VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  386.14         	|  100 %          	|
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run_training_epoch                 	|  13.476         	|25             	|  336.89         	|  87.247         	|
run_training_batch                 	|  0.28238        	|1000           	|  282.38         	|  73.13          	|
optimizer_step_with_closure_0      	|  0.27897        	|1000           	|  278.97         	|  72.248         	|
training_step_and_backward         	|  0.21578        	|1000           	|  215.78         	|  55.881         	|
backward                           	|  0.10723        	|1000           	|  107.23         	|  27.77          	|
model_forward                      	|  0.10705        	|1000           	|  107.05         	|  27.725         	|
training_step                      	|  0.10686        	|1000           	|  106.86         	|  27.674         	|
run_validate_evaluation            	|  16.751         	|1              	|  16.751         	|  4.3381         	|
evaluation_step_and_end            	|  0.10273        	|139            	|  14.279         	|  3.698          	|
validation_step                    	|  0.10261        	|139            	|  14.263         	|  3.6939         	|
get_train_batch                    	|  0.011121       	|1025           	|  11.399         	|  2.952          	|
fetch_next_train_batch             	|  0.011095       	|1025           	|  11.372         	|  2.9451         	|
on_train_batch_end                 	|  0.0025117      	|1000           	|  2.5117         	|  0.65047        	|
zero_grad                          	|  0.0014586      	|1000           	|  1.4586         	|  0.37774        	|
get_validate_batch                 	|  0.0050044      	|140            	|  0.70062        	|  0.18144        	|
fetch_next_validate_batch          	|  0.0049794      	|140            	|  0.69711        	|  0.18053        	|
training_batch_to_device           	|  0.00028271     	|1000           	|  0.28271        	|  0.073214       	|
on_train_batch_start               	|  9.6583e-05     	|1000           	|  0.096583       	|  0.025013       	|
on_train_end                       	|  0.043672       	|1              	|  0.043672       	|  0.01131        	|
evaluation_batch_to_device         	|  0.00030021     	|139            	|  0.041729       	|  0.010807       	|
on_after_backward                  	|  2.5902e-05     	|1000           	|  0.025902       	|  0.006708       	|
on_pretrain_routine_start          	|  0.024031       	|1              	|  0.024031       	|  0.0062234      	|
on_batch_start                     	|  2.2117e-05     	|1000           	|  0.022117       	|  0.0057277      	|
on_before_zero_grad                	|  1.8304e-05     	|1000           	|  0.018304       	|  0.0047404      	|
on_batch_end                       	|  1.7433e-05     	|1000           	|  0.017433       	|  0.0045148      	|
on_before_optimizer_step           	|  1.3972e-05     	|1000           	|  0.013972       	|  0.0036183      	|
on_before_backward                 	|  1.3366e-05     	|1000           	|  0.013366       	|  0.0034614      	|
on_train_epoch_end                 	|  0.00047235     	|25             	|  0.011809       	|  0.0030582      	|
on_train_epoch_start               	|  0.00045803     	|25             	|  0.011451       	|  0.0029655      	|
configure_optimizers               	|  0.011033       	|1              	|  0.011033       	|  0.0028571      	|
training_step_end                  	|  7.4104e-06     	|1000           	|  0.0074104      	|  0.0019191      	|
on_validation_batch_end            	|  4.2824e-05     	|139            	|  0.0059525      	|  0.0015415      	|
on_validation_model_eval           	|  0.0040295      	|1              	|  0.0040295      	|  0.0010435      	|
on_validation_batch_start          	|  1.7764e-05     	|139            	|  0.0024692      	|  0.00063947     	|
validation_step_end                	|  9.2566e-06     	|139            	|  0.0012867      	|  0.00033321     	|
on_train_start                     	|  0.0010356      	|1              	|  0.0010356      	|  0.00026819     	|
on_validation_start                	|  0.00038712     	|1              	|  0.00038712     	|  0.00010025     	|
on_epoch_end                       	|  1.2543e-05     	|26             	|  0.00032611     	|  8.4454e-05     	|
on_epoch_start                     	|  1.1959e-05     	|26             	|  0.00031093     	|  8.0522e-05     	|
on_validation_end                  	|  0.00022076     	|1              	|  0.00022076     	|  5.7172e-05     	|
on_configure_sharded_model         	|  2.7456e-05     	|2              	|  5.4913e-05     	|  1.4221e-05     	|
teardown                           	|  2.4962e-05     	|2              	|  4.9924e-05     	|  1.2929e-05     	|
setup                              	|  2.4866e-05     	|2              	|  4.9733e-05     	|  1.288e-05      	|
on_fit_start                       	|  4.8064e-05     	|1              	|  4.8064e-05     	|  1.2447e-05     	|
on_before_accelerator_backend_setup	|  2.3994e-05     	|2              	|  4.7987e-05     	|  1.2428e-05     	|
on_validation_epoch_end            	|  4.1354e-05     	|1              	|  4.1354e-05     	|  1.071e-05      	|
on_fit_end                         	|  3.0586e-05     	|1              	|  3.0586e-05     	|  7.9211e-06     	|
configure_sharded_model            	|  1.254e-05      	|2              	|  2.5081e-05     	|  6.4952e-06     	|
on_val_dataloader                  	|  9.0795e-06     	|2              	|  1.8159e-05     	|  4.7027e-06     	|
on_pretrain_routine_end            	|  1.484e-05      	|1              	|  1.484e-05      	|  3.8431e-06     	|
prepare_data                       	|  6.8555e-06     	|2              	|  1.3711e-05     	|  3.5508e-06     	|
configure_callbacks                	|  6.292e-06      	|2              	|  1.2584e-05     	|  3.259e-06      	|
on_train_dataloader                	|  1.2064e-05     	|1              	|  1.2064e-05     	|  3.1244e-06     	|
on_validation_epoch_start          	|  1.153e-05      	|1              	|  1.153e-05      	|  2.9859e-06     	|
