VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  702.88         	|  100 %          	|
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run_training_epoch                 	|  3.9083         	|167            	|  652.68         	|  92.858         	|
run_training_batch                 	|  0.28392        	|1000           	|  283.92         	|  40.393         	|
optimizer_step_with_closure_0      	|  0.28127        	|1000           	|  281.27         	|  40.016         	|
training_step_and_backward         	|  0.21527        	|1000           	|  215.27         	|  30.626         	|
model_forward                      	|  0.11111        	|1000           	|  111.11         	|  15.808         	|
training_step                      	|  0.11093        	|1000           	|  110.93         	|  15.781         	|
backward                           	|  0.10259        	|1000           	|  102.59         	|  14.595         	|
get_train_batch                    	|  0.067452       	|1167           	|  78.717         	|  11.199         	|
fetch_next_train_batch             	|  0.067425       	|1167           	|  78.685         	|  11.195         	|
run_validate_evaluation            	|  16.898         	|1              	|  16.898         	|  2.4041         	|
evaluation_step_and_end            	|  0.10822        	|125            	|  13.527         	|  1.9245         	|
validation_step                    	|  0.10813        	|125            	|  13.516         	|  1.923          	|
on_train_batch_end                 	|  0.0018333      	|1000           	|  1.8333         	|  0.26083        	|
zero_grad                          	|  0.0015309      	|1000           	|  1.5309         	|  0.2178         	|
get_validate_batch                 	|  0.0070084      	|126            	|  0.88306        	|  0.12563        	|
fetch_next_validate_batch          	|  0.0069879      	|126            	|  0.88048        	|  0.12527        	|
training_batch_to_device           	|  0.0003616      	|1000           	|  0.3616         	|  0.051445       	|
on_train_batch_start               	|  0.0001576      	|1000           	|  0.1576         	|  0.022422       	|
on_train_epoch_start               	|  0.0003213      	|167            	|  0.053658       	|  0.0076339      	|
on_train_epoch_end                 	|  0.00032054     	|167            	|  0.053531       	|  0.0076158      	|
on_train_end                       	|  0.045038       	|1              	|  0.045038       	|  0.0064076      	|
on_batch_start                     	|  2.8863e-05     	|1000           	|  0.028863       	|  0.0041064      	|
evaluation_batch_to_device         	|  0.00022723     	|125            	|  0.028404       	|  0.0040411      	|
on_pretrain_routine_start          	|  0.023538       	|1              	|  0.023538       	|  0.0033488      	|
on_after_backward                  	|  2.1834e-05     	|1000           	|  0.021834       	|  0.0031063      	|
configure_optimizers               	|  0.019344       	|1              	|  0.019344       	|  0.0027521      	|
on_before_zero_grad                	|  1.8514e-05     	|1000           	|  0.018514       	|  0.0026339      	|
on_batch_end                       	|  1.5068e-05     	|1000           	|  0.015068       	|  0.0021438      	|
on_before_optimizer_step           	|  1.2912e-05     	|1000           	|  0.012912       	|  0.001837       	|
on_before_backward                 	|  1.2549e-05     	|1000           	|  0.012549       	|  0.0017853      	|
training_step_end                  	|  7.2052e-06     	|1000           	|  0.0072052      	|  0.0010251      	|
on_validation_model_eval           	|  0.00472        	|1              	|  0.00472        	|  0.00067151     	|
on_validation_batch_end            	|  3.2947e-05     	|125            	|  0.0041184      	|  0.00058592     	|
on_epoch_end                       	|  1.1563e-05     	|168            	|  0.0019426      	|  0.00027637     	|
on_epoch_start                     	|  1.1405e-05     	|168            	|  0.0019161      	|  0.00027261     	|
on_validation_batch_start          	|  1.4165e-05     	|125            	|  0.0017706      	|  0.00025191     	|
on_train_start                     	|  0.0016721      	|1              	|  0.0016721      	|  0.00023789     	|
validation_step_end                	|  7.9143e-06     	|125            	|  0.00098929     	|  0.00014075     	|
on_validation_start                	|  0.00063225     	|1              	|  0.00063225     	|  8.9951e-05     	|
on_validation_end                  	|  0.00019904     	|1              	|  0.00019904     	|  2.8318e-05     	|
on_fit_end                         	|  5.0776e-05     	|1              	|  5.0776e-05     	|  7.2239e-06     	|
on_configure_sharded_model         	|  2.524e-05      	|2              	|  5.048e-05      	|  7.1818e-06     	|
on_before_accelerator_backend_setup	|  2.495e-05      	|2              	|  4.99e-05       	|  7.0994e-06     	|
teardown                           	|  2.1807e-05     	|2              	|  4.3614e-05     	|  6.205e-06      	|
setup                              	|  2.1486e-05     	|2              	|  4.2971e-05     	|  6.1136e-06     	|
on_fit_start                       	|  4.1664e-05     	|1              	|  4.1664e-05     	|  5.9275e-06     	|
on_val_dataloader                  	|  1.5877e-05     	|2              	|  3.1754e-05     	|  4.5177e-06     	|
on_validation_epoch_end            	|  2.8739e-05     	|1              	|  2.8739e-05     	|  4.0887e-06     	|
configure_callbacks                	|  9.696e-06      	|2              	|  1.9392e-05     	|  2.7589e-06     	|
on_pretrain_routine_end            	|  1.606e-05      	|1              	|  1.606e-05      	|  2.2848e-06     	|
prepare_data                       	|  7.2038e-06     	|2              	|  1.4408e-05     	|  2.0498e-06     	|
configure_sharded_model            	|  6.9924e-06     	|2              	|  1.3985e-05     	|  1.9896e-06     	|
on_validation_epoch_start          	|  1.0151e-05     	|1              	|  1.0151e-05     	|  1.4443e-06     	|
on_train_dataloader                	|  7.2345e-06     	|1              	|  7.2345e-06     	|  1.0293e-06     	|
