VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1542.9         	|  100 %          	|
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run_training_epoch                 	|  23.475         	|63             	|  1478.9         	|  95.852         	|
run_training_batch                 	|  0.23912        	|1000           	|  239.12         	|  15.498         	|
optimizer_step_with_closure_0      	|  0.23721        	|1000           	|  237.21         	|  15.374         	|
training_step_and_backward         	|  0.17664        	|1000           	|  176.64         	|  11.448         	|
model_forward                      	|  0.090449       	|1000           	|  90.449         	|  5.8621         	|
training_step                      	|  0.090271       	|1000           	|  90.271         	|  5.8506         	|
backward                           	|  0.084835       	|1000           	|  84.835         	|  5.4983         	|
get_train_batch                    	|  0.033121       	|1063           	|  35.207         	|  2.2818         	|
fetch_next_train_batch             	|  0.033098       	|1063           	|  35.183         	|  2.2803         	|
run_validate_evaluation            	|  30.212         	|1              	|  30.212         	|  1.9581         	|
evaluation_step_and_end            	|  0.083194       	|313            	|  26.04          	|  1.6877         	|
validation_step                    	|  0.08313        	|313            	|  26.02          	|  1.6864         	|
on_train_batch_end                 	|  0.0015135      	|1000           	|  1.5135         	|  0.098091       	|
zero_grad                          	|  0.0013299      	|1000           	|  1.3299         	|  0.08619        	|
on_train_end                       	|  1.2168         	|1              	|  1.2168         	|  0.078864       	|
get_validate_batch                 	|  0.0033792      	|314            	|  1.0611         	|  0.068768       	|
fetch_next_validate_batch          	|  0.0033626      	|314            	|  1.0558         	|  0.068431       	|
configure_optimizers               	|  0.60433        	|1              	|  0.60433        	|  0.039167       	|
training_batch_to_device           	|  0.00025314     	|1000           	|  0.25314        	|  0.016406       	|
on_train_batch_start               	|  9.22e-05       	|1000           	|  0.0922         	|  0.0059756      	|
evaluation_batch_to_device         	|  0.00021072     	|313            	|  0.065954       	|  0.0042746      	|
on_train_epoch_end                 	|  0.00065987     	|63             	|  0.041572       	|  0.0026943      	|
on_train_epoch_start               	|  0.00043783     	|63             	|  0.027583       	|  0.0017877      	|
on_pretrain_routine_start          	|  0.023015       	|1              	|  0.023015       	|  0.0014916      	|
on_batch_start                     	|  2.0587e-05     	|1000           	|  0.020587       	|  0.0013343      	|
on_after_backward                  	|  1.6976e-05     	|1000           	|  0.016976       	|  0.0011002      	|
on_batch_end                       	|  1.4364e-05     	|1000           	|  0.014364       	|  0.00093097     	|
on_before_zero_grad                	|  1.4176e-05     	|1000           	|  0.014176       	|  0.00091879     	|
on_before_backward                 	|  1.2153e-05     	|1000           	|  0.012153       	|  0.00078765     	|
on_before_optimizer_step           	|  1.1476e-05     	|1000           	|  0.011476       	|  0.00074375     	|
on_validation_batch_end            	|  2.2918e-05     	|313            	|  0.0071733      	|  0.00046491     	|
training_step_end                  	|  6.0419e-06     	|1000           	|  0.0060419      	|  0.00039158     	|
on_validation_model_eval           	|  0.0038425      	|1              	|  0.0038425      	|  0.00024904     	|
on_validation_batch_start          	|  1.2002e-05     	|313            	|  0.0037567      	|  0.00024347     	|
validation_step_end                	|  5.9955e-06     	|313            	|  0.0018766      	|  0.00012162     	|
on_train_start                     	|  0.0013559      	|1              	|  0.0013559      	|  8.7877e-05     	|
on_epoch_end                       	|  1.2615e-05     	|64             	|  0.00080734     	|  5.2325e-05     	|
on_epoch_start                     	|  1.1065e-05     	|64             	|  0.00070814     	|  4.5896e-05     	|
on_validation_start                	|  0.00035881     	|1              	|  0.00035881     	|  2.3255e-05     	|
on_validation_end                  	|  0.00011767     	|1              	|  0.00011767     	|  7.626e-06      	|
teardown                           	|  3.5504e-05     	|2              	|  7.1008e-05     	|  4.6021e-06     	|
on_configure_sharded_model         	|  2.6768e-05     	|2              	|  5.3536e-05     	|  3.4697e-06     	|
setup                              	|  2.647e-05      	|2              	|  5.294e-05      	|  3.4311e-06     	|
on_before_accelerator_backend_setup	|  2.3874e-05     	|2              	|  4.7747e-05     	|  3.0946e-06     	|
on_fit_start                       	|  4.6706e-05     	|1              	|  4.6706e-05     	|  3.0271e-06     	|
on_validation_epoch_end            	|  3.2416e-05     	|1              	|  3.2416e-05     	|  2.1009e-06     	|
on_fit_end                         	|  2.78e-05       	|1              	|  2.78e-05       	|  1.8018e-06     	|
configure_sharded_model            	|  1.0394e-05     	|2              	|  2.0787e-05     	|  1.3472e-06     	|
prepare_data                       	|  8.4257e-06     	|2              	|  1.6851e-05     	|  1.0922e-06     	|
on_val_dataloader                  	|  7.7868e-06     	|2              	|  1.5574e-05     	|  1.0093e-06     	|
configure_callbacks                	|  7.1591e-06     	|2              	|  1.4318e-05     	|  9.2798e-07     	|
on_pretrain_routine_end            	|  1.3852e-05     	|1              	|  1.3852e-05     	|  8.978e-07      	|
on_validation_epoch_start          	|  9.1717e-06     	|1              	|  9.1717e-06     	|  5.9443e-07     	|
on_train_dataloader                	|  7.9237e-06     	|1              	|  7.9237e-06     	|  5.1355e-07     	|
