Skip to content

TVM v0.10.0.rc0 Release Candidate Notes  #12979

@AndrewZhaoLuo

Description

@AndrewZhaoLuo

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

Metadata

Metadata

Assignees

No one assigned

    Labels

    No labels
    No labels

    Type

    No type

    Projects

    No projects

    Milestone

    No milestone

    Relationships

    None yet

    Development

    No branches or pull requests

    Issue actions