VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  691.94         	|  100 %          	|
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run_training_epoch                 	|  3.1635         	|200            	|  632.7          	|  91.439         	|
run_training_batch                 	|  0.31511        	|1000           	|  315.11         	|  45.54          	|
optimizer_step_with_closure_0      	|  0.31026        	|1000           	|  310.26         	|  44.839         	|
training_step_and_backward         	|  0.24069        	|1000           	|  240.69         	|  34.785         	|
model_forward                      	|  0.12116        	|1000           	|  121.16         	|  17.511         	|
training_step                      	|  0.12092        	|1000           	|  120.92         	|  17.476         	|
backward                           	|  0.11788        	|1000           	|  117.88         	|  17.036         	|
get_train_batch                    	|  0.0486         	|1200           	|  58.32          	|  8.4285         	|
fetch_next_train_batch             	|  0.048565       	|1200           	|  58.277         	|  8.4224         	|
run_validate_evaluation            	|  16.989         	|1              	|  16.989         	|  2.4553         	|
evaluation_step_and_end            	|  0.10364        	|139            	|  14.406         	|  2.0819         	|
validation_step                    	|  0.10349        	|139            	|  14.385         	|  2.0789         	|
on_train_batch_end                 	|  0.0030772      	|1000           	|  3.0772         	|  0.44473        	|
zero_grad                          	|  0.0016088      	|1000           	|  1.6088         	|  0.2325         	|
get_validate_batch                 	|  0.0052995      	|140            	|  0.74193        	|  0.10722        	|
fetch_next_validate_batch          	|  0.0052697      	|140            	|  0.73776        	|  0.10662        	|
training_batch_to_device           	|  0.00052245     	|1000           	|  0.52245        	|  0.075505       	|
on_train_batch_start               	|  0.00010931     	|1000           	|  0.10931        	|  0.015798       	|
on_train_epoch_end                 	|  0.00042395     	|200            	|  0.084791       	|  0.012254       	|
on_train_epoch_start               	|  0.00041212     	|200            	|  0.082424       	|  0.011912       	|
on_train_end                       	|  0.054212       	|1              	|  0.054212       	|  0.0078348      	|
evaluation_batch_to_device         	|  0.00034232     	|139            	|  0.047583       	|  0.0068768      	|
on_batch_start                     	|  3.6919e-05     	|1000           	|  0.036919       	|  0.0053356      	|
on_after_backward                  	|  3.1538e-05     	|1000           	|  0.031538       	|  0.0045579      	|
on_pretrain_routine_start          	|  0.023363       	|1              	|  0.023363       	|  0.0033765      	|
on_before_zero_grad                	|  2.1704e-05     	|1000           	|  0.021704       	|  0.0031367      	|
configure_optimizers               	|  0.01912        	|1              	|  0.01912        	|  0.0027632      	|
on_batch_end                       	|  1.8162e-05     	|1000           	|  0.018162       	|  0.0026248      	|
on_before_optimizer_step           	|  1.5518e-05     	|1000           	|  0.015518       	|  0.0022426      	|
on_before_backward                 	|  1.4425e-05     	|1000           	|  0.014425       	|  0.0020847      	|
training_step_end                  	|  9.071e-06      	|1000           	|  0.009071       	|  0.0013109      	|
on_validation_batch_end            	|  5.3583e-05     	|139            	|  0.007448       	|  0.0010764      	|
on_validation_model_eval           	|  0.0049768      	|1              	|  0.0049768      	|  0.00071925     	|
on_validation_batch_start          	|  1.9164e-05     	|139            	|  0.0026638      	|  0.00038498     	|
on_epoch_end                       	|  1.2464e-05     	|201            	|  0.0025054      	|  0.00036208     	|
on_epoch_start                     	|  1.1322e-05     	|201            	|  0.0022758      	|  0.00032891     	|
validation_step_end                	|  1.1314e-05     	|139            	|  0.0015727      	|  0.00022728     	|
on_train_start                     	|  0.0010795      	|1              	|  0.0010795      	|  0.00015601     	|
on_validation_start                	|  0.00071963     	|1              	|  0.00071963     	|  0.000104       	|
on_validation_end                  	|  0.00024522     	|1              	|  0.00024522     	|  3.544e-05      	|
on_before_accelerator_backend_setup	|  3.3014e-05     	|2              	|  6.6029e-05     	|  9.5426e-06     	|
setup                              	|  3.0791e-05     	|2              	|  6.1583e-05     	|  8.9001e-06     	|
on_configure_sharded_model         	|  3.0009e-05     	|2              	|  6.0018e-05     	|  8.6739e-06     	|
teardown                           	|  2.5295e-05     	|2              	|  5.0589e-05     	|  7.3113e-06     	|
on_validation_epoch_end            	|  4.3884e-05     	|1              	|  4.3884e-05     	|  6.3422e-06     	|
on_fit_start                       	|  4.1729e-05     	|1              	|  4.1729e-05     	|  6.0307e-06     	|
on_fit_end                         	|  3.6353e-05     	|1              	|  3.6353e-05     	|  5.2538e-06     	|
on_val_dataloader                  	|  1.3839e-05     	|2              	|  2.7677e-05     	|  3.9999e-06     	|
prepare_data                       	|  1.041e-05      	|2              	|  2.0821e-05     	|  3.009e-06      	|
configure_sharded_model            	|  9.8282e-06     	|2              	|  1.9656e-05     	|  2.8408e-06     	|
configure_callbacks                	|  8.2711e-06     	|2              	|  1.6542e-05     	|  2.3907e-06     	|
on_pretrain_routine_end            	|  1.4976e-05     	|1              	|  1.4976e-05     	|  2.1643e-06     	|
on_validation_epoch_start          	|  1.2435e-05     	|1              	|  1.2435e-05     	|  1.7971e-06     	|
on_train_dataloader                	|  5.912e-06      	|1              	|  5.912e-06      	|  8.5442e-07     	|
