================================================
Evaluation of pre-trained model: Extended_ReLu
Model checkpoint: /anonymized/path/to/model/folder/Extended_ReLu-epoch=04-Val_f1-ma=1.00.ckpt
================================================
[TRAIN] Acc: 0.9993535876274109
[TRAIN] F1-macro: 0.9993870854377747
[TRAIN] F1-scores: tensor([1.0000, 1.0000, 0.9987, 1.0000, 0.9983])
------------------------
[VAL] Acc: 0.994350254535675
[VAL] F1-macro: 0.9945457577705383
[VAL] F1-scores: tensor([1.0000, 0.9851, 0.9877, 1.0000, 1.0000])
------------------------
[TEST] Acc: 0.9548532962799072
[TEST] F1-macro: 0.9527137875556946
[TEST] F1-scores: tensor([0.9870, 0.9524, 0.9418, 0.9677, 0.9146])
================================================
================================================
Attention Graph Creation/Loading Time: mean
================================================
[TRAIN] Dataset creation time:  112.77010703086853
[VAL] Dataset creation time:  20.853527069091797
[TEST] Dataset creation time:  31.155556440353394

TRAINING MODELS SETTING #LAYERS: 1  HIDDEN DIM: 64

----------- Run #0-----------


Training stopped on epoch: 8
Training time: 28.09 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_1L_64U_mean_unified_run0-OUT-epoch=03-Val_f1-ma=1.00.ckpt
Acc Test: tensor(0.9910)
F1-macro Test: tensor(0.9904)
F1 for each class: tensor([1.0000, 0.9863, 0.9843, 0.9935, 0.9878])
Training + Testing time: 28.906540393829346

----------- Run #1-----------


Training stopped on epoch: 7
Training time: 17.41 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_1L_64U_mean_unified_run1-OUT-epoch=02-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9865)
F1-macro Test: tensor(0.9856)
F1 for each class: tensor([0.9957, 0.9796, 0.9843, 0.9870, 0.9816])
Training + Testing time: 18.2503981590271

----------- Run #2-----------


Training stopped on epoch: 10
Training time: 23.81 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_1L_64U_mean_unified_run2-OUT-epoch=05-Val_f1-ma=1.00.ckpt
Acc Test: tensor(0.9977)
F1-macro Test: tensor(0.9977)
F1 for each class: tensor([1.0000, 1.0000, 0.9948, 1.0000, 0.9939])
Training + Testing time: 24.722654581069946

----------- Run #3-----------


Training stopped on epoch: 9
Training time: 21.52 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_1L_64U_mean_unified_run3-OUT-epoch=04-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9955)
F1-macro Test: tensor(0.9951)
F1 for each class: tensor([1.0000, 0.9931, 0.9948, 0.9935, 0.9939])
Training + Testing time: 22.364203929901123

----------- Run #4-----------


Training stopped on epoch: 9
Training time: 22.07 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_1L_64U_mean_unified_run4-OUT-epoch=04-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9955)
F1-macro Test: tensor(0.9955)
F1 for each class: tensor([1.0000, 1.0000, 0.9896, 1.0000, 0.9878])
Training + Testing time: 22.89455223083496

************************************************
RESULTS FOR N_LAYERS: 1  HIDDEN DIM_FEATURES: 64
Test Acc: 0.993 -- std: 0.004
Test F1-macro: 0.993 -- std: 0.004
Test F1 per class: [0.999 0.992 0.99  0.995 0.989]
Training time: 22.58 -- std: 3.46
Total time: 23.43 -- std: 3.46
************************************************



TRAINING MODELS SETTING #LAYERS: 1  HIDDEN DIM: 128

----------- Run #0-----------


Training stopped on epoch: 12
Training time: 29.43 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_1L_128U_mean_unified_run0-OUT-epoch=07-Val_f1-ma=1.00.ckpt
Acc Test: tensor(1.)
F1-macro Test: tensor(1.)
F1 for each class: tensor([1., 1., 1., 1., 1.])
Training + Testing time: 31.783159971237183

----------- Run #1-----------


Training stopped on epoch: 7
Training time: 22.88 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_1L_128U_mean_unified_run1-OUT-epoch=02-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9932)
F1-macro Test: tensor(0.9928)
F1 for each class: tensor([1.0000, 0.9931, 0.9896, 0.9935, 0.9878])
Training + Testing time: 24.214210033416748

----------- Run #2-----------


Training stopped on epoch: 7
Training time: 19.40 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_1L_128U_mean_unified_run2-OUT-epoch=02-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9932)
F1-macro Test: tensor(0.9928)
F1 for each class: tensor([1.0000, 0.9931, 0.9896, 0.9935, 0.9878])
Training + Testing time: 20.280840635299683

----------- Run #3-----------


Training stopped on epoch: 9
Training time: 21.93 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_1L_128U_mean_unified_run3-OUT-epoch=04-Val_f1-ma=1.00.ckpt
Acc Test: tensor(1.)
F1-macro Test: tensor(1.)
F1 for each class: tensor([1., 1., 1., 1., 1.])
Training + Testing time: 25.195311546325684

----------- Run #4-----------


Training stopped on epoch: 8
Training time: 20.38 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_1L_128U_mean_unified_run4-OUT-epoch=03-Val_f1-ma=1.00.ckpt
Acc Test: tensor(0.9977)
F1-macro Test: tensor(0.9977)
F1 for each class: tensor([1.0000, 1.0000, 0.9948, 1.0000, 0.9939])
Training + Testing time: 21.170294046401978

************************************************
RESULTS FOR N_LAYERS: 1  HIDDEN DIM_FEATURES: 128
Test Acc: 0.997 -- std: 0.003
Test F1-macro: 0.997 -- std: 0.003
Test F1 per class: [1.    0.997 0.995 0.997 0.994]
Training time: 22.80 -- std: 3.53
Total time: 24.53 -- std: 4.06
************************************************



TRAINING MODELS SETTING #LAYERS: 1  HIDDEN DIM: 256

----------- Run #0-----------


Training stopped on epoch: 8
Training time: 20.52 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_1L_256U_mean_unified_run0-OUT-epoch=03-Val_f1-ma=1.00.ckpt
Acc Test: tensor(1.)
F1-macro Test: tensor(1.)
F1 for each class: tensor([1., 1., 1., 1., 1.])
Training + Testing time: 21.43720531463623

----------- Run #1-----------


Training stopped on epoch: 7
Training time: 18.15 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_1L_256U_mean_unified_run1-OUT-epoch=02-Val_f1-ma=1.00.ckpt
Acc Test: tensor(0.9977)
F1-macro Test: tensor(0.9977)
F1 for each class: tensor([1.0000, 1.0000, 0.9948, 1.0000, 0.9939])
Training + Testing time: 19.21173334121704

----------- Run #2-----------


Training stopped on epoch: 6
Training time: 16.13 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_1L_256U_mean_unified_run2-OUT-epoch=01-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9887)
F1-macro Test: tensor(0.9880)
F1 for each class: tensor([0.9957, 0.9863, 0.9896, 0.9870, 0.9816])
Training + Testing time: 17.106489896774292

----------- Run #3-----------


Training stopped on epoch: 9
Training time: 23.11 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_1L_256U_mean_unified_run3-OUT-epoch=04-Val_f1-ma=1.00.ckpt
Acc Test: tensor(0.9977)
F1-macro Test: tensor(0.9977)
F1 for each class: tensor([1.0000, 1.0000, 0.9948, 1.0000, 0.9939])
Training + Testing time: 23.928733348846436

----------- Run #4-----------


Training stopped on epoch: 7
Training time: 18.33 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_1L_256U_mean_unified_run4-OUT-epoch=02-Val_f1-ma=1.00.ckpt
Acc Test: tensor(0.9955)
F1-macro Test: tensor(0.9955)
F1 for each class: tensor([1.0000, 1.0000, 0.9896, 1.0000, 0.9878])
Training + Testing time: 19.2116641998291

************************************************
RESULTS FOR N_LAYERS: 1  HIDDEN DIM_FEATURES: 256
Test Acc: 0.996 -- std: 0.004
Test F1-macro: 0.996 -- std: 0.004
Test F1 per class: [0.999 0.997 0.994 0.997 0.991]
Training time: 19.25 -- std: 2.38
Total time: 20.18 -- std: 2.32
************************************************



TRAINING MODELS SETTING #LAYERS: 2  HIDDEN DIM: 64

----------- Run #0-----------


Training stopped on epoch: 9
Training time: 22.52 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_2L_64U_mean_unified_run0-OUT-epoch=04-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9977)
F1-macro Test: tensor(0.9977)
F1 for each class: tensor([1.0000, 1.0000, 0.9948, 1.0000, 0.9939])
Training + Testing time: 23.428200244903564

----------- Run #1-----------


Training stopped on epoch: 9
Training time: 22.51 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_2L_64U_mean_unified_run1-OUT-epoch=04-Val_f1-ma=0.99.ckpt
Acc Test: tensor(1.)
F1-macro Test: tensor(1.)
F1 for each class: tensor([1., 1., 1., 1., 1.])
Training + Testing time: 23.443827152252197

----------- Run #2-----------


Training stopped on epoch: 7
Training time: 18.49 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_2L_64U_mean_unified_run2-OUT-epoch=02-Val_f1-ma=1.00.ckpt
Acc Test: tensor(0.9977)
F1-macro Test: tensor(0.9973)
F1 for each class: tensor([1.0000, 0.9931, 1.0000, 0.9935, 1.0000])
Training + Testing time: 20.079601764678955

----------- Run #3-----------


Training stopped on epoch: 8
Training time: 20.58 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_2L_64U_mean_unified_run3-OUT-epoch=03-Val_f1-ma=0.99.ckpt
Acc Test: tensor(1.)
F1-macro Test: tensor(1.)
F1 for each class: tensor([1., 1., 1., 1., 1.])
Training + Testing time: 21.440750122070312

----------- Run #4-----------


Training stopped on epoch: 8
Training time: 20.63 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_2L_64U_mean_unified_run4-OUT-epoch=03-Val_f1-ma=1.00.ckpt
Acc Test: tensor(0.9977)
F1-macro Test: tensor(0.9977)
F1 for each class: tensor([1.0000, 1.0000, 0.9948, 1.0000, 0.9939])
Training + Testing time: 21.630751371383667

************************************************
RESULTS FOR N_LAYERS: 2  HIDDEN DIM_FEATURES: 64
Test Acc: 0.999 -- std: 0.001
Test F1-macro: 0.999 -- std: 0.001
Test F1 per class: [1.    0.999 0.998 0.999 0.998]
Training time: 20.95 -- std: 1.50
Total time: 22.00 -- std: 1.29
************************************************



TRAINING MODELS SETTING #LAYERS: 2  HIDDEN DIM: 128

----------- Run #0-----------


Training stopped on epoch: 9
Training time: 22.48 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_2L_128U_mean_unified_run0-OUT-epoch=04-Val_f1-ma=1.00.ckpt
Acc Test: tensor(0.9977)
F1-macro Test: tensor(0.9977)
F1 for each class: tensor([1.0000, 1.0000, 0.9949, 1.0000, 0.9938])
Training + Testing time: 23.35123896598816

----------- Run #1-----------


Training stopped on epoch: 6
Training time: 14.81 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_2L_128U_mean_unified_run1-OUT-epoch=01-Val_f1-ma=1.00.ckpt
Acc Test: tensor(0.9887)
F1-macro Test: tensor(0.9883)
F1 for each class: tensor([0.9957, 0.9863, 0.9843, 0.9935, 0.9816])
Training + Testing time: 15.719439029693604

----------- Run #2-----------


Training stopped on epoch: 5
Training time: 12.40 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_2L_128U_mean_unified_run2-OUT-epoch=00-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9729)
F1-macro Test: tensor(0.9710)
F1 for each class: tensor([0.9957, 0.9664, 0.9684, 0.9673, 0.9571])
Training + Testing time: 13.330512762069702

----------- Run #3-----------


Training stopped on epoch: 9
Training time: 21.26 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_2L_128U_mean_unified_run3-OUT-epoch=04-Val_f1-ma=0.99.ckpt
Acc Test: tensor(1.)
F1-macro Test: tensor(1.)
F1 for each class: tensor([1., 1., 1., 1., 1.])
Training + Testing time: 22.668382167816162

----------- Run #4-----------


Training stopped on epoch: 11
Training time: 24.80 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_2L_128U_mean_unified_run4-OUT-epoch=06-Val_f1-ma=1.00.ckpt
Acc Test: tensor(1.)
F1-macro Test: tensor(1.)
F1 for each class: tensor([1., 1., 1., 1., 1.])
Training + Testing time: 25.688217639923096

************************************************
RESULTS FOR N_LAYERS: 2  HIDDEN DIM_FEATURES: 128
Test Acc: 0.992 -- std: 0.010
Test F1-macro: 0.991 -- std: 0.011
Test F1 per class: [0.998 0.991 0.99  0.992 0.986]
Training time: 19.15 -- std: 4.73
Total time: 20.15 -- std: 4.76
************************************************



TRAINING MODELS SETTING #LAYERS: 2  HIDDEN DIM: 256

----------- Run #0-----------


Training stopped on epoch: 6
Training time: 14.65 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_2L_256U_mean_unified_run0-OUT-epoch=01-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9932)
F1-macro Test: tensor(0.9930)
F1 for each class: tensor([0.9957, 0.9931, 0.9948, 0.9935, 0.9877])
Training + Testing time: 15.557187557220459

----------- Run #1-----------


Training stopped on epoch: 6
Training time: 14.94 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_2L_256U_mean_unified_run1-OUT-epoch=01-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9910)
F1-macro Test: tensor(0.9914)
F1 for each class: tensor([0.9871, 1.0000, 0.9948, 1.0000, 0.9750])
Training + Testing time: 16.50810718536377

----------- Run #2-----------


Training stopped on epoch: 8
Training time: 18.76 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_2L_256U_mean_unified_run2-OUT-epoch=03-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9977)
F1-macro Test: tensor(0.9977)
F1 for each class: tensor([1.0000, 1.0000, 0.9948, 1.0000, 0.9939])
Training + Testing time: 19.799164295196533

----------- Run #3-----------


Training stopped on epoch: 10
Training time: 23.70 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_2L_256U_mean_unified_run3-OUT-epoch=05-Val_f1-ma=0.99.ckpt
Acc Test: tensor(1.)
F1-macro Test: tensor(1.)
F1 for each class: tensor([1., 1., 1., 1., 1.])
Training + Testing time: 24.66131830215454

----------- Run #4-----------


Training stopped on epoch: 5
Training time: 12.87 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_2L_256U_mean_unified_run4-OUT-epoch=02-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9910)
F1-macro Test: tensor(0.9913)
F1 for each class: tensor([0.9957, 1.0000, 0.9789, 1.0000, 0.9818])
Training + Testing time: 13.855888366699219

************************************************
RESULTS FOR N_LAYERS: 2  HIDDEN DIM_FEATURES: 256
Test Acc: 0.995 -- std: 0.004
Test F1-macro: 0.995 -- std: 0.004
Test F1 per class: [0.996 0.999 0.993 0.999 0.988]
Training time: 16.98 -- std: 3.87
Total time: 18.08 -- std: 3.82
************************************************



TRAINING MODELS SETTING #LAYERS: 3  HIDDEN DIM: 64

----------- Run #0-----------


Training stopped on epoch: 7
Training time: 17.28 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_3L_64U_mean_unified_run0-OUT-epoch=07-Val_f1-ma=0.99.ckpt
Acc Test: tensor(1.)
F1-macro Test: tensor(1.)
F1 for each class: tensor([1., 1., 1., 1., 1.])
Training + Testing time: 18.139565229415894

----------- Run #1-----------


Training stopped on epoch: 9
Training time: 22.01 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_3L_64U_mean_unified_run1-OUT-epoch=04-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9977)
F1-macro Test: tensor(0.9977)
F1 for each class: tensor([1.0000, 1.0000, 0.9948, 1.0000, 0.9939])
Training + Testing time: 23.926857471466064

----------- Run #2-----------


Training stopped on epoch: 7
Training time: 17.59 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_3L_64U_mean_unified_run2-OUT-epoch=02-Val_f1-ma=1.00.ckpt
Acc Test: tensor(0.9932)
F1-macro Test: tensor(0.9933)
F1 for each class: tensor([0.9957, 1.0000, 0.9896, 0.9936, 0.9877])
Training + Testing time: 18.54164481163025

----------- Run #3-----------


Training stopped on epoch: 6
Training time: 15.39 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_3L_64U_mean_unified_run3-OUT-epoch=01-Val_f1-ma=1.00.ckpt
Acc Test: tensor(0.9932)
F1-macro Test: tensor(0.9934)
F1 for each class: tensor([0.9957, 1.0000, 0.9896, 1.0000, 0.9816])
Training + Testing time: 16.144771337509155

----------- Run #4-----------


Training stopped on epoch: 7
Training time: 18.28 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_3L_64U_mean_unified_run4-OUT-epoch=02-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9932)
F1-macro Test: tensor(0.9933)
F1 for each class: tensor([0.9957, 1.0000, 0.9897, 1.0000, 0.9814])
Training + Testing time: 19.287092208862305

************************************************
RESULTS FOR N_LAYERS: 3  HIDDEN DIM_FEATURES: 64
Test Acc: 0.995 -- std: 0.003
Test F1-macro: 0.996 -- std: 0.003
Test F1 per class: [0.997 1.    0.993 0.999 0.989]
Training time: 18.11 -- std: 2.17
Total time: 19.21 -- std: 2.58
************************************************



TRAINING MODELS SETTING #LAYERS: 3  HIDDEN DIM: 128

----------- Run #0-----------


Training stopped on epoch: 5
Training time: 16.52 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_3L_128U_mean_unified_run0-OUT-epoch=00-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9752)
F1-macro Test: tensor(0.9742)
F1 for each class: tensor([0.9914, 0.9730, 0.9626, 0.9806, 0.9634])
Training + Testing time: 18.06079888343811

----------- Run #1-----------


Training stopped on epoch: 7
Training time: 17.59 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_3L_128U_mean_unified_run1-OUT-epoch=02-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9910)
F1-macro Test: tensor(0.9903)
F1 for each class: tensor([0.9957, 0.9861, 0.9948, 0.9872, 0.9877])
Training + Testing time: 18.68409037590027

----------- Run #2-----------


Training stopped on epoch: 10
Training time: 25.09 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_3L_128U_mean_unified_run2-OUT-epoch=05-Val_f1-ma=1.00.ckpt
Acc Test: tensor(0.9977)
F1-macro Test: tensor(0.9977)
F1 for each class: tensor([1.0000, 1.0000, 0.9948, 1.0000, 0.9939])
Training + Testing time: 26.774930000305176

----------- Run #3-----------


Training stopped on epoch: 7
Training time: 17.59 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_3L_128U_mean_unified_run3-OUT-epoch=02-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9955)
F1-macro Test: tensor(0.9952)
F1 for each class: tensor([1.0000, 1.0000, 0.9948, 0.9936, 0.9877])
Training + Testing time: 18.471184730529785

----------- Run #4-----------


Training stopped on epoch: 10
Training time: 25.42 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_3L_128U_mean_unified_run4-OUT-epoch=05-Val_f1-ma=1.00.ckpt
Acc Test: tensor(0.9977)
F1-macro Test: tensor(0.9977)
F1 for each class: tensor([1.0000, 1.0000, 0.9948, 1.0000, 0.9939])
Training + Testing time: 26.27582836151123

************************************************
RESULTS FOR N_LAYERS: 3  HIDDEN DIM_FEATURES: 128
Test Acc: 0.991 -- std: 0.008
Test F1-macro: 0.991 -- std: 0.009
Test F1 per class: [0.997 0.992 0.988 0.992 0.985]
Training time: 20.44 -- std: 3.95
Total time: 21.65 -- std: 3.99
************************************************



TRAINING MODELS SETTING #LAYERS: 3  HIDDEN DIM: 256

----------- Run #0-----------


Training stopped on epoch: 8
Training time: 20.56 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_3L_256U_mean_unified_run0-OUT-epoch=03-Val_f1-ma=1.00.ckpt
Acc Test: tensor(1.)
F1-macro Test: tensor(1.)
F1 for each class: tensor([1., 1., 1., 1., 1.])
Training + Testing time: 21.70028829574585

----------- Run #1-----------


Training stopped on epoch: 7
Training time: 18.27 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_3L_256U_mean_unified_run1-OUT-epoch=02-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9887)
F1-macro Test: tensor(0.9890)
F1 for each class: tensor([0.9914, 1.0000, 0.9843, 1.0000, 0.9693])
Training + Testing time: 19.390443563461304

----------- Run #2-----------


Training stopped on epoch: 11
Training time: 27.34 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_3L_256U_mean_unified_run2-OUT-epoch=06-Val_f1-ma=1.00.ckpt
Acc Test: tensor(1.)
F1-macro Test: tensor(1.)
F1 for each class: tensor([1., 1., 1., 1., 1.])
Training + Testing time: 28.464579582214355

----------- Run #3-----------


Training stopped on epoch: 7
Training time: 19.29 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_3L_256U_mean_unified_run3-OUT-epoch=05-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9977)
F1-macro Test: tensor(0.9973)
F1 for each class: tensor([1.0000, 0.9930, 1.0000, 0.9936, 1.0000])
Training + Testing time: 20.364503145217896

----------- Run #4-----------


Training stopped on epoch: 9
Training time: 22.67 secs
Best model path: /anonymized/path/to/model/folder/GAT/mean_unified/GAT_3L_256U_mean_unified_run4-OUT-epoch=04-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9977)
F1-macro Test: tensor(0.9977)
F1 for each class: tensor([1.0000, 1.0000, 0.9948, 1.0000, 0.9939])
Training + Testing time: 23.727932929992676

************************************************
RESULTS FOR N_LAYERS: 3  HIDDEN DIM_FEATURES: 256
Test Acc: 0.997 -- std: 0.004
Test F1-macro: 0.997 -- std: 0.004
Test F1 per class: [0.998 0.999 0.996 0.999 0.993]
Training time: 21.63 -- std: 3.21
Total time: 22.73 -- std: 3.22
************************************************


