VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  411.57         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  5.6253         	|63             	|  354.39         	|  86.108         	|
run_training_batch                 	|  0.32783        	|1000           	|  327.83         	|  79.653         	|
optimizer_step_with_closure_0      	|  0.32517        	|1000           	|  325.17         	|  79.006         	|
training_step_and_backward         	|  0.24346        	|1000           	|  243.46         	|  59.154         	|
model_forward                      	|  0.15159        	|1000           	|  151.59         	|  36.832         	|
training_step                      	|  0.15145        	|1000           	|  151.45         	|  36.798         	|
backward                           	|  0.090554       	|1000           	|  90.554         	|  22.002         	|
run_validate_evaluation            	|  12.46          	|1              	|  12.46          	|  3.0275         	|
evaluation_step_and_end            	|  0.24917        	|48             	|  11.96          	|  2.906          	|
validation_step                    	|  0.24912        	|48             	|  11.958         	|  2.9054         	|
get_train_batch                    	|  0.008111       	|1063           	|  8.622          	|  2.0949         	|
fetch_next_train_batch             	|  0.008092       	|1063           	|  8.6018         	|  2.09           	|
zero_grad                          	|  0.0012946      	|1000           	|  1.2946         	|  0.31455        	|
on_train_batch_end                 	|  0.0011725      	|1000           	|  1.1725         	|  0.28488        	|
training_batch_to_device           	|  0.00022794     	|1000           	|  0.22794        	|  0.055384       	|
get_validate_batch                 	|  0.0044389      	|49             	|  0.21751        	|  0.052848       	|
fetch_next_validate_batch          	|  0.0044238      	|49             	|  0.21677        	|  0.052669       	|
on_train_batch_start               	|  9.1722e-05     	|1000           	|  0.091722       	|  0.022286       	|
on_train_end                       	|  0.025757       	|1              	|  0.025757       	|  0.0062582      	|
on_pretrain_routine_start          	|  0.022205       	|1              	|  0.022205       	|  0.0053951      	|
on_train_epoch_end                 	|  0.00029698     	|63             	|  0.01871        	|  0.004546       	|
on_train_epoch_start               	|  0.00029323     	|63             	|  0.018473       	|  0.0044885      	|
on_batch_start                     	|  1.5942e-05     	|1000           	|  0.015942       	|  0.0038734      	|
on_before_zero_grad                	|  1.4021e-05     	|1000           	|  0.014021       	|  0.0034068      	|
on_batch_end                       	|  1.3154e-05     	|1000           	|  0.013154       	|  0.003196       	|
on_after_backward                  	|  1.2617e-05     	|1000           	|  0.012617       	|  0.0030655      	|
on_before_backward                 	|  1.0551e-05     	|1000           	|  0.010551       	|  0.0025636      	|
on_before_optimizer_step           	|  1.0203e-05     	|1000           	|  0.010203       	|  0.0024789      	|
evaluation_batch_to_device         	|  0.0002112      	|48             	|  0.010138       	|  0.0024631      	|
configure_optimizers               	|  0.0083792      	|1              	|  0.0083792      	|  0.0020359      	|
training_step_end                  	|  5.8817e-06     	|1000           	|  0.0058817      	|  0.0014291      	|
on_validation_model_eval           	|  0.0040053      	|1              	|  0.0040053      	|  0.00097318     	|
on_validation_batch_end            	|  2.1322e-05     	|48             	|  0.0010235      	|  0.00024867     	|
on_train_start                     	|  0.00075262     	|1              	|  0.00075262     	|  0.00018286     	|
on_epoch_start                     	|  1.0323e-05     	|64             	|  0.00066066     	|  0.00016052     	|
on_epoch_end                       	|  1.0213e-05     	|64             	|  0.00065363     	|  0.00015881     	|
on_validation_batch_start          	|  1.0165e-05     	|48             	|  0.00048793     	|  0.00011855     	|
on_validation_start                	|  0.00034013     	|1              	|  0.00034013     	|  8.2641e-05     	|
validation_step_end                	|  5.1137e-06     	|48             	|  0.00024546     	|  5.964e-05      	|
on_validation_end                  	|  0.00011094     	|1              	|  0.00011094     	|  2.6955e-05     	|
on_before_accelerator_backend_setup	|  1.8244e-05     	|2              	|  3.6488e-05     	|  8.8656e-06     	|
teardown                           	|  1.5514e-05     	|2              	|  3.1028e-05     	|  7.5389e-06     	|
on_configure_sharded_model         	|  1.3345e-05     	|2              	|  2.669e-05      	|  6.4849e-06     	|
setup                              	|  1.3079e-05     	|2              	|  2.6159e-05     	|  6.3559e-06     	|
on_fit_end                         	|  2.1801e-05     	|1              	|  2.1801e-05     	|  5.297e-06      	|
on_validation_epoch_end            	|  1.8315e-05     	|1              	|  1.8315e-05     	|  4.45e-06       	|
on_fit_start                       	|  1.599e-05      	|1              	|  1.599e-05      	|  3.8851e-06     	|
on_val_dataloader                  	|  5.6655e-06     	|2              	|  1.1331e-05     	|  2.7531e-06     	|
prepare_data                       	|  5.4345e-06     	|2              	|  1.0869e-05     	|  2.6409e-06     	|
on_pretrain_routine_end            	|  9.778e-06      	|1              	|  9.778e-06      	|  2.3758e-06     	|
on_validation_epoch_start          	|  9.5679e-06     	|1              	|  9.5679e-06     	|  2.3247e-06     	|
configure_sharded_model            	|  4.7135e-06     	|2              	|  9.4271e-06     	|  2.2905e-06     	|
configure_callbacks                	|  4.5285e-06     	|2              	|  9.057e-06      	|  2.2006e-06     	|
on_train_dataloader                	|  4.549e-06      	|1              	|  4.549e-06      	|  1.1053e-06     	|
VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1604.9         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  24.195         	|63             	|  1524.3         	|  94.979         	|
run_training_batch                 	|  0.18619        	|8000           	|  1489.5         	|  92.811         	|
training_step_and_backward         	|  0.17588        	|8000           	|  1407.1         	|  87.675         	|
model_forward                      	|  0.09228        	|8000           	|  738.24         	|  46.001         	|
training_step                      	|  0.092147       	|8000           	|  737.18         	|  45.934         	|
backward                           	|  0.083422       	|8000           	|  667.38         	|  41.585         	|
optimizer_step_with_closure_0      	|  0.23552        	|1000           	|  235.52         	|  14.676         	|
run_validate_evaluation            	|  37.201         	|1              	|  37.201         	|  2.318          	|
evaluation_step_and_end            	|  0.096437       	|377            	|  36.357         	|  2.2654         	|
validation_step                    	|  0.096384       	|377            	|  36.337         	|  2.2642         	|
get_train_batch                    	|  0.0022469      	|8063           	|  18.117         	|  1.1289         	|
fetch_next_train_batch             	|  0.0022301      	|8063           	|  17.981         	|  1.1204         	|
on_train_batch_end                 	|  0.0010696      	|8000           	|  8.5565         	|  0.53316        	|
training_batch_to_device           	|  0.00021405     	|8000           	|  1.7124         	|  0.1067         	|
zero_grad                          	|  0.0013         	|1000           	|  1.3            	|  0.081007       	|
on_train_batch_start               	|  9.0155e-05     	|8000           	|  0.72124        	|  0.044941       	|
get_validate_batch                 	|  0.0015876      	|378            	|  0.60013        	|  0.037395       	|
fetch_next_validate_batch          	|  0.0015736      	|378            	|  0.59483        	|  0.037065       	|
on_batch_start                     	|  1.4971e-05     	|8000           	|  0.11977        	|  0.0074631      	|
on_batch_end                       	|  1.288e-05      	|8000           	|  0.10304        	|  0.0064207      	|
on_before_backward                 	|  1.2536e-05     	|8000           	|  0.10028        	|  0.0062488      	|
on_after_backward                  	|  1.2171e-05     	|8000           	|  0.09737        	|  0.0060672      	|
evaluation_batch_to_device         	|  0.00021029     	|377            	|  0.07928        	|  0.00494        	|
training_step_end                  	|  5.6843e-06     	|8000           	|  0.045474       	|  0.0028335      	|
on_train_end                       	|  0.026017       	|1              	|  0.026017       	|  0.0016211      	|
on_pretrain_routine_start          	|  0.022752       	|1              	|  0.022752       	|  0.0014177      	|
on_train_epoch_start               	|  0.00028371     	|63             	|  0.017874       	|  0.0011137      	|
on_train_epoch_end                 	|  0.00027254     	|63             	|  0.01717        	|  0.0010699      	|
on_before_zero_grad                	|  1.4013e-05     	|1000           	|  0.014013       	|  0.00087318     	|
on_before_optimizer_step           	|  1.0987e-05     	|1000           	|  0.010987       	|  0.00068462     	|
configure_optimizers               	|  0.0077845      	|1              	|  0.0077845      	|  0.00048506     	|
on_validation_batch_end            	|  1.9379e-05     	|377            	|  0.0073059      	|  0.00045524     	|
on_validation_model_eval           	|  0.0040481      	|1              	|  0.0040481      	|  0.00025224     	|
on_validation_batch_start          	|  9.9283e-06     	|377            	|  0.003743       	|  0.00023323     	|
validation_step_end                	|  4.9728e-06     	|377            	|  0.0018747      	|  0.00011682     	|
on_train_start                     	|  0.00071832     	|1              	|  0.00071832     	|  4.4759e-05     	|
on_epoch_start                     	|  1.0597e-05     	|64             	|  0.0006782      	|  4.2259e-05     	|
on_epoch_end                       	|  1.0311e-05     	|64             	|  0.00065989     	|  4.1118e-05     	|
on_validation_start                	|  0.00032985     	|1              	|  0.00032985     	|  2.0553e-05     	|
on_validation_end                  	|  0.00011061     	|1              	|  0.00011061     	|  6.892e-06      	|
on_before_accelerator_backend_setup	|  1.829e-05      	|2              	|  3.6579e-05     	|  2.2793e-06     	|
teardown                           	|  1.4953e-05     	|2              	|  2.9906e-05     	|  1.8635e-06     	|
setup                              	|  1.4312e-05     	|2              	|  2.8623e-05     	|  1.7835e-06     	|
on_configure_sharded_model         	|  1.342e-05      	|2              	|  2.684e-05      	|  1.6724e-06     	|
on_fit_end                         	|  2.2873e-05     	|1              	|  2.2873e-05     	|  1.4252e-06     	|
on_validation_epoch_end            	|  1.7052e-05     	|1              	|  1.7052e-05     	|  1.0625e-06     	|
on_fit_start                       	|  1.6421e-05     	|1              	|  1.6421e-05     	|  1.0232e-06     	|
on_pretrain_routine_end            	|  1.2393e-05     	|1              	|  1.2393e-05     	|  7.7221e-07     	|
prepare_data                       	|  6.0315e-06     	|2              	|  1.2063e-05     	|  7.5165e-07     	|
on_val_dataloader                  	|  5.7204e-06     	|2              	|  1.1441e-05     	|  7.1289e-07     	|
configure_callbacks                	|  5.5304e-06     	|2              	|  1.1061e-05     	|  6.8921e-07     	|
configure_sharded_model            	|  5.1046e-06     	|2              	|  1.0209e-05     	|  6.3614e-07     	|
on_validation_epoch_start          	|  9.9179e-06     	|1              	|  9.9179e-06     	|  6.1799e-07     	|
on_train_dataloader                	|  4.1579e-06     	|1              	|  4.1579e-06     	|  2.5908e-07     	|
