marl-factory-grid/environments/factory/_factory_monitor.py
steffen-illium 27f5abad64 Getting Dirty
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2021-05-17 16:50:54 +02:00

47 lines
1.7 KiB
Python

from collections import defaultdict
class FactoryMonitor:
def __init__(self, env):
self._env = env
self._monitor = defaultdict(lambda: defaultdict(lambda: 0))
self._last_vals = defaultdict(lambda: 0)
def __iter__(self):
for key, value in self._monitor.items():
yield key, dict(value)
def add(self, key, value, step=None):
assert step is None or step >= 1 # Is this good practice?
step = step or self._env.steps
self._last_vals[key] = self._last_vals[key] + value
self._monitor[key][step] = self._last_vals[key]
return self._last_vals[key]
def set(self, key, value, step=None):
assert step is None or step >= 1 # Is this good practice?
step = step or self._env.steps
self._last_vals[key] = value
self._monitor[key][step] = self._last_vals[key]
return self._last_vals[key]
def remove(self, key, value, step=None):
assert step is None or step >= 1 # Is this good practice?
step = step or self._env.steps
self._last_vals[key] = self._last_vals[key] - value
self._monitor[key][step] = self._last_vals[key]
return self._last_vals[key]
def to_dict(self):
return dict(self)
def to_pd_dataframe(self):
import pandas as pd
df = pd.DataFrame.from_dict(self.to_dict())
df.loc[0] = df.iloc[0].fillna(0)
df = df.fillna(method='ffill')
return df
def reset(self):
raise RuntimeError("DO NOT DO THIS! Always initalize a new Monitor per Env-Run.")