feat: implement early stopping for all trainers #10
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Member
kholdrex
commented
Sep 4, 2025
kholdrex
commented
- Add EarlyStoppingConfig with configurable patience, min_delta, and monitoring options
- Add EarlyStoppingMetric enum for validation/training loss monitoring
- Add EarlyStopper state tracker with best weight preservation
- Integrate early stopping into LSTMTrainer, ScheduledLSTMTrainer, and LSTMBatchTrainer
- Add automatic best weight restoration using existing persistence system
- Add visual indicators (*) for best epochs in training logs
- Add early stopping example with 4 scenarios
- Update README with early stopping documentation and examples
- Update CHANGELOG with detailed feature documentation
- Maintain backward compatibility - early stopping is optional
- Add EarlyStoppingConfig with configurable patience, min_delta, and monitoring options - Add EarlyStoppingMetric enum for validation/training loss monitoring - Add EarlyStopper state tracker with best weight preservation - Integrate early stopping into LSTMTrainer, ScheduledLSTMTrainer, and LSTMBatchTrainer - Add automatic best weight restoration using existing persistence system - Add visual indicators (*) for best epochs in training logs - Add early stopping example with 4 scenarios - Update README with early stopping documentation and examples - Update CHANGELOG with detailed feature documentation - Maintain backward compatibility - early stopping is optional
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