================================================
Heuristic Graph Creation/Loading Time: mean_semantic
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[TRAIN] Dataset creation time:  50.28778672218323
[TEST] Dataset creation time:  42.478798627853394

TRAINING MODELS SETTING #LAYERS: 1  HIDDEN DIM: 64

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


Training stopped on epoch: 13
Training time: 21.59 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_1L_64U_mean_semantic_run0-OUT-epoch=08-Val_f1-ma=0.80.ckpt
Acc Test: tensor(0.9208)
F1-macro Test: tensor(0.9204)
F1 for each class: tensor([0.9152, 0.9257])
Training + Testing time: 23.32994508743286

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


Training stopped on epoch: 23
Training time: 24.90 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_1L_64U_mean_semantic_run1-OUT-epoch=18-Val_f1-ma=0.84.ckpt
Acc Test: tensor(0.9719)
F1-macro Test: tensor(0.9719)
F1 for each class: tensor([0.9711, 0.9727])
Training + Testing time: 25.97225546836853

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


Training stopped on epoch: 9
Training time: 10.68 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_1L_64U_mean_semantic_run2-OUT-epoch=04-Val_f1-ma=0.75.ckpt
Acc Test: tensor(0.8597)
F1-macro Test: tensor(0.8596)
F1 for each class: tensor([0.8547, 0.8644])
Training + Testing time: 11.780494213104248

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


Training stopped on epoch: 10
Training time: 12.82 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_1L_64U_mean_semantic_run3-OUT-epoch=05-Val_f1-ma=0.77.ckpt
Acc Test: tensor(0.8548)
F1-macro Test: tensor(0.8525)
F1 for each class: tensor([0.8340, 0.8710])
Training + Testing time: 13.906362056732178

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


Training stopped on epoch: 9
Training time: 10.76 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_1L_64U_mean_semantic_run4-OUT-epoch=04-Val_f1-ma=0.80.ckpt
Acc Test: tensor(0.8548)
F1-macro Test: tensor(0.8541)
F1 for each class: tensor([0.8440, 0.8642])
Training + Testing time: 11.837903022766113

************************************************
RESULTS FOR N_LAYERS: 1  HIDDEN DIM_FEATURES: 64
Test Acc: 0.892 -- std: 0.047
Test F1-macro: 0.892 -- std: 0.047
Test F1 per class: [0.884 0.9  ]
Training time: 16.15 -- std: 5.93
Total time: 17.37 -- std: 6.06
************************************************



TRAINING MODELS SETTING #LAYERS: 1  HIDDEN DIM: 128

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


Training stopped on epoch: 17
Training time: 18.58 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_1L_128U_mean_semantic_run0-OUT-epoch=12-Val_f1-ma=0.74.ckpt
Acc Test: tensor(0.9455)
F1-macro Test: tensor(0.9455)
F1 for each class: tensor([0.9442, 0.9469])
Training + Testing time: 19.834845304489136

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


Training stopped on epoch: 11
Training time: 12.89 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_1L_128U_mean_semantic_run1-OUT-epoch=06-Val_f1-ma=0.87.ckpt
Acc Test: tensor(0.9340)
F1-macro Test: tensor(0.9338)
F1 for each class: tensor([0.9303, 0.9373])
Training + Testing time: 13.999040603637695

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


Training stopped on epoch: 10
Training time: 11.15 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_1L_128U_mean_semantic_run2-OUT-epoch=05-Val_f1-ma=0.80.ckpt
Acc Test: tensor(0.9191)
F1-macro Test: tensor(0.9191)
F1 for each class: tensor([0.9171, 0.9211])
Training + Testing time: 12.252651453018188

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


Training stopped on epoch: 12
Training time: 13.09 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_1L_128U_mean_semantic_run3-OUT-epoch=07-Val_f1-ma=0.82.ckpt
Acc Test: tensor(0.9307)
F1-macro Test: tensor(0.9306)
F1 for each class: tensor([0.9283, 0.9329])
Training + Testing time: 14.20838212966919

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


Training stopped on epoch: 15
Training time: 16.81 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_1L_128U_mean_semantic_run4-OUT-epoch=10-Val_f1-ma=0.81.ckpt
Acc Test: tensor(0.9554)
F1-macro Test: tensor(0.9554)
F1 for each class: tensor([0.9538, 0.9569])
Training + Testing time: 17.93881392478943

************************************************
RESULTS FOR N_LAYERS: 1  HIDDEN DIM_FEATURES: 128
Test Acc: 0.937 -- std: 0.012
Test F1-macro: 0.937 -- std: 0.013
Test F1 per class: [0.935 0.939]
Training time: 14.50 -- std: 2.75
Total time: 15.65 -- std: 2.80
************************************************



TRAINING MODELS SETTING #LAYERS: 1  HIDDEN DIM: 256

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


Training stopped on epoch: 11
Training time: 12.27 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_1L_256U_mean_semantic_run0-OUT-epoch=06-Val_f1-ma=0.85.ckpt
Acc Test: tensor(0.9521)
F1-macro Test: tensor(0.9521)
F1 for each class: tensor([0.9509, 0.9533])
Training + Testing time: 13.368946075439453

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


Training stopped on epoch: 17
Training time: 18.75 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_1L_256U_mean_semantic_run1-OUT-epoch=12-Val_f1-ma=0.75.ckpt
Acc Test: tensor(0.9488)
F1-macro Test: tensor(0.9488)
F1 for each class: tensor([0.9477, 0.9499])
Training + Testing time: 19.89034366607666

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


Training stopped on epoch: 10
Training time: 11.48 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_1L_256U_mean_semantic_run2-OUT-epoch=05-Val_f1-ma=0.77.ckpt
Acc Test: tensor(0.9191)
F1-macro Test: tensor(0.9190)
F1 for each class: tensor([0.9151, 0.9228])
Training + Testing time: 12.649463891983032

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


Training stopped on epoch: 11
Training time: 12.41 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_1L_256U_mean_semantic_run3-OUT-epoch=06-Val_f1-ma=0.79.ckpt
Acc Test: tensor(0.9389)
F1-macro Test: tensor(0.9389)
F1 for each class: tensor([0.9368, 0.9410])
Training + Testing time: 13.588047504425049

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


Training stopped on epoch: 6
Training time: 7.77 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_1L_256U_mean_semantic_run4-OUT-epoch=01-Val_f1-ma=0.80.ckpt
Acc Test: tensor(0.8201)
F1-macro Test: tensor(0.8196)
F1 for each class: tensor([0.8098, 0.8294])
Training + Testing time: 8.873130083084106

************************************************
RESULTS FOR N_LAYERS: 1  HIDDEN DIM_FEATURES: 256
Test Acc: 0.916 -- std: 0.049
Test F1-macro: 0.916 -- std: 0.049
Test F1 per class: [0.912 0.919]
Training time: 12.54 -- std: 3.54
Total time: 13.67 -- std: 3.55
************************************************



TRAINING MODELS SETTING #LAYERS: 2  HIDDEN DIM: 64

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


Training stopped on epoch: 9
Training time: 11.37 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_2L_64U_mean_semantic_run0-OUT-epoch=09-Val_f1-ma=0.79.ckpt
Acc Test: tensor(0.9538)
F1-macro Test: tensor(0.9537)
F1 for each class: tensor([0.9516, 0.9558])
Training + Testing time: 12.488257884979248

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


Training stopped on epoch: 10
Training time: 11.84 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_2L_64U_mean_semantic_run1-OUT-epoch=05-Val_f1-ma=0.78.ckpt
Acc Test: tensor(0.9389)
F1-macro Test: tensor(0.9389)
F1 for each class: tensor([0.9368, 0.9410])
Training + Testing time: 12.976356506347656

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


Training stopped on epoch: 16
Training time: 17.66 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_2L_64U_mean_semantic_run2-OUT-epoch=11-Val_f1-ma=0.82.ckpt
Acc Test: tensor(0.9653)
F1-macro Test: tensor(0.9653)
F1 for each class: tensor([0.9647, 0.9660])
Training + Testing time: 22.176305294036865

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


Training stopped on epoch: 10
Training time: 11.20 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_2L_64U_mean_semantic_run3-OUT-epoch=05-Val_f1-ma=0.79.ckpt
Acc Test: tensor(0.9340)
F1-macro Test: tensor(0.9339)
F1 for each class: tensor([0.9317, 0.9361])
Training + Testing time: 12.264766931533813

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


Training stopped on epoch: 6
Training time: 7.53 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_2L_64U_mean_semantic_run4-OUT-epoch=01-Val_f1-ma=0.78.ckpt
Acc Test: tensor(0.8218)
F1-macro Test: tensor(0.8217)
F1 for each class: tensor([0.8169, 0.8264])
Training + Testing time: 8.68059515953064

************************************************
RESULTS FOR N_LAYERS: 2  HIDDEN DIM_FEATURES: 64
Test Acc: 0.923 -- std: 0.052
Test F1-macro: 0.923 -- std: 0.052
Test F1 per class: [0.92  0.925]
Training time: 11.92 -- std: 3.26
Total time: 13.72 -- std: 4.50
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TRAINING MODELS SETTING #LAYERS: 2  HIDDEN DIM: 128

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


Training stopped on epoch: 13
Training time: 18.63 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_2L_128U_mean_semantic_run0-OUT-epoch=08-Val_f1-ma=0.80.ckpt
Acc Test: tensor(0.9604)
F1-macro Test: tensor(0.9604)
F1 for each class: tensor([0.9595, 0.9613])
Training + Testing time: 20.352619171142578

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


Training stopped on epoch: 6
Training time: 9.73 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_2L_128U_mean_semantic_run1-OUT-epoch=01-Val_f1-ma=0.83.ckpt
Acc Test: tensor(0.8498)
F1-macro Test: tensor(0.8488)
F1 for each class: tensor([0.8366, 0.8611])
Training + Testing time: 10.887660026550293

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


Training stopped on epoch: 8
Training time: 9.97 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_2L_128U_mean_semantic_run2-OUT-epoch=03-Val_f1-ma=0.80.ckpt
Acc Test: tensor(0.9340)
F1-macro Test: tensor(0.9339)
F1 for each class: tensor([0.9320, 0.9359])
Training + Testing time: 11.088346004486084

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


Training stopped on epoch: 8
Training time: 9.37 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_2L_128U_mean_semantic_run3-OUT-epoch=03-Val_f1-ma=0.81.ckpt
Acc Test: tensor(0.9257)
F1-macro Test: tensor(0.9255)
F1 for each class: tensor([0.9209, 0.9300])
Training + Testing time: 10.443650245666504

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


Training stopped on epoch: 12
Training time: 13.81 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_2L_128U_mean_semantic_run4-OUT-epoch=09-Val_f1-ma=0.74.ckpt
Acc Test: tensor(0.9488)
F1-macro Test: tensor(0.9488)
F1 for each class: tensor([0.9479, 0.9498])
Training + Testing time: 14.971864700317383

************************************************
RESULTS FOR N_LAYERS: 2  HIDDEN DIM_FEATURES: 128
Test Acc: 0.924 -- std: 0.039
Test F1-macro: 0.923 -- std: 0.039
Test F1 per class: [0.919 0.928]
Training time: 12.30 -- std: 3.55
Total time: 13.55 -- std: 3.77
************************************************



TRAINING MODELS SETTING #LAYERS: 2  HIDDEN DIM: 256

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


Training stopped on epoch: 9
Training time: 10.89 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_2L_256U_mean_semantic_run0-OUT-epoch=04-Val_f1-ma=0.76.ckpt
Acc Test: tensor(0.9389)
F1-macro Test: tensor(0.9389)
F1 for each class: tensor([0.9368, 0.9410])
Training + Testing time: 12.421274185180664

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


Training stopped on epoch: 6
Training time: 7.39 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_2L_256U_mean_semantic_run1-OUT-epoch=01-Val_f1-ma=0.79.ckpt
Acc Test: tensor(0.8927)
F1-macro Test: tensor(0.8927)
F1 for each class: tensor([0.8896, 0.8957])
Training + Testing time: 8.806663513183594

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


Training stopped on epoch: 9
Training time: 10.30 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_2L_256U_mean_semantic_run2-OUT-epoch=04-Val_f1-ma=0.84.ckpt
Acc Test: tensor(0.9554)
F1-macro Test: tensor(0.9554)
F1 for each class: tensor([0.9540, 0.9568])
Training + Testing time: 11.664113521575928

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


Training stopped on epoch: 11
Training time: 13.41 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_2L_256U_mean_semantic_run3-OUT-epoch=06-Val_f1-ma=0.84.ckpt
Acc Test: tensor(0.9620)
F1-macro Test: tensor(0.9620)
F1 for each class: tensor([0.9612, 0.9628])
Training + Testing time: 14.78067421913147

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


Training stopped on epoch: 7
Training time: 8.87 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_2L_256U_mean_semantic_run4-OUT-epoch=02-Val_f1-ma=0.77.ckpt
Acc Test: tensor(0.9142)
F1-macro Test: tensor(0.9142)
F1 for each class: tensor([0.9142, 0.9142])
Training + Testing time: 10.277680158615112

************************************************
RESULTS FOR N_LAYERS: 2  HIDDEN DIM_FEATURES: 256
Test Acc: 0.933 -- std: 0.026
Test F1-macro: 0.933 -- std: 0.026
Test F1 per class: [0.931 0.934]
Training time: 10.17 -- std: 2.02
Total time: 11.59 -- std: 2.02
************************************************



TRAINING MODELS SETTING #LAYERS: 3  HIDDEN DIM: 64

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


Training stopped on epoch: 7
Training time: 8.89 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_3L_64U_mean_semantic_run0-OUT-epoch=02-Val_f1-ma=0.81.ckpt
Acc Test: tensor(0.8729)
F1-macro Test: tensor(0.8727)
F1 for each class: tensor([0.8675, 0.8780])
Training + Testing time: 10.000149250030518

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


Training stopped on epoch: 11
Training time: 13.62 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_3L_64U_mean_semantic_run1-OUT-epoch=06-Val_f1-ma=0.80.ckpt
Acc Test: tensor(0.9488)
F1-macro Test: tensor(0.9488)
F1 for each class: tensor([0.9470, 0.9506])
Training + Testing time: 14.755265712738037

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


Training stopped on epoch: 10
Training time: 11.63 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_3L_64U_mean_semantic_run2-OUT-epoch=05-Val_f1-ma=0.83.ckpt
Acc Test: tensor(0.9455)
F1-macro Test: tensor(0.9454)
F1 for each class: tensor([0.9430, 0.9479])
Training + Testing time: 12.686749696731567

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


Training stopped on epoch: 6
Training time: 7.63 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_3L_64U_mean_semantic_run3-OUT-epoch=01-Val_f1-ma=0.84.ckpt
Acc Test: tensor(0.8333)
F1-macro Test: tensor(0.8317)
F1 for each class: tensor([0.8154, 0.8481])
Training + Testing time: 9.072683334350586

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


Training stopped on epoch: 12
Training time: 14.09 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_3L_64U_mean_semantic_run4-OUT-epoch=07-Val_f1-ma=0.80.ckpt
Acc Test: tensor(0.9571)
F1-macro Test: tensor(0.9571)
F1 for each class: tensor([0.9568, 0.9574])
Training + Testing time: 15.718979835510254

************************************************
RESULTS FOR N_LAYERS: 3  HIDDEN DIM_FEATURES: 64
Test Acc: 0.912 -- std: 0.049
Test F1-macro: 0.911 -- std: 0.050
Test F1 per class: [0.906 0.916]
Training time: 11.17 -- std: 2.55
Total time: 12.45 -- std: 2.59
************************************************



TRAINING MODELS SETTING #LAYERS: 3  HIDDEN DIM: 128

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


Training stopped on epoch: 9
Training time: 11.72 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_3L_128U_mean_semantic_run0-OUT-epoch=04-Val_f1-ma=0.78.ckpt
Acc Test: tensor(0.9455)
F1-macro Test: tensor(0.9455)
F1 for each class: tensor([0.9447, 0.9463])
Training + Testing time: 12.89639663696289

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


Training stopped on epoch: 9
Training time: 11.27 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_3L_128U_mean_semantic_run1-OUT-epoch=04-Val_f1-ma=0.82.ckpt
Acc Test: tensor(0.9554)
F1-macro Test: tensor(0.9554)
F1 for each class: tensor([0.9538, 0.9569])
Training + Testing time: 13.700716733932495

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


Training stopped on epoch: 14
Training time: 16.03 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_3L_128U_mean_semantic_run2-OUT-epoch=09-Val_f1-ma=0.83.ckpt
Acc Test: tensor(0.9521)
F1-macro Test: tensor(0.9521)
F1 for each class: tensor([0.9514, 0.9528])
Training + Testing time: 17.233408212661743

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


Training stopped on epoch: 8
Training time: 10.51 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_3L_128U_mean_semantic_run3-OUT-epoch=03-Val_f1-ma=0.86.ckpt
Acc Test: tensor(0.9373)
F1-macro Test: tensor(0.9371)
F1 for each class: tensor([0.9340, 0.9403])
Training + Testing time: 11.74740743637085

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


Training stopped on epoch: 6
Training time: 8.26 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_3L_128U_mean_semantic_run4-OUT-epoch=01-Val_f1-ma=0.79.ckpt
Acc Test: tensor(0.8927)
F1-macro Test: tensor(0.8926)
F1 for each class: tensor([0.8893, 0.8960])
Training + Testing time: 9.470892190933228

************************************************
RESULTS FOR N_LAYERS: 3  HIDDEN DIM_FEATURES: 128
Test Acc: 0.937 -- std: 0.023
Test F1-macro: 0.937 -- std: 0.023
Test F1 per class: [0.935 0.938]
Training time: 11.56 -- std: 2.53
Total time: 13.01 -- std: 2.55
************************************************



TRAINING MODELS SETTING #LAYERS: 3  HIDDEN DIM: 256

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


Training stopped on epoch: 10
Training time: 12.89 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_3L_256U_mean_semantic_run0-OUT-epoch=05-Val_f1-ma=0.80.ckpt
Acc Test: tensor(0.9389)
F1-macro Test: tensor(0.9389)
F1 for each class: tensor([0.9386, 0.9392])
Training + Testing time: 14.602981090545654

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


Training stopped on epoch: 8
Training time: 12.80 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_3L_256U_mean_semantic_run1-OUT-epoch=03-Val_f1-ma=0.86.ckpt
Acc Test: tensor(0.9521)
F1-macro Test: tensor(0.9521)
F1 for each class: tensor([0.9509, 0.9533])
Training + Testing time: 16.64053249359131

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


Training stopped on epoch: 5
Training time: 8.60 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_3L_256U_mean_semantic_run2-OUT-epoch=00-Val_f1-ma=0.80.ckpt
Acc Test: tensor(0.8350)
F1-macro Test: tensor(0.8349)
F1 for each class: tensor([0.8305, 0.8392])
Training + Testing time: 12.299553871154785

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


Training stopped on epoch: 15
Training time: 22.77 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_3L_256U_mean_semantic_run3-OUT-epoch=10-Val_f1-ma=0.86.ckpt
Acc Test: tensor(0.9769)
F1-macro Test: tensor(0.9769)
F1 for each class: tensor([0.9767, 0.9770])
Training + Testing time: 27.478578567504883

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


Training stopped on epoch: 10
Training time: 15.63 secs
Best model path: /anonymized/path/to/model/folder/Heuristic_uni/GAT/mean_semantic/GAT_3L_256U_mean_semantic_run4-OUT-epoch=05-Val_f1-ma=0.81.ckpt
Acc Test: tensor(0.9571)
F1-macro Test: tensor(0.9571)
F1 for each class: tensor([0.9567, 0.9575])
Training + Testing time: 18.597737312316895

************************************************
RESULTS FOR N_LAYERS: 3  HIDDEN DIM_FEATURES: 256
Test Acc: 0.932 -- std: 0.050
Test F1-macro: 0.932 -- std: 0.050
Test F1 per class: [0.931 0.933]
Training time: 14.54 -- std: 4.69
Total time: 17.92 -- std: 5.22
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Heuristic Graph Creation/Loading Time: mean_semantic
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[TRAIN] Dataset creation time:  41.29526376724243
[TEST] Dataset creation time:  36.24058151245117

TRAINING MODELS SETTING #LAYERS: 1  HIDDEN DIM: 64
