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2021-01-18Cycle estimate-based kernel selection for dot product quantized s8/u8 kernelsGeorgios Pinitas
Resolves: COMPMID-3990 Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: If840c79209940535450f4ea1cbf6b0ec646a168e Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4866 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2020-12-03Update GEMV heuristics for quantized types for A53Georgios Pinitas
Switch assembly kernels to dispatch a 4x4 blocked GEMM kernel for A53 when M <= 4 instead of the 8x12 u16 based one. Resolves: COMPMID-3983 Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: Ic46a1b51a7c075e46dcb5cd578c75260ded0540c Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4640 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2020-11-12COMPMID-3776: Indirect GEMMGeorgios Pinitas
Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: I51a1b0f098bc3a8c408c50c92221e4df3061e12c Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4343 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Sang-Hoon Park <sang-hoon.park@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2020-09-22COMPMID-3757: (u)int8: Don't select the 16-bit route on A53 for cases with ↵David Mansell
very few rows Also added 2D version of the 16-bit route, and altered the selection heuristic so that 2D mode will be used in cases where 1D mode won't thread well. Change-Id: I0057fde08456771dc0090ac51f50d82f8bb86044 Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/3903 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: SiCong Li <sicong.li@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2020-07-23COMPMID-3578: Update FP32/int8 kernel selection.David Mansell
Upgrade the current 'is_preferred()' mechanism with a new framework, where kernels instead provide an estimated cycle count figure. Compatibility with old mechanism is achieved via a wrapper which replaces a "true" result with an estimate of 0, and a "false" result with UINT64_MAX. This mechanism is then used to select between 'interleaved' and 'hybrid' FP32 NEON kernels. This uses a simple system based on counting MACs performed and bytes of data transferred (for rearrange/merge operations) and dividing by fixed performance figures, which are provided for A53, A55, A73 and 'default' figures (based on A76). Separately, a new route for performing int8 GEMMs by using the int16 kernel is provided. This performs significantly (for uint8) or slightly (for int8) better on A53 than the existing int8 route. Optimized 8-to-16 bit transforms are also included. Change-Id: I53b2e59eb9368793c78c2081e17d2445361bcc47 Signed-off-by: David Mansell <David.Mansell@arm.com> Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/c/VisualCompute/ComputeLibrary/+/250120 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/+/3609 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2020-07-16[ONCPUML-97]: Implement "int8" support for 2D decomposition at high core countsAleksandr Nikolaev
Interleaved2d functionality was extended to uint8 and int8 kernels. Change-Id: If78facbce56e9ec7b2f4c23436af0bd5db7f7b69 Signed-off-by: Aleksandr Nikolaev <aleksandr.nikolaev@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/3467 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2020-07-07COMPMID-3324: Remove pretransposed support from NEON backendGeorgios Pinitas
Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: I394c6c539969940e0119cbc14174909d47e65de6 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/3519 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2020-07-06COMPID-3324: Clean GEMM kernelsGeorgios Pinitas
Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: I170de1671e061a78740caee31fb4a1b8642c1369 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/3505 Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com>
2020-01-31COMPMID-3003: Integrate assembly kernels utilizing MMLA instruction.Georgios Pinitas
MMLA is a matrix-multiply instruction introduced on armv8.6-A Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: I572a54981d48f5a1e0e9e51102cb7ae28ad87806 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/2663 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2019-10-23COMPMID-2577: Fuse bias addition and activation in gemm assembly kernelsGeorgios Pinitas
Change-Id: I7f52112d2d05b1ea3d3f3d4b19b8eafab05d6c44 Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-on: https://review.mlplatform.org/c/2141 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Pablo Marquez <pablo.tello@arm.com>
2019-09-30COMPMID-2452: Dot product optimizations on merge/transformsGeorgios Pinitas
-Adds optimized gemm transforms for AArch64. -Optimized gemm merger to only support alpha==1 and (beta==0 || beta=1) cases Change-Id: I55793b12a0381f4fd53f521d0e57416809904d96 Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-on: https://review.mlplatform.org/c/2003 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com>
2019-07-26COMPMID-2178: Update GEMM assembly code.Georgios Pinitas
Perform offset reduction and requantization within the assembly wrapper. Change-Id: I5d5b3e1f6f9ef4c71805362c57f88ff199c027a3 Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-on: https://review.mlplatform.org/c/1541 Comments-Addressed: Pablo Marquez <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>
2019-03-19COMPMID-1995: Update RSH GEMM assembly kernels.Georgios Pinitas
-Updates u8/s8 hybrid dot product kernels to work for any N and any K >=16. -Adds hybrid FP32 kernels with generic and A55 variants. -Adds SVE native kernels for fp16/u8/s8. Change-Id: Ifc0eaba9e3c8ea5bb19d334e870e1b39e4e7e728 Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-on: https://review.mlplatform.org/c/863 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com>
2019-01-24COMPMID-1867: Add u8 and s8 hybrid assembly kernels.Georgios Pinitas
Change-Id: Ifeb005f9d18d19feff11949474cce84d9e03749c Reviewed-on: https://review.mlplatform.org/565 Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2019-01-18COMPMID-1867: Add NEON/SVE GEMM Hybrid kernels.Georgios Pinitas
Change-Id: Ib40a9921e7f9a6a8be6c38872d6b3a0f24ed0cd3 Reviewed-on: https://review.mlplatform.org/515 Reviewed-by: Anthony Barbier <Anthony.barbier@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2018-11-08COMPMID-1675: Add SVE supportGeorgios Pinitas
Change-Id: I86679adff556b6ffc9929b35cbf1b59b3958bdb1
2018-11-02COMPMID-1271 Avoid memory leak in list of gemm methodsAnthony Barbier
Change-Id: I80764d09bf5fb87b3a98bc0e1803d25c6c682c1f Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/139859 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1271: New system for GEMM heuristicsDavid Mansell
This patch implements a system for separating the "validity" from "preferred" aspect of the current heuristics in gemm_*.cpp. Now, each gemm_*.cpp defines a list of candidate implementations, each of which supplies an is_valid() function (to check for validity), an is_preferred() function (the "heuristic" part), and an instantiate() function which actually produces the GemmCommon object pointer. The actual gemm() function is now templated and uses this list to select an implementation. This patch also implements a mechanism to identify the preferred implementation, and override it via the GemmConfig structure. Change-Id: Id49ab7af8bf2e3e9fd951a9698883ade234d40e1 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/139120 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1380: Pre-work for SVE support.David Mansell
This patch makes the needed infrastructure changes to allow SVE kernels to be added later on. Change-Id: Ide5bccac2f47278e93fff3d648231aee2d5f8c2e Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/139070 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1369: Revert accidental formatting of RSH's repoAnthony Barbier
Pulled latest fixes from David's repo: commit f43ebe932c84083332b0b1a0348241b69dda63a7 Author: David Mansell <David.Mansell@arm.com> Date: Tue Jul 3 18:09:01 2018 +0100 Whitespace tidying, fixed comment in gemv_batched imported from ACL. Change-Id: Ie37a623f44e90d88072236cb853ac55ac82d5f51 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/138530 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-by: David Mansell <david.mansell@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1054 Update RSH's GEMM to add batch+multi supportMichalis Spyrou
Change-Id: Ib9d91b77f1d51976da4449fa1e6eeeffae307353 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/127876 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-881: RSH new arm_gemm interface.Pablo Tello
Change-Id: I1e2a1a77097d8017c274af3f97eba6964f80f5fa Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/122592 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
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