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activation at graph level
Change-Id: I84d4a212629b21794451ab5fb5c5b187b5e28f98
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120127
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
Tested-by: Jenkins <bsgcomp@arm.com>
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Change-Id: I4fe501281f527e20e8fdd0253d59ea2c4629056b
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120354
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
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Change-Id: Ifcc406d2d0a99c911d6b6c875657b0e0028255d5
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/119148
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
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padding
Currently an assert gets fired in debug mode, and we just ignore the asymmetric padding in release mode.
Change-Id: Ia6278b5722f7e93f356a975ab3243e6bb07e44a8
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120840
Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com>
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
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sizes - Part 2 (NEON)
Change-Id: I64bc8e3f71236edb71494f431ee34077eb8814ca
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118203
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
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Invalid conversions in oclgrind when clamp is used.
Removed call to clamp in CL kernel and replace with convert_sat.
Change-Id: I3cd9b87dc10c65d307fbf6eb0aec1b671fba6e97
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/121062
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
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a) Added support for kernel size 5.
b) Templatised data type for transforms and batched gemms kernels.
Change-Id: Idb83dda7a5eec19e015888ab31902bd791913297
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120540
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
Tested-by: Jenkins <bsgcomp@arm.com>
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Change-Id: I6413a05f6870a0d04f12d7348269b15297ae8493
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/114696
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
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This new optimization allows to achieve 36.3 % of MAC utilisation on Mate 9 @ 1GHz.
The performance have been reported here
https://confluence.arm.com/display/MLENG/GEMMLowp+performance%3A+ACL+18.02
Change-Id: I71b6a217068763dfdc11bbf3574ee0eb94f93679
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118531
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
Tested-by: Jenkins <bsgcomp@arm.com>
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Change-Id: Ibbacb65cb84ccfb64960ac00c482040353be468c
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120875
Reviewed-by: Pablo Tello <pablo.tello@arm.com>
Tested-by: Jenkins <bsgcomp@arm.com>
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Change-Id: I3512d67b8a72b17db1381842ca42780e39cc511c
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120605
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
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Change-Id: Ifb4d27ba05aa618babb79b1f8e95fbfa689c5f3a
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120792
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
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Change-Id: Ic6097e7cf160e8b829fb521b7b99d9a57d9799d3
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118774
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
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* Bugfix for NumPyBinLoader with SubTensor output.
When a SubTensor is used as output from a NumPyBinLoader, data should
not be written to the begining of the buffer.
* Reduce the buffer size with the same amount
* SubTensor's has to be accessed through execution windows
Change-Id: Ib15b19f7873d73d8cff0497adfe60805c56c640d
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120733
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Pablo Tello <pablo.tello@arm.com>
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Change-Id: I5a6413548b2c9b8972c91ddba57395509dffd87e
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120656
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
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Change-Id: I4ea57579d997dd6a2e248634e3b7cb58bb3e2838
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120693
Reviewed-by: Pablo Tello <pablo.tello@arm.com>
Tested-by: Jenkins <bsgcomp@arm.com>
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Change-Id: Iea4c4732d19e8cf9b245ac2a9f75b2aa70a5839e
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118149
Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com>
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
Tested-by: Jenkins <bsgcomp@arm.com>
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An additional shape was added by mistake which caused tests to fail.
Change-Id: Ic0300f2dff336b4a13b2d647bf5507427a4a939a
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120588
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
Tested-by: Jenkins <bsgcomp@arm.com>
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-Swithes the 1x1 DeconvolutionLayer to use the ConvolutionLayer instead
of the DirectConvolutionLayer.
Change-Id: I3ffe152c42c3b1c7ea572f264cd3215df01aedc2
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120292
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
Tested-by: Jenkins <bsgcomp@arm.com>
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If permutation vector is bigger than the tensorshape to permute then
infer dimensions of size one for the extra dimensions.
Change-Id: I5addb292f770d925f47f756902e16073039e8f71
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120473
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Stefana Simion <stefana.simion@arm.com>
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
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Change-Id: Ie0c5885a60771f728f80a8c4bdb7f1e4085fa3ee
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120267
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
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Change-Id: Ibcb230898db03f5cbb1a84987fef8862aa127d79
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120279
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
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Change-Id: Iee93f17a8ce303cff878b1c5d8904947fb910838
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118892
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
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In order to use GEMM-based convolution in VGG16, it has been created a
function which allocates 1.8 GB. If the function fails, will be used
DIRECT convolution instead
Change-Id: Ibec8928ee6fe6684d6dc24b7df380beeb671bf27
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/119490
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com>
Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
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Change-Id: I4083e8d16bb23933634f229a1408dfd0e8f2922a
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120069
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
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This kernel was missing the test for zero iterations of main loop,
added it.
Change-Id: I661066ee4644f83a847ee7cbd9b8c9642d175744
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120278
Reviewed-by: Pablo Tello <pablo.tello@arm.com>
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
Tested-by: Jenkins <bsgcomp@arm.com>
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Change-Id: I4893060ee2fe46db16aac6ee762c45dd30f35cc0
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120216
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
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Change-Id: I71146a83c67c4b193ef1e79d78bd80f9449781e2
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118748
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
Tested-by: Jenkins <bsgcomp@arm.com>
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-Enforces the use of the ConvolutionLayer function in the
DeconvolutionLayer.
-Adds tests for 4x4 Deconvolution.
-Alters the ConvolutionLayer validation to support even kernels.
Change-Id: Id27e285f078e690b8dd58490dd8ea6d875b3cec6
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118632
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
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Change-Id: I258f03b61446e8333645efe80f2857e8c725b9de
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118943
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
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sizes - Part 2 (CL)
Change-Id: I004906b9b1f11158fe17b4aa2640a7f4685fb929
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118462
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com>
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
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Added new benchmarks GEMM in order to evaluate the performance when the
input matrix B has to be reshaped only once
Change-Id: I1c4790213704ce57ea7b28f6f362c56edccd1eb9
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118910
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com>
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
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Change-Id: I9a607fe620f795cdea1a99fdd3f5f8c2fc76f980
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/119234
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
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-Adds quantization info to the ActivationLayer benchmark fixture
-Replaces clamp with convert_sat in depthwise conv kernel
-Fixes ROIPooling execution slice
Change-Id: Ie9bbe08abcfb8278456964e476b0948247c7ecba
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118957
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com>
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Change-Id: Ic26fed30f9a54e6adef7861c05c9d55d23ca52ca
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/119913
Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com>
Tested-by: Jenkins <bsgcomp@arm.com>
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Change-Id: If766dd0e6bbfe6209da6e630b8aba42d2e40ea87
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118556
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Pablo Tello <pablo.tello@arm.com>
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Change-Id: Ie325f1415454b6684edeb67bf669678f90f3f5b5
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118517
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com>
Reviewed-by: Pablo Tello <pablo.tello@arm.com>
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Change-Id: Id13be9b33fc9b96e058db917e242136f7920fad8
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/119570
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com>
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Change-Id: I9d8eaadc1fa32716c109e64c9a8793d9b6f8cc6e
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/119746
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
Tested-by: Jenkins <bsgcomp@arm.com>
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Change-Id: Ida1e9a836bc518bfe5563e16bf7f92bde5fc13f7
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118472
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Pablo Tello <pablo.tello@arm.com>
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Change-Id: I4720f9954eac56ab6c58580aedf4b180efbfbaa1
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/119555
Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com>
Tested-by: Jenkins <bsgcomp@arm.com>
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Change-Id: Iaae87e155fa673bf099c2bc21a7be072c5c08fc1
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/119118
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Pablo Tello <pablo.tello@arm.com>
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Change-Id: Ifa74e2bf05546de9a49aa185e22fba50438d8ad6
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/113946
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Pablo Tello <pablo.tello@arm.com>
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Change-Id: I595d9ac7a616b3ab21ccc889251d0895c9ac9fb0
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/119099
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
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Change-Id: I470f244718571e32ac55062b2b62fd0f6996efc6
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118940
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
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values
Change-Id: I7a9a694064db8a92b2f8d4ea46e42070da6ed15a
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118904
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
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This patch makes col2im on OpenCL 2 times faster
Change-Id: I8d90f5a72a050355ca1fd13433d8c2c26e5e33f5
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/119442
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
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Changes and simplifies the validation to divide the scale in integer format instead of double.
Change-Id: Ib9156e9515e4e542391eeda11548f3d15613a0af
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/119256
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
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Change-Id: Ib8100e7c659c49694c746fa3f36ce20f44f6929f
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/117804
Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com>
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
Tested-by: Jenkins <bsgcomp@arm.com>
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Number of threads in the scheduler were set after example configuration
leading to memory corruption in case more threads were used.
Change-Id: I221a026196cd64f1805d31596f0488a247a4bfab
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/119196
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Isabella Gottardi <isabella.gottardi@arm.com>
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