Experiments look good

This commit is contained in:
Steffen Illium
2022-01-15 12:37:58 +01:00
parent d29ccbbb71
commit 823aa075b9
14 changed files with 478 additions and 297 deletions

View File

@ -1,4 +1,5 @@
import seaborn as sns
import matplotlib as mpl
from matplotlib import pyplot as plt
PALETTE = 10 * (
@ -21,7 +22,14 @@ PALETTE = 10 * (
def plot(filepath, ext='png'):
plt.tight_layout()
figure = plt.gcf()
figure.savefig(str(filepath), format=ext)
ax = plt.gca()
legends = [c for c in ax.get_children() if isinstance(c, mpl.legend.Legend)]
if legends:
figure.savefig(str(filepath), format=ext, bbox_extra_artists=(*legends,), bbox_inches='tight')
else:
figure.savefig(str(filepath), format=ext)
plt.show()
plt.clf()
@ -30,7 +38,7 @@ def prepare_tex(df, hue, style, hue_order):
sns.set(rc={'text.usetex': True}, style='whitegrid')
lineplot = sns.lineplot(data=df, x='Episode', y='Score', ci=95, palette=PALETTE,
hue_order=hue_order, hue=hue, style=style)
# lineplot.set_title(f'{sorted(list(df["Measurement"].unique()))}')
lineplot.set_title(f'{sorted(list(df["Measurement"].unique()))}')
plt.legend(bbox_to_anchor=(1.02, 1), loc='upper left', borderaxespad=0)
plt.tight_layout()
return lineplot
@ -48,6 +56,19 @@ def prepare_plt(df, hue, style, hue_order):
return lineplot
def prepare_center_double_column_legend(df, hue, style, hue_order):
print('Struggling to plot Figure using LaTeX - going back to normal.')
plt.close('all')
sns.set(rc={'text.usetex': False}, style='whitegrid')
fig = plt.figure(figsize=(10, 11))
lineplot = sns.lineplot(data=df, x='Episode', y='Score', hue=hue, style=style,
ci=95, palette=PALETTE, hue_order=hue_order, legend=False)
# plt.legend(bbox_to_anchor=(1.02, 1), loc='upper left', borderaxespad=0)
lineplot.legend(hue_order, ncol=3, loc='lower center', title='Parameter Combinations', bbox_to_anchor=(0.5, -0.43))
plt.tight_layout()
return lineplot
def prepare_plot(filepath, results_df, ext='png', hue='Measurement', style=None, use_tex=False):
df = results_df.copy()
df[hue] = df[hue].str.replace('_', '-')