Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_mlp6_epochs_100_lr_0.001_model_depth_MLP_9_model_type_MLP_rand_seed_314159_weight_decay_0.007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.836842060089111
Linear Weight Rank: 16
Intra Cos: 0.014583899639546871
Inter Cos: 0.004829856567084789
Norm Quadratic Average: 3.993140459060669
Nearest Class Center Accuracy: 0.447

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.846956729888916
Linear Weight Rank: 179
Intra Cos: 0.012761309742927551
Inter Cos: 0.005189702846109867
Norm Quadratic Average: 3.471285581588745
Nearest Class Center Accuracy: 0.449875

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.860879898071289
Linear Weight Rank: 179
Intra Cos: 0.009315483272075653
Inter Cos: 0.0024834852665662766
Norm Quadratic Average: 0.8748319149017334
Nearest Class Center Accuracy: 0.44175

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.818817138671875
Linear Weight Rank: 179
Intra Cos: 0.008853300474584103
Inter Cos: 0.0005209070513956249
Norm Quadratic Average: 0.23120202124118805
Nearest Class Center Accuracy: 0.421

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.825549125671387
Linear Weight Rank: 180
Intra Cos: 0.009426640346646309
Inter Cos: 0.0015541035681962967
Norm Quadratic Average: 0.06740492582321167
Nearest Class Center Accuracy: 0.421375

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.8410515785217285
Linear Weight Rank: 179
Intra Cos: 0.009946105070412159
Inter Cos: 0.0014372961595654488
Norm Quadratic Average: 0.01913156919181347
Nearest Class Center Accuracy: 0.413625

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.825967311859131
Linear Weight Rank: 180
Intra Cos: 0.009614977054297924
Inter Cos: 0.002896500052884221
Norm Quadratic Average: 0.005279717035591602
Nearest Class Center Accuracy: 0.3955

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.822168350219727
Linear Weight Rank: 179
Intra Cos: 0.008687710389494896
Inter Cos: 0.00336515624076128
Norm Quadratic Average: 0.001611169776879251
Nearest Class Center Accuracy: 0.385375

Layer 8: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 0.8569392561912537
Linear Weight Rank: 4
Intra Cos: 0.008887224830687046
Inter Cos: 0.003511704970151186
Norm Quadratic Average: 0.00047221669228747487
Nearest Class Center Accuracy: 0.384125

Output Layer:
Intra Cos: 0.009196536615490913
Inter Cos: 0.017503464594483376
Norm Quadratic Average: 3.1213210604619235e-05
Nearest Class Center Accuracy: 0.339625

Test Set:
Average Loss: 1.3837194976806642
Accuracy: 0.2695
NC1 Within Class Collapse: 74.76272583007812
NC2 Equinorm: Features: 0.14055846631526947, Weights: 0.02038217894732952
NC2 Equiangle: Features: 0.29399410883585614, Weights: 0.34493136405944824
NC3 Self-Duality: 1.8024380207061768
NC4 NCC Mismatch: 0.7484999999999999

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.836842060089111
Linear Weight Rank: 16
Intra Cos: 0.014108890667557716
Inter Cos: 0.005012287758290768
Norm Quadratic Average: 3.9761202335357666
Nearest Class Center Accuracy: 0.4485

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.846956729888916
Linear Weight Rank: 179
Intra Cos: 0.014097128063440323
Inter Cos: 0.005460570100694895
Norm Quadratic Average: 3.460751533508301
Nearest Class Center Accuracy: 0.461

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.860879898071289
Linear Weight Rank: 179
Intra Cos: 0.009800433181226254
Inter Cos: 0.002782959956675768
Norm Quadratic Average: 0.8749061822891235
Nearest Class Center Accuracy: 0.443

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.818817138671875
Linear Weight Rank: 179
Intra Cos: 0.008656058460474014
Inter Cos: 0.0013347576605156064
Norm Quadratic Average: 0.23132941126823425
Nearest Class Center Accuracy: 0.4155

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.825549125671387
Linear Weight Rank: 180
Intra Cos: 0.009026416577398777
Inter Cos: 0.004213452339172363
Norm Quadratic Average: 0.06741867959499359
Nearest Class Center Accuracy: 0.4145

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.8410515785217285
Linear Weight Rank: 179
Intra Cos: 0.009209600277245045
Inter Cos: 0.004877179861068726
Norm Quadratic Average: 0.019125238060951233
Nearest Class Center Accuracy: 0.4135

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.825967311859131
Linear Weight Rank: 180
Intra Cos: 0.008389639668166637
Inter Cos: 0.007265769876539707
Norm Quadratic Average: 0.005283498205244541
Nearest Class Center Accuracy: 0.3865

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.822168350219727
Linear Weight Rank: 179
Intra Cos: 0.0072691054083406925
Inter Cos: 0.00858218315988779
Norm Quadratic Average: 0.0016185675049200654
Nearest Class Center Accuracy: 0.374

Layer 8: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 0.8569392561912537
Linear Weight Rank: 4
Intra Cos: 0.0079067163169384
Inter Cos: 0.007248304318636656
Norm Quadratic Average: 0.0004752799868583679
Nearest Class Center Accuracy: 0.3805

Output Layer:
Intra Cos: 0.0037528444081544876
Inter Cos: 0.015119804069399834
Norm Quadratic Average: 3.19448190566618e-05
Nearest Class Center Accuracy: 0.3355

