================================================
Heuristic Graph Creation/Loading Time: order
================================================
[TRAIN] Dataset creation time:  21.838608503341675
[VAL] Dataset creation time:  3.8886501789093018
[TEST] Dataset creation time:  7.19855260848999

TRAINING MODELS SETTING #LAYERS: 1  HIDDEN DIM: 64

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


Training stopped on epoch: 10
Training time: 31.09 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_1L_64U_order_run0-OUT-epoch=05-Val_f1-ma=1.00.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: 31.856252670288086

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


Training stopped on epoch: 13
Training time: 28.47 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_1L_64U_order_run1-OUT-epoch=08-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: 29.25496506690979

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


Training stopped on epoch: 7
Training time: 16.70 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_1L_64U_order_run2-OUT-epoch=02-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9797)
F1-macro Test: tensor(0.9788)
F1 for each class: tensor([0.9957, 0.9863, 0.9688, 0.9737, 0.9697])
Training + Testing time: 17.486654043197632

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


Training stopped on epoch: 8
Training time: 17.73 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_1L_64U_order_run3-OUT-epoch=03-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9842)
F1-macro Test: tensor(0.9833)
F1 for each class: tensor([0.9957, 0.9861, 0.9843, 0.9809, 0.9693])
Training + Testing time: 18.52045249938965

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


Training stopped on epoch: 10
Training time: 22.51 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_1L_64U_order_run4-OUT-epoch=05-Val_f1-ma=0.99.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: 23.300872802734375

************************************************
RESULTS FOR N_LAYERS: 1  HIDDEN DIM_FEATURES: 64
Test Acc: 0.990 -- std: 0.007
Test F1-macro: 0.989 -- std: 0.007
Test F1 per class: [0.997 0.993 0.986 0.99  0.98 ]
Training time: 23.30 -- std: 5.70
Total time: 24.08 -- std: 5.70
************************************************



TRAINING MODELS SETTING #LAYERS: 1  HIDDEN DIM: 128

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


Training stopped on epoch: 8
Training time: 18.26 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_1L_128U_order_run0-OUT-epoch=03-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: 19.040634393692017

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


Training stopped on epoch: 8
Training time: 18.07 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_1L_128U_order_run1-OUT-epoch=03-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: 18.898003578186035

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


Training stopped on epoch: 9
Training time: 19.96 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_1L_128U_order_run2-OUT-epoch=04-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: 20.757699728012085

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


Training stopped on epoch: 8
Training time: 18.18 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_1L_128U_order_run3-OUT-epoch=03-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: 18.955616235733032

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


Training stopped on epoch: 8
Training time: 21.09 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_1L_128U_order_run4-OUT-epoch=03-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: 21.884587049484253

************************************************
RESULTS FOR N_LAYERS: 1  HIDDEN DIM_FEATURES: 128
Test Acc: 0.995 -- std: 0.002
Test F1-macro: 0.995 -- std: 0.002
Test F1 per class: [0.999 0.993 0.995 0.994 0.993]
Training time: 19.11 -- std: 1.21
Total time: 19.91 -- std: 1.21
************************************************



TRAINING MODELS SETTING #LAYERS: 1  HIDDEN DIM: 256

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


Training stopped on epoch: 7
Training time: 15.97 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_1L_256U_order_run0-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, 0.9936, 1.0000])
Training + Testing time: 16.744170665740967

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


Training stopped on epoch: 7
Training time: 15.60 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_1L_256U_order_run1-OUT-epoch=02-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: 16.38469934463501

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


Training stopped on epoch: 7
Training time: 16.94 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_1L_256U_order_run2-OUT-epoch=02-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: 18.406551122665405

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


Training stopped on epoch: 6
Training time: 14.01 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_1L_256U_order_run3-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([0.9957, 0.9931, 0.9792, 0.9870, 0.9756])
Training + Testing time: 14.837314128875732

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


Training stopped on epoch: 7
Training time: 16.21 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_1L_256U_order_run4-OUT-epoch=02-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: 16.99153757095337

************************************************
RESULTS FOR N_LAYERS: 1  HIDDEN DIM_FEATURES: 256
Test Acc: 0.992 -- std: 0.004
Test F1-macro: 0.992 -- std: 0.004
Test F1 per class: [0.999 0.994 0.987 0.992 0.987]
Training time: 15.74 -- std: 0.97
Total time: 16.67 -- std: 1.15
************************************************



TRAINING MODELS SETTING #LAYERS: 2  HIDDEN DIM: 64

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


Training stopped on epoch: 10
Training time: 21.83 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_2L_64U_order_run0-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: 23.607044458389282

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


Training stopped on epoch: 8
Training time: 18.86 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_2L_64U_order_run1-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: 19.660643815994263

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


Training stopped on epoch: 8
Training time: 18.32 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_2L_64U_order_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: 19.090234994888306

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


Training stopped on epoch: 6
Training time: 14.33 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_2L_64U_order_run3-OUT-epoch=02-Val_f1-ma=0.98.ckpt
Acc Test: tensor(0.9910)
F1-macro Test: tensor(0.9904)
F1 for each class: tensor([1.0000, 0.9931, 0.9846, 0.9804, 0.9939])
Training + Testing time: 15.05659818649292

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


Training stopped on epoch: 7
Training time: 16.15 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_2L_64U_order_run4-OUT-epoch=02-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: 16.926135063171387

************************************************
RESULTS FOR N_LAYERS: 2  HIDDEN DIM_FEATURES: 64
Test Acc: 0.997 -- std: 0.003
Test F1-macro: 0.997 -- std: 0.004
Test F1 per class: [1.    0.997 0.995 0.995 0.996]
Training time: 17.90 -- std: 2.54
Total time: 18.87 -- std: 2.88
************************************************



TRAINING MODELS SETTING #LAYERS: 2  HIDDEN DIM: 128

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


Training stopped on epoch: 8
Training time: 18.24 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_2L_128U_order_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: 19.102497577667236

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


Training stopped on epoch: 8
Training time: 18.40 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_2L_128U_order_run1-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: 19.279428958892822

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


Training stopped on epoch: 11
Training time: 25.09 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_2L_128U_order_run2-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: 25.936479091644287

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


Training stopped on epoch: 7
Training time: 18.51 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_2L_128U_order_run3-OUT-epoch=02-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9932)
F1-macro Test: tensor(0.9935)
F1 for each class: tensor([0.9914, 1.0000, 0.9949, 1.0000, 0.9811])
Training + Testing time: 19.27042245864868

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


Training stopped on epoch: 7
Training time: 16.54 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_2L_128U_order_run4-OUT-epoch=03-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: 17.449721574783325

************************************************
RESULTS FOR N_LAYERS: 2  HIDDEN DIM_FEATURES: 128
Test Acc: 0.998 -- std: 0.003
Test F1-macro: 0.998 -- std: 0.003
Test F1 per class: [0.998 0.999 0.998 0.999 0.995]
Training time: 19.35 -- std: 2.96
Total time: 20.21 -- std: 2.95
************************************************



TRAINING MODELS SETTING #LAYERS: 2  HIDDEN DIM: 256

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


Training stopped on epoch: 12
Training time: 28.59 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_2L_256U_order_run0-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: 29.474238395690918

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


Training stopped on epoch: 8
Training time: 19.76 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_2L_256U_order_run1-OUT-epoch=03-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: 20.55448842048645

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


Training stopped on epoch: 6
Training time: 15.39 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_2L_256U_order_run2-OUT-epoch=01-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: 16.279771089553833

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


Training stopped on epoch: 7
Training time: 18.03 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_2L_256U_order_run3-OUT-epoch=02-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: 18.817695140838623

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


Training stopped on epoch: 8
Training time: 20.25 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_2L_256U_order_run4-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: 21.141233205795288

************************************************
RESULTS FOR N_LAYERS: 2  HIDDEN DIM_FEATURES: 256
Test Acc: 0.997 -- std: 0.003
Test F1-macro: 0.997 -- std: 0.003
Test F1 per class: [1.    0.997 0.996 0.997 0.995]
Training time: 20.40 -- std: 4.43
Total time: 21.25 -- std: 4.44
************************************************



TRAINING MODELS SETTING #LAYERS: 3  HIDDEN DIM: 64

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


Training stopped on epoch: 8
Training time: 19.81 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_3L_64U_order_run0-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: 21.318873167037964

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


Training stopped on epoch: 8
Training time: 19.93 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_3L_64U_order_run1-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: 20.81382942199707

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


Training stopped on epoch: 8
Training time: 20.21 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_3L_64U_order_run2-OUT-epoch=03-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9955)
F1-macro Test: tensor(0.9958)
F1 for each class: tensor([0.9957, 1.0000, 0.9896, 1.0000, 0.9939])
Training + Testing time: 21.081075429916382

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


Training stopped on epoch: 12
Training time: 28.23 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_3L_64U_order_run3-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: 29.170334100723267

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


Training stopped on epoch: 6
Training time: 15.95 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_3L_64U_order_run4-OUT-epoch=03-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, 1.0000, 0.9814])
Training + Testing time: 16.962451934814453

************************************************
RESULTS FOR N_LAYERS: 3  HIDDEN DIM_FEATURES: 64
Test Acc: 0.997 -- std: 0.003
Test F1-macro: 0.997 -- std: 0.003
Test F1 per class: [0.998 0.999 0.996 1.    0.994]
Training time: 20.83 -- std: 4.02
Total time: 21.87 -- std: 3.99
************************************************



TRAINING MODELS SETTING #LAYERS: 3  HIDDEN DIM: 128

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


Training stopped on epoch: 7
Training time: 20.35 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_3L_128U_order_run0-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: 21.278615951538086

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


Training stopped on epoch: 12
Training time: 34.15 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_3L_128U_order_run1-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: 35.078407526016235

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


Training stopped on epoch: 7
Training time: 19.86 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_3L_128U_order_run2-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: 20.696528434753418

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


Training stopped on epoch: 6
Training time: 16.88 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_3L_128U_order_run3-OUT-epoch=01-Val_f1-ma=1.00.ckpt
Acc Test: tensor(0.9887)
F1-macro Test: tensor(0.9885)
F1 for each class: tensor([1.0000, 1.0000, 0.9789, 0.9936, 0.9697])
Training + Testing time: 17.76044011116028

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


Training stopped on epoch: 12
Training time: 30.97 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_3L_128U_order_run4-OUT-epoch=07-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: 31.90276074409485

************************************************
RESULTS FOR N_LAYERS: 3  HIDDEN DIM_FEATURES: 128
Test Acc: 0.996 -- std: 0.004
Test F1-macro: 0.996 -- std: 0.004
Test F1 per class: [1.    1.    0.992 0.999 0.989]
Training time: 24.44 -- std: 6.81
Total time: 25.34 -- std: 6.83
************************************************



TRAINING MODELS SETTING #LAYERS: 3  HIDDEN DIM: 256

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


Training stopped on epoch: 6
Training time: 17.90 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_3L_256U_order_run0-OUT-epoch=01-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9910)
F1-macro Test: tensor(0.9908)
F1 for each class: tensor([0.9914, 0.9931, 0.9949, 0.9935, 0.9811])
Training + Testing time: 18.981776237487793

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


Training stopped on epoch: 9
Training time: 25.27 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_3L_256U_order_run1-OUT-epoch=04-Val_f1-ma=0.98.ckpt
Acc Test: tensor(0.9955)
F1-macro Test: tensor(0.9950)
F1 for each class: tensor([1.0000, 0.9930, 0.9948, 0.9873, 1.0000])
Training + Testing time: 26.25995421409607

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


Training stopped on epoch: 5
Training time: 15.46 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_3L_256U_order_run2-OUT-epoch=00-Val_f1-ma=0.99.ckpt
Acc Test: tensor(0.9729)
F1-macro Test: tensor(0.9717)
F1 for each class: tensor([0.9871, 0.9660, 0.9681, 0.9677, 0.9693])
Training + Testing time: 16.43643856048584

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


Training stopped on epoch: 10
Training time: 26.69 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_3L_256U_order_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: 27.687065839767456

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


Training stopped on epoch: 9
Training time: 24.35 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/order/GAT_3L_256U_order_run4-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: 25.87056279182434

************************************************
RESULTS FOR N_LAYERS: 3  HIDDEN DIM_FEATURES: 256
Test Acc: 0.992 -- std: 0.010
Test F1-macro: 0.991 -- std: 0.011
Test F1 per class: [0.996 0.99  0.992 0.99  0.99 ]
Training time: 21.93 -- std: 4.42
Total time: 23.05 -- std: 4.47
************************************************


