AgentSkillsCN

pymatching-decoder

表面码纠错中最小权重完美匹配解码器的技能

SKILL.md
--- frontmatter
name: pymatching-decoder
description: Minimum-weight perfect matching decoder skill for surface code error correction
allowed-tools:
  - Bash
  - Read
  - Write
  - Edit
  - Glob
  - Grep
metadata:
  specialization: quantum-computing
  domain: science
  category: error-management
  phase: 6

PyMatching Decoder

Purpose

Provides expert guidance on minimum-weight perfect matching decoding for surface codes and other topological quantum error correction codes.

Capabilities

  • •MWPM decoding for surface codes
  • •Weighted edge matching
  • •Detector error model processing
  • •Logical error rate calculation
  • •Integration with Stim simulations
  • •Custom graph construction
  • •Belief propagation integration
  • •Parallelized decoding

Usage Guidelines

  1. •Graph Construction: Build matching graph from detector error model
  2. •Weight Assignment: Configure edge weights based on error probabilities
  3. •Decoding Execution: Run MWPM algorithm on syndrome data
  4. •Error Analysis: Calculate logical error rates from decoding results
  5. •Optimization: Tune decoder parameters for specific code structures

Tools/Libraries

  • •PyMatching
  • •NetworkX
  • •Stim
  • •NumPy