VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  396.21         	|  100 %          	|
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run_training_epoch                 	|  13.607         	|25             	|  340.18         	|  85.858         	|
run_training_batch                 	|  0.28606        	|1000           	|  286.06         	|  72.201         	|
optimizer_step_with_closure_0      	|  0.28309        	|1000           	|  283.09         	|  71.449         	|
training_step_and_backward         	|  0.21897        	|1000           	|  218.97         	|  55.266         	|
backward                           	|  0.1103         	|1000           	|  110.3          	|  27.839         	|
model_forward                      	|  0.10714        	|1000           	|  107.14         	|  27.042         	|
training_step                      	|  0.10696        	|1000           	|  106.96         	|  26.995         	|
run_validate_evaluation            	|  17.713         	|1              	|  17.713         	|  4.4705         	|
evaluation_step_and_end            	|  0.10466        	|139            	|  14.548         	|  3.6718         	|
validation_step                    	|  0.10455        	|139            	|  14.532         	|  3.6678         	|
get_train_batch                    	|  0.010892       	|1025           	|  11.164         	|  2.8178         	|
fetch_next_train_batch             	|  0.010869       	|1025           	|  11.14          	|  2.8118         	|
on_train_batch_end                 	|  0.0019941      	|1000           	|  1.9941         	|  0.5033         	|
zero_grad                          	|  0.0014911      	|1000           	|  1.4911         	|  0.37634        	|
get_validate_batch                 	|  0.0049757      	|140            	|  0.6966         	|  0.17582        	|
fetch_next_validate_batch          	|  0.0049497      	|140            	|  0.69296        	|  0.1749         	|
training_batch_to_device           	|  0.00024696     	|1000           	|  0.24696        	|  0.06233        	|
on_train_batch_start               	|  9.7248e-05     	|1000           	|  0.097248       	|  0.024545       	|
on_train_end                       	|  0.043559       	|1              	|  0.043559       	|  0.010994       	|
evaluation_batch_to_device         	|  0.00025651     	|139            	|  0.035655       	|  0.0089992      	|
on_after_backward                  	|  2.5274e-05     	|1000           	|  0.025274       	|  0.006379       	|
on_pretrain_routine_start          	|  0.023748       	|1              	|  0.023748       	|  0.0059938      	|
on_batch_start                     	|  1.9993e-05     	|1000           	|  0.019993       	|  0.0050462      	|
on_before_zero_grad                	|  1.7933e-05     	|1000           	|  0.017933       	|  0.0045261      	|
on_batch_end                       	|  1.574e-05      	|1000           	|  0.01574        	|  0.0039728      	|
on_before_optimizer_step           	|  1.3301e-05     	|1000           	|  0.013301       	|  0.0033571      	|
on_before_backward                 	|  1.325e-05      	|1000           	|  0.01325        	|  0.0033441      	|
configure_optimizers               	|  0.011911       	|1              	|  0.011911       	|  0.0030063      	|
on_train_epoch_start               	|  0.00037415     	|25             	|  0.0093538      	|  0.0023608      	|
on_train_epoch_end                 	|  0.00036311     	|25             	|  0.0090777      	|  0.0022912      	|
training_step_end                  	|  7.0117e-06     	|1000           	|  0.0070117      	|  0.0017697      	|
on_validation_batch_end            	|  4.32e-05       	|139            	|  0.0060048      	|  0.0015156      	|
on_validation_model_eval           	|  0.0040585      	|1              	|  0.0040585      	|  0.0010243      	|
on_validation_batch_start          	|  1.8617e-05     	|139            	|  0.0025877      	|  0.00065312     	|
validation_step_end                	|  9.1844e-06     	|139            	|  0.0012766      	|  0.00032221     	|
on_train_start                     	|  0.0010934      	|1              	|  0.0010934      	|  0.00027597     	|
on_validation_start                	|  0.00039306     	|1              	|  0.00039306     	|  9.9205e-05     	|
on_epoch_end                       	|  1.1945e-05     	|26             	|  0.00031056     	|  7.8384e-05     	|
on_epoch_start                     	|  1.1369e-05     	|26             	|  0.00029559     	|  7.4606e-05     	|
on_validation_end                  	|  0.00018852     	|1              	|  0.00018852     	|  4.7582e-05     	|
teardown                           	|  4.0195e-05     	|2              	|  8.039e-05      	|  2.029e-05      	|
on_configure_sharded_model         	|  2.9723e-05     	|2              	|  5.9446e-05     	|  1.5004e-05     	|
setup                              	|  2.8568e-05     	|2              	|  5.7137e-05     	|  1.4421e-05     	|
on_fit_start                       	|  4.6648e-05     	|1              	|  4.6648e-05     	|  1.1774e-05     	|
on_before_accelerator_backend_setup	|  2.231e-05      	|2              	|  4.462e-05      	|  1.1262e-05     	|
on_validation_epoch_end            	|  3.5886e-05     	|1              	|  3.5886e-05     	|  9.0574e-06     	|
on_fit_end                         	|  2.6494e-05     	|1              	|  2.6494e-05     	|  6.687e-06      	|
configure_sharded_model            	|  1.3093e-05     	|2              	|  2.6187e-05     	|  6.6094e-06     	|
on_pretrain_routine_end            	|  1.844e-05      	|1              	|  1.844e-05      	|  4.6542e-06     	|
on_val_dataloader                  	|  8.6129e-06     	|2              	|  1.7226e-05     	|  4.3477e-06     	|
prepare_data                       	|  6.7819e-06     	|2              	|  1.3564e-05     	|  3.4234e-06     	|
configure_callbacks                	|  6.6133e-06     	|2              	|  1.3227e-05     	|  3.3383e-06     	|
on_validation_epoch_start          	|  1.0572e-05     	|1              	|  1.0572e-05     	|  2.6684e-06     	|
on_train_dataloader                	|  7.8995e-06     	|1              	|  7.8995e-06     	|  1.9938e-06     	|
