TSPulse 模型能力验证报告 ======================================== 设备: Apple MPS 评估集样本数: 549 [1] 损失收敛曲线 (epoch: train / val) epoch 1: train 0.37993 / val 0.31435 epoch 2: train 0.29011 / val 0.21095 epoch 3: train 0.16007 / val 0.08758 epoch 4: train 0.08549 / val 0.06635 epoch 5: train 0.07169 / val 0.06158 epoch 6: train 0.06394 / val 0.05309 epoch 7: train 0.05699 / val 0.04959 epoch 8: train 0.05335 / val 0.04846 epoch 9: train 0.05140 / val 0.04560 epoch 10: train 0.04896 / val 0.04545 epoch 11: train 0.04737 / val 0.04259 epoch 12: train 0.04618 / val 0.04317 epoch 13: train 0.04588 / val 0.04253 epoch 14: train 0.04480 / val 0.04094 epoch 15: train 0.04414 / val 0.04123 epoch 16: train 0.04333 / val 0.04159 epoch 17: train 0.04308 / val 0.04046 epoch 18: train 0.04237 / val 0.03925 epoch 19: train 0.04234 / val 0.03930 epoch 20: train 0.04203 / val 0.03951 epoch 21: train 0.04133 / val 0.03943 epoch 22: train 0.04157 / val 0.03885 epoch 23: train 0.04064 / val 0.03953 epoch 24: train 0.04047 / val 0.03890 epoch 25: train 0.04009 / val 0.03802 epoch 26: train 0.04013 / val 0.03752 [3] 评估集重构 MSE: 0.03724 [4] 指纹健康检查 向量形状: (549, 128) 全部有限值: True 128 维中退化维数(std<1e-6): 0 [2] 指纹区分度 平均同部位距离: 0.445900 平均跨部位距离: 4.307701 同部位/跨部位比值: 0.1035 (应明显 < 1) 结论: 通过