VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  578.53         	|  100 %          	|
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run_training_epoch                 	|  8.0647         	|63             	|  508.08         	|  87.821         	|
run_training_batch                 	|  0.37136        	|1000           	|  371.36         	|  64.19          	|
optimizer_step_with_closure_0      	|  0.36876        	|1000           	|  368.76         	|  63.74          	|
training_step_and_backward         	|  0.26476        	|1000           	|  264.76         	|  45.763         	|
model_forward                      	|  0.13672        	|1000           	|  136.72         	|  23.633         	|
training_step                      	|  0.13655        	|1000           	|  136.55         	|  23.603         	|
backward                           	|  0.12657        	|1000           	|  126.57         	|  21.878         	|
run_validate_evaluation            	|  30.924         	|1              	|  30.924         	|  5.3453         	|
get_train_batch                    	|  0.029029       	|1063           	|  30.858         	|  5.3338         	|
fetch_next_train_batch             	|  0.029006       	|1063           	|  30.833         	|  5.3295         	|
evaluation_step_and_end            	|  0.22135        	|125            	|  27.669         	|  4.7827         	|
validation_step                    	|  0.22125        	|125            	|  27.656         	|  4.7803         	|
on_train_batch_end                 	|  0.0017998      	|1000           	|  1.7998         	|  0.31109        	|
zero_grad                          	|  0.001431       	|1000           	|  1.431          	|  0.24734        	|
get_validate_batch                 	|  0.006897       	|126            	|  0.86902        	|  0.15021        	|
fetch_next_validate_batch          	|  0.0068708      	|126            	|  0.86572        	|  0.14964        	|
training_batch_to_device           	|  0.00026843     	|1000           	|  0.26843        	|  0.046398       	|
on_train_batch_start               	|  9.5079e-05     	|1000           	|  0.095079       	|  0.016435       	|
on_train_end                       	|  0.044792       	|1              	|  0.044792       	|  0.0077423      	|
evaluation_batch_to_device         	|  0.00032703     	|125            	|  0.040879       	|  0.0070659      	|
on_train_epoch_start               	|  0.00035812     	|63             	|  0.022561       	|  0.0038998      	|
on_train_epoch_end                 	|  0.00035438     	|63             	|  0.022326       	|  0.0038591      	|
on_pretrain_routine_start          	|  0.021578       	|1              	|  0.021578       	|  0.0037298      	|
on_batch_start                     	|  2.0083e-05     	|1000           	|  0.020083       	|  0.0034713      	|
on_after_backward                  	|  1.9958e-05     	|1000           	|  0.019958       	|  0.0034497      	|
on_batch_end                       	|  1.5425e-05     	|1000           	|  0.015425       	|  0.0026663      	|
on_before_zero_grad                	|  1.5391e-05     	|1000           	|  0.015391       	|  0.0026604      	|
on_before_optimizer_step           	|  1.3314e-05     	|1000           	|  0.013314       	|  0.0023013      	|
on_before_backward                 	|  1.2911e-05     	|1000           	|  0.012911       	|  0.0022317      	|
configure_optimizers               	|  0.010931       	|1              	|  0.010931       	|  0.0018894      	|
training_step_end                  	|  6.7232e-06     	|1000           	|  0.0067232      	|  0.0011621      	|
on_validation_batch_end            	|  4.239e-05      	|125            	|  0.0052988      	|  0.0009159      	|
on_validation_model_eval           	|  0.0048659      	|1              	|  0.0048659      	|  0.00084107     	|
on_validation_batch_start          	|  1.6076e-05     	|125            	|  0.0020095      	|  0.00034734     	|
on_train_start                     	|  0.0019621      	|1              	|  0.0019621      	|  0.00033915     	|
validation_step_end                	|  8.9653e-06     	|125            	|  0.0011207      	|  0.00019371     	|
on_epoch_end                       	|  1.0984e-05     	|64             	|  0.00070297     	|  0.00012151     	|
on_epoch_start                     	|  1.0866e-05     	|64             	|  0.00069541     	|  0.0001202      	|
on_validation_start                	|  0.00062586     	|1              	|  0.00062586     	|  0.00010818     	|
on_validation_end                  	|  0.0002735      	|1              	|  0.0002735      	|  4.7274e-05     	|
on_fit_end                         	|  0.00011753     	|1              	|  0.00011753     	|  2.0315e-05     	|
teardown                           	|  4.0542e-05     	|2              	|  8.1085e-05     	|  1.4016e-05     	|
on_before_accelerator_backend_setup	|  3.0655e-05     	|2              	|  6.1311e-05     	|  1.0598e-05     	|
on_fit_start                       	|  4.526e-05      	|1              	|  4.526e-05      	|  7.8233e-06     	|
setup                              	|  2.2531e-05     	|2              	|  4.5061e-05     	|  7.7888e-06     	|
on_configure_sharded_model         	|  2.1585e-05     	|2              	|  4.3171e-05     	|  7.4621e-06     	|
on_validation_epoch_end            	|  3.4338e-05     	|1              	|  3.4338e-05     	|  5.9353e-06     	|
on_val_dataloader                  	|  1.3202e-05     	|2              	|  2.6405e-05     	|  4.5641e-06     	|
configure_callbacks                	|  1.1783e-05     	|2              	|  2.3566e-05     	|  4.0734e-06     	|
prepare_data                       	|  9.2126e-06     	|2              	|  1.8425e-05     	|  3.1848e-06     	|
on_validation_epoch_start          	|  1.367e-05      	|1              	|  1.367e-05      	|  2.3629e-06     	|
configure_sharded_model            	|  6.0871e-06     	|2              	|  1.2174e-05     	|  2.1043e-06     	|
on_pretrain_routine_end            	|  1.1595e-05     	|1              	|  1.1595e-05     	|  2.0042e-06     	|
on_train_dataloader                	|  6.0406e-06     	|1              	|  6.0406e-06     	|  1.0441e-06     	|
