RELU unscaled results
Joy train on 9 folds, test on 1
2020-05-13 12:15:50,734 - INFO - allennlp.common.util - Metrics: {
"best_epoch": 12,
"peak_cpu_memory_MB": 2626.072,
"peak_gpu_0_memory_MB": 8085,
"peak_gpu_1_memory_MB": 21478,
"training_duration": "0:23:41.867688",
"training_start_epoch": 0,
"training_epochs": 21,
"epoch": 21,
"training_pearson": 0.9939782728494088,
"training_mae": 0.14345509548909208,
"training_loss": 0.03389307007519076,
"training_cpu_memory_MB": 2626.072,
"training_gpu_0_memory_MB": 7409,
"training_gpu_1_memory_MB": 18680,
"validation_pearson": 0.8524911266953036,
"validation_mae": 0.7244842611554498,
"validation_loss": 0.8840915312369665,
"best_validation_pearson": 0.8559774687113151,
"best_validation_mae": 0.6610433984638224,
"best_validation_loss": 0.7440112556020418
}
Sadness train on 9 folds, test on 1
These are longer and they're causing clipping. I don't know how many are causing clipping though because allennlp only reports the first case of clipping.
2020-05-13 12:22:49,449 - INFO - allennlp.common.util - Metrics: {
"best_epoch": 1,
"peak_cpu_memory_MB": 2759.188,
"peak_gpu_0_memory_MB": 7409,
"peak_gpu_1_memory_MB": 18680,
"training_duration": "0:17:02.438299",
"training_start_epoch": 0,
"training_epochs": 10,
"epoch": 10,
"training_pearson": -0.01633020200422353,
"training_mae": 1.3776687749682646,
"training_loss": 2.781699788029837,
"training_cpu_memory_MB": 2759.188,
"training_gpu_0_memory_MB": 7409,
"training_gpu_1_memory_MB": 11,
"validation_pearson": 0,
"validation_mae": 1.355329878786777,
"validation_loss": 2.7624370823515223,
"best_validation_pearson": 0.23847302176509885,
"best_validation_mae": 1.3548242284896526,
"best_validation_loss": 2.7604094781774156
}
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