[llvm-dev] Loop-vectorizer prototype for the EPI Project based on the RISC-V Vector Extension (Scalable vectors)
Vineet Kumar via llvm-dev
llvm-dev at lists.llvm.org
Mon Nov 2 07:52:36 PST 2020
Hi all,
At the Barcelona Supercomputing Center, we have been working on an
end-to-end vectorizer using scalable vectors for RISC-V Vector extension
in context of the EPI Project
<https://www.european-processor-initiative.eu/accelerator/>. We earlier
shared a demo of our prototype implementation
(https://repo.hca.bsc.es/epic/z/9eYRIF, see below) with the folks
involved with LLVM SVE/SVE2 development. Since there was an interest in
looking at the source code during the discussions in the subsequent LLVM
SVE/SVE2 sync-up meetings, we are also publishing a public copy of our
repository.
It is available at https://repo.hca.bsc.es/gitlab/rferrer/llvm-epi and
will sync with our ongoing development on a weekly basis. Note that this
is very much a work in progress and the code in this repository is only
for reference purpose. Please see the README
<https://repo.hca.bsc.es/gitlab/rferrer/llvm-epi/-/blob/EPI/README.md>
file in the repo for details on our approach, design decisions, and
limitations.
We welcome any questions and feedback.
Thanks and Regards,
Vineet Kumar -vineet.kumar at bsc.es
Barcelona Supercomputing Center - Centro Nacional de Supercomputación
On 2020-07-29 3:10 a.m., Vineet Kumar wrote:
> Hi all,
>
> Following up on the discussion in the last meeting about auto-
> vectorization for RISC-V Vector extension (scalable vectors) at the
> Barcelona Supercomputing Center, here are some additional details.
>
> We have a working prototype for end-to-end compilation targeting the
> RISC-V Vector extension. The auto-vectorizer supports two strategies to
> generate LLVM IR using scalable vectors:
>
> 1) Generate a vector loop using VF (vscale x k) = whole vector register
> width, followed by a scalar tail loop.
>
> 2) Generate only a vector loop with active vector length controlled by
> the RISC-V `vsetvli` instruction and using Vector Predicated intrinsics
> (https://reviews.llvm.org/D57504). (Of course, intrinsics come with
> their own limitations but we feel it serves as a good proof of concept
> for our use case.) We also extend the VPlan to generate VPInstructions
> that are expanded using predicated intrinsics.
>
> We also considered a third hybrid approach of having a vector loop with
> VF = whole register width, followed by a vector tail loop using
> predicated intrinsics. For now though, based on project requirements,
> we favoured the second approach.
>
> We have also taken care to not break any fixed-vector implementation.
> All the scalable vector IR gen is guarded by conditions set by TTI.
>
> For shuffles, the most used case is broadcast which is supported by the
> current semantics of `shufflevector` instruction. For other cases like
> reverse, concat, etc., we have defined our own intrinsics.
>
> Current limitaitons:
> The cost model for scalable vectors doesn't do much other than always
> decideing to vectorize with VF based on TargetWidestType/SmallestType.
> We also do not support interleaving yet.
>
> Demo:
> The current implementation is very much in alpha and eventually, once
> it's more polished and thoroughly verified, we will put out patches on
> Phabricator. Till then, we have set up a Compiler Explorer server
> against our development branch to showcase the generated code.
>
> You can see and experiment with the generated LLVM IR and VPlan for a
> set of examples, with predicated vector loop (`-mprefer-predicate-over-
> epilog`) athttps://repo.hca.bsc.es/epic/z/JB4ZoJ
> and with a scalar epilog (`-mno-prefer-predicate-over-epilog`) at
> https://repo.hca.bsc.es/epic/z/0WoDGt.
> Note that you can remove the `-emit-llvm` option to see the generated
> RISC-V assembly.
>
> We welcome any questions and feedback.
>
> Thanks and Regards,
> Vineet Kumar -vineet.kumar at bsc.es
> Barcelona Supercomputing Center - Centro Nacional de Supercomputación
>
>
http://bsc.es/disclaimer
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