22 lines
708 B
Python

import pandas as pd
from pathlib import Path
import matplotlib.pyplot as plt
import seaborn as sns
dfs = []
for name in ['mappo']:
for c in range(5):
try:
study_root = Path(__file__).parent / name / f'{name}#{c}'
print(study_root)
df = pd.read_csv(study_root / 'results.csv', index_col=False)
df.reward = df.reward.rolling(100).mean()
df['method'] = name.upper()
dfs.append(df)
except Exception as e:
pass
df = pd.concat(dfs).reset_index()
sns.lineplot(data=df, x='steps', y='reward', hue='method', palette='husl', ci='sd', linewidth=1.5, err_style='bars')
plt.savefig('study.png')
print('saved image')