VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  385.93         	|  100 %          	|
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run_training_epoch                 	|  13.463         	|25             	|  336.57         	|  87.209         	|
run_training_batch                 	|  0.28286        	|1000           	|  282.86         	|  73.292         	|
optimizer_step_with_closure_0      	|  0.27962        	|1000           	|  279.62         	|  72.452         	|
training_step_and_backward         	|  0.21663        	|1000           	|  216.63         	|  56.132         	|
backward                           	|  0.10811        	|1000           	|  108.11         	|  28.012         	|
model_forward                      	|  0.10702        	|1000           	|  107.02         	|  27.731         	|
training_step                      	|  0.10683        	|1000           	|  106.83         	|  27.681         	|
run_validate_evaluation            	|  16.384         	|1              	|  16.384         	|  4.2453         	|
evaluation_step_and_end            	|  0.10076        	|139            	|  14.006         	|  3.629          	|
validation_step                    	|  0.10064        	|139            	|  13.99          	|  3.6248         	|
get_train_batch                    	|  0.011024       	|1025           	|  11.299         	|  2.9277         	|
fetch_next_train_batch             	|  0.010998       	|1025           	|  11.273         	|  2.9209         	|
on_train_batch_end                 	|  0.0024447      	|1000           	|  2.4447         	|  0.63345        	|
zero_grad                          	|  0.0014681      	|1000           	|  1.4681         	|  0.3804         	|
get_validate_batch                 	|  0.0045629      	|140            	|  0.63881        	|  0.16552        	|
fetch_next_validate_batch          	|  0.0045375      	|140            	|  0.63525        	|  0.1646         	|
training_batch_to_device           	|  0.00027613     	|1000           	|  0.27613        	|  0.071548       	|
on_train_batch_start               	|  9.5173e-05     	|1000           	|  0.095173       	|  0.02466        	|
on_train_end                       	|  0.041349       	|1              	|  0.041349       	|  0.010714       	|
evaluation_batch_to_device         	|  0.00027334     	|139            	|  0.037995       	|  0.0098449      	|
on_pretrain_routine_start          	|  0.037609       	|1              	|  0.037609       	|  0.009745       	|
on_after_backward                  	|  2.5669e-05     	|1000           	|  0.025669       	|  0.006651       	|
on_batch_start                     	|  2.2757e-05     	|1000           	|  0.022757       	|  0.0058966      	|
on_before_zero_grad                	|  1.6729e-05     	|1000           	|  0.016729       	|  0.0043347      	|
on_batch_end                       	|  1.6498e-05     	|1000           	|  0.016498       	|  0.0042749      	|
on_before_backward                 	|  1.4235e-05     	|1000           	|  0.014235       	|  0.0036885      	|
on_before_optimizer_step           	|  1.3826e-05     	|1000           	|  0.013826       	|  0.0035824      	|
on_train_epoch_end                 	|  0.00049142     	|25             	|  0.012285       	|  0.0031833      	|
configure_optimizers               	|  0.0111         	|1              	|  0.0111         	|  0.0028761      	|
on_train_epoch_start               	|  0.00044143     	|25             	|  0.011036       	|  0.0028595      	|
training_step_end                  	|  7.2483e-06     	|1000           	|  0.0072483      	|  0.0018781      	|
on_validation_batch_end            	|  3.9835e-05     	|139            	|  0.005537       	|  0.0014347      	|
on_validation_model_eval           	|  0.0040134      	|1              	|  0.0040134      	|  0.0010399      	|
on_validation_batch_start          	|  1.7819e-05     	|139            	|  0.0024768      	|  0.00064177     	|
validation_step_end                	|  9.4406e-06     	|139            	|  0.0013123      	|  0.00034002     	|
on_train_start                     	|  0.0010251      	|1              	|  0.0010251      	|  0.00026562     	|
on_validation_start                	|  0.0004452      	|1              	|  0.0004452      	|  0.00011536     	|
on_epoch_end                       	|  1.2754e-05     	|26             	|  0.00033161     	|  8.5925e-05     	|
on_epoch_start                     	|  1.1649e-05     	|26             	|  0.00030288     	|  7.848e-05      	|
on_validation_end                  	|  0.00018694     	|1              	|  0.00018694     	|  4.8438e-05     	|
on_configure_sharded_model         	|  2.9277e-05     	|2              	|  5.8554e-05     	|  1.5172e-05     	|
setup                              	|  2.8524e-05     	|2              	|  5.7047e-05     	|  1.4782e-05     	|
on_before_accelerator_backend_setup	|  2.2915e-05     	|2              	|  4.583e-05      	|  1.1875e-05     	|
on_fit_start                       	|  4.4713e-05     	|1              	|  4.4713e-05     	|  1.1586e-05     	|
teardown                           	|  2.2325e-05     	|2              	|  4.4649e-05     	|  1.1569e-05     	|
on_fit_end                         	|  3.22e-05       	|1              	|  3.22e-05       	|  8.3433e-06     	|
on_validation_epoch_end            	|  3.1427e-05     	|1              	|  3.1427e-05     	|  8.143e-06      	|
prepare_data                       	|  1.4507e-05     	|2              	|  2.9014e-05     	|  7.518e-06      	|
configure_sharded_model            	|  1.2087e-05     	|2              	|  2.4173e-05     	|  6.2636e-06     	|
on_val_dataloader                  	|  8.2022e-06     	|2              	|  1.6404e-05     	|  4.2505e-06     	|
on_pretrain_routine_end            	|  1.5e-05        	|1              	|  1.5e-05        	|  3.8866e-06     	|
configure_callbacks                	|  7.0538e-06     	|2              	|  1.4108e-05     	|  3.6555e-06     	|
on_validation_epoch_start          	|  9.5703e-06     	|1              	|  9.5703e-06     	|  2.4798e-06     	|
on_train_dataloader                	|  7.2308e-06     	|1              	|  7.2308e-06     	|  1.8736e-06     	|
