VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  758.6          	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  3.5374         	|200            	|  707.48         	|  93.261         	|
run_training_batch                 	|  0.30519        	|1000           	|  305.19         	|  40.23          	|
optimizer_step_with_closure_0      	|  0.3013         	|1000           	|  301.3          	|  39.718         	|
training_step_and_backward         	|  0.23145        	|1000           	|  231.45         	|  30.511         	|
model_forward                      	|  0.11779        	|1000           	|  117.79         	|  15.527         	|
training_step                      	|  0.11757        	|1000           	|  117.57         	|  15.498         	|
backward                           	|  0.11197        	|1000           	|  111.97         	|  14.76          	|
get_train_batch                    	|  0.061704       	|1200           	|  74.045         	|  9.7607         	|
fetch_next_train_batch             	|  0.06167        	|1200           	|  74.004         	|  9.7553         	|
run_validate_evaluation            	|  17.374         	|1              	|  17.374         	|  2.2902         	|
evaluation_step_and_end            	|  0.10356        	|139            	|  14.395         	|  1.8976         	|
validation_step                    	|  0.10343        	|139            	|  14.377         	|  1.8952         	|
on_train_batch_end                 	|  0.0024935      	|1000           	|  2.4935         	|  0.3287         	|
zero_grad                          	|  0.0016516      	|1000           	|  1.6516         	|  0.21771        	|
get_validate_batch                 	|  0.0057282      	|140            	|  0.80195        	|  0.10571        	|
fetch_next_validate_batch          	|  0.0057017      	|140            	|  0.79824        	|  0.10523        	|
training_batch_to_device           	|  0.00046737     	|1000           	|  0.46737        	|  0.06161        	|
on_train_batch_start               	|  0.00010647     	|1000           	|  0.10647        	|  0.014034       	|
on_train_epoch_start               	|  0.00034221     	|200            	|  0.068442       	|  0.0090221      	|
on_train_epoch_end                 	|  0.00032449     	|200            	|  0.064899       	|  0.008555       	|
on_train_end                       	|  0.050809       	|1              	|  0.050809       	|  0.0066977      	|
evaluation_batch_to_device         	|  0.00031158     	|139            	|  0.04331        	|  0.0057091      	|
configure_optimizers               	|  0.036939       	|1              	|  0.036939       	|  0.0048694      	|
on_batch_start                     	|  3.3875e-05     	|1000           	|  0.033875       	|  0.0044654      	|
on_after_backward                  	|  3.1914e-05     	|1000           	|  0.031914       	|  0.0042069      	|
on_pretrain_routine_start          	|  0.024357       	|1              	|  0.024357       	|  0.0032108      	|
on_before_zero_grad                	|  2.163e-05      	|1000           	|  0.02163        	|  0.0028512      	|
on_before_backward                 	|  1.7416e-05     	|1000           	|  0.017416       	|  0.0022958      	|
on_batch_end                       	|  1.6962e-05     	|1000           	|  0.016962       	|  0.0022359      	|
on_before_optimizer_step           	|  1.5413e-05     	|1000           	|  0.015413       	|  0.0020317      	|
training_step_end                  	|  9.4893e-06     	|1000           	|  0.0094893      	|  0.0012509      	|
on_validation_model_eval           	|  0.0075218      	|1              	|  0.0075218      	|  0.00099154     	|
on_validation_batch_end            	|  4.3925e-05     	|139            	|  0.0061055      	|  0.00080484     	|
on_validation_batch_start          	|  1.8222e-05     	|139            	|  0.0025329      	|  0.00033388     	|
on_epoch_end                       	|  1.2113e-05     	|201            	|  0.0024346      	|  0.00032094     	|
on_epoch_start                     	|  1.1971e-05     	|201            	|  0.0024062      	|  0.00031719     	|
validation_step_end                	|  1.0707e-05     	|139            	|  0.0014883      	|  0.00019618     	|
on_train_start                     	|  0.0010261      	|1              	|  0.0010261      	|  0.00013526     	|
on_validation_start                	|  0.00091119     	|1              	|  0.00091119     	|  0.00012011     	|
on_validation_end                  	|  0.00034552     	|1              	|  0.00034552     	|  4.5547e-05     	|
teardown                           	|  3.7327e-05     	|2              	|  7.4655e-05     	|  9.8411e-06     	|
on_fit_end                         	|  6.2993e-05     	|1              	|  6.2993e-05     	|  8.3038e-06     	|
setup                              	|  2.8031e-05     	|2              	|  5.6062e-05     	|  7.3902e-06     	|
on_before_accelerator_backend_setup	|  2.8005e-05     	|2              	|  5.601e-05      	|  7.3833e-06     	|
on_configure_sharded_model         	|  2.6404e-05     	|2              	|  5.2808e-05     	|  6.9612e-06     	|
on_validation_epoch_end            	|  4.4828e-05     	|1              	|  4.4828e-05     	|  5.9093e-06     	|
on_val_dataloader                  	|  1.9793e-05     	|2              	|  3.9587e-05     	|  5.2184e-06     	|
on_validation_epoch_start          	|  2.4786e-05     	|1              	|  2.4786e-05     	|  3.2674e-06     	|
on_fit_start                       	|  2.118e-05      	|1              	|  2.118e-05      	|  2.792e-06      	|
prepare_data                       	|  9.2341e-06     	|2              	|  1.8468e-05     	|  2.4345e-06     	|
configure_callbacks                	|  8.8541e-06     	|2              	|  1.7708e-05     	|  2.3343e-06     	|
on_pretrain_routine_end            	|  1.6982e-05     	|1              	|  1.6982e-05     	|  2.2386e-06     	|
configure_sharded_model            	|  8.2776e-06     	|2              	|  1.6555e-05     	|  2.1823e-06     	|
on_train_dataloader                	|  8.5272e-06     	|1              	|  8.5272e-06     	|  1.1241e-06     	|
