VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  630.34         	|  100 %          	|
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run_training_epoch                 	|  1.0336         	|500            	|  516.79         	|  81.985         	|
run_training_batch                 	|  0.36531        	|1000           	|  365.31         	|  57.955         	|
optimizer_step_with_closure_0      	|  0.36266        	|1000           	|  362.66         	|  57.534         	|
training_step_and_backward         	|  0.27449        	|1000           	|  274.49         	|  43.546         	|
model_forward                      	|  0.16868        	|1000           	|  168.68         	|  26.76          	|
training_step                      	|  0.16852        	|1000           	|  168.52         	|  26.735         	|
backward                           	|  0.10442        	|1000           	|  104.42         	|  16.566         	|
run_validate_evaluation            	|  70.638         	|1              	|  70.638         	|  11.206         	|
evaluation_step_and_end            	|  0.22014        	|313            	|  68.903         	|  10.931         	|
validation_step                    	|  0.22009        	|313            	|  68.887         	|  10.929         	|
get_train_batch                    	|  0.028977       	|1500           	|  43.465         	|  6.8955         	|
fetch_next_train_batch             	|  0.028944       	|1500           	|  43.417         	|  6.8878         	|
zero_grad                          	|  0.0013528      	|1000           	|  1.3528         	|  0.21461        	|
on_train_batch_end                 	|  0.0013087      	|1000           	|  1.3087         	|  0.20762        	|
training_batch_to_device           	|  0.00059198     	|1000           	|  0.59198        	|  0.093914       	|
get_validate_batch                 	|  0.0018231      	|314            	|  0.57247        	|  0.090819       	|
fetch_next_validate_batch          	|  0.0018088      	|314            	|  0.56796        	|  0.090104       	|
on_train_epoch_start               	|  0.00027651     	|500            	|  0.13826        	|  0.021934       	|
on_train_epoch_end                 	|  0.00027371     	|500            	|  0.13685        	|  0.021711       	|
on_train_batch_start               	|  0.00010746     	|1000           	|  0.10746        	|  0.017048       	|
evaluation_batch_to_device         	|  0.000222       	|313            	|  0.069487       	|  0.011024       	|
on_batch_start                     	|  3.4443e-05     	|1000           	|  0.034443       	|  0.0054642      	|
on_train_end                       	|  0.024376       	|1              	|  0.024376       	|  0.0038671      	|
on_pretrain_routine_start          	|  0.023208       	|1              	|  0.023208       	|  0.0036818      	|
on_before_zero_grad                	|  2.0587e-05     	|1000           	|  0.020587       	|  0.003266       	|
on_batch_end                       	|  1.3217e-05     	|1000           	|  0.013217       	|  0.0020968      	|
on_before_optimizer_step           	|  1.281e-05      	|1000           	|  0.01281        	|  0.0020322      	|
on_after_backward                  	|  1.1491e-05     	|1000           	|  0.011491       	|  0.0018229      	|
on_before_backward                 	|  1.103e-05      	|1000           	|  0.01103        	|  0.0017498      	|
configure_optimizers               	|  0.0083631      	|1              	|  0.0083631      	|  0.0013268      	|
training_step_end                  	|  7.1136e-06     	|1000           	|  0.0071136      	|  0.0011285      	|
on_validation_batch_end            	|  1.8529e-05     	|313            	|  0.0057995      	|  0.00092006     	|
on_epoch_start                     	|  1.0569e-05     	|501            	|  0.005295       	|  0.00084002     	|
on_epoch_end                       	|  1.0236e-05     	|501            	|  0.005128       	|  0.00081353     	|
on_validation_model_eval           	|  0.0039854      	|1              	|  0.0039854      	|  0.00063225     	|
on_validation_batch_start          	|  9.7907e-06     	|313            	|  0.0030645      	|  0.00048616     	|
validation_step_end                	|  4.5758e-06     	|313            	|  0.0014322      	|  0.00022722     	|
on_train_start                     	|  0.00069432     	|1              	|  0.00069432     	|  0.00011015     	|
on_validation_start                	|  0.00038392     	|1              	|  0.00038392     	|  6.0907e-05     	|
on_validation_end                  	|  0.00010819     	|1              	|  0.00010819     	|  1.7164e-05     	|
on_before_accelerator_backend_setup	|  1.8905e-05     	|2              	|  3.7811e-05     	|  5.9985e-06     	|
teardown                           	|  1.6206e-05     	|2              	|  3.2411e-05     	|  5.1418e-06     	|
on_validation_epoch_end            	|  3.222e-05      	|1              	|  3.222e-05      	|  5.1115e-06     	|
setup                              	|  1.4637e-05     	|2              	|  2.9275e-05     	|  4.6443e-06     	|
on_configure_sharded_model         	|  1.3059e-05     	|2              	|  2.6118e-05     	|  4.1435e-06     	|
on_fit_end                         	|  2.155e-05      	|1              	|  2.155e-05      	|  3.4188e-06     	|
on_fit_start                       	|  1.7203e-05     	|1              	|  1.7203e-05     	|  2.7292e-06     	|
on_val_dataloader                  	|  5.7305e-06     	|2              	|  1.1461e-05     	|  1.8182e-06     	|
prepare_data                       	|  5.079e-06      	|2              	|  1.0158e-05     	|  1.6115e-06     	|
configure_sharded_model            	|  4.9446e-06     	|2              	|  9.8891e-06     	|  1.5689e-06     	|
on_pretrain_routine_end            	|  9.728e-06      	|1              	|  9.728e-06      	|  1.5433e-06     	|
configure_callbacks                	|  4.8095e-06     	|2              	|  9.6189e-06     	|  1.526e-06      	|
on_validation_epoch_start          	|  9.408e-06      	|1              	|  9.408e-06      	|  1.4925e-06     	|
on_train_dataloader                	|  3.938e-06      	|1              	|  3.938e-06      	|  6.2474e-07     	|
