Model dashboard · machine-readable report

Local input-response diagnostics

Local response diagnostic only. production_valid=false; no causal, validated-prediction, or cross-sample feature-importance claim. Values use absolute input-times-gradient of mean raw model output for one prepared 18h01 sample and the named checkpoint. Where available, each checkpoint is the exact weak-label diagnostic state used for the displayed CAD prediction; a synthetic fallback is named explicitly in the JSON.

2D CNN/U-Net

mean weak-fit predicted probability across six CAD views

2D CNN/U-Net local response map

machine-readable NPZ

Geometry/topology channels

  1. valid_mask: visibility: 8.7e-08
  2. depth_mm: 8.12e-08
  3. distance_to_boundary_px: 6.49e-08
  4. valid_mask: curvature_valid: 5.53e-08
  5. valid_mask: silhouette: 5.28e-08
  6. normal_y: 4.45e-08

XLS/process branch

  1. cad_triangle_count: 0.00034
  2. cad_node_count: 0.000277
  3. valid_mask: 하부원단온도 [°C]: 9.93e-05
  4. valid_mask: 하부온도07 [°C]: 8.24e-05
  5. valid_mask: 상부온도09 [°C]: 7.94e-05
  6. valid_mask: 상부온도17 [°C]: 7.83e-05

FNO2d

mean weak-fit predicted probability across six CAD views

FNO2d local response map

machine-readable NPZ

Geometry/topology channels

  1. distance_to_boundary_px: 5.78e-09
  2. valid_mask: curvature_valid: 2.23e-09
  3. x_mm: 1.51e-09
  4. valid_mask: z_mm: 1.23e-09
  5. valid_mask: distance_to_boundary_px: 1.09e-09
  6. valid_mask: x_mm: 1.03e-09

XLS/process branch

  1. cad_triangle_count: 2.7e-06
  2. cad_node_count: 1.57e-06
  3. valid_mask: 상부온도17 [°C]: 9.58e-07
  4. valid_mask: 상부온도14 [°C]: 9.16e-07
  5. valid_mask: 상부온도12 [°C]: 7.84e-07
  6. valid_mask: 상부온도13 [°C]: 6.68e-07

Dense 3D U-Net

mean weak-fit predicted voxel probability

Dense 3D U-Net local response map

machine-readable NPZ

Geometry/topology channels

  1. normal_turn_deg: 2.61e-05
  2. surface_sample_count: 5.2e-06
  3. valid_mask: surface_occupancy: 2.38e-06
  4. valid_mask: normal_x: 2.24e-06
  5. valid_mask: normal_turn_deg: 2.01e-06
  6. valid_mask: curvature_valid: 1.92e-06

XLS/process branch

  1. cad_triangle_count: 0.0106
  2. cad_node_count: 0.00825
  3. valid_mask: 하부온도02 [°C]: 0.00415
  4. valid_mask: 하부온도04 [°C]: 0.00333
  5. valid_mask: 스케일하부고속속도 [m/Sec]: 0.00327
  6. valid_mask: 스케일하부저속위치 [mm]: 0.00307

Sparse U-Net

mean weak-fit predicted sparse-voxel probability

Sparse U-Net local response map

machine-readable NPZ

Geometry/topology channels

  1. normal_turn_deg: 5.33e-05
  2. surface_sample_count: 1.16e-05
  3. valid_mask: curvature_valid: 3.41e-06
  4. valid_mask: normal_x: 3.28e-06
  5. valid_mask: normal_turn_deg: 3.25e-06
  6. valid_mask: surface_occupancy: 2.91e-06

XLS/process branch

  1. Not wired for this model.

PointNet

mean weak-fit predicted point probability

PointNet local response map

machine-readable NPZ

Geometry/topology channels

  1. x_mm: 1.24e-05
  2. normal_turn_deg: 1.04e-05
  3. valid_mask: normal_turn_deg: 2.45e-06
  4. normal_x: 2.3e-06
  5. normal_y: 2.21e-06
  6. y_mm: 2.18e-06

XLS/process branch

  1. Not wired for this model.

DGCNN

mean weak-fit predicted point probability

DGCNN local response map

machine-readable NPZ

Geometry/topology channels

  1. normal_turn_deg: 1.19e-07
  2. x_mm: 3.52e-09
  3. y_mm: 2.29e-09
  4. valid_mask: x_mm: 2.18e-09
  5. valid_mask: normal_y: 1.96e-09
  6. valid_mask: normal_x: 1.5e-09

XLS/process branch

  1. Not wired for this model.

Mesh GNN

mean weak-fit predicted CAD-node probability

Mesh GNN local response map

machine-readable NPZ

Geometry/topology channels

  1. pos_norm_x: 2.47e-06
  2. normal_y: 2.08e-06
  3. valid_mask: feature_node: 1.99e-06
  4. valid_mask: gaussian_curvature_abs_1_per_mm2: 1.81e-06
  5. valid_mask: normal_z: 1.79e-06
  6. valid_mask: pos_norm_x: 1.42e-06

XLS/process branch

  1. cad_triangle_count: 0.00637
  2. cad_node_count: 0.00119
  3. valid_mask: 스케일하부저속속도 [m/Sec]: 0.000631
  4. valid_mask: 하부온도13 [°C]: 0.000588
  5. valid_mask: 상부온도14 [°C]: 0.000472
  6. valid_mask: 상부온도11 [°C]: 0.000435

Constrained risk GNN

mean diagnostic weak-fit risk probability on 18h01 CAD nodes

Constrained risk GNN local response map

machine-readable NPZ

Geometry/topology channels

  1. feature_node: 1e-06
  2. normal_y: 8.28e-07
  3. valid_mask: normal_x: 5.52e-07
  4. valid_mask: gaussian_curvature_abs_1_per_mm2: 4.77e-07
  5. valid_mask: mean_incident_angle_rad: 4.42e-07
  6. valid_mask: pos_norm_z: 4.3e-07

XLS/process branch

  1. 상부온도07 [°C]: 0.000455
  2. observed_mask: 스케일하부저속속도 [m/Sec]: 0.000428
  3. 상부온도09 [°C]: 0.000417
  4. observed_mask: 하부온도02 [°C]: 0.000387
  5. observed_mask: 스케일하부상승위치 [mm]: 0.000324
  6. observed_mask: 상부온도11 [°C]: 0.000308

UV-Net

mean weak-fit predicted B-Rep-face probability

UV-Net local response map

machine-readable NPZ

Geometry/topology channels

  1. x_mm: 1.87e-06
  2. z_mm: 6.84e-07
  3. curvature_valid: 4.11e-07
  4. normal_y: 3.59e-07
  5. trim_valid: 3.27e-07
  6. normal_valid: 3.18e-07

XLS/process branch

  1. Not wired for this model.

Tabular MLP

weak-fit predicted run-level probability

Tabular MLP local response map

machine-readable NPZ

Geometry/topology channels

  1. cad_triangle_count: 4.04e-06
  2. cad_node_count: 3.44e-06
  3. valid_mask: 하부온도09 [°C]: 4.43e-07
  4. valid_mask: 하부온도16 [°C]: 4.43e-07
  5. valid_mask: cad_bbox_x_mm: 3.72e-07
  6. valid_mask: 가열온도 [°C]: 3.71e-07

XLS/process branch

  1. Not wired for this model.