stems
from the fact that execution window and scheduler are very much
coupled with our operator run() / run_op() method.
(Please see COMPMID-5934)
* Restrict LWS values to explore within GWS bound for exhaustive mode
* Refactor gws_from_window() to include all the information required
to calculate GWS
* Log lws search space used for tuning
* Fix ClDirectConv2dKernel config id
Resolves COMPMID-5892
Signed-off-by: SiCong Li <sicong.li@arm.com>
Change-Id: I420490d8b94d13ada2e44eb0a12078f883379334
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9193
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>
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This is so that we can leverage fixed format kernel when
using gemm convolution method.
Partially resolves: [ONCPUML-1129]
Change-Id: I61ffa74f5cd9d75579dbc1f9aa187371f855e932
Signed-off-by: Annop Wongwathanarat <annop.wongwathanarat@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9248
Reviewed-by: Jakub Sujak <jakub.sujak@arm.com>
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>
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Skip upsampling step for deconvolution when input strides are 1
regardless of kernel size. This is achieved by setting correct
paddings for unit strides convolution.
Resolve: [ONCPUML-1183]
Change-Id: Ief88f9fe30f6f56d3358e3cf6a506ab8b5691f18
Signed-off-by: Annop Wongwathanarat <annop.wongwathanarat@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9134
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>
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Resolves: COMPMID-5849
Change-Id: I86f8bbc1f3a7c12c66d5ad8fcd74dd9e69629aa0
Signed-off-by: Gunes Bayir <gunes.bayir@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9102
Reviewed-by: Jakub Sujak <jakub.sujak@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Benchmark: Arm Jenkins <bsgcomp@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Dynamic-Fusion: Jakub Sujak <jakub.sujak@arm.com>
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This is a fused operator that merges Add + Mul + Add [+ Relu-based-Activation] layers and have an intermediate output after the first Add. It's supported for FP16/32/QASYMM8/QASYMM8_SIGNED data types.
The subsequent Add and Mul are intended for scaling and the coefficients only have one dimension (per channel).
The inputs are
- input1 : nD tensor [X, Y, Z, W, ..]
- input2 : nD tensor [X, Y, Z, W, ..]
- add_coef : 1D tensor [X]
- mul_coef : 1D tensor [X]
The outputs are
- out1 : nD tensor (intermediate output) [X, Y, Z, W, ..]
- out2 : nD tensor (final output) [X, Y, Z, W, ..]
The operation can be summarized as follows:
out1 <- input1 + input2
out2 <- Act(out1 * mul_coef + add_coef)
The activation function can be Identity, Relu, Bounded Relu or Lower/Upper Bounded Relu. The intermediate output can be skipped by providing a nullptr.
The reason of providing this operator is to be able to fuse in case of Residual network patterns and save computations by reducing memory back and forward.
Resolves: COMPMID-5463
Signed-off-by: Gunes Bayir <gunes.bayir@arm.com>
Change-Id: I8ef577aa623b036e9a9f655cc088493fd19a6109
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9055
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Jakub Sujak <jakub.sujak@arm.com>
Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Benchmark: Arm Jenkins <bsgcomp@arm.com>
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- Remove hack in CpuGemmAssemblyDispatch.cpp which tried to guess
strides for fixed format kernels. Instead, expect that strides will
have been correctly set on weights externally
- Update fixed format test fixtures to set the strides
- If the fixed format uses fast math mode, then weights should be of
type BFLOAT16. Change the validation logic to accept this.
Resolves: [ONCPUML-1131]
Co-authored-by: Milos Puzovic <Milos.Puzovic@arm.com>
Change-Id: I0f18d8b86b0f639be25fd122fa06a591e90645f2
Signed-off-by: Jonathan Deakin <jonathan.deakin@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8985
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Gunes Bayir <gunes.bayir@arm.com>
Benchmark: Arm Jenkins <bsgcomp@arm.com>
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If the input tensor's stride is 1 and the kernel size is 1x1,
skip upsampling step and pass the input tensor pointer for
convolution directly.
Partially resolve: [ONCPUML-1137]
Change-Id: I9de9444ff99cf35d44a51ccbe0fa6facc1035d27
Signed-off-by: Annop Wongwathanarat <annop.wongwathanarat@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8994
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>
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This patch prefers Gemm-based transposed deconvolution algorithm in case
kernel sizes and strides are equal to each other in each dimension.
Resolves: COMPMID-5815
Signed-off-by: Gunes Bayir <gunes.bayir@arm.com>
Change-Id: I22052e48341f3284d6bafbdbcce4a48399dc8e87
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8970
Benchmark: Arm Jenkins <bsgcomp@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
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Resolves: [ONCPUML-1128]
Signed-off-by: Annop Wongwathanarat <annop.wongwathanarat@arm.com>
Change-Id: I287a71222d3f0289d8cccfcb15383b0a930a55e6
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8952
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>
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Resolves COMPMID-5813
Change-Id: I5ef6fe9fb6a54db18e41a71085896fd08bc08dbb
Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8975
Benchmark: Arm Jenkins <bsgcomp@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Gunes Bayir <gunes.bayir@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
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- Use T_LOAD2D_INDIRECT macro instead of T_LOAD_NHWC_WITH_DILATION in
the depthwise convolution opencl kernels
- Update the heuristic for Arm® Mali™-G77
Resolves COMPMID-5716
Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
Change-Id: I32d375b220e04bf05f5d8f0af2231bde600f0665
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8930
Benchmark: Arm Jenkins <bsgcomp@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Jakub Sujak <jakub.sujak@arm.com>
Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
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- Move the DWC native heuristic from CLDepthwiseConvolutionLayer to
heuristic/
- Update the heuristic for Arm® Mali™-G77. Use a smaller block size
(4x2) for Fp16
- Call the new heuristic in GpuDepthwiseConv2d
Resolves COMPMID-5798
Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
Change-Id: I6bfd30cea76bea2e98202a7a5c1d51709f3382a4
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8889
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>
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- Update the ClConv2d heuristic to call indirect convolution on Arm® Mali™-G77 Gpus
- Implement the indirect conv2d heuristic for selecting the block size
Resolves COMPMID-5713
Change-Id: If6ad49124561207153685c6abd4f54950a376fbc
Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8886
Benchmark: Arm Jenkins <bsgcomp@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Gunes Bayir <gunes.bayir@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
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Resolves: [COMPMID-5466]
Signed-off-by: Omar Al Khatib <omar.alkhatib@arm.com>
Change-Id: I68af0bb54580bebd2ace1fba30aa73f7f68a4dbb
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8804
Benchmark: Arm Jenkins <bsgcomp@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Gunes Bayir <gunes.bayir@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
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This patch optimizes transposed convolution for QASYMM and QASYMM8_SIGNED types, by extending the transposed convolution kernel written for FP32/16.
Resolves: COMPMID-5723
Change-Id: Iab8f09231938adb949c506fd915ed45b885e5c7c
Signed-off-by: Gunes Bayir <gunes.bayir@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8792
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Benchmark: Arm Jenkins <bsgcomp@arm.com>
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Resolves: COMPMID-5735
Change-Id: I9958413b69c5052cfa205dd0e9457cc4953aaf35
Signed-off-by: Ramy Elgammal <ramy.elgammal@arm.com>
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/c/VisualCompute/ComputeLibrary/+/474818
Tested-by: bsgcomp <bsgcomp@arm.com>
Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
Comments-Addressed: bsgcomp <bsgcomp@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8724
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Benchmark: Arm Jenkins <bsgcomp@arm.com>
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- Implement indirect convolution kernel
- Add operator support
- Add test
Resolves COMPMID-5709
Change-Id: I9272304163471a5a40da7fdec204599f3c1d8e32
Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8701
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>
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Public headers of the new experimental dynamic fusion can be found in arm_compute/dynamic_fusion/
New examples on how to use the interface can be found in tests/validation/dynamic_fusion/gpu/Integration.cpp
Resolves COMPMID-5683
Change-Id: I7ccb902a227fb487562df15fc3c30118d1d95bbd
Signed-off-by: SiCong Li <sicong.li@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8671
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>
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Fixes benchdnn test failures in ONCPUML-1104 when num_threads
is greater than workload size.
Signed-off-by: Crefeda Rodrigues <crefeda.rodrigues@arm.com>
Change-Id: Ic351a3ab5b548aa1843042a053130b02d0f1d40e
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8655
Benchmark: Arm Jenkins <bsgcomp@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
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