VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  734.28         	|  100 %          	|
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run_training_epoch                 	|  3.4317         	|200            	|  686.33         	|  93.469         	|
run_training_batch                 	|  0.2954         	|1000           	|  295.4          	|  40.229         	|
optimizer_step_with_closure_0      	|  0.29176        	|1000           	|  291.76         	|  39.734         	|
training_step_and_backward         	|  0.22499        	|1000           	|  224.99         	|  30.641         	|
model_forward                      	|  0.11515        	|1000           	|  115.15         	|  15.683         	|
training_step                      	|  0.11494        	|1000           	|  114.94         	|  15.653         	|
backward                           	|  0.10811        	|1000           	|  108.11         	|  14.723         	|
get_train_batch                    	|  0.061827       	|1200           	|  74.192         	|  10.104         	|
fetch_next_train_batch             	|  0.061796       	|1200           	|  74.155         	|  10.099         	|
run_validate_evaluation            	|  17.182         	|1              	|  17.182         	|  2.34           	|
evaluation_step_and_end            	|  0.10035        	|139            	|  13.948         	|  1.8996         	|
validation_step                    	|  0.10023        	|139            	|  13.931         	|  1.8973         	|
on_train_batch_end                 	|  0.0023463      	|1000           	|  2.3463         	|  0.31954        	|
zero_grad                          	|  0.0015752      	|1000           	|  1.5752         	|  0.21452        	|
get_validate_batch                 	|  0.0055198      	|140            	|  0.77278        	|  0.10524        	|
fetch_next_validate_batch          	|  0.0054968      	|140            	|  0.76955        	|  0.1048         	|
training_batch_to_device           	|  0.00040943     	|1000           	|  0.40943        	|  0.055759       	|
on_train_batch_start               	|  0.0001068      	|1000           	|  0.1068         	|  0.014545       	|
on_train_epoch_start               	|  0.00033518     	|200            	|  0.067036       	|  0.0091295      	|
on_train_epoch_end                 	|  0.00032744     	|200            	|  0.065487       	|  0.0089185      	|
on_train_end                       	|  0.051388       	|1              	|  0.051388       	|  0.0069983      	|
evaluation_batch_to_device         	|  0.00029415     	|139            	|  0.040887       	|  0.0055683      	|
on_after_backward                  	|  3.5457e-05     	|1000           	|  0.035457       	|  0.0048288      	|
on_batch_start                     	|  3.1546e-05     	|1000           	|  0.031546       	|  0.0042962      	|
on_pretrain_routine_start          	|  0.022747       	|1              	|  0.022747       	|  0.0030978      	|
on_before_zero_grad                	|  2.062e-05      	|1000           	|  0.02062        	|  0.0028082      	|
on_batch_end                       	|  1.628e-05      	|1000           	|  0.01628        	|  0.0022171      	|
on_before_optimizer_step           	|  1.5358e-05     	|1000           	|  0.015358       	|  0.0020915      	|
configure_optimizers               	|  0.014833       	|1              	|  0.014833       	|  0.0020201      	|
on_before_backward                 	|  1.3921e-05     	|1000           	|  0.013921       	|  0.0018958      	|
training_step_end                  	|  8.9363e-06     	|1000           	|  0.0089363      	|  0.001217       	|
on_validation_model_eval           	|  0.0063364      	|1              	|  0.0063364      	|  0.00086294     	|
on_validation_batch_end            	|  3.97e-05       	|139            	|  0.0055182      	|  0.00075151     	|
on_epoch_end                       	|  1.3239e-05     	|201            	|  0.002661       	|  0.0003624      	|
on_epoch_start                     	|  1.1785e-05     	|201            	|  0.0023687      	|  0.00032259     	|
on_validation_batch_start          	|  1.6248e-05     	|139            	|  0.0022584      	|  0.00030756     	|
validation_step_end                	|  9.0977e-06     	|139            	|  0.0012646      	|  0.00017222     	|
on_train_start                     	|  0.0010452      	|1              	|  0.0010452      	|  0.00014234     	|
on_validation_start                	|  0.0005115      	|1              	|  0.0005115      	|  6.9659e-05     	|
on_validation_end                  	|  0.00014381     	|1              	|  0.00014381     	|  1.9585e-05     	|
on_configure_sharded_model         	|  5.0288e-05     	|2              	|  0.00010058     	|  1.3697e-05     	|
on_before_accelerator_backend_setup	|  2.9313e-05     	|2              	|  5.8627e-05     	|  7.9842e-06     	|
setup                              	|  2.668e-05      	|2              	|  5.3359e-05     	|  7.2668e-06     	|
on_validation_epoch_end            	|  4.1688e-05     	|1              	|  4.1688e-05     	|  5.6773e-06     	|
on_fit_start                       	|  4.1012e-05     	|1              	|  4.1012e-05     	|  5.5853e-06     	|
teardown                           	|  1.9865e-05     	|2              	|  3.973e-05      	|  5.4107e-06     	|
configure_callbacks                	|  1.6687e-05     	|2              	|  3.3373e-05     	|  4.545e-06      	|
on_fit_end                         	|  2.6532e-05     	|1              	|  2.6532e-05     	|  3.6132e-06     	|
configure_sharded_model            	|  1.1325e-05     	|2              	|  2.265e-05      	|  3.0846e-06     	|
on_val_dataloader                  	|  9.1456e-06     	|2              	|  1.8291e-05     	|  2.491e-06      	|
prepare_data                       	|  8.0094e-06     	|2              	|  1.6019e-05     	|  2.1815e-06     	|
on_validation_epoch_start          	|  1.4342e-05     	|1              	|  1.4342e-05     	|  1.9532e-06     	|
on_pretrain_routine_end            	|  1.316e-05      	|1              	|  1.316e-05      	|  1.7922e-06     	|
on_train_dataloader                	|  7.1935e-06     	|1              	|  7.1935e-06     	|  9.7967e-07     	|
