VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1593.9         	|  100 %          	|
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run_training_epoch                 	|  24.017         	|63             	|  1513.1         	|  94.93          	|
run_training_batch                 	|  0.18478        	|8000           	|  1478.2         	|  92.744         	|
training_step_and_backward         	|  0.17465        	|8000           	|  1397.2         	|  87.663         	|
model_forward                      	|  0.092704       	|8000           	|  741.63         	|  46.53          	|
training_step                      	|  0.092571       	|8000           	|  740.57         	|  46.463         	|
backward                           	|  0.081772       	|8000           	|  654.17         	|  41.043         	|
optimizer_step_with_closure_0      	|  0.23258        	|1000           	|  232.58         	|  14.592         	|
run_validate_evaluation            	|  37.392         	|1              	|  37.392         	|  2.346          	|
evaluation_step_and_end            	|  0.096904       	|377            	|  36.533         	|  2.2921         	|
validation_step                    	|  0.096853       	|377            	|  36.514         	|  2.2909         	|
get_train_batch                    	|  0.0022612      	|8063           	|  18.232         	|  1.1439         	|
fetch_next_train_batch             	|  0.0022451      	|8063           	|  18.103         	|  1.1358         	|
on_train_batch_end                 	|  0.0010717      	|8000           	|  8.5734         	|  0.5379         	|
training_batch_to_device           	|  0.00021219     	|8000           	|  1.6975         	|  0.1065         	|
zero_grad                          	|  0.0012925      	|1000           	|  1.2925         	|  0.081094       	|
on_train_batch_start               	|  9.0076e-05     	|8000           	|  0.72061        	|  0.045211       	|
get_validate_batch                 	|  0.0016256      	|378            	|  0.61447        	|  0.038552       	|
fetch_next_validate_batch          	|  0.001612       	|378            	|  0.60934        	|  0.03823        	|
on_batch_start                     	|  1.4842e-05     	|8000           	|  0.11874        	|  0.0074495      	|
on_batch_end                       	|  1.2714e-05     	|8000           	|  0.10171        	|  0.0063813      	|
on_before_backward                 	|  1.2337e-05     	|8000           	|  0.098692       	|  0.0061919      	|
on_after_backward                  	|  1.137e-05      	|8000           	|  0.090959       	|  0.0057068      	|
evaluation_batch_to_device         	|  0.00020949     	|377            	|  0.078976       	|  0.0049549      	|
training_step_end                  	|  5.751e-06      	|8000           	|  0.046008       	|  0.0028865      	|
on_train_end                       	|  0.025738       	|1              	|  0.025738       	|  0.0016148      	|
on_pretrain_routine_start          	|  0.022969       	|1              	|  0.022969       	|  0.0014411      	|
on_train_epoch_start               	|  0.00031422     	|63             	|  0.019796       	|  0.001242       	|
on_train_epoch_end                 	|  0.00026721     	|63             	|  0.016834       	|  0.0010562      	|
on_before_zero_grad                	|  1.3849e-05     	|1000           	|  0.013849       	|  0.0008689      	|
on_before_optimizer_step           	|  1.192e-05      	|1000           	|  0.01192        	|  0.00074787     	|
configure_optimizers               	|  0.0082428      	|1              	|  0.0082428      	|  0.00051715     	|
on_validation_batch_end            	|  1.9697e-05     	|377            	|  0.0074257      	|  0.00046589     	|
on_validation_model_eval           	|  0.0041265      	|1              	|  0.0041265      	|  0.00025889     	|
on_validation_batch_start          	|  1.0247e-05     	|377            	|  0.0038631      	|  0.00024237     	|
validation_step_end                	|  4.8733e-06     	|377            	|  0.0018372      	|  0.00011527     	|
on_epoch_end                       	|  1.0832e-05     	|64             	|  0.00069324     	|  4.3494e-05     	|
on_train_start                     	|  0.00068497     	|1              	|  0.00068497     	|  4.2975e-05     	|
on_epoch_start                     	|  1.0556e-05     	|64             	|  0.00067555     	|  4.2384e-05     	|
on_validation_start                	|  0.00032504     	|1              	|  0.00032504     	|  2.0393e-05     	|
on_validation_end                  	|  0.00010304     	|1              	|  0.00010304     	|  6.4649e-06     	|
on_before_accelerator_backend_setup	|  2.119e-05      	|2              	|  4.2379e-05     	|  2.6589e-06     	|
teardown                           	|  1.5288e-05     	|2              	|  3.0577e-05     	|  1.9184e-06     	|
setup                              	|  1.3561e-05     	|2              	|  2.7121e-05     	|  1.7016e-06     	|
on_configure_sharded_model         	|  1.3485e-05     	|2              	|  2.697e-05      	|  1.6921e-06     	|
on_fit_end                         	|  2.2793e-05     	|1              	|  2.2793e-05     	|  1.43e-06       	|
on_validation_epoch_end            	|  1.8064e-05     	|1              	|  1.8064e-05     	|  1.1333e-06     	|
on_fit_start                       	|  1.595e-05      	|1              	|  1.595e-05      	|  1.0007e-06     	|
prepare_data                       	|  6.3815e-06     	|2              	|  1.2763e-05     	|  8.0075e-07     	|
on_val_dataloader                  	|  6.0815e-06     	|2              	|  1.2163e-05     	|  7.6311e-07     	|
on_pretrain_routine_end            	|  1.2143e-05     	|1              	|  1.2143e-05     	|  7.6185e-07     	|
configure_callbacks                	|  5.2645e-06     	|2              	|  1.0529e-05     	|  6.6059e-07     	|
configure_sharded_model            	|  4.7542e-06     	|2              	|  9.5083e-06     	|  5.9655e-07     	|
on_validation_epoch_start          	|  9.2969e-06     	|1              	|  9.2969e-06     	|  5.8329e-07     	|
on_train_dataloader                	|  4.3979e-06     	|1              	|  4.3979e-06     	|  2.7593e-07     	|
