Experiments look good
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@ -1,5 +1,6 @@
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import pickle
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from collections import defaultdict
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from os import PathLike
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from pathlib import Path
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from typing import List, Dict, Union
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@ -9,14 +10,17 @@ from environments.helpers import IGNORED_DF_COLUMNS
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import pandas as pd
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from plotting.compare_runs import plot_single_run
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class EnvMonitor(BaseCallback):
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ext = 'png'
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def __init__(self, env):
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def __init__(self, env, filepath: Union[str, PathLike] = None):
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super(EnvMonitor, self).__init__()
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self.unwrapped = env
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self._filepath = filepath
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self._monitor_df = pd.DataFrame()
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self._monitor_dicts = defaultdict(dict)
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@ -67,8 +71,10 @@ class EnvMonitor(BaseCallback):
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pass
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return
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def save_run(self, filepath: Union[Path, str]):
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def save_run(self, filepath: Union[Path, str], auto_plotting_keys=None):
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filepath = Path(filepath)
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filepath.parent.mkdir(exist_ok=True, parents=True)
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with filepath.open('wb') as f:
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pickle.dump(self._monitor_df.reset_index(), f, protocol=pickle.HIGHEST_PROTOCOL)
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if auto_plotting_keys:
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plot_single_run(filepath, column_keys=auto_plotting_keys)
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