VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1263.7         	|  100 %          	|
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run_training_epoch                 	|  2.3901         	|500            	|  1195.0         	|  94.568         	|
run_training_batch                 	|  0.27933        	|1000           	|  279.33         	|  22.104         	|
optimizer_step_with_closure_0      	|  0.27552        	|1000           	|  275.52         	|  21.803         	|
training_step_and_backward         	|  0.21054        	|1000           	|  210.54         	|  16.661         	|
get_train_batch                    	|  0.10803        	|1500           	|  162.04         	|  12.823         	|
fetch_next_train_batch             	|  0.10799        	|1500           	|  161.98         	|  12.818         	|
model_forward                      	|  0.10795        	|1000           	|  107.95         	|  8.5425         	|
training_step                      	|  0.10772        	|1000           	|  107.72         	|  8.5242         	|
backward                           	|  0.10103        	|1000           	|  101.03         	|  7.9947         	|
run_validate_evaluation            	|  30.314         	|1              	|  30.314         	|  2.3989         	|
evaluation_step_and_end            	|  0.084457       	|313            	|  26.435         	|  2.0919         	|
validation_step                    	|  0.084372       	|313            	|  26.409         	|  2.0898         	|
on_train_batch_end                 	|  0.0024285      	|1000           	|  2.4285         	|  0.19218        	|
zero_grad                          	|  0.0015146      	|1000           	|  1.5146         	|  0.11985        	|
get_validate_batch                 	|  0.0032649      	|314            	|  1.0252         	|  0.081125       	|
fetch_next_validate_batch          	|  0.0032448      	|314            	|  1.0189         	|  0.080627       	|
training_batch_to_device           	|  0.00073483     	|1000           	|  0.73483        	|  0.058149       	|
on_train_epoch_end                 	|  0.00034664     	|500            	|  0.17332        	|  0.013715       	|
on_train_epoch_start               	|  0.00033655     	|500            	|  0.16828        	|  0.013316       	|
on_train_batch_start               	|  0.00011451     	|1000           	|  0.11451        	|  0.0090612      	|
evaluation_batch_to_device         	|  0.00024712     	|313            	|  0.07735        	|  0.006121       	|
on_batch_start                     	|  5.7623e-05     	|1000           	|  0.057623       	|  0.0045599      	|
on_train_end                       	|  0.053523       	|1              	|  0.053523       	|  0.0042354      	|
on_after_backward                  	|  2.9658e-05     	|1000           	|  0.029658       	|  0.0023469      	|
on_before_zero_grad                	|  2.475e-05      	|1000           	|  0.02475        	|  0.0019586      	|
on_pretrain_routine_start          	|  0.022786       	|1              	|  0.022786       	|  0.0018031      	|
on_batch_end                       	|  1.9443e-05     	|1000           	|  0.019443       	|  0.0015386      	|
on_before_optimizer_step           	|  1.6691e-05     	|1000           	|  0.016691       	|  0.0013208      	|
on_before_backward                 	|  1.4257e-05     	|1000           	|  0.014257       	|  0.0011282      	|
configure_optimizers               	|  0.010995       	|1              	|  0.010995       	|  0.00087007     	|
on_validation_batch_end            	|  3.0304e-05     	|313            	|  0.0094853      	|  0.0007506      	|
training_step_end                  	|  9.4315e-06     	|1000           	|  0.0094315      	|  0.00074635     	|
on_epoch_start                     	|  1.1394e-05     	|501            	|  0.0057084      	|  0.00045173     	|
on_epoch_end                       	|  1.138e-05      	|501            	|  0.0057015      	|  0.00045118     	|
on_validation_model_eval           	|  0.0048931      	|1              	|  0.0048931      	|  0.00038721     	|
on_validation_batch_start          	|  1.3421e-05     	|313            	|  0.0042008      	|  0.00033243     	|
validation_step_end                	|  6.8303e-06     	|313            	|  0.0021379      	|  0.00016918     	|
on_train_start                     	|  0.0013644      	|1              	|  0.0013644      	|  0.00010797     	|
on_validation_start                	|  0.00071361     	|1              	|  0.00071361     	|  5.6471e-05     	|
on_validation_end                  	|  0.00018211     	|1              	|  0.00018211     	|  1.4411e-05     	|
on_fit_end                         	|  6.0495e-05     	|1              	|  6.0495e-05     	|  4.7872e-06     	|
setup                              	|  2.7179e-05     	|2              	|  5.4358e-05     	|  4.3015e-06     	|
on_before_accelerator_backend_setup	|  2.4195e-05     	|2              	|  4.839e-05      	|  3.8292e-06     	|
on_configure_sharded_model         	|  2.3313e-05     	|2              	|  4.6626e-05     	|  3.6897e-06     	|
teardown                           	|  2.2944e-05     	|2              	|  4.5888e-05     	|  3.6313e-06     	|
on_fit_start                       	|  4.4219e-05     	|1              	|  4.4219e-05     	|  3.4992e-06     	|
on_val_dataloader                  	|  1.6599e-05     	|2              	|  3.3198e-05     	|  2.6271e-06     	|
on_validation_epoch_end            	|  3.2388e-05     	|1              	|  3.2388e-05     	|  2.5629e-06     	|
on_pretrain_routine_end            	|  1.9437e-05     	|1              	|  1.9437e-05     	|  1.5381e-06     	|
configure_callbacks                	|  8.4843e-06     	|2              	|  1.6969e-05     	|  1.3428e-06     	|
configure_sharded_model            	|  8.3428e-06     	|2              	|  1.6686e-05     	|  1.3204e-06     	|
prepare_data                       	|  6.9831e-06     	|2              	|  1.3966e-05     	|  1.1052e-06     	|
on_validation_epoch_start          	|  8.788e-06      	|1              	|  8.788e-06      	|  6.9542e-07     	|
on_train_dataloader                	|  6.387e-06      	|1              	|  6.387e-06      	|  5.0543e-07     	|
