[Roadmap] Documentation and Tutorials

[Hzfengsy]

Since we are at the end of TensorIR upstreaming, it's time to prepare our tutorial and docs. Here is my proposal. The key ideas are:

1. Give users a runnable tutorial to get started.
2. Give developers detailed docs

Tutorial

• How to optimize a gemm with TensorIR (from TE)
• How to optimize a tensorized program with TensorIR (from TVMScript) (TBD)
• How to write your own operator with TVMScript (TBD)

Developer Docs

• Overview(including motivation, philosophy)
• Terminology and Data Structure
  • Block
  • Schedule State
  • SRef
  • Block Scope (including cached flags)
• Build path
  • TE -> TIR / TVMScipt -> TIR
  • Schedule: TIR->TIR
  • Lower TIR->low-level TIR (need a new name to Distinguish TensorIR and low-level TIR)
  • Build to module.
• TVMScript
  • Text format
  • Roundtrip
  • Sugars
  • Specialize
• How to add a new schedule primitive

Please feel free to leave your comments