evo-mars-pareto-output

Computes Pareto frontier from grid search results (maximize F1, minimize delta) and writes formatted CSV output.

SKILL.md

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evo-mars-pareto-output

Pareto frontier computation and formatted CSV output.

Key Functions

  • compute_pareto_frontier(results_df) - Find Pareto-optimal points (max F1, min delta)
  • format_and_save_pareto_csv(pareto_df, output_path) - Format and save to CSV

Usage

import sys
sys.path.insert(0, '/app/environment/skills/evo-mars-pareto-output/scripts')
from utils import compute_pareto_frontier, format_and_save_pareto_csv

pareto = compute_pareto_frontier(filtered_results)
format_and_save_pareto_csv(pareto, '/root/pareto_frontier.csv')

Output Format

CSV columns: F1, delta, min_samples, epsilon, shape_weight

  • F1 and delta: 5 decimal places
  • shape_weight: 1 decimal place
  • min_samples and epsilon: integers
  • Uses paretoset with sense=['max', 'min']

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