================================================
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: max
================================================
[TRAIN] Dataset creation time:  90.15316843986511
[VAL] Dataset creation time:  16.346827030181885
[TEST] Dataset creation time:  29.65042734146118

TRAINING MODELS SETTING #LAYERS: 1  HIDDEN DIM: 64

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


Training stopped on epoch: 10
Training time: 29.33 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_1L_64U_max_unified_run0-OUT-epoch=05-Val_f1-ma=0.98.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: 30.179593801498413

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


Training stopped on epoch: 8
Training time: 18.50 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_1L_64U_max_unified_run1-OUT-epoch=03-Val_f1-ma=0.98.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: 19.864104747772217

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


Training stopped on epoch: 9
Training time: 19.71 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_1L_64U_max_unified_run2-OUT-epoch=04-Val_f1-ma=0.98.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: 20.454045057296753

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


Training stopped on epoch: 9
Training time: 20.39 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_1L_64U_max_unified_run3-OUT-epoch=04-Val_f1-ma=0.98.ckpt
Acc Test: tensor(0.9910)
F1-macro Test: tensor(0.9909)
F1 for each class: tensor([0.9957, 0.9931, 0.9843, 1.0000, 0.9816])
Training + Testing time: 21.185104608535767

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


Training stopped on epoch: 12
Training time: 26.56 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_1L_64U_max_unified_run4-OUT-epoch=07-Val_f1-ma=0.98.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: 27.403698444366455

************************************************
RESULTS FOR N_LAYERS: 1  HIDDEN DIM_FEATURES: 64
Test Acc: 0.993 -- std: 0.004
Test F1-macro: 0.993 -- std: 0.005
Test F1 per class: [0.997 0.993 0.991 0.996 0.988]
Training time: 22.90 -- std: 4.26
Total time: 23.82 -- std: 4.18
************************************************



TRAINING MODELS SETTING #LAYERS: 1  HIDDEN DIM: 128

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


Training stopped on epoch: 7
Training time: 16.71 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_1L_128U_max_unified_run0-OUT-epoch=02-Val_f1-ma=0.98.ckpt
Acc Test: tensor(0.9887)
F1-macro Test: tensor(0.9879)
F1 for each class: tensor([0.9957, 0.9796, 0.9896, 0.9870, 0.9877])
Training + Testing time: 17.466508626937866

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


Training stopped on epoch: 8
Training time: 22.61 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_1L_128U_max_unified_run1-OUT-epoch=03-Val_f1-ma=0.98.ckpt
Acc Test: tensor(0.9910)
F1-macro Test: tensor(0.9906)
F1 for each class: tensor([0.9957, 0.9863, 0.9896, 0.9935, 0.9877])
Training + Testing time: 23.36450481414795

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


Training stopped on epoch: 7
Training time: 16.55 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_1L_128U_max_unified_run2-OUT-epoch=02-Val_f1-ma=0.98.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: 17.343860626220703

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


Training stopped on epoch: 11
Training time: 24.23 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_1L_128U_max_unified_run3-OUT-epoch=06-Val_f1-ma=0.98.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: 25.075947523117065

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


Training stopped on epoch: 10
Training time: 23.85 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_1L_128U_max_unified_run4-OUT-epoch=05-Val_f1-ma=0.98.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: 24.693516969680786

************************************************
RESULTS FOR N_LAYERS: 1  HIDDEN DIM_FEATURES: 128
Test Acc: 0.992 -- std: 0.004
Test F1-macro: 0.992 -- std: 0.004
Test F1 per class: [0.997 0.99  0.99  0.995 0.988]
Training time: 20.79 -- std: 3.44
Total time: 21.59 -- std: 3.46
************************************************



TRAINING MODELS SETTING #LAYERS: 1  HIDDEN DIM: 256

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


Training stopped on epoch: 6
Training time: 14.52 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_1L_256U_max_unified_run0-OUT-epoch=01-Val_f1-ma=0.98.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: 15.433527946472168

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


Training stopped on epoch: 6
Training time: 15.01 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_1L_256U_max_unified_run1-OUT-epoch=01-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9819)
F1-macro Test: tensor(0.9811)
F1 for each class: tensor([0.9870, 0.9730, 0.9896, 0.9870, 0.9689])
Training + Testing time: 15.826834917068481

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


Training stopped on epoch: 10
Training time: 22.67 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_1L_256U_max_unified_run2-OUT-epoch=05-Val_f1-ma=0.98.ckpt
Acc Test: tensor(1.)
F1-macro Test: tensor(1.)
F1 for each class: tensor([1., 1., 1., 1., 1.])
Training + Testing time: 23.533804655075073

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


Training stopped on epoch: 6
Training time: 14.47 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_1L_256U_max_unified_run3-OUT-epoch=01-Val_f1-ma=0.98.ckpt
Acc Test: tensor(0.9842)
F1-macro Test: tensor(0.9830)
F1 for each class: tensor([0.9957, 0.9793, 0.9843, 0.9744, 0.9816])
Training + Testing time: 15.42379379272461

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


Training stopped on epoch: 8
Training time: 19.30 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_1L_256U_max_unified_run4-OUT-epoch=03-Val_f1-ma=0.98.ckpt
Acc Test: tensor(0.9955)
F1-macro Test: tensor(0.9956)
F1 for each class: tensor([0.9957, 1.0000, 0.9948, 1.0000, 0.9877])
Training + Testing time: 20.150158166885376

************************************************
RESULTS FOR N_LAYERS: 1  HIDDEN DIM_FEATURES: 256
Test Acc: 0.990 -- std: 0.007
Test F1-macro: 0.989 -- std: 0.007
Test F1 per class: [0.995 0.986 0.991 0.99  0.984]
Training time: 17.19 -- std: 3.28
Total time: 18.07 -- std: 3.26
************************************************



TRAINING MODELS SETTING #LAYERS: 2  HIDDEN DIM: 64

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


Training stopped on epoch: 10
Training time: 22.09 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_2L_64U_max_unified_run0-OUT-epoch=05-Val_f1-ma=0.98.ckpt
Acc Test: tensor(1.)
F1-macro Test: tensor(1.)
F1 for each class: tensor([1., 1., 1., 1., 1.])
Training + Testing time: 22.927067518234253

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


Training stopped on epoch: 10
Training time: 23.76 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_2L_64U_max_unified_run1-OUT-epoch=05-Val_f1-ma=0.98.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: 24.570254802703857

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


Training stopped on epoch: 9
Training time: 21.11 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_2L_64U_max_unified_run2-OUT-epoch=04-Val_f1-ma=0.98.ckpt
Acc Test: tensor(1.)
F1-macro Test: tensor(1.)
F1 for each class: tensor([1., 1., 1., 1., 1.])
Training + Testing time: 23.071812868118286

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


Training stopped on epoch: 6
Training time: 14.96 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_2L_64U_max_unified_run3-OUT-epoch=01-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: 15.743146896362305

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


Training stopped on epoch: 8
Training time: 19.13 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_2L_64U_max_unified_run4-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, 0.9949, 1.0000, 0.9938])
Training + Testing time: 19.988918781280518

************************************************
RESULTS FOR N_LAYERS: 2  HIDDEN DIM_FEATURES: 64
Test Acc: 0.996 -- std: 0.005
Test F1-macro: 0.996 -- std: 0.005
Test F1 per class: [0.999 0.996 0.995 0.997 0.994]
Training time: 20.21 -- std: 3.02
Total time: 21.26 -- std: 3.13
************************************************



TRAINING MODELS SETTING #LAYERS: 2  HIDDEN DIM: 128

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


Training stopped on epoch: 6
Training time: 14.96 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_2L_128U_max_unified_run0-OUT-epoch=01-Val_f1-ma=0.98.ckpt
Acc Test: tensor(0.9910)
F1-macro Test: tensor(0.9909)
F1 for each class: tensor([0.9957, 0.9931, 0.9843, 1.0000, 0.9816])
Training + Testing time: 15.945178031921387

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


Training stopped on epoch: 6
Training time: 14.95 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_2L_128U_max_unified_run1-OUT-epoch=01-Val_f1-ma=0.98.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: 16.233920097351074

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


Training stopped on epoch: 10
Training time: 23.08 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_2L_128U_max_unified_run2-OUT-epoch=05-Val_f1-ma=0.98.ckpt
Acc Test: tensor(1.)
F1-macro Test: tensor(1.)
F1 for each class: tensor([1., 1., 1., 1., 1.])
Training + Testing time: 23.984341859817505

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


Training stopped on epoch: 6
Training time: 15.19 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_2L_128U_max_unified_run3-OUT-epoch=01-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9955)
F1-macro Test: tensor(0.9954)
F1 for each class: tensor([1.0000, 1.0000, 0.9897, 0.9935, 0.9939])
Training + Testing time: 16.05780792236328

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


Training stopped on epoch: 9
Training time: 21.90 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_2L_128U_max_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: 22.743619441986084

************************************************
RESULTS FOR N_LAYERS: 2  HIDDEN DIM_FEATURES: 128
Test Acc: 0.995 -- std: 0.003
Test F1-macro: 0.995 -- std: 0.003
Test F1 per class: [0.998 0.997 0.992 0.997 0.99 ]
Training time: 18.02 -- std: 3.67
Total time: 18.99 -- std: 3.59
************************************************



TRAINING MODELS SETTING #LAYERS: 2  HIDDEN DIM: 256

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


Training stopped on epoch: 11
Training time: 25.61 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_2L_256U_max_unified_run0-OUT-epoch=06-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: 26.45494771003723

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


Training stopped on epoch: 7
Training time: 17.05 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_2L_256U_max_unified_run1-OUT-epoch=02-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9932)
F1-macro Test: tensor(0.9930)
F1 for each class: tensor([1.0000, 0.9931, 0.9843, 1.0000, 0.9878])
Training + Testing time: 17.945587396621704

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


Training stopped on epoch: 6
Training time: 15.17 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_2L_256U_max_unified_run2-OUT-epoch=05-Val_f1-ma=0.98.ckpt
Acc Test: tensor(1.)
F1-macro Test: tensor(1.)
F1 for each class: tensor([1., 1., 1., 1., 1.])
Training + Testing time: 16.04680371284485

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


Training stopped on epoch: 11
Training time: 25.81 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_2L_256U_max_unified_run3-OUT-epoch=06-Val_f1-ma=0.98.ckpt
Acc Test: tensor(1.)
F1-macro Test: tensor(1.)
F1 for each class: tensor([1., 1., 1., 1., 1.])
Training + Testing time: 26.740071773529053

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


Training stopped on epoch: 8
Training time: 19.84 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_2L_256U_max_unified_run4-OUT-epoch=03-Val_f1-ma=0.98.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: 20.78854012489319

************************************************
RESULTS FOR N_LAYERS: 2  HIDDEN DIM_FEATURES: 256
Test Acc: 0.998 -- std: 0.003
Test F1-macro: 0.998 -- std: 0.003
Test F1 per class: [1.    0.999 0.996 1.    0.996]
Training time: 20.69 -- std: 4.36
Total time: 21.60 -- std: 4.36
************************************************



TRAINING MODELS SETTING #LAYERS: 3  HIDDEN DIM: 64

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


Training stopped on epoch: 7
Training time: 17.56 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_3L_64U_max_unified_run0-OUT-epoch=02-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9932)
F1-macro Test: tensor(0.9930)
F1 for each class: tensor([1.0000, 0.9931, 0.9843, 1.0000, 0.9878])
Training + Testing time: 18.469906091690063

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


Training stopped on epoch: 16
Training time: 38.47 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_3L_64U_max_unified_run1-OUT-epoch=11-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: 39.30918264389038

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


Training stopped on epoch: 6
Training time: 15.63 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_3L_64U_max_unified_run2-OUT-epoch=01-Val_f1-ma=0.98.ckpt
Acc Test: tensor(0.9819)
F1-macro Test: tensor(0.9810)
F1 for each class: tensor([0.9871, 0.9730, 0.9896, 0.9870, 0.9686])
Training + Testing time: 16.526479959487915

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


Training stopped on epoch: 11
Training time: 31.90 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_3L_64U_max_unified_run3-OUT-epoch=06-Val_f1-ma=0.98.ckpt
Acc Test: tensor(1.)
F1-macro Test: tensor(1.)
F1 for each class: tensor([1., 1., 1., 1., 1.])
Training + Testing time: 32.83352446556091

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


Training stopped on epoch: 12
Training time: 30.37 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_3L_64U_max_unified_run4-OUT-epoch=07-Val_f1-ma=0.98.ckpt
Acc Test: tensor(1.)
F1-macro Test: tensor(1.)
F1 for each class: tensor([1., 1., 1., 1., 1.])
Training + Testing time: 31.204516410827637

************************************************
RESULTS FOR N_LAYERS: 3  HIDDEN DIM_FEATURES: 64
Test Acc: 0.995 -- std: 0.007
Test F1-macro: 0.995 -- std: 0.007
Test F1 per class: [0.997 0.993 0.995 0.997 0.991]
Training time: 26.79 -- std: 8.78
Total time: 27.67 -- std: 8.76
************************************************



TRAINING MODELS SETTING #LAYERS: 3  HIDDEN DIM: 128

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


Training stopped on epoch: 9
Training time: 23.79 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_3L_128U_max_unified_run0-OUT-epoch=04-Val_f1-ma=0.98.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: 27.27389907836914

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


Training stopped on epoch: 6
Training time: 16.14 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_3L_128U_max_unified_run1-OUT-epoch=01-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9865)
F1-macro Test: tensor(0.9861)
F1 for each class: tensor([0.9914, 0.9863, 0.9843, 0.9870, 0.9816])
Training + Testing time: 16.98808002471924

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


Training stopped on epoch: 11
Training time: 29.23 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_3L_128U_max_unified_run2-OUT-epoch=06-Val_f1-ma=0.98.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: 30.077826023101807

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


Training stopped on epoch: 10
Training time: 25.76 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_3L_128U_max_unified_run3-OUT-epoch=05-Val_f1-ma=0.98.ckpt
Acc Test: tensor(1.)
F1-macro Test: tensor(1.)
F1 for each class: tensor([1., 1., 1., 1., 1.])
Training + Testing time: 26.7682523727417

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


Training stopped on epoch: 14
Training time: 34.98 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_3L_128U_max_unified_run4-OUT-epoch=09-Val_f1-ma=0.98.ckpt
Acc Test: tensor(0.9977)
F1-macro Test: tensor(0.9975)
F1 for each class: tensor([1.0000, 1.0000, 1.0000, 0.9936, 0.9938])
Training + Testing time: 35.93295907974243

************************************************
RESULTS FOR N_LAYERS: 3  HIDDEN DIM_FEATURES: 128
Test Acc: 0.996 -- std: 0.005
Test F1-macro: 0.996 -- std: 0.005
Test F1 per class: [0.998 0.997 0.995 0.996 0.993]
Training time: 25.98 -- std: 6.22
Total time: 27.41 -- std: 6.14
************************************************



TRAINING MODELS SETTING #LAYERS: 3  HIDDEN DIM: 256

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


Training stopped on epoch: 9
Training time: 23.09 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_3L_256U_max_unified_run0-OUT-epoch=04-Val_f1-ma=0.98.ckpt
Acc Test: tensor(1.)
F1-macro Test: tensor(1.)
F1 for each class: tensor([1., 1., 1., 1., 1.])
Training + Testing time: 24.661049127578735

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


Training stopped on epoch: 11
Training time: 29.06 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_3L_256U_max_unified_run1-OUT-epoch=06-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: 31.09517502784729

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


Training stopped on epoch: 11
Training time: 28.09 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_3L_256U_max_unified_run2-OUT-epoch=06-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, 0.9949, 1.0000, 0.9938])
Training + Testing time: 29.074037790298462

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


Training stopped on epoch: 10
Training time: 26.11 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_3L_256U_max_unified_run3-OUT-epoch=05-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: 27.10708785057068

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


Training stopped on epoch: 12
Training time: 29.93 secs
Best model path: /anonymized/path/to/model/folder/GAT/max_unified/GAT_3L_256U_max_unified_run4-OUT-epoch=07-Val_f1-ma=0.98.ckpt
Acc Test: tensor(0.9910)
F1-macro Test: tensor(0.9910)
F1 for each class: tensor([1.0000, 1.0000, 0.9789, 1.0000, 0.9759])
Training + Testing time: 30.82528305053711

************************************************
RESULTS FOR N_LAYERS: 3  HIDDEN DIM_FEATURES: 256
Test Acc: 0.997 -- std: 0.003
Test F1-macro: 0.997 -- std: 0.003
Test F1 per class: [1.    1.    0.993 1.    0.991]
Training time: 27.26 -- std: 2.44
Total time: 28.55 -- std: 2.41
************************************************


