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results.txt
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results.txt
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Commit: 509cca9359f1fd79ee89fcd183c9c8a085431dfd
Number of runs per experiment: 1
Very concise format
+--------------------+-------------------------+-------------------------+-------------------------+
| | chameleon | squirrel | crocodile |
| | 140594298342096 | 140594783151504 | 140594277829456 |
+====================+=========================+=========================+=========================+
| gcn | val.best_acc 0.593±0.0 | val.best_acc 0.358±0.0 | val.best_acc 0.742±0.0 |
| mlp | val.epoch 299.0±0.0 | val.epoch 299.0±0.0 | val.epoch 299.0±0.0 |
| adam ,lr:0.1 | test.acc 0.526±0.0 | test.acc 0.388±0.0 | test.acc 0.752±0.0 |
| | params 4225 | params 4225 | params 4225 |
+--------------------+-------------------------+-------------------------+-------------------------+
| gcn | val.best_acc 0.466±0.0 | val.best_acc 0.285±0.0 | val.best_acc 0.727±0.0 |
| welling-normalized | val.epoch 299.0±0.0 | val.epoch 299.0±0.0 | val.epoch 299.0±0.0 |
| adam ,lr:0.1 | test.acc 0.483±0.0 | test.acc 0.352±0.0 | test.acc 0.638±0.0 |
| | params 4225 | params 4225 | params 4225 |
+--------------------+-------------------------+-------------------------+-------------------------+
| gcn | val.best_acc 0.357±0.0 | val.best_acc 0.238±0.0 | val.best_acc 0.636±0.0 |
| welling-normalized | val.epoch 299.0±0.0 | val.epoch 299.0±0.0 | val.epoch 299.0±0.0 |
| adam ,lr:0.1-2 | test.acc 0.381±0.0 | test.acc 0.31±0.0 | test.acc 0.576±0.0 |
| | params 6401 | params 6401 | params 6401 |
+--------------------+-------------------------+-------------------------+-------------------------+
Slightly more verbose
+--------------------+--------------------------------------+-----------------------------------------+-----------------------------------------+
| | chameleon | squirrel | crocodile |
| | 140594298342096 | 140594783151504 | 140594277829456 |
+====================+======================================+=========================================+=========================================+
| gcn | train.loss 1.707±0.0 1.707,1.707 | train.loss 2.385±0.0 2.385,2.385 | train.loss 1.764±0.0 1.764,1.764 |
| mlp | train.acc 0.622±0.0 0.622,0.622 | train.acc 0.238±0.0 0.238,0.238 | train.acc 0.644±0.0 0.644,0.644 |
| adam ,lr:0.1 | train.time 7.844±0.0 7.844,7.844 | train.time 27.297±0.0 27.297,27.297 | train.time 23.548±0.0 23.548,23.548 |
| | val.best_acc 0.593±0.0 0.593,0.593 | val.best_acc 0.358±0.0 0.358,0.358 | val.best_acc 0.742±0.0 0.742,0.742 |
| | val.epoch 299.0±0.0 299,299 | val.epoch 299.0±0.0 299,299 | val.epoch 299.0±0.0 299,299 |
| | test.loss 1.912±0.0 1.912,1.912 | test.loss 1.973±0.0 1.973,1.973 | test.loss 1.23±0.0 1.23,1.23 |
| | test.acc 0.526±0.0 0.526,0.526 | test.acc 0.388±0.0 0.388,0.388 | test.acc 0.752±0.0 0.752,0.752 |
| | params 4225 | params 4225 | params 4225 |
+--------------------+--------------------------------------+-----------------------------------------+-----------------------------------------+
| gcn | train.loss 1.29±0.0 1.29,1.29 | train.loss 1.52±0.0 1.52,1.52 | train.loss 1.272±0.0 1.272,1.272 |
| welling-normalized | train.acc 0.714±0.0 0.714,0.714 | train.acc 0.514±0.0 0.514,0.514 | train.acc 0.743±0.0 0.743,0.743 |
| adam ,lr:0.1 | train.time 8.813±0.0 8.813,8.813 | train.time 31.219±0.0 31.219,31.219 | train.time 26.299±0.0 26.299,26.299 |
| | val.best_acc 0.466±0.0 0.466,0.466 | val.best_acc 0.285±0.0 0.285,0.285 | val.best_acc 0.727±0.0 0.727,0.727 |
| | val.epoch 299.0±0.0 299,299 | val.epoch 299.0±0.0 299,299 | val.epoch 299.0±0.0 299,299 |
| | test.loss 2.083±0.0 2.083,2.083 | test.loss 2.089±0.0 2.089,2.089 | test.loss 1.792±0.0 1.792,1.792 |
| | test.acc 0.483±0.0 0.483,0.483 | test.acc 0.352±0.0 0.352,0.352 | test.acc 0.638±0.0 0.638,0.638 |
| | params 4225 | params 4225 | params 4225 |
+--------------------+--------------------------------------+-----------------------------------------+-----------------------------------------+
| gcn | train.loss 2.093±0.0 2.093,2.093 | train.loss 1.903±0.0 1.903,1.903 | train.loss 1.829±0.0 1.829,1.829 |
| welling-normalized | train.acc 0.537±0.0 0.537,0.537 | train.acc 0.392±0.0 0.392,0.392 | train.acc 0.631±0.0 0.631,0.631 |
| adam ,lr:0.1-2 | train.time 9.56±0.0 9.56,9.56 | train.time 31.295±0.0 31.295,31.295 | train.time 28.276±0.0 28.276,28.276 |
| | val.best_acc 0.357±0.0 0.357,0.357 | val.best_acc 0.238±0.0 0.238,0.238 | val.best_acc 0.636±0.0 0.636,0.636 |
| | val.epoch 299.0±0.0 299,299 | val.epoch 299.0±0.0 299,299 | val.epoch 299.0±0.0 299,299 |
| | test.loss 2.494±0.0 2.494,2.494 | test.loss 2.224±0.0 2.224,2.224 | test.loss 2.097±0.0 2.097,2.097 |
| | test.acc 0.381±0.0 0.381,0.381 | test.acc 0.31±0.0 0.31,0.31 | test.acc 0.576±0.0 0.576,0.576 |
| | params 6401 | params 6401 | params 6401 |
+--------------------+--------------------------------------+-----------------------------------------+-----------------------------------------+