python outlook/src/viz_correction.py --checkpoint outlook/ckpt/correction.pt --data-dir outlook/data_correction --mode amr --k 30 --eps-r 4 --cx 0.5 --cy 0.5 --radius 0.15 --max-elements 5000 --compare --device cuda --output-dir outlook/result/correction/viz --q 2 --method neural ============================================================ step elements aw_rel max_err ---- -------- ---------- ---------- 0 1028 102.98% 2.9273 1 1174 101.34% 2.2242 2 1376 134.58% 3.2404 3 1638 82.99% 1.3998 4 1916 61.06% 1.0886 5 2260 52.33% 0.9875 6 2676 42.55% 0.6527 7 3174 37.35% 0.5949 8 3754 31.12% 0.4954 9 4428 25.83% 0.4276 10 4998 23.52% 0.3942 11 4998 23.52% 0.3942 ============================================================ [Compare] Physics: 4998 elem aw_rel=34.12% [Compare] Neural : 4998 elem aw_rel=23.52% [Compare] Hybrid : 5000 elem aw_rel=27.94% [Compare] Eta: 4999 elem aw_rel=22.53% [Compare] Reference: 20607 elem [Compare] Plot -> outlook/result/correction/viz/k30/neural/compare.png [GroundTruth] Generating high-fidelity reference (20000 elem)... [GroundTruth] Reference: 20607 elem aw_rel=8.93% max_err=0.1534 python outlook/src/viz_correction.py --checkpoint outlook/ckpt/correction.pt --data-dir outlook/data_correction --mode amr --k 10 --eps-r 4 --cx 0.5 --cy 0.5 --radius 0.15 --max-elements 5000 --compare --device cuda --output-dir outlook/result/correction/viz --q 2 --method hybrid [Rollout] k=10.00 eps_r=4.00 cx=0.50 cy=0.50 r=0.150 [Compare] Physics: 5000 elem aw_rel=3.71% [Compare] Hybrid : 4996 elem aw_rel=3.79% [Compare] Neural : 4997 elem aw_rel=3.68% [Compare] Eta: 4994 elem aw_rel=3.78%