VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1705.7         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  9.3446         	|167            	|  1560.5         	|  91.49          	|
run_training_batch                 	|  0.18916        	|8000           	|  1513.2         	|  88.716         	|
training_step_and_backward         	|  0.17872        	|8000           	|  1429.7         	|  83.82          	|
model_forward                      	|  0.093805       	|8000           	|  750.44         	|  43.996         	|
training_step                      	|  0.09367        	|8000           	|  749.36         	|  43.932         	|
backward                           	|  0.084721       	|8000           	|  677.77         	|  39.735         	|
optimizer_step_with_closure_0      	|  0.23919        	|1000           	|  239.19         	|  14.023         	|
run_validate_evaluation            	|  101.38         	|1              	|  101.38         	|  5.9434         	|
evaluation_step_and_end            	|  0.099412       	|1000           	|  99.412         	|  5.8282         	|
validation_step                    	|  0.099361       	|1000           	|  99.361         	|  5.8252         	|
get_train_batch                    	|  0.0033612      	|8167           	|  27.451         	|  1.6094         	|
fetch_next_train_batch             	|  0.0033435      	|8167           	|  27.306         	|  1.6009         	|
on_train_batch_end                 	|  0.001079       	|8000           	|  8.6317         	|  0.50605        	|
training_batch_to_device           	|  0.00022067     	|8000           	|  1.7653         	|  0.1035         	|
get_validate_batch                 	|  0.0014219      	|1001           	|  1.4234         	|  0.083447       	|
fetch_next_validate_batch          	|  0.0014083      	|1001           	|  1.4097         	|  0.082645       	|
zero_grad                          	|  0.0013667      	|1000           	|  1.3667         	|  0.080123       	|
on_train_batch_start               	|  9.0638e-05     	|8000           	|  0.7251         	|  0.04251        	|
evaluation_batch_to_device         	|  0.00021156     	|1000           	|  0.21156        	|  0.012403       	|
on_batch_start                     	|  1.5679e-05     	|8000           	|  0.12543        	|  0.0073535      	|
on_batch_end                       	|  1.3538e-05     	|8000           	|  0.1083         	|  0.0063493      	|
on_before_backward                 	|  1.3415e-05     	|8000           	|  0.10732        	|  0.0062917      	|
on_after_backward                  	|  1.199e-05      	|8000           	|  0.095922       	|  0.0056236      	|
on_train_epoch_start               	|  0.00029083     	|167            	|  0.048568       	|  0.0028474      	|
training_step_end                  	|  6.0088e-06     	|8000           	|  0.048071       	|  0.0028182      	|
on_train_epoch_end                 	|  0.00025916     	|167            	|  0.04328        	|  0.0025373      	|
on_train_end                       	|  0.026372       	|1              	|  0.026372       	|  0.0015461      	|
on_pretrain_routine_start          	|  0.022609       	|1              	|  0.022609       	|  0.0013255      	|
on_validation_batch_end            	|  1.8344e-05     	|1000           	|  0.018344       	|  0.0010755      	|
on_before_zero_grad                	|  1.6004e-05     	|1000           	|  0.016004       	|  0.00093827     	|
on_before_optimizer_step           	|  1.2687e-05     	|1000           	|  0.012687       	|  0.00074378     	|
on_validation_batch_start          	|  1.0091e-05     	|1000           	|  0.010091       	|  0.00059159     	|
configure_optimizers               	|  0.0082816      	|1              	|  0.0082816      	|  0.00048552     	|
validation_step_end                	|  4.6163e-06     	|1000           	|  0.0046163      	|  0.00027064     	|
on_validation_model_eval           	|  0.0039949      	|1              	|  0.0039949      	|  0.00023421     	|
on_epoch_end                       	|  1.122e-05      	|168            	|  0.0018849      	|  0.00011051     	|
on_epoch_start                     	|  1.0758e-05     	|168            	|  0.0018073      	|  0.00010596     	|
on_train_start                     	|  0.00073879     	|1              	|  0.00073879     	|  4.3313e-05     	|
on_validation_start                	|  0.00034717     	|1              	|  0.00034717     	|  2.0353e-05     	|
on_validation_end                  	|  0.00010965     	|1              	|  0.00010965     	|  6.4282e-06     	|
on_before_accelerator_backend_setup	|  1.9e-05        	|2              	|  3.8e-05        	|  2.2278e-06     	|
teardown                           	|  1.6987e-05     	|2              	|  3.3974e-05     	|  1.9918e-06     	|
setup                              	|  1.4668e-05     	|2              	|  2.9335e-05     	|  1.7198e-06     	|
on_configure_sharded_model         	|  1.4322e-05     	|2              	|  2.8644e-05     	|  1.6793e-06     	|
on_fit_end                         	|  2.177e-05      	|1              	|  2.177e-05      	|  1.2763e-06     	|
on_validation_epoch_end            	|  1.8815e-05     	|1              	|  1.8815e-05     	|  1.1031e-06     	|
on_fit_start                       	|  1.7783e-05     	|1              	|  1.7783e-05     	|  1.0426e-06     	|
on_val_dataloader                  	|  6.4069e-06     	|2              	|  1.2814e-05     	|  7.5123e-07     	|
prepare_data                       	|  6.1115e-06     	|2              	|  1.2223e-05     	|  7.1659e-07     	|
on_pretrain_routine_end            	|  1.2142e-05     	|1              	|  1.2142e-05     	|  7.1185e-07     	|
configure_callbacks                	|  5.9865e-06     	|2              	|  1.1973e-05     	|  7.0194e-07     	|
configure_sharded_model            	|  5.2595e-06     	|2              	|  1.0519e-05     	|  6.167e-07      	|
on_validation_epoch_start          	|  9.408e-06      	|1              	|  9.408e-06      	|  5.5156e-07     	|
on_train_dataloader                	|  4.197e-06      	|1              	|  4.197e-06      	|  2.4606e-07     	|
