diff --git a/visualize_training.py b/visualize_training.py
new file mode 100644
index 0000000..e4c8622
--- /dev/null
+++ b/visualize_training.py
@@ -0,0 +1,29 @@
+import pandas as pd
+import matplotlib.pyplot as plt
+
+def visualize_training_history(threshold):
+    csv_path = f'training_history_threshold_{threshold}.csv'
+
+    df = pd.read_csv(csv_path)
+    epochs = df['epoch']
+    train_loss = df['train_loss']
+    val_loss = df['val_loss']
+
+    plt.figure(figsize=(10, 6))
+    plt.plot(epochs, train_loss, 'b-', label='Training Loss')
+    plt.plot(epochs, val_loss, 'r-', label='Validation Loss')
+
+    plt.title('Training and Validation Loss Over Epochs (CE)')
+    plt.xlabel('Epochs')
+    plt.ylabel('Loss')
+    plt.legend()
+    plt.grid(True)
+
+    plt.savefig(f'training_visualization_threshold_{threshold}.png')
+    plt.show()
+
+    print(f'可视化完成，图表已保存为 training_visualization_threshold_{threshold}.png')
+
+if __name__ == "__main__":
+    for i in range(11):
+        visualize_training_history(i)
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