VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  821.01         	|  100 %          	|
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run_training_epoch                 	|  3.8517         	|200            	|  770.34         	|  93.828         	|
run_training_batch                 	|  0.30677        	|1000           	|  306.77         	|  37.365         	|
optimizer_step_with_closure_0      	|  0.30296        	|1000           	|  302.96         	|  36.901         	|
training_step_and_backward         	|  0.23316        	|1000           	|  233.16         	|  28.399         	|
model_forward                      	|  0.11835        	|1000           	|  118.35         	|  14.415         	|
training_step                      	|  0.11813        	|1000           	|  118.13         	|  14.388         	|
backward                           	|  0.11306        	|1000           	|  113.06         	|  13.771         	|
get_train_batch                    	|  0.061019       	|1200           	|  73.223         	|  8.9187         	|
fetch_next_train_batch             	|  0.060986       	|1200           	|  73.183         	|  8.9138         	|
run_validate_evaluation            	|  16.68          	|1              	|  16.68          	|  2.0316         	|
evaluation_step_and_end            	|  0.098013       	|139            	|  13.624         	|  1.6594         	|
validation_step                    	|  0.097896       	|139            	|  13.608         	|  1.6574         	|
on_train_batch_end                 	|  0.0024372      	|1000           	|  2.4372         	|  0.29686        	|
zero_grad                          	|  0.0017065      	|1000           	|  1.7065         	|  0.20785        	|
get_validate_batch                 	|  0.0062896      	|140            	|  0.88054        	|  0.10725        	|
fetch_next_validate_batch          	|  0.0062653      	|140            	|  0.87714        	|  0.10684        	|
training_batch_to_device           	|  0.00043125     	|1000           	|  0.43125        	|  0.052526       	|
on_train_end                       	|  0.11559        	|1              	|  0.11559        	|  0.014079       	|
on_train_batch_start               	|  0.0001068      	|1000           	|  0.1068         	|  0.013009       	|
on_train_epoch_end                 	|  0.00034433     	|200            	|  0.068866       	|  0.0083879      	|
on_train_epoch_start               	|  0.00032928     	|200            	|  0.065856       	|  0.0080214      	|
evaluation_batch_to_device         	|  0.00027331     	|139            	|  0.03799        	|  0.0046273      	|
on_batch_start                     	|  3.3971e-05     	|1000           	|  0.033971       	|  0.0041378      	|
on_after_backward                  	|  3.0599e-05     	|1000           	|  0.030599       	|  0.0037269      	|
configure_optimizers               	|  0.030594       	|1              	|  0.030594       	|  0.0037264      	|
on_pretrain_routine_start          	|  0.023899       	|1              	|  0.023899       	|  0.0029109      	|
on_before_zero_grad                	|  2.1845e-05     	|1000           	|  0.021845       	|  0.0026607      	|
on_batch_end                       	|  1.6761e-05     	|1000           	|  0.016761       	|  0.0020415      	|
on_before_optimizer_step           	|  1.5032e-05     	|1000           	|  0.015032       	|  0.0018309      	|
on_before_backward                 	|  1.3597e-05     	|1000           	|  0.013597       	|  0.0016562      	|
training_step_end                  	|  9.1899e-06     	|1000           	|  0.0091899      	|  0.0011193      	|
on_validation_batch_end            	|  3.9886e-05     	|139            	|  0.0055441      	|  0.00067528     	|
on_validation_model_eval           	|  0.0039294      	|1              	|  0.0039294      	|  0.0004786      	|
on_epoch_end                       	|  1.2913e-05     	|201            	|  0.0025955      	|  0.00031613     	|
on_epoch_start                     	|  1.2018e-05     	|201            	|  0.0024156      	|  0.00029423     	|
on_validation_batch_start          	|  1.659e-05      	|139            	|  0.002306       	|  0.00028087     	|
validation_step_end                	|  9.0403e-06     	|139            	|  0.0012566      	|  0.00015305     	|
on_train_start                     	|  0.0011229      	|1              	|  0.0011229      	|  0.00013677     	|
on_validation_start                	|  0.00050472     	|1              	|  0.00050472     	|  6.1476e-05     	|
on_validation_end                  	|  0.00021233     	|1              	|  0.00021233     	|  2.5862e-05     	|
on_fit_end                         	|  5.8871e-05     	|1              	|  5.8871e-05     	|  7.1705e-06     	|
setup                              	|  2.8996e-05     	|2              	|  5.7992e-05     	|  7.0634e-06     	|
on_configure_sharded_model         	|  2.8557e-05     	|2              	|  5.7114e-05     	|  6.9566e-06     	|
teardown                           	|  2.302e-05      	|2              	|  4.6041e-05     	|  5.6078e-06     	|
on_before_accelerator_backend_setup	|  2.2868e-05     	|2              	|  4.5735e-05     	|  5.5706e-06     	|
on_fit_start                       	|  4.5726e-05     	|1              	|  4.5726e-05     	|  5.5695e-06     	|
on_validation_epoch_end            	|  4.2144e-05     	|1              	|  4.2144e-05     	|  5.1332e-06     	|
configure_sharded_model            	|  9.5656e-06     	|2              	|  1.9131e-05     	|  2.3302e-06     	|
on_val_dataloader                  	|  8.7535e-06     	|2              	|  1.7507e-05     	|  2.1324e-06     	|
prepare_data                       	|  7.7458e-06     	|2              	|  1.5492e-05     	|  1.8869e-06     	|
configure_callbacks                	|  7.7309e-06     	|2              	|  1.5462e-05     	|  1.8833e-06     	|
on_pretrain_routine_end            	|  1.4843e-05     	|1              	|  1.4843e-05     	|  1.8079e-06     	|
on_validation_epoch_start          	|  1.0649e-05     	|1              	|  1.0649e-05     	|  1.297e-06      	|
on_train_dataloader                	|  8.3242e-06     	|1              	|  8.3242e-06     	|  1.0139e-06     	|
