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profiling-analysis-profiling-computing - Ascend NPU Computing Performance Analysis

Analyzes Ascend NPU computing performance bottlenecks by identifying high-duration operators and generating pivot tables

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Updated: 2026-03-26

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • read profiling CSV files
  • filter high-duration operators
  • calculate operator statistics
  • generate data pivot tables
  • extract operator shapes
  • export analysis reports

Inputs

  • Profiling file path
  • op_statistic_*.csv files
  • op_summary_*.csv files
  • kernel_details.csv files
  • op_analysis_details.csv files

Outputs

  • Operator duration statistics table
  • Operator instruction ratio pivot table
  • Operator performance pivot table HTML

Requirements

  • Python runtime environment
  • Ascend NPU profiling data files

Source

  • Spec: SKILL.md

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profiling
performance analysis
Ascend NPU
operator analysis
computing bottleneck
read profiling CSV files
filter high-duration operators
calculate operator statistics
generate data pivot tables
Profiling file path
op_statistic_*.csv files
op_summary_*.csv files
Operator duration statistics table
Operator instruction ratio pivot table
Operator performance pivot table HTML