Symmetric QGEMM kernel for ARMv8 A55 chip#10754
Merged
chenfucn merged 4 commits intomicrosoft:masterfrom Mar 7, 2022
Merged
Conversation
yufenglee
reviewed
Mar 3, 2022
Contributor
|
Do you have a performance number with the change? |
yufenglee
approved these changes
Mar 4, 2022
lavanyax
pushed a commit
to intel/onnxruntime
that referenced
this pull request
Mar 29, 2022
ARM a55 micro-architecture (with dot product instructions), similar to a53, is widely used as little cores in big.Little configurations. A55 has a narrower memory load/store hardware, where a 128b load instruction would block the pipeline for 2 whole cycles, during which no other instructions can be executed. On the other hand, a 64b load instruction can be duo issued with many other instructions. This change adds a Symmetric QGEMM kernel for a55 micro-architecture, where we replace ldr q4,[x1],#16 with ldr d4,[x1],#8 ldr x11,[x1],#8 ins v4.d[1],x11 so that we can try to hide the memory load cycles behind computing cycles in the kernel. Co-authored-by: Chen Fu <[email protected]>
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
ARM a55 micro-architecture (with dot product instructions), similar to a53, is widely used as little cores in big.Little configurations. A55 has a narrower memory load/store hardware, where a 128b load instruction would block the pipeline for 2 whole cycles, during which no other instructions can be executed. On the other hand, a 64b load instruction can be duo issued with many other instructions.
This change adds a Symmetric QGEMM kernel for a55 micro-architecture, where we replace
ldr q4,[x1],#16
with
ldr d4,[x1],#8
ldr x11,[x1],#8
ins v4.d[1],x11
so that we can try to hide the memory load cycles behind computing cycles in the kernel.