VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  419.06         	|  100 %          	|
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run_training_epoch                 	|  17.085         	|21             	|  358.78         	|  85.615         	|
run_training_batch                 	|  0.31145        	|1000           	|  311.45         	|  74.321         	|
optimizer_step_with_closure_0      	|  0.30743        	|1000           	|  307.43         	|  73.362         	|
training_step_and_backward         	|  0.2351         	|1000           	|  235.1          	|  56.103         	|
backward                           	|  0.1188         	|1000           	|  118.8          	|  28.35          	|
model_forward                      	|  0.11445        	|1000           	|  114.45         	|  27.31          	|
training_step                      	|  0.11423        	|1000           	|  114.23         	|  27.258         	|
run_validate_evaluation            	|  16.182         	|1              	|  16.182         	|  3.8616         	|
evaluation_step_and_end            	|  0.10742        	|125            	|  13.427         	|  3.2041         	|
validation_step                    	|  0.10728        	|125            	|  13.41          	|  3.2001         	|
get_train_batch                    	|  0.0093838      	|1021           	|  9.5809         	|  2.2863         	|
fetch_next_train_batch             	|  0.009358       	|1021           	|  9.5546         	|  2.28           	|
on_train_batch_end                 	|  0.0025819      	|1000           	|  2.5819         	|  0.61613        	|
zero_grad                          	|  0.0018181      	|1000           	|  1.8181         	|  0.43384        	|
get_validate_batch                 	|  0.0065051      	|126            	|  0.81965        	|  0.19559        	|
fetch_next_validate_batch          	|  0.0064765      	|126            	|  0.81604        	|  0.19473        	|
training_batch_to_device           	|  0.00031073     	|1000           	|  0.31073        	|  0.07415        	|
on_train_batch_start               	|  0.00013214     	|1000           	|  0.13214        	|  0.031533       	|
on_train_end                       	|  0.13126        	|1              	|  0.13126        	|  0.031322       	|
evaluation_batch_to_device         	|  0.00032397     	|125            	|  0.040497       	|  0.0096636      	|
on_pretrain_routine_start          	|  0.035319       	|1              	|  0.035319       	|  0.008428       	|
on_after_backward                  	|  2.9908e-05     	|1000           	|  0.029908       	|  0.007137       	|
on_batch_start                     	|  2.2665e-05     	|1000           	|  0.022665       	|  0.0054085      	|
configure_optimizers               	|  0.021869       	|1              	|  0.021869       	|  0.0052185      	|
on_before_zero_grad                	|  1.9872e-05     	|1000           	|  0.019872       	|  0.004742       	|
on_batch_end                       	|  1.815e-05      	|1000           	|  0.01815        	|  0.004331       	|
on_before_backward                 	|  1.6095e-05     	|1000           	|  0.016095       	|  0.0038408      	|
on_before_optimizer_step           	|  1.5456e-05     	|1000           	|  0.015456       	|  0.0036881      	|
on_train_epoch_end                 	|  0.00041004     	|21             	|  0.0086108      	|  0.0020548      	|
training_step_end                  	|  8.4869e-06     	|1000           	|  0.0084869      	|  0.0020252      	|
on_train_epoch_start               	|  0.00038824     	|21             	|  0.008153       	|  0.0019455      	|
on_validation_model_eval           	|  0.0080518      	|1              	|  0.0080518      	|  0.0019214      	|
on_validation_batch_end            	|  4.8229e-05     	|125            	|  0.0060286      	|  0.0014386      	|
on_validation_batch_start          	|  1.8827e-05     	|125            	|  0.0023534      	|  0.00056159     	|
on_train_start                     	|  0.0020283      	|1              	|  0.0020283      	|  0.000484       	|
validation_step_end                	|  1.1084e-05     	|125            	|  0.0013855      	|  0.00033062     	|
on_validation_start                	|  0.00059555     	|1              	|  0.00059555     	|  0.00014211     	|
on_epoch_end                       	|  1.3961e-05     	|22             	|  0.00030714     	|  7.3293e-05     	|
on_epoch_start                     	|  1.3841e-05     	|22             	|  0.0003045      	|  7.2663e-05     	|
on_validation_end                  	|  0.00022118     	|1              	|  0.00022118     	|  5.278e-05      	|
teardown                           	|  3.8104e-05     	|2              	|  7.6208e-05     	|  1.8185e-05     	|
on_fit_start                       	|  7.1909e-05     	|1              	|  7.1909e-05     	|  1.716e-05      	|
on_configure_sharded_model         	|  2.8548e-05     	|2              	|  5.7096e-05     	|  1.3625e-05     	|
on_before_accelerator_backend_setup	|  2.7675e-05     	|2              	|  5.535e-05      	|  1.3208e-05     	|
setup                              	|  2.5302e-05     	|2              	|  5.0604e-05     	|  1.2076e-05     	|
on_validation_epoch_end            	|  3.938e-05      	|1              	|  3.938e-05      	|  9.3972e-06     	|
on_val_dataloader                  	|  1.7198e-05     	|2              	|  3.4396e-05     	|  8.2078e-06     	|
on_fit_end                         	|  3.0849e-05     	|1              	|  3.0849e-05     	|  7.3615e-06     	|
on_pretrain_routine_end            	|  2.1361e-05     	|1              	|  2.1361e-05     	|  5.0973e-06     	|
configure_sharded_model            	|  9.8757e-06     	|2              	|  1.9751e-05     	|  4.7133e-06     	|
configure_callbacks                	|  8.5216e-06     	|2              	|  1.7043e-05     	|  4.067e-06      	|
prepare_data                       	|  7.2746e-06     	|2              	|  1.4549e-05     	|  3.4718e-06     	|
on_train_dataloader                	|  1.2632e-05     	|1              	|  1.2632e-05     	|  3.0145e-06     	|
on_validation_epoch_start          	|  1.0693e-05     	|1              	|  1.0693e-05     	|  2.5518e-06     	|
