VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  512.04         	|  100 %          	|
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run_training_epoch                 	|  2.151          	|200            	|  430.2          	|  84.017         	|
run_training_batch                 	|  0.35926        	|1000           	|  359.26         	|  70.162         	|
optimizer_step_with_closure_0      	|  0.35662        	|1000           	|  356.62         	|  69.646         	|
training_step_and_backward         	|  0.27756        	|1000           	|  277.56         	|  54.207         	|
model_forward                      	|  0.1639         	|1000           	|  163.9          	|  32.009         	|
training_step                      	|  0.16375        	|1000           	|  163.75         	|  31.98          	|
backward                           	|  0.1123         	|1000           	|  112.3          	|  21.932         	|
run_validate_evaluation            	|  36.08          	|1              	|  36.08          	|  7.0462         	|
evaluation_step_and_end            	|  0.25471        	|139            	|  35.404         	|  6.9144         	|
validation_step                    	|  0.25464        	|139            	|  35.395         	|  6.9126         	|
get_train_batch                    	|  0.016673       	|1200           	|  20.007         	|  3.9073         	|
fetch_next_train_batch             	|  0.016647       	|1200           	|  19.976         	|  3.9013         	|
zero_grad                          	|  0.0013369      	|1000           	|  1.3369         	|  0.2611         	|
on_train_batch_end                 	|  0.0012409      	|1000           	|  1.2409         	|  0.24234        	|
get_validate_batch                 	|  0.0025674      	|140            	|  0.35943        	|  0.070196       	|
fetch_next_validate_batch          	|  0.0025518      	|140            	|  0.35725        	|  0.06977        	|
training_batch_to_device           	|  0.00034        	|1000           	|  0.34           	|  0.066401       	|
on_train_batch_start               	|  9.6136e-05     	|1000           	|  0.096136       	|  0.018775       	|
on_train_epoch_start               	|  0.00027049     	|200            	|  0.054098       	|  0.010565       	|
on_train_epoch_end                 	|  0.00025073     	|200            	|  0.050147       	|  0.0097935      	|
evaluation_batch_to_device         	|  0.00025126     	|139            	|  0.034926       	|  0.0068208      	|
on_batch_start                     	|  2.3878e-05     	|1000           	|  0.023878       	|  0.0046633      	|
on_train_end                       	|  0.023723       	|1              	|  0.023723       	|  0.0046331      	|
on_pretrain_routine_start          	|  0.022455       	|1              	|  0.022455       	|  0.0043853      	|
on_before_zero_grad                	|  1.604e-05      	|1000           	|  0.01604        	|  0.0031325      	|
on_batch_end                       	|  1.408e-05      	|1000           	|  0.01408        	|  0.0027497      	|
on_before_optimizer_step           	|  1.1669e-05     	|1000           	|  0.011669       	|  0.0022789      	|
on_after_backward                  	|  1.1623e-05     	|1000           	|  0.011623       	|  0.00227        	|
on_before_backward                 	|  1.143e-05      	|1000           	|  0.01143        	|  0.0022323      	|
configure_optimizers               	|  0.0087562      	|1              	|  0.0087562      	|  0.0017101      	|
training_step_end                  	|  6.2415e-06     	|1000           	|  0.0062415      	|  0.0012189      	|
on_validation_model_eval           	|  0.0040901      	|1              	|  0.0040901      	|  0.00079877     	|
on_validation_batch_end            	|  2.5874e-05     	|139            	|  0.0035965      	|  0.00070239     	|
on_epoch_start                     	|  1.0675e-05     	|201            	|  0.0021457      	|  0.00041906     	|
on_epoch_end                       	|  1.0584e-05     	|201            	|  0.0021273      	|  0.00041546     	|
on_validation_batch_start          	|  1.0723e-05     	|139            	|  0.0014904      	|  0.00029108     	|
on_train_start                     	|  0.00080956     	|1              	|  0.00080956     	|  0.00015811     	|
validation_step_end                	|  5.7277e-06     	|139            	|  0.00079615     	|  0.00015549     	|
on_validation_start                	|  0.00030633     	|1              	|  0.00030633     	|  5.9826e-05     	|
on_validation_end                  	|  0.00011712     	|1              	|  0.00011712     	|  2.2873e-05     	|
on_before_accelerator_backend_setup	|  1.9957e-05     	|2              	|  3.9915e-05     	|  7.7953e-06     	|
teardown                           	|  1.5745e-05     	|2              	|  3.1489e-05     	|  6.1497e-06     	|
setup                              	|  1.4467e-05     	|2              	|  2.8934e-05     	|  5.6507e-06     	|
on_configure_sharded_model         	|  1.318e-05      	|2              	|  2.636e-05      	|  5.148e-06      	|
on_fit_end                         	|  2.1921e-05     	|1              	|  2.1921e-05     	|  4.2811e-06     	|
on_validation_epoch_end            	|  1.7743e-05     	|1              	|  1.7743e-05     	|  3.4651e-06     	|
on_fit_start                       	|  1.7633e-05     	|1              	|  1.7633e-05     	|  3.4437e-06     	|
prepare_data                       	|  6.2715e-06     	|2              	|  1.2543e-05     	|  2.4496e-06     	|
on_val_dataloader                  	|  5.801e-06      	|2              	|  1.1602e-05     	|  2.2658e-06     	|
on_pretrain_routine_end            	|  1.1131e-05     	|1              	|  1.1131e-05     	|  2.1738e-06     	|
configure_callbacks                	|  5.5155e-06     	|2              	|  1.1031e-05     	|  2.1543e-06     	|
configure_sharded_model            	|  5.4e-06        	|2              	|  1.08e-05       	|  2.1092e-06     	|
on_validation_epoch_start          	|  9.106e-06      	|1              	|  9.106e-06      	|  1.7784e-06     	|
on_train_dataloader                	|  4.1471e-06     	|1              	|  4.1471e-06     	|  8.0991e-07     	|
