Last active
October 30, 2020 13:18
-
-
Save sudarshan85/9d9ac69100b5c4e15f4bfb9bded37f8d to your computer and use it in GitHub Desktop.
Plot metrics logged by PL CSVLogger
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
df = pd.read_csv(csv) | |
df.drop(columns=['step', 'epoch'], inplace=True) | |
df.fillna(method='ffill', inplace=True) | |
df.fillna(method='bfill', inplace=True) | |
df.drop_duplicates(inplace=True) | |
df.reset_index(inplace=True, drop=True) | |
df = df.iloc[::2,:].reset_index(drop=True) | |
fig, ax = plt.subplots(1,2,figsize=(15,5)) | |
df[['train_loss', 'val_loss']].plot(ax=ax[0]) | |
ax[0].set_xlabel('Epoch') | |
ax[0].set_ylabel('Loss') | |
df[['train_accuracy', 'val_accuracy']].plot(ax=ax[1]) | |
ax[1].set_xlabel('Epoch') | |
ax[1].set_ylabel('Accuracy') |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment