VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  583.3          	|  100 %          	|
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run_training_epoch                 	|  8.1227         	|63             	|  511.73         	|  87.73          	|
run_training_batch                 	|  0.37512        	|1000           	|  375.12         	|  64.31          	|
optimizer_step_with_closure_0      	|  0.37252        	|1000           	|  372.52         	|  63.864         	|
training_step_and_backward         	|  0.26654        	|1000           	|  266.54         	|  45.695         	|
model_forward                      	|  0.13684        	|1000           	|  136.84         	|  23.459         	|
training_step                      	|  0.13666        	|1000           	|  136.66         	|  23.429         	|
backward                           	|  0.1282         	|1000           	|  128.2          	|  21.979         	|
get_train_batch                    	|  0.029291       	|1063           	|  31.137         	|  5.338          	|
fetch_next_train_batch             	|  0.029268       	|1063           	|  31.112         	|  5.3338         	|
run_validate_evaluation            	|  30.842         	|1              	|  30.842         	|  5.2875         	|
evaluation_step_and_end            	|  0.22065        	|125            	|  27.582         	|  4.7285         	|
validation_step                    	|  0.22054        	|125            	|  27.568         	|  4.7262         	|
on_train_batch_end                 	|  0.00183        	|1000           	|  1.83           	|  0.31373        	|
zero_grad                          	|  0.0014698      	|1000           	|  1.4698         	|  0.25199        	|
get_validate_batch                 	|  0.006152       	|126            	|  0.77515        	|  0.13289        	|
fetch_next_validate_batch          	|  0.006126       	|126            	|  0.77188        	|  0.13233        	|
training_batch_to_device           	|  0.00025449     	|1000           	|  0.25449        	|  0.043629       	|
on_train_batch_start               	|  9.6812e-05     	|1000           	|  0.096812       	|  0.016597       	|
on_train_end                       	|  0.044291       	|1              	|  0.044291       	|  0.0075931      	|
evaluation_batch_to_device         	|  0.00031564     	|125            	|  0.039455       	|  0.0067641      	|
on_pretrain_routine_start          	|  0.024781       	|1              	|  0.024781       	|  0.0042485      	|
on_train_epoch_start               	|  0.00037654     	|63             	|  0.023722       	|  0.0040668      	|
on_train_epoch_end                 	|  0.00034539     	|63             	|  0.02176        	|  0.0037304      	|
on_batch_start                     	|  2.0845e-05     	|1000           	|  0.020845       	|  0.0035737      	|
on_after_backward                  	|  1.9718e-05     	|1000           	|  0.019718       	|  0.0033804      	|
on_before_zero_grad                	|  1.6137e-05     	|1000           	|  0.016137       	|  0.0027666      	|
on_batch_end                       	|  1.5862e-05     	|1000           	|  0.015862       	|  0.0027194      	|
on_before_backward                 	|  1.3079e-05     	|1000           	|  0.013079       	|  0.0022422      	|
on_before_optimizer_step           	|  1.2771e-05     	|1000           	|  0.012771       	|  0.0021895      	|
configure_optimizers               	|  0.01081        	|1              	|  0.01081        	|  0.0018532      	|
training_step_end                  	|  7.2651e-06     	|1000           	|  0.0072651      	|  0.0012455      	|
on_validation_batch_end            	|  4.4019e-05     	|125            	|  0.0055024      	|  0.00094332     	|
on_validation_model_eval           	|  0.0046708      	|1              	|  0.0046708      	|  0.00080076     	|
on_validation_batch_start          	|  1.6998e-05     	|125            	|  0.0021248      	|  0.00036427     	|
on_train_start                     	|  0.0015494      	|1              	|  0.0015494      	|  0.00026563     	|
validation_step_end                	|  9.4857e-06     	|125            	|  0.0011857      	|  0.00020328     	|
on_epoch_end                       	|  1.1829e-05     	|64             	|  0.00075708     	|  0.00012979     	|
on_epoch_start                     	|  1.135e-05      	|64             	|  0.00072639     	|  0.00012453     	|
on_validation_start                	|  0.00062489     	|1              	|  0.00062489     	|  0.00010713     	|
on_validation_end                  	|  0.00021026     	|1              	|  0.00021026     	|  3.6047e-05     	|
on_fit_end                         	|  7.8093e-05     	|1              	|  7.8093e-05     	|  1.3388e-05     	|
on_before_accelerator_backend_setup	|  2.6156e-05     	|2              	|  5.2312e-05     	|  8.9684e-06     	|
on_configure_sharded_model         	|  2.3541e-05     	|2              	|  4.7082e-05     	|  8.0717e-06     	|
teardown                           	|  2.287e-05      	|2              	|  4.5739e-05     	|  7.8414e-06     	|
setup                              	|  2.2113e-05     	|2              	|  4.4227e-05     	|  7.5821e-06     	|
on_fit_start                       	|  3.982e-05      	|1              	|  3.982e-05      	|  6.8266e-06     	|
on_validation_epoch_end            	|  3.6115e-05     	|1              	|  3.6115e-05     	|  6.1915e-06     	|
on_val_dataloader                  	|  1.2657e-05     	|2              	|  2.5313e-05     	|  4.3397e-06     	|
prepare_data                       	|  9.8944e-06     	|2              	|  1.9789e-05     	|  3.3926e-06     	|
configure_callbacks                	|  8.0978e-06     	|2              	|  1.6196e-05     	|  2.7766e-06     	|
configure_sharded_model            	|  7.7132e-06     	|2              	|  1.5426e-05     	|  2.6447e-06     	|
on_validation_epoch_start          	|  1.3493e-05     	|1              	|  1.3493e-05     	|  2.3132e-06     	|
on_pretrain_routine_end            	|  1.24e-05       	|1              	|  1.24e-05       	|  2.1258e-06     	|
on_train_dataloader                	|  5.7947e-06     	|1              	|  5.7947e-06     	|  9.9343e-07     	|
