COMPMID-3578: Update FP32/int8 kernel selection.

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>
17 files changed
tree: 58926bc05cd825d885cf9af9553b1309068f36b6
  1. .clang-format
  2. .clang-tidy
  3. .github/
  4. .gitmodules
  5. Android.bp
  6. LICENSE
  7. README.md
  8. SConscript
  9. SConstruct
  10. arm_compute/
  11. data/
  12. docs/
  13. examples/
  14. include/
  15. scripts/
  16. src/
  17. support/
  18. tests/
  19. utils/
README.md

Release repository: https://github.com/arm-software/ComputeLibrary

Development repository: https://review.mlplatform.org/#/admin/projects/ml/ComputeLibrary

Please report issues here: https://github.com/ARM-software/ComputeLibrary/issues

Make sure you are using the latest version of the library before opening an issue. Thanks

News:

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Tutorials:

Documentation (API, changelogs, build guide, contribution guide, errata, etc.) available at https://github.com/ARM-software/ComputeLibrary/wiki/Documentation.

Binaries available at https://github.com/ARM-software/ComputeLibrary/releases.

License & Contributions: The software is provided under MIT license. Contributions to this project are accepted under the same license.

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For technical discussion, the ComputeLibrary project has a public mailing list: acl-dev@lists.linaro.org The list is open to anyone inside or outside of Arm to self subscribe. In order to subscribe, please visit the following website: https://lists.linaro.org/mailman/listinfo/acl-dev

Developer Certificate of Origin (DCO)

Before the ComputeLibrary project accepts your contribution, you need to certify its origin and give us your permission. To manage this process we use the Developer Certificate of Origin (DCO) V1.1 (https://developercertificate.org/)

To indicate that you agree to the the terms of the DCO, you "sign off" your contribution by adding a line with your name and e-mail address to every git commit message:

Signed-off-by: John Doe <john.doe@example.org>

You must use your real name, no pseudonyms or anonymous contributions are accepted.

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