VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1302.2         	|  100 %          	|
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run_training_epoch                 	|  2.4885         	|500            	|  1244.3         	|  95.55          	|
run_training_batch                 	|  0.24646        	|1000           	|  246.46         	|  18.927         	|
optimizer_step_with_closure_0      	|  0.24419        	|1000           	|  244.19         	|  18.752         	|
get_train_batch                    	|  0.13248        	|1500           	|  198.72         	|  15.261         	|
fetch_next_train_batch             	|  0.13243        	|1500           	|  198.64         	|  15.254         	|
training_step_and_backward         	|  0.18415        	|1000           	|  184.15         	|  14.141         	|
model_forward                      	|  0.096901       	|1000           	|  96.901         	|  7.4413         	|
training_step                      	|  0.096689       	|1000           	|  96.689         	|  7.4251         	|
backward                           	|  0.085821       	|1000           	|  85.821         	|  6.5905         	|
run_validate_evaluation            	|  30.153         	|1              	|  30.153         	|  2.3155         	|
evaluation_step_and_end            	|  0.083709       	|313            	|  26.201         	|  2.0121         	|
validation_step                    	|  0.083634       	|313            	|  26.178         	|  2.0103         	|
on_train_batch_end                 	|  0.0017735      	|1000           	|  1.7735         	|  0.1362         	|
zero_grad                          	|  0.0013889      	|1000           	|  1.3889         	|  0.10666        	|
get_validate_batch                 	|  0.0028755      	|314            	|  0.9029         	|  0.069337       	|
fetch_next_validate_batch          	|  0.0028574      	|314            	|  0.89723        	|  0.068901       	|
training_batch_to_device           	|  0.0006473      	|1000           	|  0.6473         	|  0.049709       	|
on_train_epoch_start               	|  0.00031537     	|500            	|  0.15769        	|  0.012109       	|
on_train_epoch_end                 	|  0.00030833     	|500            	|  0.15417        	|  0.011839       	|
on_train_batch_start               	|  0.0001094      	|1000           	|  0.1094         	|  0.0084011      	|
evaluation_batch_to_device         	|  0.00023109     	|313            	|  0.072331       	|  0.0055545      	|
on_batch_start                     	|  5.3671e-05     	|1000           	|  0.053671       	|  0.0041216      	|
on_train_end                       	|  0.040831       	|1              	|  0.040831       	|  0.0031355      	|
on_before_zero_grad                	|  2.1774e-05     	|1000           	|  0.021774       	|  0.0016721      	|
on_pretrain_routine_start          	|  0.021449       	|1              	|  0.021449       	|  0.0016471      	|
on_after_backward                  	|  2.052e-05      	|1000           	|  0.02052        	|  0.0015758      	|
on_batch_end                       	|  1.688e-05      	|1000           	|  0.01688        	|  0.0012962      	|
on_before_optimizer_step           	|  1.3972e-05     	|1000           	|  0.013972       	|  0.001073       	|
on_before_backward                 	|  1.313e-05      	|1000           	|  0.01313        	|  0.0010083      	|
configure_optimizers               	|  0.010206       	|1              	|  0.010206       	|  0.00078376     	|
training_step_end                  	|  8.2268e-06     	|1000           	|  0.0082268      	|  0.00063176     	|
on_validation_batch_end            	|  2.5231e-05     	|313            	|  0.0078972      	|  0.00060645     	|
on_epoch_end                       	|  1.0889e-05     	|501            	|  0.0054552      	|  0.00041892     	|
on_epoch_start                     	|  1.0573e-05     	|501            	|  0.005297       	|  0.00040678     	|
on_validation_model_eval           	|  0.0038711      	|1              	|  0.0038711      	|  0.00029728     	|
on_validation_batch_start          	|  1.227e-05      	|313            	|  0.0038405      	|  0.00029492     	|
validation_step_end                	|  5.9597e-06     	|313            	|  0.0018654      	|  0.00014325     	|
on_train_start                     	|  0.00099562     	|1              	|  0.00099562     	|  7.6457e-05     	|
on_validation_start                	|  0.00048693     	|1              	|  0.00048693     	|  3.7393e-05     	|
on_validation_end                  	|  0.00014725     	|1              	|  0.00014725     	|  1.1308e-05     	|
on_fit_end                         	|  7.4459e-05     	|1              	|  7.4459e-05     	|  5.718e-06      	|
teardown                           	|  3.5167e-05     	|2              	|  7.0333e-05     	|  5.4012e-06     	|
on_before_accelerator_backend_setup	|  2.5441e-05     	|2              	|  5.0882e-05     	|  3.9074e-06     	|
setup                              	|  2.5341e-05     	|2              	|  5.0683e-05     	|  3.8921e-06     	|
on_configure_sharded_model         	|  2.1897e-05     	|2              	|  4.3795e-05     	|  3.3631e-06     	|
on_fit_start                       	|  4.2967e-05     	|1              	|  4.2967e-05     	|  3.2996e-06     	|
on_validation_epoch_end            	|  3.2952e-05     	|1              	|  3.2952e-05     	|  2.5305e-06     	|
on_pretrain_routine_end            	|  1.6402e-05     	|1              	|  1.6402e-05     	|  1.2596e-06     	|
on_val_dataloader                  	|  8.1323e-06     	|2              	|  1.6265e-05     	|  1.249e-06      	|
prepare_data                       	|  7.6992e-06     	|2              	|  1.5398e-05     	|  1.1825e-06     	|
configure_callbacks                	|  7.6341e-06     	|2              	|  1.5268e-05     	|  1.1725e-06     	|
configure_sharded_model            	|  6.4513e-06     	|2              	|  1.2903e-05     	|  9.9083e-07     	|
on_validation_epoch_start          	|  9.0804e-06     	|1              	|  9.0804e-06     	|  6.9731e-07     	|
on_train_dataloader                	|  6.1151e-06     	|1              	|  6.1151e-06     	|  4.696e-07      	|
