================================================
Heuristic Graph Creation/Loading Time: window
================================================
[TRAIN] Dataset creation time:  24.26021957397461
[VAL] Dataset creation time:  3.9302570819854736
[TEST] Dataset creation time:  7.878162145614624

TRAINING MODELS SETTING #LAYERS: 1  HIDDEN DIM: 64

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


Training stopped on epoch: 10
Training time: 32.66 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_1L_64U_window_run0-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, 0.9931, 1.0000, 0.9935, 1.0000])
Training + Testing time: 33.43044948577881

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


Training stopped on epoch: 9
Training time: 20.72 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_1L_64U_window_run1-OUT-epoch=04-Val_f1-ma=1.00.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: 21.486627101898193

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


Training stopped on epoch: 8
Training time: 19.36 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_1L_64U_window_run2-OUT-epoch=03-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9865)
F1-macro Test: tensor(0.9861)
F1 for each class: tensor([0.9957, 0.9931, 0.9792, 0.9870, 0.9756])
Training + Testing time: 20.13615083694458

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


Training stopped on epoch: 9
Training time: 21.47 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_1L_64U_window_run3-OUT-epoch=04-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: 22.271273612976074

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


Training stopped on epoch: 8
Training time: 18.82 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_1L_64U_window_run4-OUT-epoch=03-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9910)
F1-macro Test: tensor(0.9906)
F1 for each class: tensor([0.9957, 0.9931, 0.9897, 0.9870, 0.9877])
Training + Testing time: 19.644033432006836

************************************************
RESULTS FOR N_LAYERS: 1  HIDDEN DIM_FEATURES: 64
Test Acc: 0.992 -- std: 0.004
Test F1-macro: 0.992 -- std: 0.004
Test F1 per class: [0.998 0.993 0.99  0.991 0.988]
Training time: 22.61 -- std: 5.12
Total time: 23.39 -- std: 5.10
************************************************



TRAINING MODELS SETTING #LAYERS: 1  HIDDEN DIM: 128

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


Training stopped on epoch: 8
Training time: 19.20 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_1L_128U_window_run0-OUT-epoch=03-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9910)
F1-macro Test: tensor(0.9906)
F1 for each class: tensor([1.0000, 0.9931, 0.9843, 0.9935, 0.9818])
Training + Testing time: 20.155879735946655

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


Training stopped on epoch: 8
Training time: 19.33 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_1L_128U_window_run1-OUT-epoch=03-Val_f1-ma=0.99.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: 20.17521095275879

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


Training stopped on epoch: 10
Training time: 23.19 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_1L_128U_window_run2-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: 24.0577974319458

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


Training stopped on epoch: 9
Training time: 20.89 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_1L_128U_window_run3-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: 21.760196685791016

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


Training stopped on epoch: 10
Training time: 23.98 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_1L_128U_window_run4-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: 24.79954981803894

************************************************
RESULTS FOR N_LAYERS: 1  HIDDEN DIM_FEATURES: 128
Test Acc: 0.997 -- std: 0.003
Test F1-macro: 0.997 -- std: 0.004
Test F1 per class: [0.999 0.999 0.995 0.999 0.993]
Training time: 21.32 -- std: 1.96
Total time: 22.19 -- std: 1.93
************************************************



TRAINING MODELS SETTING #LAYERS: 1  HIDDEN DIM: 256

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


Training stopped on epoch: 6
Training time: 15.25 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_1L_256U_window_run0-OUT-epoch=01-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9842)
F1-macro Test: tensor(0.9839)
F1 for each class: tensor([0.9957, 0.9931, 0.9738, 0.9870, 0.9697])
Training + Testing time: 16.09483814239502

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


Training stopped on epoch: 8
Training time: 19.58 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_1L_256U_window_run1-OUT-epoch=03-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9977)
F1-macro Test: tensor(0.9973)
F1 for each class: tensor([1.0000, 0.9931, 1.0000, 0.9935, 1.0000])
Training + Testing time: 20.694867372512817

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


Training stopped on epoch: 7
Training time: 19.08 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_1L_256U_window_run2-OUT-epoch=02-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9955)
F1-macro Test: tensor(0.9950)
F1 for each class: tensor([1.0000, 0.9931, 0.9948, 0.9872, 1.0000])
Training + Testing time: 19.934016942977905

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


Training stopped on epoch: 7
Training time: 19.72 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_1L_256U_window_run3-OUT-epoch=02-Val_f1-ma=0.98.ckpt
Acc Test: tensor(0.9910)
F1-macro Test: tensor(0.9912)
F1 for each class: tensor([0.9914, 1.0000, 0.9896, 0.9936, 0.9814])
Training + Testing time: 20.93800640106201

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


Training stopped on epoch: 7
Training time: 19.07 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_1L_256U_window_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, 0.9896, 0.9936, 0.9877])
Training + Testing time: 19.933051586151123

************************************************
RESULTS FOR N_LAYERS: 1  HIDDEN DIM_FEATURES: 256
Test Acc: 0.992 -- std: 0.005
Test F1-macro: 0.992 -- std: 0.005
Test F1 per class: [0.997 0.996 0.99  0.991 0.988]
Training time: 18.54 -- std: 1.67
Total time: 19.52 -- std: 1.76
************************************************



TRAINING MODELS SETTING #LAYERS: 2  HIDDEN DIM: 64

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


Training stopped on epoch: 7
Training time: 18.71 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_2L_64U_window_run0-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: 20.552254676818848

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


Training stopped on epoch: 7
Training time: 18.40 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_2L_64U_window_run1-OUT-epoch=02-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9910)
F1-macro Test: tensor(0.9909)
F1 for each class: tensor([1.0000, 1.0000, 0.9794, 0.9935, 0.9816])
Training + Testing time: 19.210700511932373

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


Training stopped on epoch: 7
Training time: 18.11 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_2L_64U_window_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: 19.002987146377563

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


Training stopped on epoch: 8
Training time: 21.00 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_2L_64U_window_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: 21.90641975402832

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


Training stopped on epoch: 9
Training time: 22.93 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_2L_64U_window_run4-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: 23.884942054748535

************************************************
RESULTS FOR N_LAYERS: 2  HIDDEN DIM_FEATURES: 64
Test Acc: 0.998 -- std: 0.003
Test F1-macro: 0.998 -- std: 0.004
Test F1 per class: [1.    1.    0.995 0.999 0.995]
Training time: 19.83 -- std: 1.86
Total time: 20.91 -- std: 1.82
************************************************



TRAINING MODELS SETTING #LAYERS: 2  HIDDEN DIM: 128

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


Training stopped on epoch: 9
Training time: 23.77 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_2L_128U_window_run0-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: 24.557368278503418

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


Training stopped on epoch: 7
Training time: 18.83 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_2L_128U_window_run1-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: 20.2680766582489

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


Training stopped on epoch: 6
Training time: 16.75 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_2L_128U_window_run2-OUT-epoch=01-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9842)
F1-macro Test: tensor(0.9826)
F1 for each class: tensor([1.0000, 0.9722, 0.9846, 0.9804, 0.9756])
Training + Testing time: 17.92592144012451

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


Training stopped on epoch: 10
Training time: 24.74 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_2L_128U_window_run3-OUT-epoch=05-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: 25.55595302581787

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


Training stopped on epoch: 9
Training time: 22.28 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_2L_128U_window_run4-OUT-epoch=04-Val_f1-ma=0.98.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: 23.139188528060913

************************************************
RESULTS FOR N_LAYERS: 2  HIDDEN DIM_FEATURES: 128
Test Acc: 0.996 -- std: 0.006
Test F1-macro: 0.996 -- std: 0.007
Test F1 per class: [1.    0.993 0.997 0.995 0.995]
Training time: 21.27 -- std: 3.02
Total time: 22.29 -- std: 2.82
************************************************



TRAINING MODELS SETTING #LAYERS: 2  HIDDEN DIM: 256

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


Training stopped on epoch: 11
Training time: 26.84 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_2L_256U_window_run0-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: 28.72181272506714

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


Training stopped on epoch: 7
Training time: 18.47 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_2L_256U_window_run1-OUT-epoch=02-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: 19.38128089904785

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


Training stopped on epoch: 7
Training time: 18.58 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_2L_256U_window_run2-OUT-epoch=02-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: 19.515536785125732

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


Training stopped on epoch: 7
Training time: 18.69 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_2L_256U_window_run3-OUT-epoch=02-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: 19.546510934829712

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


Training stopped on epoch: 7
Training time: 18.24 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_2L_256U_window_run4-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, 0.9930, 0.9896, 0.9936, 0.9878])
Training + Testing time: 19.195476293563843

************************************************
RESULTS FOR N_LAYERS: 2  HIDDEN DIM_FEATURES: 256
Test Acc: 0.998 -- std: 0.002
Test F1-macro: 0.998 -- std: 0.003
Test F1 per class: [1.    0.999 0.996 0.999 0.995]
Training time: 20.17 -- std: 3.34
Total time: 21.27 -- std: 3.73
************************************************



TRAINING MODELS SETTING #LAYERS: 3  HIDDEN DIM: 64

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


Training stopped on epoch: 8
Training time: 20.71 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_3L_64U_window_run0-OUT-epoch=03-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9887)
F1-macro Test: tensor(0.9883)
F1 for each class: tensor([1.0000, 0.9931, 0.9789, 0.9935, 0.9759])
Training + Testing time: 21.6564359664917

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


Training stopped on epoch: 7
Training time: 18.71 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_3L_64U_window_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: 20.48633623123169

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


Training stopped on epoch: 10
Training time: 26.04 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_3L_64U_window_run2-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: 26.929970026016235

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


Training stopped on epoch: 7
Training time: 18.62 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_3L_64U_window_run3-OUT-epoch=02-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: 19.552701950073242

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


Training stopped on epoch: 8
Training time: 21.82 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_3L_64U_window_run4-OUT-epoch=03-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, 0.9898, 0.9935, 0.9938])
Training + Testing time: 22.664896488189697

************************************************
RESULTS FOR N_LAYERS: 3  HIDDEN DIM_FEATURES: 64
Test Acc: 0.995 -- std: 0.004
Test F1-macro: 0.995 -- std: 0.004
Test F1 per class: [1.    0.997 0.991 0.996 0.99 ]
Training time: 21.18 -- std: 2.72
Total time: 22.26 -- std: 2.56
************************************************



TRAINING MODELS SETTING #LAYERS: 3  HIDDEN DIM: 128

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


Training stopped on epoch: 6
Training time: 16.84 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_3L_128U_window_run0-OUT-epoch=01-Val_f1-ma=0.99.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: 17.774052143096924

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


Training stopped on epoch: 11
Training time: 28.47 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_3L_128U_window_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: 29.35319185256958

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


Training stopped on epoch: 11
Training time: 28.57 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_3L_128U_window_run2-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: 29.467122793197632

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


Training stopped on epoch: 8
Training time: 24.04 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_3L_128U_window_run3-OUT-epoch=03-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9932)
F1-macro Test: tensor(0.9932)
F1 for each class: tensor([1.0000, 1.0000, 0.9843, 1.0000, 0.9818])
Training + Testing time: 26.681620836257935

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


Training stopped on epoch: 5
Training time: 16.57 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_3L_128U_window_run4-OUT-epoch=00-Val_f1-ma=0.98.ckpt
Acc Test: tensor(0.9684)
F1-macro Test: tensor(0.9660)
F1 for each class: tensor([0.9914, 0.9524, 0.9684, 0.9625, 0.9554])
Training + Testing time: 17.458293914794922

************************************************
RESULTS FOR N_LAYERS: 3  HIDDEN DIM_FEATURES: 128
Test Acc: 0.990 -- std: 0.011
Test F1-macro: 0.990 -- std: 0.012
Test F1 per class: [0.998 0.99  0.985 0.993 0.981]
Training time: 22.90 -- std: 5.32
Total time: 24.15 -- std: 5.43
************************************************



TRAINING MODELS SETTING #LAYERS: 3  HIDDEN DIM: 256

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


Training stopped on epoch: 5
Training time: 14.44 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_3L_256U_window_run0-OUT-epoch=00-Val_f1-ma=0.98.ckpt
Acc Test: tensor(0.9707)
F1-macro Test: tensor(0.9689)
F1 for each class: tensor([0.9956, 0.9664, 0.9579, 0.9605, 0.9639])
Training + Testing time: 15.481577157974243

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


Training stopped on epoch: 10
Training time: 26.77 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_3L_256U_window_run1-OUT-epoch=05-Val_f1-ma=0.98.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: 27.702620029449463

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


Training stopped on epoch: 7
Training time: 19.56 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_3L_256U_window_run2-OUT-epoch=02-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9932)
F1-macro Test: tensor(0.9927)
F1 for each class: tensor([1.0000, 0.9863, 0.9896, 1.0000, 0.9877])
Training + Testing time: 20.430705070495605

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


Training stopped on epoch: 10
Training time: 26.52 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_3L_256U_window_run3-OUT-epoch=05-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9955)
F1-macro Test: tensor(0.9962)
F1 for each class: tensor([0.9914, 1.0000, 0.9896, 1.0000, 1.0000])
Training + Testing time: 27.49691653251648

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


Training stopped on epoch: 12
Training time: 31.10 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/window/GAT_3L_256U_window_run4-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: 32.72799873352051

************************************************
RESULTS FOR N_LAYERS: 3  HIDDEN DIM_FEATURES: 256
Test Acc: 0.991 -- std: 0.011
Test F1-macro: 0.991 -- std: 0.011
Test F1 per class: [0.997 0.989 0.987 0.991 0.99 ]
Training time: 23.68 -- std: 5.92
Total time: 24.77 -- std: 6.07
************************************************


