diff --git a/pyproject.toml b/pyproject.toml index 20d4fa16..56ca041a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -23,6 +23,8 @@ dependencies = [ "fastapi[all]", "uvicorn", "jinja2", + "matplotlib>=3.10.8", + "numpy>=2.2.6", ] [project.optional-dependencies] diff --git a/src/kernelbot/cogs/admin_cog.py b/src/kernelbot/cogs/admin_cog.py index d2d01115..75e33a77 100644 --- a/src/kernelbot/cogs/admin_cog.py +++ b/src/kernelbot/cogs/admin_cog.py @@ -1,3 +1,4 @@ +import io import json import subprocess import tempfile @@ -102,6 +103,10 @@ def __init__(self, bot: "ClusterBot"): name="show-stats", description="Show stats for the kernelbot" )(self.show_bot_stats) + self.show_timing_correlation = bot.admin_group.command( + name="show-timing-correlation", description="Show correlation between public and private run timings" + )(self.show_timing_correlation) + self.resync = bot.admin_group.command( name="resync", description="Trigger re-synchronization of slash commands" )(self.resync) @@ -793,6 +798,67 @@ async def show_bot_stats(self, interaction: discord.Interaction, last_day_only: msg += "\n```" await send_discord_message(interaction, msg, ephemeral=True) + @with_error_handling + @discord.app_commands.describe(leaderboard="Which leaderboard") + @discord.app_commands.autocomplete(leaderboard=leaderboard_name_autocomplete) + async def show_timing_correlation(self, interaction: discord.Interaction, leaderboard: str): + is_admin = await self.admin_check(interaction) + if not is_admin: + await send_discord_message( + interaction, + "You need to have Admin permissions to run this command", + ephemeral=True, + ) + return + + with self.bot.leaderboard_db as db: + stats = db.generate_correlation_stats(leaderboard) + + if len(stats) == 0: + await send_discord_message( + interaction, + f"No ranked runs (with matching public/secret scores) found for leaderboard {leaderboard}.") + return + + import matplotlib.pyplot as plt + import numpy as np + + files = [] + for runner, pairs in stats.items(): + public_scores, secret_scores = zip(*pairs) + + plt.figure(figsize=(8, 6)) + plt.scatter(public_scores, secret_scores, alpha=0.6) + + # Diagonal reference line + min_val = min(min(public_scores), min(secret_scores)) + max_val = max(max(public_scores), max(secret_scores)) + plt.plot([min_val, max_val], [min_val, max_val], 'r--', alpha=0.5, label='y=x') + + # Calculate correlation + corr = np.corrcoef(public_scores, secret_scores)[0, 1] + + plt.xlabel('Public Score') + plt.ylabel('Secret Score') + plt.title(f'{leaderboard} on {runner} - Correlation: {corr:.3f}') + plt.legend() + plt.grid(True, alpha=0.3) + + plt.tight_layout() + + buf = io.BytesIO() + plt.savefig(buf, format='png', dpi=150) + buf.seek(0) + + files.append(discord.File(buf, filename=f'correlation_{runner}.png')) + plt.close() + + await send_discord_message( + interaction, + "Correlation of running times for public and private runs", + files=files, + ephemeral=True) + @with_error_handling async def resync(self, interaction: discord.Interaction): """Admin command to resync slash commands""" diff --git a/src/libkernelbot/leaderboard_db.py b/src/libkernelbot/leaderboard_db.py index 599a0d79..ae24bc5d 100644 --- a/src/libkernelbot/leaderboard_db.py +++ b/src/libkernelbot/leaderboard_db.py @@ -1,6 +1,7 @@ import dataclasses import datetime import json +from collections import defaultdict from typing import Dict, List, Optional import psycopg2 @@ -812,6 +813,50 @@ def _generate_stats(self, last_day: bool = False): return result + def generate_correlation_stats(self, leaderboard_name: str) -> dict[str, list]: + query = """ + SELECT + s.id, + r.score, + r.runner, + r.secret + FROM leaderboard.runs r + JOIN leaderboard.submission s ON r.submission_id = s.id + JOIN leaderboard.leaderboard l ON s.leaderboard_id = l.id + WHERE + l.name = %s + AND r.score IS NOT NULL + AND r.passed + """ + + self.cursor.execute(query, (leaderboard_name,)) + + matches = defaultdict(list) + for run in self.cursor.fetchall(): + id, score, runner, secret = run + matches[(id, runner)].append((float(score), secret)) + + results = defaultdict(list) + for entry, values in matches.items(): + if len(values) != 2: + continue + secret = None + public = None + if values[0][1]: + secret = values[0][0] + else: + public = values[0][0] + + if values[1][1]: + secret = values[1][0] + else: + public = values[1][0] + + if secret is not None and public is not None: + results[entry[1]].append((public, secret)) + + return results + def get_user_from_id(self, id: str) -> Optional[str]: try: self.cursor.execute( diff --git a/uv.lock b/uv.lock index fe3fce34..a4becbeb 100644 --- a/uv.lock +++ b/uv.lock @@ -2,7 +2,8 @@ version = 1 revision = 2 requires-python = ">=3.10" resolution-markers = [ - "python_full_version < '3.13'", + "python_full_version >= '3.11' and python_full_version < '3.13'", + "python_full_version < '3.11'", "python_full_version >= '3.13'", ] @@ -221,6 +222,15 @@ wheels = [ { url = 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