VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  402.38         	|  100 %          	|
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run_training_epoch                 	|  16.421         	|21             	|  344.84         	|  85.7           	|
run_training_batch                 	|  0.30402        	|1000           	|  304.02         	|  75.557         	|
optimizer_step_with_closure_0      	|  0.29922        	|1000           	|  299.22         	|  74.363         	|
training_step_and_backward         	|  0.22898        	|1000           	|  228.98         	|  56.906         	|
backward                           	|  0.1145         	|1000           	|  114.5          	|  28.456         	|
model_forward                      	|  0.11271        	|1000           	|  112.71         	|  28.012         	|
training_step                      	|  0.11249        	|1000           	|  112.49         	|  27.955         	|
run_validate_evaluation            	|  15.722         	|1              	|  15.722         	|  3.9073         	|
evaluation_step_and_end            	|  0.10626        	|125            	|  13.282         	|  3.3009         	|
validation_step                    	|  0.10614        	|125            	|  13.267         	|  3.2973         	|
get_train_batch                    	|  0.0081932      	|1021           	|  8.3653         	|  2.079          	|
fetch_next_train_batch             	|  0.0081677      	|1021           	|  8.3392         	|  2.0725         	|
on_train_batch_end                 	|  0.0026894      	|1000           	|  2.6894         	|  0.66838        	|
zero_grad                          	|  0.0017244      	|1000           	|  1.7244         	|  0.42855        	|
get_validate_batch                 	|  0.0058741      	|126            	|  0.74014        	|  0.18394        	|
fetch_next_validate_batch          	|  0.0058498      	|126            	|  0.73707        	|  0.18318        	|
training_batch_to_device           	|  0.00031083     	|1000           	|  0.31083        	|  0.077248       	|
on_train_batch_start               	|  0.0001072      	|1000           	|  0.1072         	|  0.026642       	|
on_train_end                       	|  0.075167       	|1              	|  0.075167       	|  0.018681       	|
evaluation_batch_to_device         	|  0.00027485     	|125            	|  0.034357       	|  0.0085384      	|
on_after_backward                  	|  3.2234e-05     	|1000           	|  0.032234       	|  0.0080109      	|
on_pretrain_routine_start          	|  0.026489       	|1              	|  0.026489       	|  0.0065831      	|
on_batch_start                     	|  2.2137e-05     	|1000           	|  0.022137       	|  0.0055014      	|
configure_optimizers               	|  0.021864       	|1              	|  0.021864       	|  0.0054337      	|
on_before_zero_grad                	|  2.0931e-05     	|1000           	|  0.020931       	|  0.0052019      	|
on_batch_end                       	|  1.9985e-05     	|1000           	|  0.019985       	|  0.0049667      	|
on_before_optimizer_step           	|  1.6205e-05     	|1000           	|  0.016205       	|  0.0040273      	|
on_before_backward                 	|  1.5658e-05     	|1000           	|  0.015658       	|  0.0038915      	|
on_train_epoch_end                 	|  0.00043821     	|21             	|  0.0092025      	|  0.002287       	|
on_train_epoch_start               	|  0.00042481     	|21             	|  0.0089211      	|  0.0022171      	|
training_step_end                  	|  8.1372e-06     	|1000           	|  0.0081372      	|  0.0020223      	|
on_validation_batch_end            	|  4.265e-05      	|125            	|  0.0053312      	|  0.0013249      	|
on_validation_model_eval           	|  0.0049205      	|1              	|  0.0049205      	|  0.0012229      	|
on_validation_batch_start          	|  1.7449e-05     	|125            	|  0.0021811      	|  0.00054205     	|
validation_step_end                	|  8.8029e-06     	|125            	|  0.0011004      	|  0.00027347     	|
on_train_start                     	|  0.0010771      	|1              	|  0.0010771      	|  0.00026767     	|
on_validation_start                	|  0.00074923     	|1              	|  0.00074923     	|  0.0001862      	|
on_epoch_end                       	|  1.2974e-05     	|22             	|  0.00028543     	|  7.0937e-05     	|
on_epoch_start                     	|  1.2794e-05     	|22             	|  0.00028148     	|  6.9953e-05     	|
on_validation_end                  	|  0.00017462     	|1              	|  0.00017462     	|  4.3398e-05     	|
on_before_accelerator_backend_setup	|  3.7571e-05     	|2              	|  7.5143e-05     	|  1.8675e-05     	|
on_fit_end                         	|  7.3776e-05     	|1              	|  7.3776e-05     	|  1.8335e-05     	|
setup                              	|  2.824e-05      	|2              	|  5.6481e-05     	|  1.4037e-05     	|
on_configure_sharded_model         	|  2.8229e-05     	|2              	|  5.6459e-05     	|  1.4031e-05     	|
teardown                           	|  2.5016e-05     	|2              	|  5.0033e-05     	|  1.2434e-05     	|
on_fit_start                       	|  4.2083e-05     	|1              	|  4.2083e-05     	|  1.0458e-05     	|
on_validation_epoch_end            	|  3.3261e-05     	|1              	|  3.3261e-05     	|  8.2662e-06     	|
on_val_dataloader                  	|  1.4734e-05     	|2              	|  2.9467e-05     	|  7.3232e-06     	|
configure_sharded_model            	|  1.0146e-05     	|2              	|  2.0292e-05     	|  5.0429e-06     	|
configure_callbacks                	|  9.7854e-06     	|2              	|  1.9571e-05     	|  4.8638e-06     	|
on_pretrain_routine_end            	|  1.6989e-05     	|1              	|  1.6989e-05     	|  4.2222e-06     	|
prepare_data                       	|  7.9907e-06     	|2              	|  1.5981e-05     	|  3.9718e-06     	|
on_validation_epoch_start          	|  1.3288e-05     	|1              	|  1.3288e-05     	|  3.3024e-06     	|
on_train_dataloader                	|  9.7789e-06     	|1              	|  9.7789e-06     	|  2.4303e-06     	|
