VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  761.07         	|  100 %          	|
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run_training_epoch                 	|  3.5547         	|200            	|  710.93         	|  93.412         	|
run_training_batch                 	|  0.30723        	|1000           	|  307.23         	|  40.368         	|
optimizer_step_with_closure_0      	|  0.30303        	|1000           	|  303.03         	|  39.816         	|
training_step_and_backward         	|  0.23439        	|1000           	|  234.39         	|  30.797         	|
model_forward                      	|  0.11766        	|1000           	|  117.66         	|  15.46          	|
training_step                      	|  0.11739        	|1000           	|  117.39         	|  15.424         	|
backward                           	|  0.11503        	|1000           	|  115.03         	|  15.115         	|
get_train_batch                    	|  0.062276       	|1200           	|  74.731         	|  9.8192         	|
fetch_next_train_batch             	|  0.062242       	|1200           	|  74.691         	|  9.8139         	|
run_validate_evaluation            	|  16.754         	|1              	|  16.754         	|  2.2014         	|
evaluation_step_and_end            	|  0.10035        	|139            	|  13.949         	|  1.8328         	|
validation_step                    	|  0.10023        	|139            	|  13.932         	|  1.8306         	|
on_train_batch_end                 	|  0.0026298      	|1000           	|  2.6298         	|  0.34554        	|
zero_grad                          	|  0.0016514      	|1000           	|  1.6514         	|  0.21699        	|
get_validate_batch                 	|  0.0059844      	|140            	|  0.83781        	|  0.11008        	|
fetch_next_validate_batch          	|  0.0059615      	|140            	|  0.8346         	|  0.10966        	|
training_batch_to_device           	|  0.00045779     	|1000           	|  0.45779        	|  0.060151       	|
on_train_batch_start               	|  0.00010938     	|1000           	|  0.10938        	|  0.014372       	|
configure_optimizers               	|  0.078712       	|1              	|  0.078712       	|  0.010342       	|
on_train_epoch_end                 	|  0.00034889     	|200            	|  0.069778       	|  0.0091684      	|
on_train_epoch_start               	|  0.00034293     	|200            	|  0.068585       	|  0.0090117      	|
on_train_end                       	|  0.051437       	|1              	|  0.051437       	|  0.0067585      	|
evaluation_batch_to_device         	|  0.00029819     	|139            	|  0.041449       	|  0.0054461      	|
on_batch_start                     	|  3.3475e-05     	|1000           	|  0.033475       	|  0.0043984      	|
on_after_backward                  	|  3.0582e-05     	|1000           	|  0.030582       	|  0.0040183      	|
on_pretrain_routine_start          	|  0.023127       	|1              	|  0.023127       	|  0.0030388      	|
on_before_zero_grad                	|  2.245e-05      	|1000           	|  0.02245        	|  0.0029498      	|
on_batch_end                       	|  1.9077e-05     	|1000           	|  0.019077       	|  0.0025066      	|
on_before_optimizer_step           	|  1.6102e-05     	|1000           	|  0.016102       	|  0.0021158      	|
on_before_backward                 	|  1.3781e-05     	|1000           	|  0.013781       	|  0.0018107      	|
training_step_end                  	|  9.8189e-06     	|1000           	|  0.0098189      	|  0.0012901      	|
on_validation_batch_end            	|  4.1234e-05     	|139            	|  0.0057315      	|  0.00075308     	|
on_validation_model_eval           	|  0.0040015      	|1              	|  0.0040015      	|  0.00052577     	|
on_epoch_end                       	|  1.232e-05      	|201            	|  0.0024764      	|  0.00032538     	|
on_epoch_start                     	|  1.1872e-05     	|201            	|  0.0023862      	|  0.00031354     	|
on_validation_batch_start          	|  1.628e-05      	|139            	|  0.0022629      	|  0.00029733     	|
validation_step_end                	|  9.284e-06      	|139            	|  0.0012905      	|  0.00016956     	|
on_train_start                     	|  0.0010971      	|1              	|  0.0010971      	|  0.00014415     	|
on_validation_start                	|  0.00048012     	|1              	|  0.00048012     	|  6.3086e-05     	|
on_validation_end                  	|  0.0002451      	|1              	|  0.0002451      	|  3.2205e-05     	|
teardown                           	|  3.5807e-05     	|2              	|  7.1613e-05     	|  9.4095e-06     	|
on_fit_end                         	|  6.4099e-05     	|1              	|  6.4099e-05     	|  8.4223e-06     	|
on_before_accelerator_backend_setup	|  3.0353e-05     	|2              	|  6.0705e-05     	|  7.9763e-06     	|
setup                              	|  2.6342e-05     	|2              	|  5.2683e-05     	|  6.9222e-06     	|
on_configure_sharded_model         	|  2.5055e-05     	|2              	|  5.0111e-05     	|  6.5843e-06     	|
on_validation_epoch_end            	|  4.8038e-05     	|1              	|  4.8038e-05     	|  6.3119e-06     	|
on_fit_start                       	|  4.1373e-05     	|1              	|  4.1373e-05     	|  5.4362e-06     	|
on_pretrain_routine_end            	|  3.192e-05      	|1              	|  3.192e-05      	|  4.1941e-06     	|
prepare_data                       	|  9.6867e-06     	|2              	|  1.9373e-05     	|  2.5455e-06     	|
on_val_dataloader                  	|  8.6464e-06     	|2              	|  1.7293e-05     	|  2.2722e-06     	|
configure_callbacks                	|  7.9675e-06     	|2              	|  1.5935e-05     	|  2.0938e-06     	|
configure_sharded_model            	|  7.7924e-06     	|2              	|  1.5585e-05     	|  2.0477e-06     	|
on_validation_epoch_start          	|  1.0327e-05     	|1              	|  1.0327e-05     	|  1.3568e-06     	|
on_train_dataloader                	|  7.4022e-06     	|1              	|  7.4022e-06     	|  9.726e-07      	|
