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Add README for Triton Ops detailing general maintenance points

@Boss2002n Boss2002n self-assigned this Dec 31, 2025
@Boss2002n Boss2002n requested review from a team and Copilot December 31, 2025 17:49
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Pull request overview

This PR introduces comprehensive documentation for Triton operations maintenance within the AITER project. The README provides standardized guidelines for GEMM configuration management, kernel naming conventions, documentation standards, and testing organization to improve maintainability and consistency across the codebase.

Key Changes:

  • Establishes unified GEMM config loading utility and deprecates old formats
  • Documents kernel naming, architecture identifiers, and test organization standards
  • Provides checklists and examples for adding new kernels and configurations

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2 participants