VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1260.1         	|  100 %          	|
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run_training_epoch                 	|  2.3935         	|500            	|  1196.7         	|  94.97          	|
run_training_batch                 	|  0.26905        	|1000           	|  269.05         	|  21.351         	|
optimizer_step_with_closure_0      	|  0.26539        	|1000           	|  265.39         	|  21.061         	|
training_step_and_backward         	|  0.20453        	|1000           	|  204.53         	|  16.231         	|
get_train_batch                    	|  0.11372        	|1500           	|  170.57         	|  13.536         	|
fetch_next_train_batch             	|  0.11368        	|1500           	|  170.51         	|  13.531         	|
backward                           	|  0.10227        	|1000           	|  102.27         	|  8.1159         	|
model_forward                      	|  0.10083        	|1000           	|  100.83         	|  8.0013         	|
training_step                      	|  0.1006         	|1000           	|  100.6          	|  7.9831         	|
run_validate_evaluation            	|  30.139         	|1              	|  30.139         	|  2.3917         	|
evaluation_step_and_end            	|  0.085032       	|313            	|  26.615         	|  2.1121         	|
validation_step                    	|  0.084965       	|313            	|  26.594         	|  2.1104         	|
on_train_batch_end                 	|  0.002014       	|1000           	|  2.014          	|  0.15983        	|
zero_grad                          	|  0.001392       	|1000           	|  1.392          	|  0.11047        	|
get_validate_batch                 	|  0.0034067      	|314            	|  1.0697         	|  0.084889       	|
fetch_next_validate_batch          	|  0.0033894      	|314            	|  1.0643         	|  0.084457       	|
training_batch_to_device           	|  0.00068398     	|1000           	|  0.68398        	|  0.054278       	|
on_train_epoch_end                 	|  0.00031413     	|500            	|  0.15706        	|  0.012464       	|
on_train_epoch_start               	|  0.00031062     	|500            	|  0.15531        	|  0.012325       	|
on_train_batch_start               	|  0.00011341     	|1000           	|  0.11341        	|  0.0089995      	|
evaluation_batch_to_device         	|  0.00024509     	|313            	|  0.076714       	|  0.0060877      	|
on_batch_start                     	|  4.7862e-05     	|1000           	|  0.047862       	|  0.0037982      	|
on_train_end                       	|  0.042049       	|1              	|  0.042049       	|  0.0033369      	|
on_pretrain_routine_start          	|  0.022435       	|1              	|  0.022435       	|  0.0017803      	|
on_before_zero_grad                	|  2.1658e-05     	|1000           	|  0.021658       	|  0.0017187      	|
on_after_backward                  	|  2.009e-05      	|1000           	|  0.02009        	|  0.0015943      	|
on_batch_end                       	|  1.8263e-05     	|1000           	|  0.018263       	|  0.0014493      	|
on_before_optimizer_step           	|  1.4057e-05     	|1000           	|  0.014057       	|  0.0011155      	|
on_before_backward                 	|  1.2255e-05     	|1000           	|  0.012255       	|  0.00097251     	|
configure_optimizers               	|  0.0096647      	|1              	|  0.0096647      	|  0.00076696     	|
training_step_end                  	|  8.2759e-06     	|1000           	|  0.0082759      	|  0.00065675     	|
on_validation_batch_end            	|  2.4128e-05     	|313            	|  0.0075522      	|  0.00059932     	|
on_epoch_end                       	|  1.12e-05       	|501            	|  0.0056113      	|  0.0004453      	|
on_epoch_start                     	|  1.051e-05      	|501            	|  0.0052655      	|  0.00041786     	|
on_validation_model_eval           	|  0.0046528      	|1              	|  0.0046528      	|  0.00036923     	|
on_validation_batch_start          	|  1.2239e-05     	|313            	|  0.003831       	|  0.00030401     	|
validation_step_end                	|  5.9927e-06     	|313            	|  0.0018757      	|  0.00014885     	|
on_train_start                     	|  0.0010073      	|1              	|  0.0010073      	|  7.9939e-05     	|
on_validation_start                	|  0.00058464     	|1              	|  0.00058464     	|  4.6395e-05     	|
on_validation_end                  	|  0.00013693     	|1              	|  0.00013693     	|  1.0866e-05     	|
teardown                           	|  3.3463e-05     	|2              	|  6.6927e-05     	|  5.3111e-06     	|
on_fit_end                         	|  6.1046e-05     	|1              	|  6.1046e-05     	|  4.8444e-06     	|
on_before_accelerator_backend_setup	|  2.5743e-05     	|2              	|  5.1485e-05     	|  4.0857e-06     	|
on_configure_sharded_model         	|  2.2564e-05     	|2              	|  4.5128e-05     	|  3.5812e-06     	|
on_fit_start                       	|  4.4897e-05     	|1              	|  4.4897e-05     	|  3.5629e-06     	|
setup                              	|  2.201e-05      	|2              	|  4.402e-05      	|  3.4933e-06     	|
on_validation_epoch_end            	|  3.2198e-05     	|1              	|  3.2198e-05     	|  2.5551e-06     	|
on_val_dataloader                  	|  1.2442e-05     	|2              	|  2.4885e-05     	|  1.9748e-06     	|
on_pretrain_routine_end            	|  2.0452e-05     	|1              	|  2.0452e-05     	|  1.623e-06      	|
configure_sharded_model            	|  9.316e-06      	|2              	|  1.8632e-05     	|  1.4786e-06     	|
prepare_data                       	|  9.0543e-06     	|2              	|  1.8109e-05     	|  1.437e-06      	|
configure_callbacks                	|  8.3642e-06     	|2              	|  1.6728e-05     	|  1.3275e-06     	|
on_validation_epoch_start          	|  1.0861e-05     	|1              	|  1.0861e-05     	|  8.619e-07      	|
on_train_dataloader                	|  6.834e-06      	|1              	|  6.834e-06      	|  5.4233e-07     	|
