VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  471.88         	|  100 %          	|
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run_training_epoch                 	|  6.756          	|63             	|  425.63         	|  90.198         	|
run_training_batch                 	|  0.31518        	|1000           	|  315.18         	|  66.792         	|
optimizer_step_with_closure_0      	|  0.31095        	|1000           	|  310.95         	|  65.896         	|
training_step_and_backward         	|  0.2387         	|1000           	|  238.7          	|  50.585         	|
model_forward                      	|  0.12003        	|1000           	|  120.03         	|  25.437         	|
training_step                      	|  0.11979        	|1000           	|  119.79         	|  25.385         	|
backward                           	|  0.11686        	|1000           	|  116.86         	|  24.765         	|
get_train_batch                    	|  0.021826       	|1063           	|  23.201         	|  4.9168         	|
fetch_next_train_batch             	|  0.021799       	|1063           	|  23.172         	|  4.9106         	|
run_validate_evaluation            	|  7.9781         	|1              	|  7.9781         	|  1.6907         	|
evaluation_step_and_end            	|  0.1168         	|48             	|  5.6066         	|  1.1881         	|
validation_step                    	|  0.11666        	|48             	|  5.5998         	|  1.1867         	|
on_train_batch_end                 	|  0.002783       	|1000           	|  2.783          	|  0.58977        	|
zero_grad                          	|  0.0017672      	|1000           	|  1.7672         	|  0.37449        	|
get_validate_batch                 	|  0.012689       	|49             	|  0.62176        	|  0.13176        	|
fetch_next_validate_batch          	|  0.012661       	|49             	|  0.62038        	|  0.13147        	|
training_batch_to_device           	|  0.00030054     	|1000           	|  0.30054        	|  0.06369        	|
on_train_batch_start               	|  0.00011289     	|1000           	|  0.11289        	|  0.023923       	|
on_train_end                       	|  0.0918         	|1              	|  0.0918         	|  0.019454       	|
on_after_backward                  	|  3.274e-05      	|1000           	|  0.03274        	|  0.0069381      	|
on_train_epoch_end                 	|  0.00041937     	|63             	|  0.02642        	|  0.0055989      	|
on_batch_start                     	|  2.5748e-05     	|1000           	|  0.025748       	|  0.0054564      	|
on_train_epoch_start               	|  0.00039954     	|63             	|  0.025171       	|  0.0053342      	|
on_pretrain_routine_start          	|  0.024585       	|1              	|  0.024585       	|  0.0052099      	|
on_before_zero_grad                	|  2.3784e-05     	|1000           	|  0.023784       	|  0.0050403      	|
on_batch_end                       	|  1.8014e-05     	|1000           	|  0.018014       	|  0.0038175      	|
on_before_optimizer_step           	|  1.6771e-05     	|1000           	|  0.016771       	|  0.0035541      	|
configure_optimizers               	|  0.01657        	|1              	|  0.01657        	|  0.0035115      	|
on_before_backward                 	|  1.635e-05      	|1000           	|  0.01635        	|  0.0034648      	|
evaluation_batch_to_device         	|  0.00033315     	|48             	|  0.015991       	|  0.0033888      	|
training_step_end                  	|  8.7508e-06     	|1000           	|  0.0087508      	|  0.0018544      	|
on_validation_model_eval           	|  0.004383       	|1              	|  0.004383       	|  0.00092883     	|
on_validation_batch_end            	|  5.1309e-05     	|48             	|  0.0024628      	|  0.00052192     	|
on_train_start                     	|  0.001121       	|1              	|  0.001121       	|  0.00023755     	|
on_validation_batch_start          	|  1.9562e-05     	|48             	|  0.00093898     	|  0.00019898     	|
on_epoch_start                     	|  1.3624e-05     	|64             	|  0.00087197     	|  0.00018478     	|
on_epoch_end                       	|  1.2877e-05     	|64             	|  0.00082412     	|  0.00017465     	|
on_validation_start                	|  0.00061164     	|1              	|  0.00061164     	|  0.00012962     	|
validation_step_end                	|  1.096e-05      	|48             	|  0.00052607     	|  0.00011148     	|
on_validation_end                  	|  0.00029657     	|1              	|  0.00029657     	|  6.2849e-05     	|
on_before_accelerator_backend_setup	|  4.4291e-05     	|2              	|  8.8582e-05     	|  1.8772e-05     	|
on_fit_end                         	|  6.2076e-05     	|1              	|  6.2076e-05     	|  1.3155e-05     	|
setup                              	|  2.8598e-05     	|2              	|  5.7196e-05     	|  1.2121e-05     	|
on_configure_sharded_model         	|  2.7325e-05     	|2              	|  5.465e-05      	|  1.1581e-05     	|
teardown                           	|  2.5747e-05     	|2              	|  5.1495e-05     	|  1.0913e-05     	|
on_fit_start                       	|  4.4469e-05     	|1              	|  4.4469e-05     	|  9.4237e-06     	|
on_validation_epoch_end            	|  2.9154e-05     	|1              	|  2.9154e-05     	|  6.1782e-06     	|
on_val_dataloader                  	|  1.4398e-05     	|2              	|  2.8796e-05     	|  6.1025e-06     	|
configure_callbacks                	|  1.0775e-05     	|2              	|  2.1551e-05     	|  4.567e-06      	|
prepare_data                       	|  1.0096e-05     	|2              	|  2.0193e-05     	|  4.2792e-06     	|
configure_sharded_model            	|  7.9544e-06     	|2              	|  1.5909e-05     	|  3.3714e-06     	|
on_validation_epoch_start          	|  1.2113e-05     	|1              	|  1.2113e-05     	|  2.5669e-06     	|
on_pretrain_routine_end            	|  1.2103e-05     	|1              	|  1.2103e-05     	|  2.5649e-06     	|
on_train_dataloader                	|  5.6997e-06     	|1              	|  5.6997e-06     	|  1.2079e-06     	|
