VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1838.6         	|  100 %          	|
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run_training_epoch                 	|  26.322         	|63             	|  1658.3         	|  90.192         	|
run_training_batch                 	|  0.20292        	|8000           	|  1623.4         	|  88.292         	|
training_step_and_backward         	|  0.19188        	|8000           	|  1535.0         	|  83.487         	|
model_forward                      	|  0.10724        	|8000           	|  857.95         	|  46.663         	|
training_step                      	|  0.10711        	|8000           	|  856.88         	|  46.605         	|
backward                           	|  0.084449       	|8000           	|  675.59         	|  36.744         	|
optimizer_step_with_closure_0      	|  0.25037        	|1000           	|  250.37         	|  13.617         	|
run_validate_evaluation            	|  137.48         	|1              	|  137.48         	|  7.4776         	|
evaluation_step_and_end            	|  0.13549        	|1000           	|  135.49         	|  7.369          	|
validation_step                    	|  0.13544        	|1000           	|  135.44         	|  7.3662         	|
get_train_batch                    	|  0.0022602      	|8063           	|  18.224         	|  0.99117        	|
fetch_next_train_batch             	|  0.0022436      	|8063           	|  18.09          	|  0.98391        	|
on_train_batch_end                 	|  0.0010839      	|8000           	|  8.6715         	|  0.47163        	|
training_batch_to_device           	|  0.00021206     	|8000           	|  1.6965         	|  0.092271       	|
get_validate_batch                 	|  0.0014621      	|1001           	|  1.4636         	|  0.079602       	|
fetch_next_validate_batch          	|  0.0014482      	|1001           	|  1.4496         	|  0.078844       	|
zero_grad                          	|  0.0013229      	|1000           	|  1.3229         	|  0.071948       	|
on_train_batch_start               	|  8.9861e-05     	|8000           	|  0.71889        	|  0.039099       	|
evaluation_batch_to_device         	|  0.00020868     	|1000           	|  0.20868        	|  0.01135        	|
on_batch_start                     	|  1.4772e-05     	|8000           	|  0.11818        	|  0.0064276      	|
on_before_backward                 	|  1.3045e-05     	|8000           	|  0.10436        	|  0.0056759      	|
on_batch_end                       	|  1.2902e-05     	|8000           	|  0.10322        	|  0.0056139      	|
on_after_backward                  	|  1.1737e-05     	|8000           	|  0.093897       	|  0.0051069      	|
training_step_end                  	|  5.9028e-06     	|8000           	|  0.047222       	|  0.0025683      	|
on_train_end                       	|  0.025888       	|1              	|  0.025888       	|  0.001408       	|
on_pretrain_routine_start          	|  0.023927       	|1              	|  0.023927       	|  0.0013014      	|
on_validation_batch_end            	|  1.891e-05      	|1000           	|  0.01891        	|  0.0010285      	|
on_train_epoch_start               	|  0.00029975     	|63             	|  0.018884       	|  0.0010271      	|
on_train_epoch_end                 	|  0.0002779      	|63             	|  0.017508       	|  0.00095223     	|
on_before_zero_grad                	|  1.4241e-05     	|1000           	|  0.014241       	|  0.00077453     	|
on_before_optimizer_step           	|  1.21e-05       	|1000           	|  0.0121         	|  0.00065812     	|
on_validation_batch_start          	|  9.899e-06      	|1000           	|  0.009899       	|  0.00053839     	|
configure_optimizers               	|  0.0090457      	|1              	|  0.0090457      	|  0.00049198     	|
validation_step_end                	|  4.6688e-06     	|1000           	|  0.0046688      	|  0.00025393     	|
on_validation_model_eval           	|  0.0039571      	|1              	|  0.0039571      	|  0.00021522     	|
on_train_start                     	|  0.0008041      	|1              	|  0.0008041      	|  4.3734e-05     	|
on_epoch_start                     	|  1.0873e-05     	|64             	|  0.00069586     	|  3.7847e-05     	|
on_epoch_end                       	|  1.0639e-05     	|64             	|  0.00068089     	|  3.7032e-05     	|
on_validation_start                	|  0.00031821     	|1              	|  0.00031821     	|  1.7307e-05     	|
on_validation_end                  	|  0.00010992     	|1              	|  0.00010992     	|  5.9782e-06     	|
setup                              	|  2.1309e-05     	|2              	|  4.2619e-05     	|  2.318e-06      	|
on_before_accelerator_backend_setup	|  1.8149e-05     	|2              	|  3.6297e-05     	|  1.9741e-06     	|
teardown                           	|  1.6406e-05     	|2              	|  3.2812e-05     	|  1.7846e-06     	|
on_configure_sharded_model         	|  1.5549e-05     	|2              	|  3.1099e-05     	|  1.6914e-06     	|
on_fit_end                         	|  2.1901e-05     	|1              	|  2.1901e-05     	|  1.1912e-06     	|
on_validation_epoch_end            	|  1.7092e-05     	|1              	|  1.7092e-05     	|  9.2961e-07     	|
on_fit_start                       	|  1.6791e-05     	|1              	|  1.6791e-05     	|  9.1324e-07     	|
prepare_data                       	|  6.252e-06      	|2              	|  1.2504e-05     	|  6.8007e-07     	|
configure_sharded_model            	|  5.8459e-06     	|2              	|  1.1692e-05     	|  6.359e-07      	|
on_val_dataloader                  	|  5.6204e-06     	|2              	|  1.1241e-05     	|  6.1137e-07     	|
configure_callbacks                	|  5.1099e-06     	|2              	|  1.022e-05      	|  5.5584e-07     	|
on_pretrain_routine_end            	|  1.0219e-05     	|1              	|  1.0219e-05     	|  5.5579e-07     	|
on_validation_epoch_start          	|  9.699e-06      	|1              	|  9.699e-06      	|  5.2752e-07     	|
on_train_dataloader                	|  4.1681e-06     	|1              	|  4.1681e-06     	|  2.267e-07      	|
