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and 8 tensors (Part 1)
Creating special cases for concatening 2 and 4 tensors.
Change-Id: I6a739a494ae45011acb65369e353f9ef96970b90
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Removed gemmlowp_mm_bifrost_transposed_dot8 kernel as not used
Change-Id: I43cf463a3a4c0cdb2808621c534ffd5c9fd47ca1
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CLGEMMLowpQuantizeDownInt32ToUint8ScaleByFloat
Since we perform an element-wise operation, it is not necessary to pass the output_depth3d.
Change-Id: Ibfa07a0706e902acf59b444aa61e18a348162ea9
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The issue was related to CLIm2Col when the number of input channels was less than
the number of elements processed by each thread.
The bug has been fixed in the validate_and_configure_window() function setting the correct number of elements accessed
in the output tensor.
Also fixed an issue GEMM3D when we have a single output channel
Change-Id: I094292d0c7662599c4a4c3916ec5f5821df5faef
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Change-Id: I807ef84dbf893bd401dcac5c0fa3a4ee49aabc66
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CLDepthWiseConvolutionLayer3x3Kernel
Change-Id: Ie274da79b15c03f86dfedc85bb721b3de34a0bb4
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Commit 16121924 `COMPMID-1673: Collapse window in CLArithmeticAddition when one
operand is a vector` changed the number of elements processed per iteration to
8, but didn't update the quantized kernel to reflect that.
Change-Id: I49a2fbcee81f5bbc1b210b4a5c6d63b94eafdcec
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/156355
Reviewed-by: Isabella Gottardi <isabella.gottardi@arm.com>
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
Tested-by: bsgcomp <bsgcomp@arm.com>
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Also added the test case reported by ArmNN.
Change-Id: I9fe9a1b4f74267a3346529f3a597b37486593c4a
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/155914
Tested-by: bsgcomp <bsgcomp@arm.com>
Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
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batches available.
Change-Id: Iad83df2a9116a7f350de83ec59b28cd8893c8d3a
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/155716
Tested-by: bsgcomp <bsgcomp@arm.com>
Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
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Change-Id: I76e57af6608b55b6f59a5d06aecc30063ee4c3cc
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/155733
Tested-by: bsgcomp <bsgcomp@arm.com>
Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com>
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
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OpenCL
COMPMID-1424 - Add dot product support for CLDepthwise QASYMM8 3x3 NHWC non-unit stride
With this patch we are able to improve the performance of MobileNet v1-qasymm8 by 37 %
Tried to use the dot product instruction in CLDepthwise QASYMM8 3x3 NHWC non-unit stride
but I have not seen any benefit (maybe because we have few arithemtic operation and we
do not have more load instructions). However Depthwise convolution has been improved by
30%
Change-Id: Id768a99c2e53a04276707e427af5d0ec93419ada
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/155082
Tested-by: bsgcomp <bsgcomp@arm.com>
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
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Change-Id: I051748502ca24b9952e7313524bbfd708162efb4
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/155166
Tested-by: bsgcomp <bsgcomp@arm.com>
Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
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COMPMID-1690: Add tests for NEPermute with PermutationVector dimension > 3
Change-Id: I4bfc6ff88cd46863c2e39975b5663c624db1a63d
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/155316
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
Tested-by: bsgcomp <bsgcomp@arm.com>
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Change-Id: I9cb725a8052091469904ecc7cfffa4add9914ffb
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/155261
Tested-by: bsgcomp <bsgcomp@arm.com>
Reviewed-by: Manuel Bottini <manuel.bottini@arm.com>
Reviewed-by: Pablo Tello <pablo.tello@arm.com>
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vector
When one of the operands is a vector, the kernel does a broadcast addition and
the window is not collapsed. This represent an issue because it leads to a lot
of enqueues that increases the time taken by the OpenCL driver. This patch
allows to collapse the window when one of the two operands is a vector.
Furthermore, it adds LWS tuner to the kernel.
It also changes the number of elements processed per iteration to 8 to make
better usage of the cache.
Change-Id: I5f09ab0ddcffb3b7f9326a987c79a997b2d7fa8c
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/155003
Reviewed-by: Giuseppe Rossini <giuseppe.rossini@arm.com>
Tested-by: bsgcomp <bsgcomp@arm.com>
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Change-Id: Ic8312a5b6790aa7cd4468d42f08d557ad40e9441
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/154570
Tested-by: bsgcomp <bsgcomp@arm.com>
Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
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Change-Id: Id964d9068e18aaa13ab8adcbf7a9375b034ea6c3
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/154651
Tested-by: bsgcomp <bsgcomp@arm.com>
Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
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Change-Id: I91865506166951b3bf7f06a0b2d4cde925cfefb6
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/153447
Tested-by: bsgcomp <bsgcomp@arm.com>
Reviewed-by: Pablo Tello <pablo.tello@arm.com>
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Change-Id: Iae22554d5fe893fd22a000eab5bfd8275ea06eb3
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/154102
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
Tested-by: bsgcomp <bsgcomp@arm.com>
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Change-Id: I146936c9e98b343496a4b61cdbadf0eaa38e885a
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/154008
Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com>
Reviewed-by: Giuseppe Rossini <giuseppe.rossini@arm.com>
Tested-by: bsgcomp <bsgcomp@arm.com>
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Change-Id: Ibc0b1242804c2fdb183825406e3c78bd0d1d3564
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/154368
Reviewed-by: Pablo Tello <pablo.tello@arm.com>
Tested-by: bsgcomp <bsgcomp@arm.com>
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COMPMID-1651: Fix QASYMM8 CLDeconvolutionLayer
This patch also extends the range of values used for testing Convolution and
Deconvolution to cover quantized [-1.0f, 1.0f].
Change-Id: I8b280669db67bb3ec25bf5d411c8f5954f5b0dab
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/149869
Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com>
Tested-by: bsgcomp <bsgcomp@arm.com>
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Change-Id: Id331199f569f52a37280a9ada5bf84694580b93c
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/152843
Tested-by: bsgcomp <bsgcomp@arm.com>
Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com>
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(384496)
Mirroring CLGEMM behaviour to CLGEMMLowp
Change-Id: I308b54e2c0de131a5322b77e83e7454db498d692
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/153175
Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
Tested-by: bsgcomp <bsgcomp@arm.com>
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NEON and CL normalization layer was generating invalida results for
radius > 4.
Change-Id: I15d846405e6b3492fe44920bbf8cadceb4e5258f
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/153161
Tested-by: bsgcomp <bsgcomp@arm.com>
Reviewed-by: Matteo Martincigh <matteo.martincigh@arm.com>
Reviewed-by: Pablo Tello <pablo.tello@arm.com>
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Change-Id: I5f2e6843526cb154176a5b113627d4f36c3a8edd
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/150967
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
Tested-by: bsgcomp <bsgcomp@arm.com>
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Kernel size 5x5 layout NHWC.
Change-Id: Ia82ff211d1c954df228962b5c2c5ad8df7112449
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/151740
Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com>
Tested-by: bsgcomp <bsgcomp@arm.com>
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Change-Id: Ie215daacd10477309dbf8af1bb2b05b7a0a8f203
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/150773
Tested-by: bsgcomp <bsgcomp@arm.com>
Reviewed-by: Isabella Gottardi <isabella.gottardi@arm.com>
Reviewed-by: Pablo Tello <pablo.tello@arm.com>
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COMPMID-1608 - (Nightly) CLGEMMConvolutionLayer QASYMM8 errors and mismatches
COMPMID-1609 - (Nightly) CLFullyConnectedLayer QASYMM8 mismatches
Change-Id: I84c0d4f468be892f437f9f38b964dc7dfb66663a
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/150869
Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com>
Tested-by: bsgcomp <bsgcomp@arm.com>
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Change-Id: I62bbf510cc106a90ed2884be3c9c0c127da25898
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/150681
Reviewed-by: Giuseppe Rossini <giuseppe.rossini@arm.com>
Tested-by: bsgcomp <bsgcomp@arm.com>
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Change-Id: I637add70310d2da4d82b236a6352af9d33be17a1
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/149706
Reviewed-by: Isabella Gottardi <isabella.gottardi@arm.com>
Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com>
Tested-by: bsgcomp <bsgcomp@arm.com>
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Change-Id: Ib14ac821ee5d4aff80bd602cd3e76e7018abb5e6
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/150268
Tested-by: bsgcomp <bsgcomp@arm.com>
Reviewed-by: Isabella Gottardi <isabella.gottardi@arm.com>
Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com>
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Change-Id: I65eeb0cba2af462c6ef64a536ad263c407d62811
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/149609
Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com>
Tested-by: bsgcomp <bsgcomp@arm.com>
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Change-Id: Ic1f9e85306a0a0b1459c9f9aa35bd629deea1710
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/148797
Tested-by: bsgcomp <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: Iec56c9a96d9736a63f13b65efa33311950f20661
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/148572
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
Tested-by: bsgcomp <bsgcomp@arm.com>
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Change-Id: I5f719f5b2915c18cd0ca6271db401152112863a6
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/148982
Tested-by: bsgcomp <bsgcomp@arm.com>
Reviewed-by: Isabella Gottardi <isabella.gottardi@arm.com>
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
Reviewed-by: Giuseppe Rossini <giuseppe.rossini@arm.com>
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Change-Id: Ifa37a6758f79d0a6ca771dcfb4c55a5d96b452d0
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/148892
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
Tested-by: bsgcomp <bsgcomp@arm.com>
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Change-Id: Id7ea6e7f57179478e5ba0e9231274e98fa089590
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/148028
Tested-by: bsgcomp <bsgcomp@arm.com>
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
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Change-Id: I05d21f9a92013ecfd1128d12cf1561cfd6e5c5e9
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/147983
Tested-by: bsgcomp <bsgcomp@arm.com>
Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
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Change-Id: Ideead99410e5e0bda1035030af1bbcd0a65ea15e
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/144792
Tested-by: bsgcomp <bsgcomp@arm.com>
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
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Change-Id: I4a32e47e6d9152633668cf0e14db88fc8c26f7ea
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/148167
Tested-by: bsgcomp <bsgcomp@arm.com>
Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com>
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Change-Id: If7ae0a8b6255a10711365068d9fb153c71f09818
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/147751
Tested-by: bsgcomp <bsgcomp@arm.com>
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
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COMPMID-1589 - Add support for NHWC to CLChannelShuffleLayerKernel
Change-Id: I13936a5cd1659d01fdb10b346e90f0d72d79f1f1
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/148475
Tested-by: bsgcomp <bsgcomp@arm.com>
Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com>
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Change-Id: I6fd83d6584c56a4fd2470948f1987e23237c16d3
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/145577
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
Tested-by: bsgcomp <bsgcomp@arm.com>
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Change-Id: I332c0703e1399fca0c5b724529b54a28f49c88da
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/146842
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
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Also extended tests on NEON
Change-Id: Icb0eced534e904ef807972dd3a31988f501bb02e
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/147095
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
Tested-by: Jenkins <bsgcomp@arm.com>
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Change-Id: Id0754b9e2bc3ef7ff2c4c21c3b89709588c41bd3
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/146637
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
Reviewed-by: Giorgio Arena <giorgio.arena@arm.com>
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Change-Id: Ief61733d0e66fec0c67255ad899c76933109b797
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/146794
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com>
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Added support for FP16 in CLWinogradConvolutionLayer: 5x5 kernels and 3x3 kernels(COMPMID-937)
Change-Id: I0f394cbdc978dd04176416e9f612aca3986b09e6
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/145537
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Giorgio Arena <giorgio.arena@arm.com>
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COMPMID-1515: Add FP16 support to NEFloor and CLFloor
Change-Id: Ib63a62c7681056ee13be99ce081b4d3949da4217
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/146547
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Pablo Tello <pablo.tello@arm.com>
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