991359参数，宽109，4层编码器与4层解码器，继承原forward；原1363588参数配置单列。同20TRAIN、50输入、normalized MSE、seed及6000步预算。参数近似匹配不代表FLOPs或耗时匹配。只显示真实保存的评估；单seed TRAIN拟合不代表泛化。
| 配置 | 参数 | 步数 | U relative L2 % | VM relative L2 % | True top5% VM relative L2 % | True top1% VM relative L2 % | High-curvature VM relative L2 % | Mean absolute peak-amplitude bias % |
|---|---|---|---|---|---|---|---|---|
| OFORMER_1M | 991,359 | 2000 | 1.623887 | 7.783354 | 9.934194 | 13.027330 | 8.372222 | 23.295291 |
| OFORMER_1M | 991,359 | 4000 | 1.383056 | 7.263629 | 9.383577 | 12.276092 | 7.840163 | 20.586328 |
| OFORMER_1M | 991,359 | 6000 | 1.174806 | 6.879593 | 9.062961 | 11.974707 | 7.448397 | 19.030848 |
| OFORMER | 1,363,588 | 2000 | 1.594423 | 7.842270 | 9.993770 | 13.222770 | 8.463612 | 22.330079 |
| OFORMER | 1,363,588 | 4000 | 1.395789 | 7.228725 | 9.365296 | 12.359392 | 7.836404 | 19.814785 |
| OFORMER | 1,363,588 | 6000 | 1.171340 | 6.815726 | 8.931498 | 11.820078 | 7.417905 | 18.434776 |
| TS3_MSE | 981,348 | 2000 | 2.175231 | 10.179617 | 12.373644 | 16.661297 | 11.053000 | 30.810303 |
| TS3_MSE | 981,348 | 4000 | 1.748425 | 8.257339 | 10.338207 | 13.849406 | 8.879978 | 26.721121 |
| TS3_MSE | 981,348 | 6000 | 1.500378 | 7.668623 | 10.022538 | 13.432556 | 8.246307 | 24.474378 |
| FNO_MSE_M07 | 981,310 | 2000 | 3.160341 | 13.620959 | 16.902367 | 24.445624 | 15.577443 | 30.969424 |
| FNO_MSE_M07 | 981,310 | 4000 | 2.897250 | 12.979784 | 16.134706 | 23.302489 | 14.852547 | 30.426579 |
| FNO_MSE_M07 | 981,310 | 6000 | 2.582199 | 12.225843 | 15.200638 | 21.905276 | 13.949414 | 29.833282 |
| GNOT_1M | 984,276 | 2000 | 2.561658 | 10.074070 | 12.107335 | 16.300677 | 11.058107 | 28.740417 |
| GNOT_1M | 984,276 | 4000 | 2.480281 | 8.585128 | 10.710495 | 14.337965 | 9.325466 | 26.497408 |
| GNOT_1M | 984,276 | 6000 | 1.957628 | 7.605477 | 9.841209 | 13.202650 | 8.288318 | 23.831808 |
预测及六项误差CPU复核记录见各epoch review JSON；0额外神经网络前向，0新FE。