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[Feature] qwen3_32b_prefill_tile.py on A3/A5 platforms with good precision & performance #97

@zhangqi-chen

Description

@zhangqi-chen

Summary

Track the validation and performance of qwen3_32b_prefill_tile.py on both A3 and A5 platforms. Here "tile" refers to the pypto tile programming style.

Motivation / Use Case

  1. The tile-style prefill kernel runs correctly on A3
  2. The tile-style prefill kernel runs correctly on A5
  3. Performance on both platforms is benchmarked and maintained at a competitive level
  4. Regressions are caught early as the compiler and runtime evolve

Proposed API / Behavior

  • Validate numerical correctness on A3
  • Validate numerical correctness on A5
  • Ensure performance stays competitive with scope-specific implementations

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