VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  350.45         	|  100 %          	|
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run_training_epoch                 	|  15.143         	|21             	|  318.0          	|  90.742         	|
run_training_batch                 	|  0.30483        	|1000           	|  304.83         	|  86.983         	|
optimizer_step_with_closure_0      	|  0.30289        	|1000           	|  302.89         	|  86.43          	|
training_step_and_backward         	|  0.23162        	|1000           	|  231.62         	|  66.092         	|
backward                           	|  0.11621        	|1000           	|  116.21         	|  33.16          	|
model_forward                      	|  0.11394        	|1000           	|  113.94         	|  32.514         	|
training_step                      	|  0.11377        	|1000           	|  113.77         	|  32.464         	|
run_validate_evaluation            	|  13.153         	|1              	|  13.153         	|  3.7531         	|
evaluation_step_and_end            	|  0.099192       	|125            	|  12.399         	|  3.538          	|
validation_step                    	|  0.099124       	|125            	|  12.391         	|  3.5356         	|
get_train_batch                    	|  0.0044537      	|1021           	|  4.5472         	|  1.2976         	|
fetch_next_train_batch             	|  0.0044346      	|1021           	|  4.5277         	|  1.292          	|
on_train_batch_end                 	|  0.0014723      	|1000           	|  1.4723         	|  0.42012        	|
zero_grad                          	|  0.0014436      	|1000           	|  1.4436         	|  0.41193        	|
get_validate_batch                 	|  0.0029405      	|126            	|  0.37051        	|  0.10572        	|
fetch_next_validate_batch          	|  0.002924       	|126            	|  0.36842        	|  0.10513        	|
training_batch_to_device           	|  0.00026741     	|1000           	|  0.26741        	|  0.076305       	|
on_train_batch_start               	|  0.00010428     	|1000           	|  0.10428        	|  0.029756       	|
evaluation_batch_to_device         	|  0.00023734     	|125            	|  0.029667       	|  0.0084656      	|
on_train_end                       	|  0.025327       	|1              	|  0.025327       	|  0.0072269      	|
on_pretrain_routine_start          	|  0.022005       	|1              	|  0.022005       	|  0.0062791      	|
on_batch_start                     	|  1.8355e-05     	|1000           	|  0.018355       	|  0.0052377      	|
on_after_backward                  	|  1.6464e-05     	|1000           	|  0.016464       	|  0.004698       	|
on_batch_end                       	|  1.4063e-05     	|1000           	|  0.014063       	|  0.0040128      	|
on_before_zero_grad                	|  1.3133e-05     	|1000           	|  0.013133       	|  0.0037476      	|
on_before_optimizer_step           	|  1.2983e-05     	|1000           	|  0.012983       	|  0.0037048      	|
on_before_backward                 	|  1.1509e-05     	|1000           	|  0.011509       	|  0.0032841      	|
on_train_epoch_start               	|  0.00042514     	|21             	|  0.008928       	|  0.0025476      	|
on_train_epoch_end                 	|  0.00040768     	|21             	|  0.0085612      	|  0.0024429      	|
configure_optimizers               	|  0.007847       	|1              	|  0.007847       	|  0.0022391      	|
training_step_end                  	|  6.7865e-06     	|1000           	|  0.0067865      	|  0.0019365      	|
on_validation_model_eval           	|  0.0040957      	|1              	|  0.0040957      	|  0.0011687      	|
on_validation_batch_end            	|  2.849e-05      	|125            	|  0.0035613      	|  0.0010162      	|
on_validation_batch_start          	|  1.329e-05      	|125            	|  0.0016613      	|  0.00047404     	|
on_train_start                     	|  0.0016008      	|1              	|  0.0016008      	|  0.00045679     	|
validation_step_end                	|  6.2581e-06     	|125            	|  0.00078226     	|  0.00022322     	|
on_validation_start                	|  0.00049908     	|1              	|  0.00049908     	|  0.00014241     	|
on_epoch_start                     	|  1.0423e-05     	|22             	|  0.0002293      	|  6.5431e-05     	|
on_epoch_end                       	|  1.008e-05      	|22             	|  0.00022176     	|  6.3278e-05     	|
on_validation_end                  	|  0.00013573     	|1              	|  0.00013573     	|  3.8731e-05     	|
setup                              	|  2.4487e-05     	|2              	|  4.8975e-05     	|  1.3975e-05     	|
on_before_accelerator_backend_setup	|  2.1754e-05     	|2              	|  4.3508e-05     	|  1.2415e-05     	|
on_configure_sharded_model         	|  1.9726e-05     	|2              	|  3.9453e-05     	|  1.1258e-05     	|
teardown                           	|  1.8171e-05     	|2              	|  3.6342e-05     	|  1.037e-05      	|
on_fit_end                         	|  3.1272e-05     	|1              	|  3.1272e-05     	|  8.9234e-06     	|
on_validation_epoch_end            	|  2.9029e-05     	|1              	|  2.9029e-05     	|  8.2834e-06     	|
on_pretrain_routine_end            	|  1.7642e-05     	|1              	|  1.7642e-05     	|  5.0341e-06     	|
on_val_dataloader                  	|  8.4925e-06     	|2              	|  1.6985e-05     	|  4.8466e-06     	|
prepare_data                       	|  8.147e-06      	|2              	|  1.6294e-05     	|  4.6495e-06     	|
on_fit_start                       	|  1.6189e-05     	|1              	|  1.6189e-05     	|  4.6195e-06     	|
configure_sharded_model            	|  6.182e-06      	|2              	|  1.2364e-05     	|  3.5281e-06     	|
configure_callbacks                	|  5.9485e-06     	|2              	|  1.1897e-05     	|  3.3948e-06     	|
on_validation_epoch_start          	|  1.0042e-05     	|1              	|  1.0042e-05     	|  2.8655e-06     	|
on_train_dataloader                	|  5.946e-06      	|1              	|  5.946e-06      	|  1.6967e-06     	|
