Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_12_model_type_MLP_rand_seed_265358_weight_decay_0.0005.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.099662780761719
Linear Weight Rank: 16
Intra Cos: 0.07988915592432022
Inter Cos: 0.001758486032485962
Norm Quadratic Average: 4.001680850982666
Nearest Class Center Accuracy: 0.948875

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.146634101867676
Linear Weight Rank: 179
Intra Cos: 0.07304573804140091
Inter Cos: 0.0023768702521920204
Norm Quadratic Average: 13.85009765625
Nearest Class Center Accuracy: 0.86525

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.067627906799316
Linear Weight Rank: 180
Intra Cos: 0.11758790165185928
Inter Cos: 0.0005134530365467072
Norm Quadratic Average: 13.826810836791992
Nearest Class Center Accuracy: 0.910375

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.057743072509766
Linear Weight Rank: 180
Intra Cos: 0.1368250548839569
Inter Cos: 0.0027844093274325132
Norm Quadratic Average: 13.82538890838623
Nearest Class Center Accuracy: 0.93325

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.004875183105469
Linear Weight Rank: 180
Intra Cos: 0.1539854258298874
Inter Cos: -0.00181278632953763
Norm Quadratic Average: 13.81246566772461
Nearest Class Center Accuracy: 0.962125

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.007023811340332
Linear Weight Rank: 180
Intra Cos: 0.16341890394687653
Inter Cos: -0.003928739577531815
Norm Quadratic Average: 13.820168495178223
Nearest Class Center Accuracy: 0.9735

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.9729437828063965
Linear Weight Rank: 180
Intra Cos: 0.19413912296295166
Inter Cos: -0.010738570243120193
Norm Quadratic Average: 13.775081634521484
Nearest Class Center Accuracy: 0.991

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.960856914520264
Linear Weight Rank: 179
Intra Cos: 0.2272602766752243
Inter Cos: -0.0023605572059750557
Norm Quadratic Average: 13.714375495910645
Nearest Class Center Accuracy: 0.997375

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.966428756713867
Linear Weight Rank: 179
Intra Cos: 0.26994550228118896
Inter Cos: -0.013175612315535545
Norm Quadratic Average: 13.69770622253418
Nearest Class Center Accuracy: 0.99975

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.974654674530029
Linear Weight Rank: 179
Intra Cos: 0.344586580991745
Inter Cos: -0.032926879823207855
Norm Quadratic Average: 13.702678680419922
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.978152275085449
Linear Weight Rank: 179
Intra Cos: 0.4135943651199341
Inter Cos: -0.08040206879377365
Norm Quadratic Average: 13.709263801574707
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8054019212722778
Linear Weight Rank: 4
Intra Cos: 0.5315819978713989
Inter Cos: -0.13418352603912354
Norm Quadratic Average: 13.760581970214844
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.974640429019928
Inter Cos: -0.16018210351467133
Norm Quadratic Average: 9.73318862915039
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.3512617778778076
Accuracy: 0.896
NC1 Within Class Collapse: 1.021880030632019
NC2 Equinorm: Features: 0.04153022915124893, Weights: 0.035094719380140305
NC2 Equiangle: Features: 0.198370893796285, Weights: 0.11672195792198181
NC3 Self-Duality: 0.26111501455307007
NC4 NCC Mismatch: 0.009000000000000008

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.099662780761719
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
Inter Cos: 0.003312898799777031
Norm Quadratic Average: 3.988335609436035
Nearest Class Center Accuracy: 0.9165

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.146634101867676
Linear Weight Rank: 179
Intra Cos: 0.07389947772026062
Inter Cos: 0.003687026910483837
Norm Quadratic Average: 13.827098846435547
Nearest Class Center Accuracy: 0.865

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.067627906799316
Linear Weight Rank: 180
Intra Cos: 0.11418113112449646
Inter Cos: 0.005449244286864996
Norm Quadratic Average: 13.821610450744629
Nearest Class Center Accuracy: 0.909

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.057743072509766
Linear Weight Rank: 180
Intra Cos: 0.13109181821346283
Inter Cos: 0.002821987960487604
Norm Quadratic Average: 13.822599411010742
Nearest Class Center Accuracy: 0.896

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.004875183105469
Linear Weight Rank: 180
Intra Cos: 0.1452006995677948
Inter Cos: -0.0025712123606354
Norm Quadratic Average: 13.801255226135254
Nearest Class Center Accuracy: 0.9085

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.007023811340332
Linear Weight Rank: 180
Intra Cos: 0.14769992232322693
Inter Cos: -0.003722148248925805
Norm Quadratic Average: 13.754627227783203
Nearest Class Center Accuracy: 0.8995

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.9729437828063965
Linear Weight Rank: 180
Intra Cos: 0.17032507061958313
Inter Cos: -0.0046425461769104
Norm Quadratic Average: 13.685893058776855
Nearest Class Center Accuracy: 0.904

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.960856914520264
Linear Weight Rank: 179
Intra Cos: 0.18295028805732727
Inter Cos: -0.00027259718626737595
Norm Quadratic Average: 13.536690711975098
Nearest Class Center Accuracy: 0.895

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.966428756713867
Linear Weight Rank: 179
Intra Cos: 0.20226234197616577
Inter Cos: -0.005677182227373123
Norm Quadratic Average: 13.406871795654297
Nearest Class Center Accuracy: 0.8945

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.974654674530029
Linear Weight Rank: 179
Intra Cos: 0.24234436452388763
Inter Cos: -0.012906907126307487
Norm Quadratic Average: 13.245688438415527
Nearest Class Center Accuracy: 0.897

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.978152275085449
Linear Weight Rank: 179
Intra Cos: 0.2813394069671631
Inter Cos: -0.029601801186800003
Norm Quadratic Average: 13.157098770141602
Nearest Class Center Accuracy: 0.903

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8054019212722778
Linear Weight Rank: 4
Intra Cos: 0.38229990005493164
Inter Cos: -0.05694793164730072
Norm Quadratic Average: 12.946465492248535
Nearest Class Center Accuracy: 0.898

Output Layer:
Intra Cos: 0.7150666117668152
Inter Cos: -0.05450902879238129
Norm Quadratic Average: 8.84518051147461
Nearest Class Center Accuracy: 0.8955

