VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  406.95         	|  100 %          	|
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run_training_epoch                 	|  13.949         	|25             	|  348.73         	|  85.692         	|
run_training_batch                 	|  0.29343        	|1000           	|  293.43         	|  72.104         	|
optimizer_step_with_closure_0      	|  0.28968        	|1000           	|  289.68         	|  71.183         	|
training_step_and_backward         	|  0.22427        	|1000           	|  224.27         	|  55.109         	|
backward                           	|  0.1116         	|1000           	|  111.6          	|  27.424         	|
model_forward                      	|  0.11106        	|1000           	|  111.06         	|  27.29          	|
training_step                      	|  0.11085        	|1000           	|  110.85         	|  27.239         	|
run_validate_evaluation            	|  17.637         	|1              	|  17.637         	|  4.334          	|
evaluation_step_and_end            	|  0.10653        	|139            	|  14.808         	|  3.6387         	|
validation_step                    	|  0.10639        	|139            	|  14.788         	|  3.6339         	|
get_train_batch                    	|  0.011975       	|1025           	|  12.275         	|  3.0162         	|
fetch_next_train_batch             	|  0.011948       	|1025           	|  12.247         	|  3.0094         	|
on_train_batch_end                 	|  0.0027348      	|1000           	|  2.7348         	|  0.67202        	|
zero_grad                          	|  0.0015704      	|1000           	|  1.5704         	|  0.3859         	|
get_validate_batch                 	|  0.005283       	|140            	|  0.73961        	|  0.18175        	|
fetch_next_validate_batch          	|  0.0052547      	|140            	|  0.73566        	|  0.18077        	|
training_batch_to_device           	|  0.00034131     	|1000           	|  0.34131        	|  0.08387        	|
on_train_batch_start               	|  9.7425e-05     	|1000           	|  0.097425       	|  0.02394        	|
evaluation_batch_to_device         	|  0.00033501     	|139            	|  0.046567       	|  0.011443       	|
on_train_end                       	|  0.044182       	|1              	|  0.044182       	|  0.010857       	|
on_after_backward                  	|  2.7696e-05     	|1000           	|  0.027696       	|  0.0068058      	|
on_pretrain_routine_start          	|  0.024046       	|1              	|  0.024046       	|  0.0059089      	|
on_batch_start                     	|  2.2545e-05     	|1000           	|  0.022545       	|  0.00554        	|
on_before_zero_grad                	|  1.8721e-05     	|1000           	|  0.018721       	|  0.0046002      	|
on_batch_end                       	|  1.7127e-05     	|1000           	|  0.017127       	|  0.0042087      	|
on_before_optimizer_step           	|  1.4149e-05     	|1000           	|  0.014149       	|  0.0034769      	|
on_before_backward                 	|  1.3711e-05     	|1000           	|  0.013711       	|  0.0033693      	|
on_train_epoch_end                 	|  0.00048423     	|25             	|  0.012106       	|  0.0029748      	|
on_train_epoch_start               	|  0.00044199     	|25             	|  0.01105        	|  0.0027153      	|
configure_optimizers               	|  0.011037       	|1              	|  0.011037       	|  0.0027121      	|
training_step_end                  	|  7.1865e-06     	|1000           	|  0.0071865      	|  0.0017659      	|
on_validation_batch_end            	|  4.7986e-05     	|139            	|  0.00667        	|  0.001639       	|
on_validation_model_eval           	|  0.004319       	|1              	|  0.004319       	|  0.0010613      	|
on_validation_batch_start          	|  1.7801e-05     	|139            	|  0.0024744      	|  0.00060803     	|
validation_step_end                	|  1.0672e-05     	|139            	|  0.0014834      	|  0.00036451     	|
on_train_start                     	|  0.0011587      	|1              	|  0.0011587      	|  0.00028473     	|
on_validation_start                	|  0.00069344     	|1              	|  0.00069344     	|  0.0001704      	|
on_epoch_end                       	|  1.2465e-05     	|26             	|  0.00032409     	|  7.9638e-05     	|
on_epoch_start                     	|  1.1933e-05     	|26             	|  0.00031026     	|  7.624e-05      	|
on_validation_end                  	|  0.00024289     	|1              	|  0.00024289     	|  5.9684e-05     	|
setup                              	|  3.7405e-05     	|2              	|  7.4809e-05     	|  1.8383e-05     	|
on_fit_end                         	|  6.3268e-05     	|1              	|  6.3268e-05     	|  1.5547e-05     	|
on_configure_sharded_model         	|  2.9001e-05     	|2              	|  5.8003e-05     	|  1.4253e-05     	|
on_before_accelerator_backend_setup	|  2.8455e-05     	|2              	|  5.6909e-05     	|  1.3984e-05     	|
teardown                           	|  2.6559e-05     	|2              	|  5.3119e-05     	|  1.3053e-05     	|
on_fit_start                       	|  4.1705e-05     	|1              	|  4.1705e-05     	|  1.0248e-05     	|
on_validation_epoch_end            	|  3.61e-05       	|1              	|  3.61e-05       	|  8.8708e-06     	|
on_val_dataloader                  	|  1.623e-05      	|2              	|  3.246e-05      	|  7.9765e-06     	|
configure_sharded_model            	|  1.0526e-05     	|2              	|  2.1052e-05     	|  5.173e-06      	|
prepare_data                       	|  9.7677e-06     	|2              	|  1.9535e-05     	|  4.8004e-06     	|
on_pretrain_routine_end            	|  1.5931e-05     	|1              	|  1.5931e-05     	|  3.9148e-06     	|
configure_callbacks                	|  7.3379e-06     	|2              	|  1.4676e-05     	|  3.6063e-06     	|
on_validation_epoch_start          	|  1.4158e-05     	|1              	|  1.4158e-05     	|  3.479e-06      	|
on_train_dataloader                	|  1.2858e-05     	|1              	|  1.2858e-05     	|  3.1595e-06     	|
