Fit folders updated from user-confirmed review 074755_d3dc0c4a. Model losses below belong to historical run 043024_429946c6. Open the new seven-dataset training and model checks. Original classifications and PNGs are preserved in review_history.
043024_429946c6 · completed_with_weak_training
Automatic weak mappings. Defect names follow CSV row numbers. Poor fits and rejected annotations stay visible; only eligible datasets enter experimental training. Mapping evidence and eligibility JSON · Fit data directory · Not fit data directory
| Dataset | Fit / side classification | Median fit (assumed mm) | Annotations | Weak nodes | Eligible | PNGs |
|---|---|---|---|---|---|---|
| AC28_DT_FRT_UPR_LHD_20260909_15_15__NG_a22f7d301de4 | different_geometry_or_incomplete_scan | 72.05 | 1 accepted / 2 rejected | 0 | False | Overlap · CAD labels · Orientation |
| AC28_DT_RR_UPR_STD_1_20260827_18_01__NG_7194c0e36c7b | user_confirmed_mirrored_part_fit | 0.86 | 1 accepted / 0 rejected | 217 | True | Overlap · CAD labels · Orientation |
| AC28_DT_RR_UPR_STD_2_20260827_18_01__NG_8df93616f7ea | well_fitted | 2.08 | 1 accepted / 0 rejected | 223 | True | Overlap · CAD labels · Orientation |
| AC28_DT_RR_UPR_STD_20260827_16__NG_008adde420f0 | user_confirmed_mirrored_part_fit | 0.87 | 1 accepted / 0 rejected | 213 | True | Overlap · CAD labels · Orientation |
| AC28_DT_RR_UPR_STD_20260828_09_21__NG_f4c68f38e467 | user_confirmed_mirrored_part_fit | 1.01 | 1 accepted / 0 rejected | 216 | True | Overlap · CAD labels · Orientation |
| LT2_DT_FRT_AREST2_20260914_15_10__NG_243895937535 | different_geometry_or_incomplete_scan | 29.42 | 1 accepted / 1 rejected | 0 | False | Overlap · CAD labels · Orientation |
| ME1a_DT_FRT_UPR_LHD_20260608_14_06__NG_ffc4fce5d996 | user_confirmed_partial_scan_fit | 2.31 | 6 accepted / 0 rejected | 202 | True | Overlap · CAD labels · Orientation |
| MX5a_PE_DT_RR_AREST_1_20260626_13_08__NG_fe0e1b9b8b53 | user_confirmed_partial_scan_fit | 4.95 | 3 accepted / 1 rejected | 178 | True | Overlap · CAD labels · Orientation |
| MX5a_PE_DT_RR_AREST_2_20260626_13_08__NG_41ec5d7a218e | user_confirmed_partial_scan_fit | 5.81 | 2 accepted / 2 rejected | 195 | True | Overlap · CAD labels · Orientation |
| NX5_DT_RR_UPR-2_CUR_1_20260916_10_40__NG_1f98f526a60c | different_geometry_or_incomplete_scan | 14.66 | 1 accepted / 3 rejected | 0 | False | Overlap · CAD labels · Orientation |
| NX5_DT_RR_UPR-2_CUR_1_20260916_10_53__NG_b3a8f50d89ae | different_geometry_or_incomplete_scan | 12.75 | 1 accepted / 2 rejected | 0 | False | Overlap · CAD labels · Orientation |
| NX5_DT_RR_UPR-2_CUR_1_20260916_11_40__NG_1b598f48d4e1 | different_geometry_or_incomplete_scan | 13.87 | 0 accepted / 2 rejected | 0 | False | Overlap · CAD labels · Orientation |
| NX5_DT_RR_UPR-2_CUR_2_20260916_10_40__NG_4debd31ebf8a | different_geometry_or_incomplete_scan | 13.52 | 2 accepted / 2 rejected | 0 | False | Overlap · CAD labels · Orientation |
| NX5_DT_RR_UPR-2_CUR_2_20260916_10_53__NG_a9e70207f7eb | different_geometry_or_incomplete_scan | 12.80 | 0 accepted / 2 rejected | 0 | False | Overlap · CAD labels · Orientation |
# Training diagnosis: 20261020 / 043024_429946c6 State: **completed_with_weak_training**. Trained predictions: 140; scored records: 0; folds with epoch losses: 9. Reviewed dataset labels: 0. - gaussian_process: requires_training_labels (14 records): GP requires a fitted training posterior; no random/synthetic prior score emitted 1. Review CAD-node risk labels against the exact geometry_sha256 and node order; use each dataset's review_template.json. 2. CSV X/Y/W/H are image pixels. Supply a reviewed pixel-to-CAD mapping before treating them as CAD labels. 3. Run main.py --prepared-manifest <saved prepared_manifest.json> --labels-dir <reviewed-label-folder> to retain the exact labeled geometry. 4. sparse_unet requires MinkowskiEngine. Choose available models with --models if that optional backend is absent.




































































