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Output Requirements

Important: Output the complete Python code directly in your reply:

  1. Code must be wrapped in a python ... code block
  2. Code must be runnable as-is, without modification
  3. Do not include test code or benchmark code
  4. Do not add extra explanations, output only the code block
  5. Do not write code to a file, output it directly in your reply

Example output format:

import torch
import triton
import triton.language as tl

# Your implementation...