VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  464.74         	|  100 %          	|
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run_training_epoch                 	|  6.5468         	|63             	|  412.45         	|  88.749         	|
run_training_batch                 	|  0.28868        	|1000           	|  288.68         	|  62.117         	|
optimizer_step_with_closure_0      	|  0.28544        	|1000           	|  285.44         	|  61.42          	|
training_step_and_backward         	|  0.22018        	|1000           	|  220.18         	|  47.377         	|
backward                           	|  0.10972        	|1000           	|  109.72         	|  23.608         	|
model_forward                      	|  0.1089         	|1000           	|  108.9          	|  23.433         	|
training_step                      	|  0.10868        	|1000           	|  108.68         	|  23.386         	|
get_train_batch                    	|  0.022256       	|1063           	|  23.658         	|  5.0907         	|
fetch_next_train_batch             	|  0.02223        	|1063           	|  23.63          	|  5.0846         	|
run_validate_evaluation            	|  8.157          	|1              	|  8.157          	|  1.7552         	|
evaluation_step_and_end            	|  0.10599        	|48             	|  5.0876         	|  1.0947         	|
validation_step                    	|  0.10587        	|48             	|  5.0818         	|  1.0935         	|
on_train_batch_end                 	|  0.0024065      	|1000           	|  2.4065         	|  0.51782        	|
zero_grad                          	|  0.0015226      	|1000           	|  1.5226         	|  0.32762        	|
get_validate_batch                 	|  0.014458       	|49             	|  0.70845        	|  0.15244        	|
fetch_next_validate_batch          	|  0.01443        	|49             	|  0.70706        	|  0.15214        	|
training_batch_to_device           	|  0.00029178     	|1000           	|  0.29178        	|  0.062785       	|
on_train_end                       	|  0.10189        	|1              	|  0.10189        	|  0.021924       	|
on_train_batch_start               	|  9.7403e-05     	|1000           	|  0.097403       	|  0.020959       	|
on_after_backward                  	|  2.8109e-05     	|1000           	|  0.028109       	|  0.0060483      	|
on_train_epoch_end                 	|  0.0004274      	|63             	|  0.026926       	|  0.0057938      	|
configure_optimizers               	|  0.024744       	|1              	|  0.024744       	|  0.0053242      	|
on_pretrain_routine_start          	|  0.024403       	|1              	|  0.024403       	|  0.0052509      	|
on_train_epoch_start               	|  0.00037669     	|63             	|  0.023732       	|  0.0051064      	|
on_batch_start                     	|  2.2848e-05     	|1000           	|  0.022848       	|  0.0049163      	|
on_batch_end                       	|  1.7721e-05     	|1000           	|  0.017721       	|  0.0038131      	|
on_before_zero_grad                	|  1.7233e-05     	|1000           	|  0.017233       	|  0.0037081      	|
evaluation_batch_to_device         	|  0.00033118     	|48             	|  0.015897       	|  0.0034206      	|
on_before_backward                 	|  1.3852e-05     	|1000           	|  0.013852       	|  0.0029807      	|
on_before_optimizer_step           	|  1.3461e-05     	|1000           	|  0.013461       	|  0.0028965      	|
training_step_end                  	|  7.8342e-06     	|1000           	|  0.0078342      	|  0.0016857      	|
on_validation_model_eval           	|  0.0053594      	|1              	|  0.0053594      	|  0.0011532      	|
on_validation_batch_end            	|  4.3811e-05     	|48             	|  0.0021029      	|  0.0004525      	|
on_train_start                     	|  0.0013273      	|1              	|  0.0013273      	|  0.0002856      	|
on_epoch_end                       	|  1.48e-05       	|64             	|  0.00094719     	|  0.00020381     	|
on_validation_batch_start          	|  1.9403e-05     	|48             	|  0.00093135     	|  0.0002004      	|
on_validation_start                	|  0.00077266     	|1              	|  0.00077266     	|  0.00016626     	|
on_epoch_start                     	|  1.1159e-05     	|64             	|  0.00071419     	|  0.00015368     	|
validation_step_end                	|  1.0277e-05     	|48             	|  0.00049328     	|  0.00010614     	|
on_validation_end                  	|  0.00016738     	|1              	|  0.00016738     	|  3.6017e-05     	|
on_before_accelerator_backend_setup	|  3.3352e-05     	|2              	|  6.6703e-05     	|  1.4353e-05     	|
on_fit_end                         	|  5.8623e-05     	|1              	|  5.8623e-05     	|  1.2614e-05     	|
on_configure_sharded_model         	|  2.9111e-05     	|2              	|  5.8223e-05     	|  1.2528e-05     	|
on_validation_epoch_end            	|  5.5349e-05     	|1              	|  5.5349e-05     	|  1.191e-05      	|
setup                              	|  2.7107e-05     	|2              	|  5.4214e-05     	|  1.1666e-05     	|
teardown                           	|  2.4334e-05     	|2              	|  4.8667e-05     	|  1.0472e-05     	|
on_fit_start                       	|  4.5614e-05     	|1              	|  4.5614e-05     	|  9.8151e-06     	|
on_val_dataloader                  	|  1.4571e-05     	|2              	|  2.9143e-05     	|  6.2708e-06     	|
prepare_data                       	|  1.1346e-05     	|2              	|  2.2693e-05     	|  4.8829e-06     	|
configure_callbacks                	|  1.0066e-05     	|2              	|  2.0131e-05     	|  4.3318e-06     	|
configure_sharded_model            	|  8.7637e-06     	|2              	|  1.7527e-05     	|  3.7715e-06     	|
on_pretrain_routine_end            	|  1.4918e-05     	|1              	|  1.4918e-05     	|  3.21e-06       	|
on_validation_epoch_start          	|  1.2364e-05     	|1              	|  1.2364e-05     	|  2.6605e-06     	|
on_train_dataloader                	|  1.2014e-05     	|1              	|  1.2014e-05     	|  2.5851e-06     	|
