VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  387.28         	|  100 %          	|
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run_training_epoch                 	|  13.45          	|25             	|  336.25         	|  86.825         	|
run_training_batch                 	|  0.29056        	|1000           	|  290.56         	|  75.025         	|
optimizer_step_with_closure_0      	|  0.28612        	|1000           	|  286.12         	|  73.879         	|
training_step_and_backward         	|  0.2205         	|1000           	|  220.5          	|  56.935         	|
backward                           	|  0.11205        	|1000           	|  112.05         	|  28.933         	|
model_forward                      	|  0.10682        	|1000           	|  106.82         	|  27.582         	|
training_step                      	|  0.10662        	|1000           	|  106.62         	|  27.53          	|
run_validate_evaluation            	|  16.515         	|1              	|  16.515         	|  4.2644         	|
evaluation_step_and_end            	|  0.10042        	|139            	|  13.958         	|  3.604          	|
validation_step                    	|  0.10029        	|139            	|  13.94          	|  3.5995         	|
get_train_batch                    	|  0.01012        	|1025           	|  10.373         	|  2.6785         	|
fetch_next_train_batch             	|  0.010097       	|1025           	|  10.349         	|  2.6722         	|
on_train_batch_end                 	|  0.0024468      	|1000           	|  2.4468         	|  0.63178        	|
zero_grad                          	|  0.0015912      	|1000           	|  1.5912         	|  0.41086        	|
get_validate_batch                 	|  0.0057183      	|140            	|  0.80056        	|  0.20672        	|
fetch_next_validate_batch          	|  0.0056934      	|140            	|  0.79708        	|  0.20582        	|
training_batch_to_device           	|  0.00030066     	|1000           	|  0.30066        	|  0.077634       	|
on_train_batch_start               	|  9.8096e-05     	|1000           	|  0.098096       	|  0.02533        	|
evaluation_batch_to_device         	|  0.00032621     	|139            	|  0.045343       	|  0.011708       	|
on_train_end                       	|  0.042634       	|1              	|  0.042634       	|  0.011009       	|
on_after_backward                  	|  3.01e-05       	|1000           	|  0.0301         	|  0.0077723      	|
on_pretrain_routine_start          	|  0.02254        	|1              	|  0.02254        	|  0.0058201      	|
on_batch_start                     	|  2.0792e-05     	|1000           	|  0.020792       	|  0.0053688      	|
on_before_zero_grad                	|  1.8803e-05     	|1000           	|  0.018803       	|  0.0048551      	|
on_batch_end                       	|  1.6669e-05     	|1000           	|  0.016669       	|  0.0043041      	|
on_before_optimizer_step           	|  1.4029e-05     	|1000           	|  0.014029       	|  0.0036225      	|
on_before_backward                 	|  1.3719e-05     	|1000           	|  0.013719       	|  0.0035423      	|
on_train_epoch_end                 	|  0.00044704     	|25             	|  0.011176       	|  0.0028858      	|
on_train_epoch_start               	|  0.00043904     	|25             	|  0.010976       	|  0.0028341      	|
configure_optimizers               	|  0.0099228      	|1              	|  0.0099228      	|  0.0025622      	|
training_step_end                  	|  7.2633e-06     	|1000           	|  0.0072633      	|  0.0018755      	|
on_validation_batch_end            	|  4.8381e-05     	|139            	|  0.006725       	|  0.0017365      	|
on_validation_model_eval           	|  0.0040125      	|1              	|  0.0040125      	|  0.0010361      	|
on_validation_batch_start          	|  1.7085e-05     	|139            	|  0.0023748      	|  0.00061321     	|
on_train_start                     	|  0.0015799      	|1              	|  0.0015799      	|  0.00040795     	|
validation_step_end                	|  9.8606e-06     	|139            	|  0.0013706      	|  0.00035391     	|
on_validation_start                	|  0.0004922      	|1              	|  0.0004922      	|  0.00012709     	|
on_epoch_end                       	|  1.2954e-05     	|26             	|  0.00033681     	|  8.6969e-05     	|
on_epoch_start                     	|  1.2691e-05     	|26             	|  0.00032997     	|  8.5202e-05     	|
on_validation_end                  	|  0.0001516      	|1              	|  0.0001516      	|  3.9145e-05     	|
setup                              	|  3.004e-05      	|2              	|  6.008e-05      	|  1.5513e-05     	|
on_configure_sharded_model         	|  2.8126e-05     	|2              	|  5.6252e-05     	|  1.4525e-05     	|
teardown                           	|  2.4334e-05     	|2              	|  4.8667e-05     	|  1.2566e-05     	|
on_before_accelerator_backend_setup	|  2.4232e-05     	|2              	|  4.8464e-05     	|  1.2514e-05     	|
on_fit_start                       	|  4.0106e-05     	|1              	|  4.0106e-05     	|  1.0356e-05     	|
on_validation_epoch_end            	|  3.8166e-05     	|1              	|  3.8166e-05     	|  9.8548e-06     	|
configure_sharded_model            	|  1.6243e-05     	|2              	|  3.2486e-05     	|  8.3884e-06     	|
on_fit_end                         	|  3.048e-05      	|1              	|  3.048e-05      	|  7.8704e-06     	|
on_val_dataloader                  	|  8.8671e-06     	|2              	|  1.7734e-05     	|  4.5792e-06     	|
on_pretrain_routine_end            	|  1.468e-05      	|1              	|  1.468e-05      	|  3.7904e-06     	|
prepare_data                       	|  6.9467e-06     	|2              	|  1.3893e-05     	|  3.5875e-06     	|
on_validation_epoch_start          	|  1.2577e-05     	|1              	|  1.2577e-05     	|  3.2474e-06     	|
on_train_dataloader                	|  1.239e-05      	|1              	|  1.239e-05      	|  3.1993e-06     	|
configure_callbacks                	|  6.0936e-06     	|2              	|  1.2187e-05     	|  3.1469e-06     	|
