VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  455.04         	|  100 %          	|
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run_training_epoch                 	|  5.421          	|63             	|  341.52         	|  75.053         	|
run_training_batch                 	|  0.3183         	|1000           	|  318.3          	|  69.95          	|
optimizer_step_with_closure_0      	|  0.31561        	|1000           	|  315.61         	|  69.358         	|
training_step_and_backward         	|  0.23674        	|1000           	|  236.74         	|  52.026         	|
model_forward                      	|  0.14599        	|1000           	|  145.99         	|  32.083         	|
training_step                      	|  0.14585        	|1000           	|  145.85         	|  32.053         	|
backward                           	|  0.089433       	|1000           	|  89.433         	|  19.654         	|
run_validate_evaluation            	|  70.219         	|1              	|  70.219         	|  15.431         	|
evaluation_step_and_end            	|  0.21938        	|313            	|  68.665         	|  15.09          	|
validation_step                    	|  0.21932        	|313            	|  68.649         	|  15.086         	|
get_train_batch                    	|  0.0072891      	|1063           	|  7.7483         	|  1.7028         	|
fetch_next_train_batch             	|  0.0072707      	|1063           	|  7.7288         	|  1.6985         	|
zero_grad                          	|  0.0012919      	|1000           	|  1.2919         	|  0.28392        	|
on_train_batch_end                 	|  0.0011935      	|1000           	|  1.1935         	|  0.26229        	|
get_validate_batch                 	|  0.0018244      	|314            	|  0.57287        	|  0.12589        	|
fetch_next_validate_batch          	|  0.0018106      	|314            	|  0.56852        	|  0.12494        	|
training_batch_to_device           	|  0.00022159     	|1000           	|  0.22159        	|  0.048697       	|
on_train_batch_start               	|  9.3869e-05     	|1000           	|  0.093869       	|  0.020629       	|
evaluation_batch_to_device         	|  0.00022295     	|313            	|  0.069784       	|  0.015336       	|
on_train_end                       	|  0.024769       	|1              	|  0.024769       	|  0.0054432      	|
on_pretrain_routine_start          	|  0.022662       	|1              	|  0.022662       	|  0.0049802      	|
on_train_epoch_end                 	|  0.00028708     	|63             	|  0.018086       	|  0.0039746      	|
on_train_epoch_start               	|  0.00028673     	|63             	|  0.018064       	|  0.0039697      	|
on_batch_start                     	|  1.5705e-05     	|1000           	|  0.015705       	|  0.0034513      	|
on_before_zero_grad                	|  1.3289e-05     	|1000           	|  0.013289       	|  0.0029204      	|
on_batch_end                       	|  1.2846e-05     	|1000           	|  0.012846       	|  0.002823       	|
on_after_backward                  	|  1.1347e-05     	|1000           	|  0.011347       	|  0.0024937      	|
on_before_backward                 	|  1.0665e-05     	|1000           	|  0.010665       	|  0.0023437      	|
on_before_optimizer_step           	|  1.0352e-05     	|1000           	|  0.010352       	|  0.0022749      	|
configure_optimizers               	|  0.0088333      	|1              	|  0.0088333      	|  0.0019412      	|
on_validation_batch_end            	|  1.9933e-05     	|313            	|  0.006239       	|  0.0013711      	|
training_step_end                  	|  5.7698e-06     	|1000           	|  0.0057698      	|  0.001268       	|
on_validation_model_eval           	|  0.003979       	|1              	|  0.003979       	|  0.00087443     	|
on_validation_batch_start          	|  1.0127e-05     	|313            	|  0.0031699      	|  0.00069661     	|
validation_step_end                	|  4.7213e-06     	|313            	|  0.0014778      	|  0.00032475     	|
on_train_start                     	|  0.00073865     	|1              	|  0.00073865     	|  0.00016233     	|
on_epoch_start                     	|  1.0897e-05     	|64             	|  0.00069742     	|  0.00015326     	|
on_epoch_end                       	|  1.0361e-05     	|64             	|  0.00066312     	|  0.00014573     	|
on_validation_start                	|  0.000318       	|1              	|  0.000318       	|  6.9883e-05     	|
on_validation_end                  	|  0.00010925     	|1              	|  0.00010925     	|  2.401e-05      	|
on_before_accelerator_backend_setup	|  1.809e-05      	|2              	|  3.6179e-05     	|  7.9507e-06     	|
on_validation_epoch_end            	|  3.3042e-05     	|1              	|  3.3042e-05     	|  7.2613e-06     	|
setup                              	|  1.6099e-05     	|2              	|  3.2199e-05     	|  7.076e-06      	|
teardown                           	|  1.6075e-05     	|2              	|  3.215e-05      	|  7.0653e-06     	|
on_configure_sharded_model         	|  1.5379e-05     	|2              	|  3.0758e-05     	|  6.7594e-06     	|
on_fit_end                         	|  2.118e-05      	|1              	|  2.118e-05      	|  4.6545e-06     	|
on_fit_start                       	|  1.7042e-05     	|1              	|  1.7042e-05     	|  3.7452e-06     	|
on_val_dataloader                  	|  6.112e-06      	|2              	|  1.2224e-05     	|  2.6864e-06     	|
prepare_data                       	|  6.111e-06      	|2              	|  1.2222e-05     	|  2.6859e-06     	|
configure_sharded_model            	|  5.6205e-06     	|2              	|  1.1241e-05     	|  2.4703e-06     	|
on_validation_epoch_start          	|  1.071e-05      	|1              	|  1.071e-05      	|  2.3536e-06     	|
on_pretrain_routine_end            	|  1.025e-05      	|1              	|  1.025e-05      	|  2.2525e-06     	|
configure_callbacks                	|  4.849e-06      	|2              	|  9.698e-06      	|  2.1312e-06     	|
on_train_dataloader                	|  4.0981e-06     	|1              	|  4.0981e-06     	|  9.0059e-07     	|
