VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1345.9         	|  100 %          	|
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run_training_epoch                 	|  2.6161         	|500            	|  1308.0         	|  97.187         	|
run_training_batch                 	|  0.30021        	|1000           	|  300.21         	|  22.306         	|
optimizer_step_with_closure_0      	|  0.29577        	|1000           	|  295.77         	|  21.976         	|
training_step_and_backward         	|  0.22836        	|1000           	|  228.36         	|  16.967         	|
get_train_batch                    	|  0.13595        	|1500           	|  203.93         	|  15.152         	|
fetch_next_train_batch             	|  0.13591        	|1500           	|  203.87         	|  15.148         	|
model_forward                      	|  0.11341        	|1000           	|  113.41         	|  8.4263         	|
backward                           	|  0.1133         	|1000           	|  113.3          	|  8.418          	|
training_step                      	|  0.11317        	|1000           	|  113.17         	|  8.4084         	|
run_validate_evaluation            	|  8.02           	|1              	|  8.02           	|  0.59589        	|
evaluation_step_and_end            	|  0.10269        	|48             	|  4.929          	|  0.36623        	|
validation_step                    	|  0.10258        	|48             	|  4.9239         	|  0.36585        	|
on_train_batch_end                 	|  0.0024248      	|1000           	|  2.4248         	|  0.18016        	|
zero_grad                          	|  0.0016103      	|1000           	|  1.6103         	|  0.11964        	|
get_validate_batch                 	|  0.01665        	|49             	|  0.81584        	|  0.060618       	|
fetch_next_validate_batch          	|  0.016627       	|49             	|  0.81473        	|  0.060535       	|
training_batch_to_device           	|  0.00075272     	|1000           	|  0.75272        	|  0.055928       	|
on_train_epoch_end                 	|  0.0003353      	|500            	|  0.16765        	|  0.012456       	|
on_train_epoch_start               	|  0.00032674     	|500            	|  0.16337        	|  0.012139       	|
on_train_batch_start               	|  0.00012178     	|1000           	|  0.12178        	|  0.0090487      	|
on_train_end                       	|  0.051533       	|1              	|  0.051533       	|  0.0038289      	|
on_batch_start                     	|  5.0958e-05     	|1000           	|  0.050958       	|  0.0037862      	|
on_before_zero_grad                	|  4.0335e-05     	|1000           	|  0.040335       	|  0.0029969      	|
on_after_backward                  	|  2.9025e-05     	|1000           	|  0.029025       	|  0.0021565      	|
configure_optimizers               	|  0.023232       	|1              	|  0.023232       	|  0.0017262      	|
on_pretrain_routine_start          	|  0.022802       	|1              	|  0.022802       	|  0.0016942      	|
on_before_optimizer_step           	|  1.821e-05      	|1000           	|  0.01821        	|  0.001353       	|
on_batch_end                       	|  1.7248e-05     	|1000           	|  0.017248       	|  0.0012815      	|
evaluation_batch_to_device         	|  0.00034859     	|48             	|  0.016732       	|  0.0012432      	|
on_before_backward                 	|  1.5917e-05     	|1000           	|  0.015917       	|  0.0011827      	|
training_step_end                  	|  1.1189e-05     	|1000           	|  0.011189       	|  0.00083137     	|
on_epoch_end                       	|  1.161e-05      	|501            	|  0.0058165      	|  0.00043217     	|
on_epoch_start                     	|  1.1073e-05     	|501            	|  0.0055475      	|  0.00041218     	|
on_validation_model_eval           	|  0.0047577      	|1              	|  0.0047577      	|  0.0003535      	|
on_validation_batch_end            	|  3.8246e-05     	|48             	|  0.0018358      	|  0.0001364      	|
on_train_start                     	|  0.0010522      	|1              	|  0.0010522      	|  7.8182e-05     	|
on_validation_batch_start          	|  1.718e-05      	|48             	|  0.00082462     	|  6.127e-05      	|
on_validation_start                	|  0.00057615     	|1              	|  0.00057615     	|  4.2808e-05     	|
validation_step_end                	|  8.636e-06      	|48             	|  0.00041453     	|  3.08e-05       	|
on_validation_end                  	|  0.00014453     	|1              	|  0.00014453     	|  1.0739e-05     	|
on_before_accelerator_backend_setup	|  3.1139e-05     	|2              	|  6.2278e-05     	|  4.6273e-06     	|
setup                              	|  2.5799e-05     	|2              	|  5.1599e-05     	|  3.8338e-06     	|
on_configure_sharded_model         	|  2.545e-05      	|2              	|  5.0901e-05     	|  3.7819e-06     	|
on_fit_start                       	|  5.0122e-05     	|1              	|  5.0122e-05     	|  3.7241e-06     	|
teardown                           	|  2.3334e-05     	|2              	|  4.6669e-05     	|  3.4675e-06     	|
on_val_dataloader                  	|  1.5812e-05     	|2              	|  3.1624e-05     	|  2.3497e-06     	|
on_validation_epoch_end            	|  2.9903e-05     	|1              	|  2.9903e-05     	|  2.2218e-06     	|
on_fit_end                         	|  2.8044e-05     	|1              	|  2.8044e-05     	|  2.0837e-06     	|
prepare_data                       	|  9.1279e-06     	|2              	|  1.8256e-05     	|  1.3564e-06     	|
configure_sharded_model            	|  8.0084e-06     	|2              	|  1.6017e-05     	|  1.1901e-06     	|
configure_callbacks                	|  7.0008e-06     	|2              	|  1.4002e-05     	|  1.0403e-06     	|
on_pretrain_routine_end            	|  1.3944e-05     	|1              	|  1.3944e-05     	|  1.036e-06      	|
on_validation_epoch_start          	|  1.1412e-05     	|1              	|  1.1412e-05     	|  8.4795e-07     	|
on_train_dataloader                	|  7.9386e-06     	|1              	|  7.9386e-06     	|  5.8984e-07     	|
