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TVM v0.10.0.rc0 Release Candidate Notes #12979

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AndrewZhaoLuo opened this issue Oct 4, 2022 · 1 comment
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TVM v0.10.0.rc0 Release Candidate Notes #12979

AndrewZhaoLuo opened this issue Oct 4, 2022 · 1 comment

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@AndrewZhaoLuo
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AndrewZhaoLuo commented Oct 4, 2022

Please leave any comments or edit this issue directly to adjust the release notes! Also see the rc0 vote thread in #13026.

Introduction

The TVM community has worked since the v0.9 release to deliver the following new exciting improvments!

  • Metaschedule
    • Software pipelining and padding for irregular shapes for auto tensorization
    • Stabilized and polished user-interfaces (e.g. database changes, tune_relay)
    • A new MLP-based cost model
  • TIR
    • New schedule primitive for PadEinsum
    • A new TIR node: DeclBuffer
    • INT8 Intrinsics for TensorCores for CUDA!
  • microTVM
    • Improved schedule primitives for ARM v8-m ISA

And many other general improvements to code quality, TVMScript, and more! Please visit the full listing of commits for a complete view: v0.9.0...v0.10.0rc0.

RFCs

These RFCs have been merged in apache/tvm-rfcs since the last release.

What's Changed

Note that this list is not comprehensive of all PRs and discussions since v0.9. Please visit the full listing of commits for a complete view: v0.9.0...v0.10.0rc0.

RELAY

FRONTEND

TIR

METASCHEDULE

TVMSCRIPT

MICROTVM

BYOC

ETHOSN

HEXAGON

CI / TESTING

OTHER

@AndrewZhaoLuo AndrewZhaoLuo changed the title [DRAFT] TVM v0.10.0.rc0 Release Candidate Notes TVM v0.10.0.rc0 Release Candidate Notes Oct 10, 2022
@AndrewZhaoLuo
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Release has finished so closing

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