scripts/nvfp4/get_fastest_submission.py

#!/usr/bin/env python3
"""Print gau.nernst's fastest submission code to stdout."""

import pandas as pd
from pathlib import Path

df = pd.read_parquet(Path(__file__).parent.parent.parent / 'nvidia_nvfp4_submissions.parquet')

# Get fastest submission across all problems
best = df[df['user_name'] == 'gau.nernst'].sort_values('score').head(1)

problem = best['problem_name'].values[0]
score_us = best['score'].values[0] * 1_000_000

print(f"User: gau.nernst")
print(f"Problem: {problem}")
print(f"Score: {score_us:.2f} µs")
print(f"Submission ID: {best['submission_id'].values[0]}")
print("\n=== CODE ===\n")
print(best['code'].values[0])