VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1449.8         	|  100 %          	|
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run_training_epoch                 	|  2.7774         	|500            	|  1388.7         	|  95.789         	|
run_training_batch                 	|  0.38517        	|1000           	|  385.17         	|  26.568         	|
optimizer_step_with_closure_0      	|  0.38169        	|1000           	|  381.69         	|  26.327         	|
training_step_and_backward         	|  0.2761         	|1000           	|  276.1          	|  19.044         	|
get_train_batch                    	|  0.10805        	|1500           	|  162.08         	|  11.18          	|
fetch_next_train_batch             	|  0.10801        	|1500           	|  162.02         	|  11.175         	|
model_forward                      	|  0.14595        	|1000           	|  145.95         	|  10.067         	|
training_step                      	|  0.14573        	|1000           	|  145.73         	|  10.052         	|
backward                           	|  0.12857        	|1000           	|  128.57         	|  8.8687         	|
run_validate_evaluation            	|  30.702         	|1              	|  30.702         	|  2.1177         	|
evaluation_step_and_end            	|  0.22183        	|125            	|  27.729         	|  1.9126         	|
validation_step                    	|  0.2217         	|125            	|  27.712         	|  1.9115         	|
on_train_batch_end                 	|  0.0022924      	|1000           	|  2.2924         	|  0.15813        	|
zero_grad                          	|  0.0015273      	|1000           	|  1.5273         	|  0.10535        	|
get_validate_batch                 	|  0.005472       	|126            	|  0.68947        	|  0.047558       	|
fetch_next_validate_batch          	|  0.0054455      	|126            	|  0.68613        	|  0.047327       	|
training_batch_to_device           	|  0.00059874     	|1000           	|  0.59874        	|  0.041299       	|
on_train_epoch_end                 	|  0.00035745     	|500            	|  0.17872        	|  0.012328       	|
on_train_epoch_start               	|  0.00035057     	|500            	|  0.17528        	|  0.012091       	|
on_train_batch_start               	|  0.00011014     	|1000           	|  0.11014        	|  0.0075972      	|
on_batch_start                     	|  4.3979e-05     	|1000           	|  0.043979       	|  0.0030335      	|
on_train_end                       	|  0.042654       	|1              	|  0.042654       	|  0.0029422      	|
evaluation_batch_to_device         	|  0.00031125     	|125            	|  0.038906       	|  0.0026836      	|
on_after_backward                  	|  2.4512e-05     	|1000           	|  0.024512       	|  0.0016908      	|
on_before_zero_grad                	|  2.4064e-05     	|1000           	|  0.024064       	|  0.0016599      	|
on_pretrain_routine_start          	|  0.02277        	|1              	|  0.02277        	|  0.0015706      	|
on_before_backward                 	|  1.754e-05      	|1000           	|  0.01754        	|  0.0012099      	|
on_batch_end                       	|  1.5848e-05     	|1000           	|  0.015848       	|  0.0010932      	|
on_before_optimizer_step           	|  1.5496e-05     	|1000           	|  0.015496       	|  0.0010688      	|
configure_optimizers               	|  0.01004        	|1              	|  0.01004        	|  0.0006925      	|
training_step_end                  	|  9.201e-06      	|1000           	|  0.009201       	|  0.00063465     	|
on_validation_batch_end            	|  4.6932e-05     	|125            	|  0.0058665      	|  0.00040465     	|
on_epoch_end                       	|  1.1221e-05     	|501            	|  0.0056216      	|  0.00038776     	|
on_epoch_start                     	|  1.0983e-05     	|501            	|  0.0055022      	|  0.00037953     	|
on_validation_model_eval           	|  0.0037137      	|1              	|  0.0037137      	|  0.00025616     	|
on_train_start                     	|  0.0029633      	|1              	|  0.0029633      	|  0.0002044      	|
on_validation_batch_start          	|  1.8365e-05     	|125            	|  0.0022956      	|  0.00015834     	|
validation_step_end                	|  1.0366e-05     	|125            	|  0.0012958      	|  8.9378e-05     	|
on_validation_start                	|  0.00038407     	|1              	|  0.00038407     	|  2.6492e-05     	|
on_validation_end                  	|  0.00014883     	|1              	|  0.00014883     	|  1.0266e-05     	|
teardown                           	|  3.8596e-05     	|2              	|  7.7192e-05     	|  5.3244e-06     	|
on_before_accelerator_backend_setup	|  2.6037e-05     	|2              	|  5.2074e-05     	|  3.5919e-06     	|
setup                              	|  2.4891e-05     	|2              	|  4.9783e-05     	|  3.4339e-06     	|
on_configure_sharded_model         	|  2.4227e-05     	|2              	|  4.8455e-05     	|  3.3423e-06     	|
on_fit_start                       	|  4.5849e-05     	|1              	|  4.5849e-05     	|  3.1625e-06     	|
on_fit_end                         	|  3.3824e-05     	|1              	|  3.3824e-05     	|  2.3331e-06     	|
on_validation_epoch_end            	|  2.7593e-05     	|1              	|  2.7593e-05     	|  1.9033e-06     	|
on_val_dataloader                  	|  1.1033e-05     	|2              	|  2.2067e-05     	|  1.5221e-06     	|
configure_sharded_model            	|  7.9684e-06     	|2              	|  1.5937e-05     	|  1.0993e-06     	|
on_pretrain_routine_end            	|  1.5406e-05     	|1              	|  1.5406e-05     	|  1.0627e-06     	|
configure_callbacks                	|  7.1591e-06     	|2              	|  1.4318e-05     	|  9.8762e-07     	|
prepare_data                       	|  6.9067e-06     	|2              	|  1.3813e-05     	|  9.528e-07      	|
on_train_dataloader                	|  1.1003e-05     	|1              	|  1.1003e-05     	|  7.5893e-07     	|
on_validation_epoch_start          	|  9.4082e-06     	|1              	|  9.4082e-06     	|  6.4895e-07     	|
