VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1184.5         	|  100 %          	|
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run_training_epoch                 	|  2.2466         	|500            	|  1123.3         	|  94.836         	|
run_training_batch                 	|  0.27477        	|1000           	|  274.77         	|  23.198         	|
optimizer_step_with_closure_0      	|  0.27117        	|1000           	|  271.17         	|  22.894         	|
training_step_and_backward         	|  0.20846        	|1000           	|  208.46         	|  17.6           	|
get_train_batch                    	|  0.10062        	|1500           	|  150.94         	|  12.743         	|
fetch_next_train_batch             	|  0.10058        	|1500           	|  150.88         	|  12.738         	|
backward                           	|  0.10381        	|1000           	|  103.81         	|  8.7644         	|
model_forward                      	|  0.10319        	|1000           	|  103.19         	|  8.7121         	|
training_step                      	|  0.10298        	|1000           	|  102.98         	|  8.6942         	|
run_validate_evaluation            	|  29.771         	|1              	|  29.771         	|  2.5135         	|
evaluation_step_and_end            	|  0.084544       	|313            	|  26.462         	|  2.2341         	|
validation_step                    	|  0.084475       	|313            	|  26.441         	|  2.2323         	|
on_train_batch_end                 	|  0.0019758      	|1000           	|  1.9758         	|  0.16681        	|
zero_grad                          	|  0.0014223      	|1000           	|  1.4223         	|  0.12008        	|
get_validate_batch                 	|  0.0026959      	|314            	|  0.8465         	|  0.071467       	|
fetch_next_validate_batch          	|  0.0026783      	|314            	|  0.84098        	|  0.071001       	|
training_batch_to_device           	|  0.00068329     	|1000           	|  0.68329        	|  0.057688       	|
on_train_epoch_start               	|  0.00034339     	|500            	|  0.17169        	|  0.014496       	|
on_train_epoch_end                 	|  0.0003188      	|500            	|  0.1594         	|  0.013458       	|
on_train_batch_start               	|  0.0001141      	|1000           	|  0.1141         	|  0.0096327      	|
evaluation_batch_to_device         	|  0.00020795     	|313            	|  0.065088       	|  0.0054951      	|
on_batch_start                     	|  4.7976e-05     	|1000           	|  0.047976       	|  0.0040504      	|
on_train_end                       	|  0.044495       	|1              	|  0.044495       	|  0.0037566      	|
on_before_zero_grad                	|  2.2664e-05     	|1000           	|  0.022664       	|  0.0019134      	|
on_pretrain_routine_start          	|  0.022413       	|1              	|  0.022413       	|  0.0018922      	|
on_after_backward                  	|  2.1894e-05     	|1000           	|  0.021894       	|  0.0018484      	|
on_batch_end                       	|  1.6957e-05     	|1000           	|  0.016957       	|  0.0014316      	|
on_before_optimizer_step           	|  1.4261e-05     	|1000           	|  0.014261       	|  0.001204       	|
on_before_backward                 	|  1.2953e-05     	|1000           	|  0.012953       	|  0.0010936      	|
configure_optimizers               	|  0.0096528      	|1              	|  0.0096528      	|  0.00081495     	|
on_validation_batch_end            	|  2.6016e-05     	|313            	|  0.0081431      	|  0.00068749     	|
training_step_end                  	|  8.1396e-06     	|1000           	|  0.0081396      	|  0.0006872      	|
on_epoch_end                       	|  1.1401e-05     	|501            	|  0.0057117      	|  0.00048222     	|
on_epoch_start                     	|  1.0697e-05     	|501            	|  0.0053594      	|  0.00045248     	|
on_validation_batch_start          	|  1.3004e-05     	|313            	|  0.0040701      	|  0.00034362     	|
on_validation_model_eval           	|  0.0040055      	|1              	|  0.0040055      	|  0.00033817     	|
validation_step_end                	|  5.8148e-06     	|313            	|  0.00182        	|  0.00015366     	|
on_train_start                     	|  0.0011331      	|1              	|  0.0011331      	|  9.5663e-05     	|
on_validation_start                	|  0.00047759     	|1              	|  0.00047759     	|  4.0321e-05     	|
on_validation_end                  	|  0.0001827      	|1              	|  0.0001827      	|  1.5424e-05     	|
on_fit_end                         	|  6.0698e-05     	|1              	|  6.0698e-05     	|  5.1245e-06     	|
setup                              	|  2.6009e-05     	|2              	|  5.2018e-05     	|  4.3917e-06     	|
on_before_accelerator_backend_setup	|  2.5864e-05     	|2              	|  5.1728e-05     	|  4.3672e-06     	|
on_validation_epoch_end            	|  5.1634e-05     	|1              	|  5.1634e-05     	|  4.3593e-06     	|
on_configure_sharded_model         	|  2.414e-05      	|2              	|  4.828e-05      	|  4.0761e-06     	|
teardown                           	|  2.339e-05      	|2              	|  4.678e-05      	|  3.9495e-06     	|
on_fit_start                       	|  3.8492e-05     	|1              	|  3.8492e-05     	|  3.2497e-06     	|
prepare_data                       	|  8.8597e-06     	|2              	|  1.7719e-05     	|  1.496e-06      	|
configure_callbacks                	|  8.4415e-06     	|2              	|  1.6883e-05     	|  1.4254e-06     	|
on_pretrain_routine_end            	|  1.6579e-05     	|1              	|  1.6579e-05     	|  1.3997e-06     	|
on_val_dataloader                  	|  7.8101e-06     	|2              	|  1.562e-05      	|  1.3187e-06     	|
configure_sharded_model            	|  7.4161e-06     	|2              	|  1.4832e-05     	|  1.2522e-06     	|
on_validation_epoch_start          	|  9.3058e-06     	|1              	|  9.3058e-06     	|  7.8565e-07     	|
on_train_dataloader                	|  6.2678e-06     	|1              	|  6.2678e-06     	|  5.2917e-07     	|
