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4556773
1
Parent(s):
815bbeb
Fix adding column
Browse files- utils.py +0 -178
- utils/utils.py +4 -2
utils.py
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from typing import Tuple
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import pandas as pd
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import numpy as np
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import time
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import asyncio
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from utils.s3_utils import write_to_s3
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from utils.data_utils import generate_leaderboard, generate_data
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submit_lock = asyncio.Lock()
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def update_ratings(R_win : int, R_lose : int, k : int = 32) -> Tuple[int, int]:
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"""
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Update the ratings of two players after a match.
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Args:
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R_win (int): The rating of the winning player.
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R_lose (int): The rating of the losing player.
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k (int, optional): The k-factor. Defaults to 32.
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Returns:
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Tuple[int, int]: The updated ratings of the winning and losing players.
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"""
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E_win = 1 / (1 + 10 ** ((R_lose - R_win) / 480))
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E_lose = 1 / (1 + 10 ** ((R_win - R_lose) / 480))
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return int(R_win + k * (1 - E_win)), int(R_lose + k * (0 - E_lose))
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def generate_matchup(leaderboard : pd.DataFrame, beta : int) -> tuple[str, str]:
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"""
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Generate a pseudo-random matchup between two models.
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Args:
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leaderboard (pd.DataFrame): The leaderboard of models
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beta (int): The damping factor for the Elo update.
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Returns:
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model1 (str): The first model.
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model2 (str): The second model.
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"""
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if leaderboard['Matches'].sum() == 0:
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return np.random.choice(leaderboard.index, 2, replace=False)
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weights = [np.exp(-leaderboard.at[model, 'Matches'] / beta) for model in leaderboard.index]
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weights = weights / np.sum(weights) # Normalize weights
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selected = np.random.choice(leaderboard.index, 2, replace=False, p=weights)
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np.random.shuffle(selected)
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model1, model2 = selected
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return model1, model2
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async def simulate(iter : int, beta : int, criteria : str) -> pd.DataFrame:
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"""
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Simulate matches between random models.
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Args:
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iter (int): The number of matches to simulate.
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beta (int): The damping factor for the Elo update.
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criteria (str): The criteria for the rating.
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Returns:
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leaderboard (pd.DataFrame): Updated leaderboard after simulation
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"""
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data = await generate_data()
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leaderboard = await generate_leaderboard(criteria)
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leaderboard.set_index('Model', inplace=True)
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for _ in range(iter):
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# Generate random matchups
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timestamp = time.time()
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model1, model2 = generate_matchup(leaderboard, beta)
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R1, R2 = leaderboard.at[model1, 'Elo'], leaderboard.at[model2, 'Elo']
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R1_new, R2_new = update_ratings(R1, R2)
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# Update leaderboard
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leaderboard.at[model1, 'Elo'], leaderboard.at[model2, 'Elo'] = R1_new, R2_new
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leaderboard.at[model1, 'Wins'] += 1
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leaderboard.at[model1, 'Matches'] += 1
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leaderboard.at[model2, 'Matches'] += 1
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leaderboard.at[model1, 'Win Rate'] = np.round(leaderboard.at[model1, 'Wins'] / leaderboard.at[model1, 'Matches'], 2)
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leaderboard.at[model2, 'Win Rate'] = np.round(leaderboard.at[model2, 'Wins'] / leaderboard.at[model2, 'Matches'], 2)
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# Save match data
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data.loc[len(data)] = {
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'Criteria': criteria,
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'Model': model1,
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'Opponent': model2,
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'Won': True,
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'Elo': leaderboard.at[model1, 'Elo'],
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'Win Rate': leaderboard.at[model1, 'Win Rate'],
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'Matches': leaderboard.at[model1, 'Matches'],
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'Timestamp': timestamp,
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'UUID': None
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}
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data.loc[len(data)] = {
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'Criteria': criteria,
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'Model': model2,
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'Opponent': model1,
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'Won': False,
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'Elo': leaderboard.at[model2, 'Elo'],
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'Win Rate': leaderboard.at[model2, 'Win Rate'],
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'Matches': leaderboard.at[model2, 'Matches'],
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'Timestamp': timestamp,
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'UUID': None
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}
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leaderboard = leaderboard.sort_values('Elo', ascending=False).reset_index(drop=False)
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await asyncio.gather(
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write_to_s3(f'leaderboard_{criteria}.csv', leaderboard),
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write_to_s3('data.csv', data)
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)
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return leaderboard
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async def submit_rating(criteria : str, video : str, winner : str, loser : str, uuid : str) -> None:
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"""
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Submit a rating for a match.
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Args:
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criteria (str): The criteria for the rating.
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winner (str): The winning model.
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loser (str): The losing model.
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uuid (str): The UUID of the session.
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"""
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async with submit_lock:
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data = await generate_data()
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leaderboard = await generate_leaderboard(criteria)
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leaderboard.set_index('Model', inplace=True)
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if winner is None or loser is None or video is None:
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return leaderboard
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timestamp = time.time()
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R_win, R_lose = leaderboard.at[winner, 'Elo'], leaderboard.at[loser, 'Elo']
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R_win_new, R_lose_new = update_ratings(R_win, R_lose)
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# Update leaderboard
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leaderboard.loc[[winner, loser], 'Elo'] = [R_win_new, R_lose_new]
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leaderboard.at[winner, 'Wins'] += 1
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leaderboard.loc[[winner, loser], 'Matches'] += [1, 1]
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leaderboard.loc[[winner, loser], 'Win Rate'] = (
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leaderboard.loc[[winner, loser], 'Wins'] / leaderboard.loc[[winner, loser], 'Matches']
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).apply(lambda x: round(x, 2))
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# Save match data
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data.loc[len(data)] = {
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'Criteria': criteria,
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'Model': winner,
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'Opponent': loser,
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'Won': True,
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'Elo': leaderboard.at[winner, 'Elo'],
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'Win Rate': leaderboard.at[winner, 'Win Rate'],
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'Matches': leaderboard.at[winner, 'Matches'],
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'Video': video,
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'Timestamp': timestamp,
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'UUID': uuid
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}
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data.loc[len(data)] = {
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'Criteria': criteria,
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'Model': loser,
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'Opponent': winner,
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'Won': False,
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'Elo': leaderboard.at[loser, 'Elo'],
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'Win Rate': leaderboard.at[loser, 'Win Rate'],
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'Matches': leaderboard.at[loser, 'Matches'],
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'Video': video,
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'Timestamp': timestamp,
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'UUID': uuid
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}
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leaderboard = leaderboard.sort_values('Elo', ascending=False).reset_index(drop=False)
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await asyncio.gather(
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write_to_s3(f'leaderboard_{criteria}.csv', leaderboard),
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write_to_s3('data.csv', data)
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)
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return leaderboard
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utils/utils.py
CHANGED
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@@ -112,7 +112,7 @@ async def simulate(iter : int, beta : int, criteria : str) -> pd.DataFrame:
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return leaderboard
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async def submit_rating(criteria : str, winner : str, loser : str, uuid : str) -> None:
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"""
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Submit a rating for a match.
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leaderboard = await generate_leaderboard(criteria)
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leaderboard.set_index('Model', inplace=True)
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if winner is None or loser is None:
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return leaderboard
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timestamp = time.time()
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'Elo': leaderboard.at[winner, 'Elo'],
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'Win Rate': leaderboard.at[winner, 'Win Rate'],
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'Matches': leaderboard.at[winner, 'Matches'],
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'Timestamp': timestamp,
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'UUID': uuid
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}
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'Elo': leaderboard.at[loser, 'Elo'],
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'Win Rate': leaderboard.at[loser, 'Win Rate'],
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'Matches': leaderboard.at[loser, 'Matches'],
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'Timestamp': timestamp,
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'UUID': uuid
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}
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return leaderboard
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async def submit_rating(criteria : str, video : str, winner : str, loser : str, uuid : str) -> None:
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"""
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Submit a rating for a match.
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leaderboard = await generate_leaderboard(criteria)
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leaderboard.set_index('Model', inplace=True)
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if winner is None or loser is None or video is None:
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return leaderboard
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timestamp = time.time()
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'Elo': leaderboard.at[winner, 'Elo'],
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'Win Rate': leaderboard.at[winner, 'Win Rate'],
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'Matches': leaderboard.at[winner, 'Matches'],
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'Video': video,
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'Timestamp': timestamp,
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'UUID': uuid
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}
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'Elo': leaderboard.at[loser, 'Elo'],
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'Win Rate': leaderboard.at[loser, 'Win Rate'],
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'Matches': leaderboard.at[loser, 'Matches'],
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'Video': video,
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'Timestamp': timestamp,
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'UUID': uuid
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}
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