Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_846264_weight_decay_0.07.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.4535459876060486
Linear Weight Rank: 16
Intra Cos: 0.07988917082548141
Inter Cos: 0.0017584916204214096
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: 0.9188314080238342
Linear Weight Rank: 163
Intra Cos: 0.5161994099617004
Inter Cos: 0.021048173308372498
Norm Quadratic Average: 0.9573577046394348
Nearest Class Center Accuracy: 0.97325

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2566792964935303
Linear Weight Rank: 3
Intra Cos: 0.9242167472839355
Inter Cos: -0.13633468747138977
Norm Quadratic Average: 2.070161819458008
Nearest Class Center Accuracy: 0.996375

Output Layer:
Intra Cos: 0.9352866411209106
Inter Cos: -0.09101386368274689
Norm Quadratic Average: 2.757004976272583
Nearest Class Center Accuracy: 0.9965

Test Set:
Average Loss: 0.19449952697753906
Accuracy: 0.9855
NC1 Within Class Collapse: 0.2551148533821106
NC2 Equinorm: Features: 0.01656428724527359, Weights: 0.018342481926083565
NC2 Equiangle: Features: 0.21888418992360434, Weights: 0.10792065660158794
NC3 Self-Duality: 0.013651755638420582
NC4 NCC Mismatch: 0.0020000000000000018

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.4535459876060486
Linear Weight Rank: 16
Intra Cos: 0.08033028990030289
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: 0.9188314080238342
Linear Weight Rank: 163
Intra Cos: 0.512783408164978
Inter Cos: 0.025540729984641075
Norm Quadratic Average: 0.9673296809196472
Nearest Class Center Accuracy: 0.9665

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2566792964935303
Linear Weight Rank: 3
Intra Cos: 0.9197006225585938
Inter Cos: -0.12391304224729538
Norm Quadratic Average: 2.074627637863159
Nearest Class Center Accuracy: 0.9875

Output Layer:
Intra Cos: 0.931925356388092
Inter Cos: -0.07822908461093903
Norm Quadratic Average: 2.760364532470703
Nearest Class Center Accuracy: 0.9875

