VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  451.92         	|  100 %          	|
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run_training_epoch                 	|  6.5407         	|63             	|  412.06         	|  91.179         	|
run_training_batch                 	|  0.27335        	|1000           	|  273.35         	|  60.486         	|
optimizer_step_with_closure_0      	|  0.26997        	|1000           	|  269.97         	|  59.738         	|
training_step_and_backward         	|  0.20719        	|1000           	|  207.19         	|  45.847         	|
model_forward                      	|  0.10433        	|1000           	|  104.33         	|  23.085         	|
training_step                      	|  0.10413        	|1000           	|  104.13         	|  23.041         	|
backward                           	|  0.10138        	|1000           	|  101.38         	|  22.432         	|
get_train_batch                    	|  0.03032        	|1063           	|  32.23          	|  7.1317         	|
fetch_next_train_batch             	|  0.030296       	|1063           	|  32.205         	|  7.1262         	|
run_validate_evaluation            	|  8.0753         	|1              	|  8.0753         	|  1.7869         	|
evaluation_step_and_end            	|  0.10213        	|48             	|  4.9021         	|  1.0847         	|
validation_step                    	|  0.10202        	|48             	|  4.8971         	|  1.0836         	|
on_train_batch_end                 	|  0.0021966      	|1000           	|  2.1966         	|  0.48606        	|
zero_grad                          	|  0.0014561      	|1000           	|  1.4561         	|  0.32221        	|
get_validate_batch                 	|  0.014626       	|49             	|  0.71669        	|  0.15859        	|
fetch_next_validate_batch          	|  0.014604       	|49             	|  0.7156         	|  0.15834        	|
training_batch_to_device           	|  0.00029058     	|1000           	|  0.29058        	|  0.064299       	|
on_train_batch_start               	|  9.4612e-05     	|1000           	|  0.094612       	|  0.020935       	|
on_train_end                       	|  0.073876       	|1              	|  0.073876       	|  0.016347       	|
on_after_backward                  	|  2.7286e-05     	|1000           	|  0.027286       	|  0.0060378      	|
on_pretrain_routine_start          	|  0.021942       	|1              	|  0.021942       	|  0.0048553      	|
on_train_epoch_end                 	|  0.00034208     	|63             	|  0.021551       	|  0.0047687      	|
on_batch_start                     	|  2.1367e-05     	|1000           	|  0.021367       	|  0.0047279      	|
on_train_epoch_start               	|  0.00032305     	|63             	|  0.020352       	|  0.0045034      	|
on_before_zero_grad                	|  1.7987e-05     	|1000           	|  0.017987       	|  0.0039802      	|
on_batch_end                       	|  1.7062e-05     	|1000           	|  0.017062       	|  0.0037753      	|
on_before_optimizer_step           	|  1.3294e-05     	|1000           	|  0.013294       	|  0.0029416      	|
on_before_backward                 	|  1.3275e-05     	|1000           	|  0.013275       	|  0.0029375      	|
evaluation_batch_to_device         	|  0.0002735      	|48             	|  0.013128       	|  0.002905       	|
configure_optimizers               	|  0.011649       	|1              	|  0.011649       	|  0.0025776      	|
training_step_end                  	|  7.4658e-06     	|1000           	|  0.0074658      	|  0.001652       	|
on_validation_model_eval           	|  0.0049501      	|1              	|  0.0049501      	|  0.0010953      	|
on_validation_batch_end            	|  3.8e-05        	|48             	|  0.001824       	|  0.00040361     	|
on_train_start                     	|  0.0010959      	|1              	|  0.0010959      	|  0.0002425      	|
on_validation_batch_start          	|  1.6735e-05     	|48             	|  0.00080329     	|  0.00017775     	|
on_epoch_start                     	|  1.1519e-05     	|64             	|  0.00073724     	|  0.00016313     	|
on_epoch_end                       	|  1.099e-05      	|64             	|  0.00070338     	|  0.00015564     	|
on_validation_start                	|  0.00066593     	|1              	|  0.00066593     	|  0.00014735     	|
validation_step_end                	|  8.6104e-06     	|48             	|  0.0004133      	|  9.1454e-05     	|
on_validation_end                  	|  0.00013026     	|1              	|  0.00013026     	|  2.8823e-05     	|
teardown                           	|  3.3719e-05     	|2              	|  6.7439e-05     	|  1.4923e-05     	|
on_fit_end                         	|  6.7156e-05     	|1              	|  6.7156e-05     	|  1.486e-05      	|
on_before_accelerator_backend_setup	|  2.5914e-05     	|2              	|  5.1828e-05     	|  1.1468e-05     	|
setup                              	|  2.4242e-05     	|2              	|  4.8485e-05     	|  1.0729e-05     	|
on_configure_sharded_model         	|  2.4179e-05     	|2              	|  4.8358e-05     	|  1.07e-05       	|
on_fit_start                       	|  4.4327e-05     	|1              	|  4.4327e-05     	|  9.8086e-06     	|
on_validation_epoch_end            	|  3.6199e-05     	|1              	|  3.6199e-05     	|  8.0099e-06     	|
on_val_dataloader                  	|  1.3691e-05     	|2              	|  2.7383e-05     	|  6.0592e-06     	|
configure_callbacks                	|  9.6997e-06     	|2              	|  1.9399e-05     	|  4.2926e-06     	|
on_pretrain_routine_end            	|  1.7388e-05     	|1              	|  1.7388e-05     	|  3.8475e-06     	|
configure_sharded_model            	|  8.2515e-06     	|2              	|  1.6503e-05     	|  3.6517e-06     	|
prepare_data                       	|  7.4757e-06     	|2              	|  1.4951e-05     	|  3.3084e-06     	|
on_validation_epoch_start          	|  1.4208e-05     	|1              	|  1.4208e-05     	|  3.144e-06      	|
on_train_dataloader                	|  5.6848e-06     	|1              	|  5.6848e-06     	|  1.2579e-06     	|
