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@ -92,11 +92,11 @@ class MLModel:
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fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(15, 5))
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ax1.bar(np.arange(len(precision)), precision)
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ax1.set_title('Precision')
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ax1.set_title('Precision(精确率)')
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ax2.bar(np.arange(len(recall)), recall)
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ax2.set_title('Recall')
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ax2.set_title('Recall(召回率)')
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ax3.bar(np.arange(len(f1)), f1)
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ax3.set_title('F1 Score')
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ax3.set_title('F1 Score(F1得分)')
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# 保存图片
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parent_dir = os.path.abspath(os.path.join(os.path.dirname(__file__), ".."))
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evaluate_result_path = os.path.join(parent_dir, self.config['evaluate_result_path'])
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@ -179,18 +179,18 @@ class MLModel:
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# 打印训练和验证过程的可视化图片
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plt.close('all')
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fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(15, 5))
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ax1.plot(train_loss_history, label='Train Loss')
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ax1.plot(val_loss_history, label='Validation Loss')
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ax1.plot(train_loss_history, label='Train Loss(训练损失)')
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ax1.plot(val_loss_history, label='Validation Loss(验证损失)')
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ax1.set_title('Loss')
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ax1.legend()
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ax2.plot(train_acc_history, label='Train Accuracy')
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ax2.plot(val_acc_history, label='Validation Accuracy')
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ax2.plot(train_acc_history, label='Train Accuracy(训练正确率)')
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ax2.plot(val_acc_history, label='Validation Accuracy(验证正确率)')
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ax2.set_title('Accuracy')
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ax2.legend()
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ax3.plot(val_f1_history, label='Validation F1')
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ax3.plot(val_precision_history, label='Validation Precision')
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ax3.plot(val_recall_history, label='Validation Recall')
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ax3.set_title('Precision Recall F1-Score (Macro Mean)')
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ax3.plot(val_f1_history, label='Validation F1(验证F1得分)')
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ax3.plot(val_precision_history, label='Validation Precision(验证精确率)')
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ax3.plot(val_recall_history, label='Validation Recall(验证召回率)')
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ax3.set_title('Precision Recall F1-Score (Macro Mean)(宏平均)')
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ax3.legend()
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# 保存图片
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parent_dir = os.path.abspath(os.path.join(os.path.dirname(__file__), ".."))
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