VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  484.78         	|  100 %          	|
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run_training_epoch                 	|  6.6466         	|63             	|  418.73         	|  86.376         	|
run_training_batch                 	|  0.28289        	|1000           	|  282.89         	|  58.353         	|
optimizer_step_with_closure_0      	|  0.27938        	|1000           	|  279.38         	|  57.629         	|
training_step_and_backward         	|  0.21502        	|1000           	|  215.02         	|  44.353         	|
backward                           	|  0.1074         	|1000           	|  107.4          	|  22.155         	|
model_forward                      	|  0.10601        	|1000           	|  106.01         	|  21.869         	|
training_step                      	|  0.10581        	|1000           	|  105.81         	|  21.827         	|
run_validate_evaluation            	|  31.493         	|1              	|  31.493         	|  6.4964         	|
evaluation_step_and_end            	|  0.087081       	|313            	|  27.256         	|  5.6224         	|
validation_step                    	|  0.087002       	|313            	|  27.232         	|  5.6173         	|
get_train_batch                    	|  0.025284       	|1063           	|  26.877         	|  5.5441         	|
fetch_next_train_batch             	|  0.025259       	|1063           	|  26.85          	|  5.5386         	|
on_train_batch_end                 	|  0.002261       	|1000           	|  2.261          	|  0.4664         	|
zero_grad                          	|  0.0015646      	|1000           	|  1.5646         	|  0.32274        	|
get_validate_batch                 	|  0.0033056      	|314            	|  1.0379         	|  0.21411        	|
fetch_next_validate_batch          	|  0.003287       	|314            	|  1.0321         	|  0.21291        	|
training_batch_to_device           	|  0.00030892     	|1000           	|  0.30892        	|  0.063724       	|
on_train_batch_start               	|  9.3929e-05     	|1000           	|  0.093929       	|  0.019376       	|
evaluation_batch_to_device         	|  0.00023918     	|313            	|  0.074862       	|  0.015442       	|
on_train_end                       	|  0.04743        	|1              	|  0.04743        	|  0.0097838      	|
on_after_backward                  	|  2.607e-05      	|1000           	|  0.02607        	|  0.0053777      	|
on_batch_start                     	|  2.2517e-05     	|1000           	|  0.022517       	|  0.0046447      	|
on_pretrain_routine_start          	|  0.021859       	|1              	|  0.021859       	|  0.0045091      	|
on_train_epoch_end                 	|  0.00034692     	|63             	|  0.021856       	|  0.0045085      	|
on_train_epoch_start               	|  0.00033777     	|63             	|  0.021279       	|  0.0043895      	|
on_before_zero_grad                	|  1.8773e-05     	|1000           	|  0.018773       	|  0.0038725      	|
on_batch_end                       	|  1.5474e-05     	|1000           	|  0.015474       	|  0.003192       	|
on_before_optimizer_step           	|  1.3991e-05     	|1000           	|  0.013991       	|  0.0028861      	|
on_before_backward                 	|  1.2672e-05     	|1000           	|  0.012672       	|  0.0026139      	|
on_validation_batch_end            	|  2.8064e-05     	|313            	|  0.0087842      	|  0.001812       	|
configure_optimizers               	|  0.0083613      	|1              	|  0.0083613      	|  0.0017248      	|
on_validation_model_eval           	|  0.0083323      	|1              	|  0.0083323      	|  0.0017188      	|
training_step_end                  	|  7.4669e-06     	|1000           	|  0.0074669      	|  0.0015403      	|
on_validation_batch_start          	|  1.2518e-05     	|313            	|  0.0039181      	|  0.00080822     	|
validation_step_end                	|  6.4442e-06     	|313            	|  0.002017       	|  0.00041607     	|
on_train_start                     	|  0.0010248      	|1              	|  0.0010248      	|  0.0002114      	|
on_epoch_end                       	|  1.1944e-05     	|64             	|  0.00076441     	|  0.00015768     	|
on_epoch_start                     	|  1.1089e-05     	|64             	|  0.00070972     	|  0.0001464      	|
on_validation_start                	|  0.00063051     	|1              	|  0.00063051     	|  0.00013006     	|
on_validation_end                  	|  0.00015193     	|1              	|  0.00015193     	|  3.1341e-05     	|
teardown                           	|  3.7633e-05     	|2              	|  7.5266e-05     	|  1.5526e-05     	|
on_fit_end                         	|  6.8052e-05     	|1              	|  6.8052e-05     	|  1.4038e-05     	|
setup                              	|  2.7694e-05     	|2              	|  5.5388e-05     	|  1.1425e-05     	|
on_validation_epoch_end            	|  5.1225e-05     	|1              	|  5.1225e-05     	|  1.0567e-05     	|
on_before_accelerator_backend_setup	|  2.4281e-05     	|2              	|  4.8561e-05     	|  1.0017e-05     	|
on_configure_sharded_model         	|  2.412e-05      	|2              	|  4.8241e-05     	|  9.951e-06      	|
on_val_dataloader                  	|  1.2981e-05     	|2              	|  2.5962e-05     	|  5.3553e-06     	|
on_fit_start                       	|  1.8334e-05     	|1              	|  1.8334e-05     	|  3.7819e-06     	|
configure_callbacks                	|  8.9463e-06     	|2              	|  1.7893e-05     	|  3.6908e-06     	|
on_pretrain_routine_end            	|  1.73e-05       	|1              	|  1.73e-05       	|  3.5687e-06     	|
configure_sharded_model            	|  7.5279e-06     	|2              	|  1.5056e-05     	|  3.1057e-06     	|
prepare_data                       	|  7.3109e-06     	|2              	|  1.4622e-05     	|  3.0161e-06     	|
on_validation_epoch_start          	|  1.2171e-05     	|1              	|  1.2171e-05     	|  2.5105e-06     	|
on_train_dataloader                	|  6.333e-06      	|1              	|  6.333e-06      	|  1.3064e-06     	|
