41 lines
1.1 KiB
Python

import seaborn as sns
from matplotlib import pyplot as plt
PALETTE = 10 * (
"#377eb8",
"#4daf4a",
"#984ea3",
"#e41a1c",
"#ff7f00",
"#a65628",
"#f781bf",
"#888888",
"#a6cee3",
"#b2df8a",
"#cab2d6",
"#fb9a99",
"#fdbf6f",
)
def plot(filepath, ext='png'):
plt.tight_layout()
figure = plt.gcf()
figure.savefig(str(filepath), format=ext)
plt.show()
plt.clf()
def prepare_plot(filepath, results_df, ext='png'):
results_df.Measurement = results_df.Measurement.str.replace('_', '-')
try:
sns.set(rc={'text.usetex': True}, style='whitegrid')
sns.lineplot(data=results_df, x='Episode', y='Score', hue='Measurement', ci='sd', palette=PALETTE)
plot(filepath, ext=ext) # plot raises errors not lineplot!
except (FileNotFoundError, RuntimeError):
print('Struggling to plot Figure using LaTeX - going back to normal.')
plt.close('all')
sns.set(rc={'text.usetex': False}, style='whitegrid')
sns.lineplot(data=results_df, x='Episode', y='Score', hue='Measurement', ci='sd', palette=PALETTE)
plot(filepath, ext=ext)