VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  615.83         	|  100 %          	|
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run_training_epoch                 	|  3.4089         	|167            	|  569.28         	|  92.441         	|
run_training_batch                 	|  0.25282        	|1000           	|  252.82         	|  41.053         	|
optimizer_step_with_closure_0      	|  0.25068        	|1000           	|  250.68         	|  40.706         	|
training_step_and_backward         	|  0.18438        	|1000           	|  184.38         	|  29.94          	|
model_forward                      	|  0.0984         	|1000           	|  98.4           	|  15.978         	|
training_step                      	|  0.098222       	|1000           	|  98.222         	|  15.95          	|
backward                           	|  0.084486       	|1000           	|  84.486         	|  13.719         	|
get_train_batch                    	|  0.055573       	|1167           	|  64.854         	|  10.531         	|
fetch_next_train_batch             	|  0.055546       	|1167           	|  64.823         	|  10.526         	|
run_validate_evaluation            	|  16.032         	|1              	|  16.032         	|  2.6033         	|
evaluation_step_and_end            	|  0.10611        	|125            	|  13.263         	|  2.1537         	|
validation_step                    	|  0.10604        	|125            	|  13.255         	|  2.1523         	|
on_train_batch_end                 	|  0.0016217      	|1000           	|  1.6217         	|  0.26334        	|
zero_grad                          	|  0.0014607      	|1000           	|  1.4607         	|  0.23719        	|
get_validate_batch                 	|  0.0060214      	|126            	|  0.75869        	|  0.1232         	|
fetch_next_validate_batch          	|  0.006003       	|126            	|  0.75638        	|  0.12282        	|
training_batch_to_device           	|  0.00035508     	|1000           	|  0.35508        	|  0.057658       	|
on_train_batch_start               	|  9.7476e-05     	|1000           	|  0.097476       	|  0.015828       	|
on_train_epoch_start               	|  0.00032861     	|167            	|  0.054878       	|  0.0089113      	|
on_train_epoch_end                 	|  0.00032059     	|167            	|  0.053539       	|  0.0086938      	|
on_train_end                       	|  0.042194       	|1              	|  0.042194       	|  0.0068516      	|
evaluation_batch_to_device         	|  0.00024681     	|125            	|  0.030851       	|  0.0050096      	|
on_batch_start                     	|  2.7651e-05     	|1000           	|  0.027651       	|  0.00449        	|
on_pretrain_routine_start          	|  0.021394       	|1              	|  0.021394       	|  0.003474       	|
on_after_backward                  	|  1.7185e-05     	|1000           	|  0.017185       	|  0.0027905      	|
on_before_zero_grad                	|  1.6439e-05     	|1000           	|  0.016439       	|  0.0026694      	|
on_batch_end                       	|  1.3981e-05     	|1000           	|  0.013981       	|  0.0022703      	|
on_before_backward                 	|  1.1661e-05     	|1000           	|  0.011661       	|  0.0018935      	|
on_before_optimizer_step           	|  1.1658e-05     	|1000           	|  0.011658       	|  0.0018931      	|
configure_optimizers               	|  0.0087265      	|1              	|  0.0087265      	|  0.001417       	|
training_step_end                  	|  6.7357e-06     	|1000           	|  0.0067357      	|  0.0010938      	|
on_validation_model_eval           	|  0.0038524      	|1              	|  0.0038524      	|  0.00062557     	|
on_validation_batch_end            	|  2.6411e-05     	|125            	|  0.0033013      	|  0.00053608     	|
on_epoch_end                       	|  1.1563e-05     	|168            	|  0.0019425      	|  0.00031543     	|
on_epoch_start                     	|  1.0632e-05     	|168            	|  0.0017863      	|  0.00029006     	|
on_validation_batch_start          	|  1.2275e-05     	|125            	|  0.0015344      	|  0.00024916     	|
on_train_start                     	|  0.0014515      	|1              	|  0.0014515      	|  0.00023569     	|
validation_step_end                	|  5.9673e-06     	|125            	|  0.00074591     	|  0.00012112     	|
on_validation_start                	|  0.00046211     	|1              	|  0.00046211     	|  7.5039e-05     	|
on_validation_end                  	|  0.00027149     	|1              	|  0.00027149     	|  4.4085e-05     	|
on_fit_end                         	|  9.9562e-05     	|1              	|  9.9562e-05     	|  1.6167e-05     	|
on_before_accelerator_backend_setup	|  3.9472e-05     	|2              	|  7.8944e-05     	|  1.2819e-05     	|
setup                              	|  2.8383e-05     	|2              	|  5.6766e-05     	|  9.2178e-06     	|
on_configure_sharded_model         	|  2.763e-05      	|2              	|  5.5261e-05     	|  8.9734e-06     	|
teardown                           	|  2.1777e-05     	|2              	|  4.3554e-05     	|  7.0725e-06     	|
configure_callbacks                	|  1.7296e-05     	|2              	|  3.4591e-05     	|  5.617e-06      	|
on_validation_epoch_end            	|  3.4302e-05     	|1              	|  3.4302e-05     	|  5.5701e-06     	|
prepare_data                       	|  1.1729e-05     	|2              	|  2.3458e-05     	|  3.8092e-06     	|
on_fit_start                       	|  2.1866e-05     	|1              	|  2.1866e-05     	|  3.5506e-06     	|
on_val_dataloader                  	|  6.6329e-06     	|2              	|  1.3266e-05     	|  2.1541e-06     	|
configure_sharded_model            	|  6.2352e-06     	|2              	|  1.247e-05      	|  2.025e-06      	|
on_pretrain_routine_end            	|  1.2239e-05     	|1              	|  1.2239e-05     	|  1.9875e-06     	|
on_validation_epoch_start          	|  1.0263e-05     	|1              	|  1.0263e-05     	|  1.6666e-06     	|
on_train_dataloader                	|  5.4352e-06     	|1              	|  5.4352e-06     	|  8.8258e-07     	|
