Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_12_model_type_MLP_rand_seed_979323_weight_decay_0.001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.819594860076904
Linear Weight Rank: 16
Intra Cos: 0.07988915592432022
Inter Cos: 0.0017584897577762604
Norm Quadratic Average: 4.001680374145508
Nearest Class Center Accuracy: 0.948875

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.7369232177734375
Linear Weight Rank: 180
Intra Cos: 0.060076434165239334
Inter Cos: 0.007368739694356918
Norm Quadratic Average: 4.670915126800537
Nearest Class Center Accuracy: 0.831125

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.729455947875977
Linear Weight Rank: 180
Intra Cos: 0.047034505754709244
Inter Cos: 0.011296069249510765
Norm Quadratic Average: 1.6136103868484497
Nearest Class Center Accuracy: 0.734375

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.780376434326172
Linear Weight Rank: 179
Intra Cos: 0.03887369856238365
Inter Cos: 0.009515346959233284
Norm Quadratic Average: 0.5702358484268188
Nearest Class Center Accuracy: 0.643375

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.7444748878479
Linear Weight Rank: 180
Intra Cos: 0.03350483998656273
Inter Cos: 0.007741784676909447
Norm Quadratic Average: 0.2054295539855957
Nearest Class Center Accuracy: 0.59675

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.749978065490723
Linear Weight Rank: 180
Intra Cos: 0.040080901235342026
Inter Cos: 0.011123976670205593
Norm Quadratic Average: 0.07885561138391495
Nearest Class Center Accuracy: 0.60125

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.780356407165527
Linear Weight Rank: 180
Intra Cos: 0.03873445838689804
Inter Cos: 0.008747558109462261
Norm Quadratic Average: 0.03071647509932518
Nearest Class Center Accuracy: 0.584375

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.760438919067383
Linear Weight Rank: 179
Intra Cos: 0.03382062166929245
Inter Cos: 0.012208281084895134
Norm Quadratic Average: 0.012330131605267525
Nearest Class Center Accuracy: 0.54825

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.78232479095459
Linear Weight Rank: 179
Intra Cos: 0.02266480028629303
Inter Cos: 0.011583303101360798
Norm Quadratic Average: 0.004790147766470909
Nearest Class Center Accuracy: 0.518

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.732274532318115
Linear Weight Rank: 180
Intra Cos: 0.023389829322695732
Inter Cos: 0.011607535183429718
Norm Quadratic Average: 0.0018317631911486387
Nearest Class Center Accuracy: 0.49975

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.773977756500244
Linear Weight Rank: 180
Intra Cos: 0.024674290791153908
Inter Cos: 0.012506942264735699
Norm Quadratic Average: 0.0007132344180718064
Nearest Class Center Accuracy: 0.483125

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.096553921699524
Linear Weight Rank: 4
Intra Cos: 0.02680765837430954
Inter Cos: 0.01641828380525112
Norm Quadratic Average: 0.00027946988120675087
Nearest Class Center Accuracy: 0.457625

Output Layer:
Intra Cos: 0.02461458183825016
Inter Cos: 0.03750989958643913
Norm Quadratic Average: 2.2361620722222142e-05
Nearest Class Center Accuracy: 0.3715

Test Set:
Average Loss: 1.387489761352539
Accuracy: 0.257
NC1 Within Class Collapse: 100.8978042602539
NC2 Equinorm: Features: 0.18093204498291016, Weights: 0.0226878859102726
NC2 Equiangle: Features: 0.4157630999883016, Weights: 0.3424355189005534
NC3 Self-Duality: 1.8850760459899902
NC4 NCC Mismatch: 0.738

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.819594860076904
Linear Weight Rank: 16
Intra Cos: 0.08033028244972229
Inter Cos: 0.00331290066242218
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: 7.7369232177734375
Linear Weight Rank: 180
Intra Cos: 0.05805171653628349
Inter Cos: 0.007209252566099167
Norm Quadratic Average: 4.658987045288086
Nearest Class Center Accuracy: 0.84

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.729455947875977
Linear Weight Rank: 180
Intra Cos: 0.04474442079663277
Inter Cos: 0.009195488877594471
Norm Quadratic Average: 1.6061941385269165
Nearest Class Center Accuracy: 0.7435

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.780376434326172
Linear Weight Rank: 179
Intra Cos: 0.037499334663152695
Inter Cos: 0.003991648089140654
Norm Quadratic Average: 0.5675294995307922
Nearest Class Center Accuracy: 0.6535

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.7444748878479
Linear Weight Rank: 180
Intra Cos: 0.03059893101453781
Inter Cos: 0.005119412671774626
Norm Quadratic Average: 0.20475295186042786
Nearest Class Center Accuracy: 0.6075

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.749978065490723
Linear Weight Rank: 180
Intra Cos: 0.03623705729842186
Inter Cos: 0.006520341150462627
Norm Quadratic Average: 0.078452929854393
Nearest Class Center Accuracy: 0.615

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.780356407165527
Linear Weight Rank: 180
Intra Cos: 0.03334444388747215
Inter Cos: 0.006466384045779705
Norm Quadratic Average: 0.030614670366048813
Nearest Class Center Accuracy: 0.591

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.760438919067383
Linear Weight Rank: 179
Intra Cos: 0.03060869500041008
Inter Cos: 0.005374887026846409
Norm Quadratic Average: 0.012292774394154549
Nearest Class Center Accuracy: 0.5535

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.78232479095459
Linear Weight Rank: 179
Intra Cos: 0.019916320219635963
Inter Cos: 0.004973721224814653
Norm Quadratic Average: 0.004774762317538261
Nearest Class Center Accuracy: 0.506

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.732274532318115
Linear Weight Rank: 180
Intra Cos: 0.022709811106324196
Inter Cos: 0.0045145368203520775
Norm Quadratic Average: 0.0018276649061590433
Nearest Class Center Accuracy: 0.502

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.773977756500244
Linear Weight Rank: 180
Intra Cos: 0.022898031398653984
Inter Cos: 0.0053239744156599045
Norm Quadratic Average: 0.0007125171250663698
Nearest Class Center Accuracy: 0.487

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.096553921699524
Linear Weight Rank: 4
Intra Cos: 0.023334210738539696
Inter Cos: 0.014744296669960022
Norm Quadratic Average: 0.00027993839466944337
Nearest Class Center Accuracy: 0.4695

Output Layer:
Intra Cos: 0.012422826141119003
Inter Cos: 0.02858584001660347
Norm Quadratic Average: 2.206230055890046e-05
Nearest Class Center Accuracy: 0.353

