VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  404.83         	|  100 %          	|
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run_training_epoch                 	|  13.964         	|25             	|  349.09         	|  86.231         	|
run_training_batch                 	|  0.29384        	|1000           	|  293.84         	|  72.583         	|
optimizer_step_with_closure_0      	|  0.29019        	|1000           	|  290.19         	|  71.681         	|
training_step_and_backward         	|  0.22486        	|1000           	|  224.86         	|  55.543         	|
backward                           	|  0.11223        	|1000           	|  112.23         	|  27.723         	|
model_forward                      	|  0.11105        	|1000           	|  111.05         	|  27.43          	|
training_step                      	|  0.11084        	|1000           	|  110.84         	|  27.378         	|
run_validate_evaluation            	|  16.922         	|1              	|  16.922         	|  4.1801         	|
evaluation_step_and_end            	|  0.10367        	|139            	|  14.41          	|  3.5595         	|
validation_step                    	|  0.10352        	|139            	|  14.389         	|  3.5544         	|
get_train_batch                    	|  0.011743       	|1025           	|  12.037         	|  2.9733         	|
fetch_next_train_batch             	|  0.011717       	|1025           	|  12.01          	|  2.9666         	|
on_train_batch_end                 	|  0.0027316      	|1000           	|  2.7316         	|  0.67476        	|
zero_grad                          	|  0.0015435      	|1000           	|  1.5435         	|  0.38127        	|
get_validate_batch                 	|  0.0053324      	|140            	|  0.74654        	|  0.18441        	|
fetch_next_validate_batch          	|  0.0053033      	|140            	|  0.74246        	|  0.1834         	|
training_batch_to_device           	|  0.00031561     	|1000           	|  0.31561        	|  0.07796        	|
on_train_batch_start               	|  9.7694e-05     	|1000           	|  0.097694       	|  0.024132       	|
evaluation_batch_to_device         	|  0.00034808     	|139            	|  0.048383       	|  0.011951       	|
on_train_end                       	|  0.044958       	|1              	|  0.044958       	|  0.011105       	|
on_after_backward                  	|  2.8575e-05     	|1000           	|  0.028575       	|  0.0070584      	|
on_pretrain_routine_start          	|  0.024367       	|1              	|  0.024367       	|  0.0060191      	|
on_batch_start                     	|  2.4075e-05     	|1000           	|  0.024075       	|  0.005947       	|
on_before_zero_grad                	|  1.9255e-05     	|1000           	|  0.019255       	|  0.0047562      	|
on_batch_end                       	|  1.6175e-05     	|1000           	|  0.016175       	|  0.0039955      	|
on_before_optimizer_step           	|  1.3977e-05     	|1000           	|  0.013977       	|  0.0034526      	|
on_before_backward                 	|  1.3691e-05     	|1000           	|  0.013691       	|  0.003382       	|
on_train_epoch_end                 	|  0.00048265     	|25             	|  0.012066       	|  0.0029806      	|
on_train_epoch_start               	|  0.00045999     	|25             	|  0.0115         	|  0.0028406      	|
configure_optimizers               	|  0.0083239      	|1              	|  0.0083239      	|  0.0020561      	|
training_step_end                  	|  8.0521e-06     	|1000           	|  0.0080521      	|  0.001989       	|
on_validation_batch_end            	|  4.6618e-05     	|139            	|  0.0064799      	|  0.0016006      	|
on_validation_model_eval           	|  0.0043444      	|1              	|  0.0043444      	|  0.0010731      	|
on_validation_batch_start          	|  1.7623e-05     	|139            	|  0.0024497      	|  0.00060511     	|
validation_step_end                	|  1.0181e-05     	|139            	|  0.0014152      	|  0.00034958     	|
on_train_start                     	|  0.0007693      	|1              	|  0.0007693      	|  0.00019003     	|
on_validation_start                	|  0.00067247     	|1              	|  0.00067247     	|  0.00016611     	|
on_epoch_end                       	|  1.307e-05      	|26             	|  0.00033982     	|  8.3942e-05     	|
on_validation_end                  	|  0.000313       	|1              	|  0.000313       	|  7.7317e-05     	|
on_epoch_start                     	|  1.0789e-05     	|26             	|  0.0002805      	|  6.9289e-05     	|
setup                              	|  4.0154e-05     	|2              	|  8.0308e-05     	|  1.9837e-05     	|
teardown                           	|  3.6107e-05     	|2              	|  7.2215e-05     	|  1.7838e-05     	|
on_fit_end                         	|  6.4103e-05     	|1              	|  6.4103e-05     	|  1.5835e-05     	|
on_configure_sharded_model         	|  2.9637e-05     	|2              	|  5.9273e-05     	|  1.4641e-05     	|
on_before_accelerator_backend_setup	|  2.4972e-05     	|2              	|  4.9945e-05     	|  1.2337e-05     	|
on_validation_epoch_end            	|  3.8207e-05     	|1              	|  3.8207e-05     	|  9.4377e-06     	|
on_val_dataloader                  	|  1.57e-05       	|2              	|  3.14e-05       	|  7.7565e-06     	|
configure_sharded_model            	|  1.417e-05      	|2              	|  2.834e-05      	|  7.0005e-06     	|
on_fit_start                       	|  2.0798e-05     	|1              	|  2.0798e-05     	|  5.1375e-06     	|
configure_callbacks                	|  9.5163e-06     	|2              	|  1.9033e-05     	|  4.7014e-06     	|
prepare_data                       	|  8.7898e-06     	|2              	|  1.758e-05      	|  4.3425e-06     	|
on_pretrain_routine_end            	|  1.5434e-05     	|1              	|  1.5434e-05     	|  3.8124e-06     	|
on_validation_epoch_start          	|  1.3107e-05     	|1              	|  1.3107e-05     	|  3.2378e-06     	|
on_train_dataloader                	|  6.0704e-06     	|1              	|  6.0704e-06     	|  1.4995e-06     	|
