VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  515.76         	|  100 %          	|
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run_training_epoch                 	|  2.1741         	|200            	|  434.81         	|  84.304         	|
run_training_batch                 	|  0.36387        	|1000           	|  363.87         	|  70.55          	|
optimizer_step_with_closure_0      	|  0.36123        	|1000           	|  361.23         	|  70.038         	|
training_step_and_backward         	|  0.28313        	|1000           	|  283.13         	|  54.895         	|
model_forward                      	|  0.16683        	|1000           	|  166.83         	|  32.346         	|
training_step                      	|  0.16668        	|1000           	|  166.68         	|  32.317         	|
backward                           	|  0.11497        	|1000           	|  114.97         	|  22.29          	|
run_validate_evaluation            	|  35.945         	|1              	|  35.945         	|  6.9693         	|
evaluation_step_and_end            	|  0.25375        	|139            	|  35.271         	|  6.8386         	|
validation_step                    	|  0.2537         	|139            	|  35.264         	|  6.8372         	|
get_train_batch                    	|  0.016607       	|1200           	|  19.928         	|  3.8638         	|
fetch_next_train_batch             	|  0.016581       	|1200           	|  19.898         	|  3.8579         	|
zero_grad                          	|  0.0013092      	|1000           	|  1.3092         	|  0.25384        	|
on_train_batch_end                 	|  0.0012517      	|1000           	|  1.2517         	|  0.24269        	|
get_validate_batch                 	|  0.0025378      	|140            	|  0.35529        	|  0.068886       	|
fetch_next_validate_batch          	|  0.0025236      	|140            	|  0.3533         	|  0.068501       	|
training_batch_to_device           	|  0.00033898     	|1000           	|  0.33898        	|  0.065723       	|
on_train_batch_start               	|  9.5947e-05     	|1000           	|  0.095947       	|  0.018603       	|
on_train_epoch_start               	|  0.00027143     	|200            	|  0.054286       	|  0.010525       	|
on_train_epoch_end                 	|  0.00024702     	|200            	|  0.049405       	|  0.009579       	|
evaluation_batch_to_device         	|  0.00023818     	|139            	|  0.033107       	|  0.006419       	|
on_train_end                       	|  0.023386       	|1              	|  0.023386       	|  0.0045343      	|
on_batch_start                     	|  2.3023e-05     	|1000           	|  0.023023       	|  0.0044639      	|
on_pretrain_routine_start          	|  0.022195       	|1              	|  0.022195       	|  0.0043033      	|
on_before_zero_grad                	|  1.6373e-05     	|1000           	|  0.016373       	|  0.0031746      	|
on_batch_end                       	|  1.3818e-05     	|1000           	|  0.013818       	|  0.0026792      	|
on_before_backward                 	|  1.2009e-05     	|1000           	|  0.012009       	|  0.0023283      	|
on_after_backward                  	|  1.154e-05      	|1000           	|  0.01154        	|  0.0022374      	|
on_before_optimizer_step           	|  1.0978e-05     	|1000           	|  0.010978       	|  0.0021285      	|
configure_optimizers               	|  0.0082531      	|1              	|  0.0082531      	|  0.0016002      	|
training_step_end                  	|  6.3189e-06     	|1000           	|  0.0063189      	|  0.0012252      	|
on_validation_model_eval           	|  0.0045808      	|1              	|  0.0045808      	|  0.00088815     	|
on_validation_batch_end            	|  2.1303e-05     	|139            	|  0.0029611      	|  0.00057412     	|
on_epoch_start                     	|  1.0496e-05     	|201            	|  0.0021097      	|  0.00040904     	|
on_epoch_end                       	|  1.0185e-05     	|201            	|  0.0020472      	|  0.00039693     	|
on_validation_batch_start          	|  1.0681e-05     	|139            	|  0.0014846      	|  0.00028785     	|
on_train_start                     	|  0.00077244     	|1              	|  0.00077244     	|  0.00014977     	|
validation_step_end                	|  5.1303e-06     	|139            	|  0.00071312     	|  0.00013826     	|
on_validation_start                	|  0.00032075     	|1              	|  0.00032075     	|  6.2189e-05     	|
on_validation_end                  	|  0.00010969     	|1              	|  0.00010969     	|  2.1266e-05     	|
on_before_accelerator_backend_setup	|  1.8244e-05     	|2              	|  3.6489e-05     	|  7.0747e-06     	|
teardown                           	|  1.5659e-05     	|2              	|  3.1318e-05     	|  6.0722e-06     	|
setup                              	|  1.4211e-05     	|2              	|  2.8423e-05     	|  5.5108e-06     	|
on_configure_sharded_model         	|  1.3551e-05     	|2              	|  2.7101e-05     	|  5.2545e-06     	|
on_fit_end                         	|  2.2071e-05     	|1              	|  2.2071e-05     	|  4.2793e-06     	|
on_validation_epoch_end            	|  1.8585e-05     	|1              	|  1.8585e-05     	|  3.6034e-06     	|
on_fit_start                       	|  1.598e-05      	|1              	|  1.598e-05      	|  3.0983e-06     	|
on_val_dataloader                  	|  6.512e-06      	|2              	|  1.3024e-05     	|  2.5252e-06     	|
on_pretrain_routine_end            	|  1.2744e-05     	|1              	|  1.2744e-05     	|  2.4709e-06     	|
prepare_data                       	|  5.931e-06      	|2              	|  1.1862e-05     	|  2.2999e-06     	|
on_validation_epoch_start          	|  1.1141e-05     	|1              	|  1.1141e-05     	|  2.1601e-06     	|
configure_callbacks                	|  5.5305e-06     	|2              	|  1.1061e-05     	|  2.1446e-06     	|
configure_sharded_model            	|  4.7691e-06     	|2              	|  9.5381e-06     	|  1.8493e-06     	|
on_train_dataloader                	|  3.938e-06      	|1              	|  3.938e-06      	|  7.6352e-07     	|
