VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1365.3         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.6049         	|500            	|  1302.5         	|  95.396         	|
run_training_batch                 	|  0.37474        	|1000           	|  374.74         	|  27.447         	|
optimizer_step_with_closure_0      	|  0.37099        	|1000           	|  370.99         	|  27.173         	|
training_step_and_backward         	|  0.26716        	|1000           	|  267.16         	|  19.567         	|
get_train_batch                    	|  0.099132       	|1500           	|  148.7          	|  10.891         	|
fetch_next_train_batch             	|  0.099094       	|1500           	|  148.64         	|  10.887         	|
model_forward                      	|  0.1376         	|1000           	|  137.6          	|  10.078         	|
training_step                      	|  0.13738        	|1000           	|  137.38         	|  10.062         	|
backward                           	|  0.128          	|1000           	|  128.0          	|  9.3748         	|
run_validate_evaluation            	|  30.56          	|1              	|  30.56          	|  2.2383         	|
evaluation_step_and_end            	|  0.22009        	|125            	|  27.512         	|  2.015          	|
validation_step                    	|  0.21997        	|125            	|  27.497         	|  2.0139         	|
on_train_batch_end                 	|  0.0022879      	|1000           	|  2.2879         	|  0.16757        	|
zero_grad                          	|  0.0015167      	|1000           	|  1.5167         	|  0.11109        	|
get_validate_batch                 	|  0.0053854      	|126            	|  0.67856        	|  0.049699       	|
fetch_next_validate_batch          	|  0.0053586      	|126            	|  0.67519        	|  0.049452       	|
training_batch_to_device           	|  0.00062186     	|1000           	|  0.62186        	|  0.045546       	|
on_train_epoch_end                 	|  0.00034922     	|500            	|  0.17461        	|  0.012789       	|
on_train_epoch_start               	|  0.00034643     	|500            	|  0.17321        	|  0.012687       	|
on_train_batch_start               	|  0.00010954     	|1000           	|  0.10954        	|  0.0080229      	|
on_train_end                       	|  0.050582       	|1              	|  0.050582       	|  0.0037047      	|
on_batch_start                     	|  4.5572e-05     	|1000           	|  0.045572       	|  0.0033378      	|
evaluation_batch_to_device         	|  0.00032262     	|125            	|  0.040327       	|  0.0029536      	|
on_pretrain_routine_start          	|  0.025435       	|1              	|  0.025435       	|  0.001863       	|
on_after_backward                  	|  2.4033e-05     	|1000           	|  0.024033       	|  0.0017603      	|
on_before_zero_grad                	|  2.2143e-05     	|1000           	|  0.022143       	|  0.0016218      	|
on_batch_end                       	|  1.7891e-05     	|1000           	|  0.017891       	|  0.0013104      	|
on_before_backward                 	|  1.6519e-05     	|1000           	|  0.016519       	|  0.0012099      	|
on_before_optimizer_step           	|  1.5998e-05     	|1000           	|  0.015998       	|  0.0011717      	|
configure_optimizers               	|  0.013152       	|1              	|  0.013152       	|  0.00096325     	|
training_step_end                  	|  8.7996e-06     	|1000           	|  0.0087996      	|  0.0006445      	|
on_epoch_end                       	|  1.1544e-05     	|501            	|  0.0057834      	|  0.00042359     	|
on_epoch_start                     	|  1.1236e-05     	|501            	|  0.0056292      	|  0.00041229     	|
on_validation_batch_end            	|  4.2436e-05     	|125            	|  0.0053045      	|  0.00038851     	|
on_validation_model_eval           	|  0.0038258      	|1              	|  0.0038258      	|  0.00028021     	|
on_train_start                     	|  0.0026842      	|1              	|  0.0026842      	|  0.0001966      	|
on_validation_batch_start          	|  1.7813e-05     	|125            	|  0.0022266      	|  0.00016308     	|
validation_step_end                	|  9.0279e-06     	|125            	|  0.0011285      	|  8.2653e-05     	|
on_validation_start                	|  0.00048188     	|1              	|  0.00048188     	|  3.5294e-05     	|
on_validation_end                  	|  0.00017455     	|1              	|  0.00017455     	|  1.2784e-05     	|
teardown                           	|  4.1232e-05     	|2              	|  8.2465e-05     	|  6.0399e-06     	|
on_before_accelerator_backend_setup	|  3.7675e-05     	|2              	|  7.535e-05      	|  5.5188e-06     	|
setup                              	|  3.2619e-05     	|2              	|  6.5237e-05     	|  4.7781e-06     	|
on_fit_end                         	|  6.2974e-05     	|1              	|  6.2974e-05     	|  4.6124e-06     	|
on_configure_sharded_model         	|  2.6666e-05     	|2              	|  5.3331e-05     	|  3.9061e-06     	|
on_fit_start                       	|  4.5016e-05     	|1              	|  4.5016e-05     	|  3.2971e-06     	|
on_validation_epoch_end            	|  3.3228e-05     	|1              	|  3.3228e-05     	|  2.4337e-06     	|
configure_sharded_model            	|  9.6103e-06     	|2              	|  1.9221e-05     	|  1.4078e-06     	|
prepare_data                       	|  9.492e-06      	|2              	|  1.8984e-05     	|  1.3904e-06     	|
configure_callbacks                	|  8.8988e-06     	|2              	|  1.7798e-05     	|  1.3035e-06     	|
on_val_dataloader                  	|  7.391e-06      	|2              	|  1.4782e-05     	|  1.0827e-06     	|
on_pretrain_routine_end            	|  1.3875e-05     	|1              	|  1.3875e-05     	|  1.0162e-06     	|
on_validation_epoch_start          	|  9.9596e-06     	|1              	|  9.9596e-06     	|  7.2946e-07     	|
on_train_dataloader                	|  6.4876e-06     	|1              	|  6.4876e-06     	|  4.7517e-07     	|
