VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1470.1         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.8189         	|500            	|  1409.5         	|  95.875         	|
run_training_batch                 	|  0.38248        	|1000           	|  382.48         	|  26.017         	|
optimizer_step_with_closure_0      	|  0.37912        	|1000           	|  379.12         	|  25.789         	|
training_step_and_backward         	|  0.27506        	|1000           	|  275.06         	|  18.71          	|
get_train_batch                    	|  0.10845        	|1500           	|  162.68         	|  11.066         	|
fetch_next_train_batch             	|  0.10841        	|1500           	|  162.62         	|  11.062         	|
model_forward                      	|  0.14608        	|1000           	|  146.08         	|  9.9367         	|
training_step                      	|  0.14585        	|1000           	|  145.85         	|  9.921          	|
backward                           	|  0.12746        	|1000           	|  127.46         	|  8.6704         	|
run_validate_evaluation            	|  30.853         	|1              	|  30.853         	|  2.0987         	|
evaluation_step_and_end            	|  0.22056        	|125            	|  27.57          	|  1.8754         	|
validation_step                    	|  0.22043        	|125            	|  27.554         	|  1.8743         	|
on_train_batch_end                 	|  0.0023022      	|1000           	|  2.3022         	|  0.1566         	|
zero_grad                          	|  0.0014805      	|1000           	|  1.4805         	|  0.10071        	|
get_validate_batch                 	|  0.0061356      	|126            	|  0.77308        	|  0.052587       	|
fetch_next_validate_batch          	|  0.0061084      	|126            	|  0.76966        	|  0.052354       	|
training_batch_to_device           	|  0.00060515     	|1000           	|  0.60515        	|  0.041164       	|
on_train_epoch_end                 	|  0.00036532     	|500            	|  0.18266        	|  0.012425       	|
on_train_epoch_start               	|  0.00033092     	|500            	|  0.16546        	|  0.011255       	|
on_train_batch_start               	|  0.00011312     	|1000           	|  0.11312        	|  0.007695       	|
on_batch_start                     	|  4.2486e-05     	|1000           	|  0.042486       	|  0.00289        	|
on_train_end                       	|  0.042094       	|1              	|  0.042094       	|  0.0028633      	|
evaluation_batch_to_device         	|  0.00031955     	|125            	|  0.039944       	|  0.0027171      	|
on_after_backward                  	|  2.3655e-05     	|1000           	|  0.023655       	|  0.0016091      	|
on_before_zero_grad                	|  2.2291e-05     	|1000           	|  0.022291       	|  0.0015163      	|
on_pretrain_routine_start          	|  0.021735       	|1              	|  0.021735       	|  0.0014784      	|
on_before_backward                 	|  1.7806e-05     	|1000           	|  0.017806       	|  0.0012112      	|
on_batch_end                       	|  1.718e-05      	|1000           	|  0.01718        	|  0.0011686      	|
on_before_optimizer_step           	|  1.6369e-05     	|1000           	|  0.016369       	|  0.0011135      	|
configure_optimizers               	|  0.0087643      	|1              	|  0.0087643      	|  0.00059617     	|
training_step_end                  	|  8.4073e-06     	|1000           	|  0.0084073      	|  0.00057189     	|
on_epoch_start                     	|  1.188e-05      	|501            	|  0.0059518      	|  0.00040486     	|
on_validation_batch_end            	|  4.6759e-05     	|125            	|  0.0058449      	|  0.00039759     	|
on_epoch_end                       	|  1.1465e-05     	|501            	|  0.0057441      	|  0.00039073     	|
on_validation_model_eval           	|  0.0039447      	|1              	|  0.0039447      	|  0.00026833     	|
on_validation_batch_start          	|  1.8146e-05     	|125            	|  0.0022682      	|  0.00015429     	|
on_train_start                     	|  0.0021635      	|1              	|  0.0021635      	|  0.00014717     	|
validation_step_end                	|  9.8324e-06     	|125            	|  0.001229       	|  8.3603e-05     	|
on_validation_start                	|  0.00047552     	|1              	|  0.00047552     	|  3.2346e-05     	|
on_validation_end                  	|  0.00017779     	|1              	|  0.00017779     	|  1.2094e-05     	|
teardown                           	|  5.1283e-05     	|2              	|  0.00010257     	|  6.9769e-06     	|
on_fit_end                         	|  6.0042e-05     	|1              	|  6.0042e-05     	|  4.0842e-06     	|
setup                              	|  2.826e-05      	|2              	|  5.652e-05      	|  3.8446e-06     	|
on_before_accelerator_backend_setup	|  2.6678e-05     	|2              	|  5.3355e-05     	|  3.6294e-06     	|
on_configure_sharded_model         	|  2.4909e-05     	|2              	|  4.9818e-05     	|  3.3888e-06     	|
on_validation_epoch_end            	|  3.6346e-05     	|1              	|  3.6346e-05     	|  2.4723e-06     	|
on_fit_start                       	|  2.3393e-05     	|1              	|  2.3393e-05     	|  1.5913e-06     	|
configure_callbacks                	|  9.6885e-06     	|2              	|  1.9377e-05     	|  1.3181e-06     	|
prepare_data                       	|  8.8001e-06     	|2              	|  1.76e-05       	|  1.1972e-06     	|
on_val_dataloader                  	|  8.5067e-06     	|2              	|  1.7013e-05     	|  1.1573e-06     	|
configure_sharded_model            	|  7.7365e-06     	|2              	|  1.5473e-05     	|  1.0525e-06     	|
on_pretrain_routine_end            	|  1.2306e-05     	|1              	|  1.2306e-05     	|  8.3712e-07     	|
on_validation_epoch_start          	|  1.0604e-05     	|1              	|  1.0604e-05     	|  7.2132e-07     	|
on_train_dataloader                	|  6.238e-06      	|1              	|  6.238e-06      	|  4.2433e-07     	|
