VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1247.1         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.3779         	|500            	|  1189.0         	|  95.338         	|
run_training_batch                 	|  0.27466        	|1000           	|  274.66         	|  22.024         	|
optimizer_step_with_closure_0      	|  0.27237        	|1000           	|  272.37         	|  21.841         	|
training_step_and_backward         	|  0.20408        	|1000           	|  204.08         	|  16.364         	|
get_train_batch                    	|  0.11237        	|1500           	|  168.56         	|  13.516         	|
fetch_next_train_batch             	|  0.11233        	|1500           	|  168.5          	|  13.511         	|
model_forward                      	|  0.10581        	|1000           	|  105.81         	|  8.4843         	|
training_step                      	|  0.1056         	|1000           	|  105.6          	|  8.4675         	|
backward                           	|  0.096833       	|1000           	|  96.833         	|  7.7647         	|
run_validate_evaluation            	|  30.293         	|1              	|  30.293         	|  2.4291         	|
evaluation_step_and_end            	|  0.085846       	|313            	|  26.87          	|  2.1546         	|
validation_step                    	|  0.085775       	|313            	|  26.848         	|  2.1528         	|
on_train_batch_end                 	|  0.0017879      	|1000           	|  1.7879         	|  0.14336        	|
zero_grad                          	|  0.0013991      	|1000           	|  1.3991         	|  0.11219        	|
get_validate_batch                 	|  0.0031001      	|314            	|  0.97344        	|  0.078057       	|
fetch_next_validate_batch          	|  0.0030824      	|314            	|  0.96788        	|  0.077611       	|
training_batch_to_device           	|  0.00064317     	|1000           	|  0.64317        	|  0.051574       	|
on_train_epoch_start               	|  0.00031835     	|500            	|  0.15918        	|  0.012764       	|
on_train_epoch_end                 	|  0.0003098      	|500            	|  0.1549         	|  0.012421       	|
on_train_batch_start               	|  0.00011356     	|1000           	|  0.11356        	|  0.0091063      	|
evaluation_batch_to_device         	|  0.00022764     	|313            	|  0.071251       	|  0.0057134      	|
on_batch_start                     	|  4.7047e-05     	|1000           	|  0.047047       	|  0.0037725      	|
on_train_end                       	|  0.042241       	|1              	|  0.042241       	|  0.0033871      	|
on_pretrain_routine_start          	|  0.022191       	|1              	|  0.022191       	|  0.0017794      	|
on_before_zero_grad                	|  2.1298e-05     	|1000           	|  0.021298       	|  0.0017078      	|
on_after_backward                  	|  2.0066e-05     	|1000           	|  0.020066       	|  0.001609       	|
on_batch_end                       	|  1.4683e-05     	|1000           	|  0.014683       	|  0.0011774      	|
on_before_optimizer_step           	|  1.3588e-05     	|1000           	|  0.013588       	|  0.0010896      	|
on_before_backward                 	|  1.2022e-05     	|1000           	|  0.012022       	|  0.00096397     	|
training_step_end                  	|  9.7166e-06     	|1000           	|  0.0097166      	|  0.00077914     	|
configure_optimizers               	|  0.009553       	|1              	|  0.009553       	|  0.00076602     	|
on_validation_batch_end            	|  2.6997e-05     	|313            	|  0.00845        	|  0.00067758     	|
on_epoch_end                       	|  1.1244e-05     	|501            	|  0.0056332      	|  0.00045171     	|
on_epoch_start                     	|  1.0613e-05     	|501            	|  0.005317       	|  0.00042635     	|
on_validation_model_eval           	|  0.0039335      	|1              	|  0.0039335      	|  0.00031542     	|
on_validation_batch_start          	|  1.2523e-05     	|313            	|  0.0039196      	|  0.0003143      	|
validation_step_end                	|  6.3628e-06     	|313            	|  0.0019915      	|  0.0001597      	|
on_train_start                     	|  0.0010658      	|1              	|  0.0010658      	|  8.546e-05      	|
on_validation_start                	|  0.00048564     	|1              	|  0.00048564     	|  3.8942e-05     	|
on_validation_end                  	|  0.00012317     	|1              	|  0.00012317     	|  9.8762e-06     	|
teardown                           	|  3.9013e-05     	|2              	|  7.8026e-05     	|  6.2567e-06     	|
on_fit_end                         	|  5.9526e-05     	|1              	|  5.9526e-05     	|  4.7732e-06     	|
on_before_accelerator_backend_setup	|  2.6257e-05     	|2              	|  5.2514e-05     	|  4.2109e-06     	|
setup                              	|  2.6216e-05     	|2              	|  5.2432e-05     	|  4.2043e-06     	|
on_configure_sharded_model         	|  2.4022e-05     	|2              	|  4.8043e-05     	|  3.8524e-06     	|
on_fit_start                       	|  4.5942e-05     	|1              	|  4.5942e-05     	|  3.6839e-06     	|
on_validation_epoch_end            	|  3.5821e-05     	|1              	|  3.5821e-05     	|  2.8723e-06     	|
prepare_data                       	|  9.9717e-06     	|2              	|  1.9943e-05     	|  1.5992e-06     	|
on_val_dataloader                  	|  8.204e-06      	|2              	|  1.6408e-05     	|  1.3157e-06     	|
configure_callbacks                	|  8.1947e-06     	|2              	|  1.6389e-05     	|  1.3142e-06     	|
on_pretrain_routine_end            	|  1.5805e-05     	|1              	|  1.5805e-05     	|  1.2673e-06     	|
configure_sharded_model            	|  7.7793e-06     	|2              	|  1.5559e-05     	|  1.2476e-06     	|
on_validation_epoch_start          	|  1.1006e-05     	|1              	|  1.1006e-05     	|  8.8256e-07     	|
on_train_dataloader                	|  6.4801e-06     	|1              	|  6.4801e-06     	|  5.1962e-07     	|
