VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  475.17         	|  100 %          	|
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run_training_epoch                 	|  6.9007         	|63             	|  434.75         	|  91.492         	|
run_training_batch                 	|  0.29324        	|1000           	|  293.24         	|  61.712         	|
optimizer_step_with_closure_0      	|  0.2889         	|1000           	|  288.9          	|  60.8           	|
training_step_and_backward         	|  0.22298        	|1000           	|  222.98         	|  46.926         	|
backward                           	|  0.11453        	|1000           	|  114.53         	|  24.103         	|
model_forward                      	|  0.10684        	|1000           	|  106.84         	|  22.484         	|
training_step                      	|  0.10665        	|1000           	|  106.65         	|  22.445         	|
get_train_batch                    	|  0.030403       	|1063           	|  32.319         	|  6.8015         	|
fetch_next_train_batch             	|  0.03038        	|1063           	|  32.294         	|  6.7962         	|
run_validate_evaluation            	|  8.0159         	|1              	|  8.0159         	|  1.687          	|
evaluation_step_and_end            	|  0.10306        	|48             	|  4.9467         	|  1.041          	|
validation_step                    	|  0.10295        	|48             	|  4.9414         	|  1.0399         	|
on_train_batch_end                 	|  0.002338       	|1000           	|  2.338          	|  0.49204        	|
zero_grad                          	|  0.0015583      	|1000           	|  1.5583         	|  0.32794        	|
get_validate_batch                 	|  0.015141       	|49             	|  0.74191        	|  0.15614        	|
fetch_next_validate_batch          	|  0.015117       	|49             	|  0.74074        	|  0.15589        	|
training_batch_to_device           	|  0.00026107     	|1000           	|  0.26107        	|  0.054943       	|
on_train_end                       	|  0.10459        	|1              	|  0.10459        	|  0.02201        	|
on_train_batch_start               	|  9.5004e-05     	|1000           	|  0.095004       	|  0.019994       	|
on_train_epoch_start               	|  0.00042635     	|63             	|  0.02686        	|  0.0056527      	|
on_after_backward                  	|  2.617e-05      	|1000           	|  0.02617        	|  0.0055076      	|
on_pretrain_routine_start          	|  0.024268       	|1              	|  0.024268       	|  0.0051071      	|
on_train_epoch_end                 	|  0.00035006     	|63             	|  0.022054       	|  0.0046412      	|
on_batch_start                     	|  2.1581e-05     	|1000           	|  0.021581       	|  0.0045417      	|
configure_optimizers               	|  0.020347       	|1              	|  0.020347       	|  0.0042821      	|
on_before_zero_grad                	|  1.833e-05      	|1000           	|  0.01833        	|  0.0038575      	|
on_batch_end                       	|  1.5607e-05     	|1000           	|  0.015607       	|  0.0032846      	|
on_before_backward                 	|  1.4808e-05     	|1000           	|  0.014808       	|  0.0031163      	|
on_before_optimizer_step           	|  1.4666e-05     	|1000           	|  0.014666       	|  0.0030864      	|
evaluation_batch_to_device         	|  0.00025984     	|48             	|  0.012472       	|  0.0026248      	|
training_step_end                  	|  7.8382e-06     	|1000           	|  0.0078382      	|  0.0016495      	|
on_validation_model_eval           	|  0.0045836      	|1              	|  0.0045836      	|  0.00096463     	|
on_validation_batch_end            	|  4.0845e-05     	|48             	|  0.0019605      	|  0.0004126      	|
on_train_start                     	|  0.0011809      	|1              	|  0.0011809      	|  0.00024852     	|
on_validation_batch_start          	|  1.6938e-05     	|48             	|  0.00081302     	|  0.0001711      	|
on_epoch_end                       	|  1.2537e-05     	|64             	|  0.00080238     	|  0.00016886     	|
on_epoch_start                     	|  1.1523e-05     	|64             	|  0.00073747     	|  0.0001552      	|
on_validation_start                	|  0.00062162     	|1              	|  0.00062162     	|  0.00013082     	|
validation_step_end                	|  9.6197e-06     	|48             	|  0.00046175     	|  9.7175e-05     	|
on_validation_end                  	|  0.00033227     	|1              	|  0.00033227     	|  6.9927e-05     	|
teardown                           	|  3.9678e-05     	|2              	|  7.9356e-05     	|  1.6701e-05     	|
on_validation_epoch_end            	|  7.7415e-05     	|1              	|  7.7415e-05     	|  1.6292e-05     	|
on_before_accelerator_backend_setup	|  3.1848e-05     	|2              	|  6.3695e-05     	|  1.3405e-05     	|
setup                              	|  2.7033e-05     	|2              	|  5.4065e-05     	|  1.1378e-05     	|
on_configure_sharded_model         	|  2.5773e-05     	|2              	|  5.1547e-05     	|  1.0848e-05     	|
on_fit_start                       	|  4.8826e-05     	|1              	|  4.8826e-05     	|  1.0275e-05     	|
on_fit_end                         	|  3.635e-05      	|1              	|  3.635e-05      	|  7.6498e-06     	|
configure_sharded_model            	|  1.4585e-05     	|2              	|  2.9169e-05     	|  6.1386e-06     	|
on_val_dataloader                  	|  1.4492e-05     	|2              	|  2.8985e-05     	|  6.0998e-06     	|
configure_callbacks                	|  9.0143e-06     	|2              	|  1.8029e-05     	|  3.7941e-06     	|
prepare_data                       	|  8.6352e-06     	|2              	|  1.727e-05      	|  3.6346e-06     	|
on_pretrain_routine_end            	|  1.4946e-05     	|1              	|  1.4946e-05     	|  3.1454e-06     	|
on_validation_epoch_start          	|  1.2802e-05     	|1              	|  1.2802e-05     	|  2.6942e-06     	|
on_train_dataloader                	|  1.0787e-05     	|1              	|  1.0787e-05     	|  2.27e-06       	|
