wehub-resource-sync
32 lines
924 B
Python
32 lines
924 B
Python
import numpy as np
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class EarlyStopping:
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def __init__(self, patience=10):
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self.patience = patience
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self.counter = 0
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self.best_score = None
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self.early_stop = False
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def step(self, acc, model):
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score = acc
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if self.best_score is None:
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self.best_score = score
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self.save_checkpoint(model)
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elif score < self.best_score:
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self.counter += 1
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print(
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f"EarlyStopping counter: {self.counter} out of {self.patience}"
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)
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if self.counter >= self.patience:
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self.early_stop = True
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else:
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self.best_score = score
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self.save_checkpoint(model)
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self.counter = 0
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return self.early_stop
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def save_checkpoint(self, model):
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"""Saves model when validation loss decrease."""
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model.save_weights("es_checkpoint.pb")
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