VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  390.97         	|  100 %          	|
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run_training_epoch                 	|  13.687         	|25             	|  342.17         	|  87.519         	|
run_training_batch                 	|  0.28236        	|1000           	|  282.36         	|  72.22          	|
optimizer_step_with_closure_0      	|  0.27907        	|1000           	|  279.07         	|  71.379         	|
training_step_and_backward         	|  0.21377        	|1000           	|  213.77         	|  54.677         	|
model_forward                      	|  0.10813        	|1000           	|  108.13         	|  27.656         	|
training_step                      	|  0.10793        	|1000           	|  107.93         	|  27.606         	|
backward                           	|  0.10409        	|1000           	|  104.09         	|  26.624         	|
run_validate_evaluation            	|  17.23          	|1              	|  17.23          	|  4.4071         	|
get_train_batch                    	|  0.014259       	|1025           	|  14.616         	|  3.7384         	|
fetch_next_train_batch             	|  0.014236       	|1025           	|  14.592         	|  3.7323         	|
evaluation_step_and_end            	|  0.10038        	|139            	|  13.953         	|  3.5688         	|
validation_step                    	|  0.10027        	|139            	|  13.938         	|  3.5649         	|
on_train_batch_end                 	|  0.0021012      	|1000           	|  2.1012         	|  0.53743        	|
zero_grad                          	|  0.0015229      	|1000           	|  1.5229         	|  0.38952        	|
get_validate_batch                 	|  0.0059531      	|140            	|  0.83343        	|  0.21317        	|
fetch_next_validate_batch          	|  0.0059292      	|140            	|  0.83009        	|  0.21232        	|
training_batch_to_device           	|  0.00027352     	|1000           	|  0.27352        	|  0.069959       	|
on_train_batch_start               	|  9.3501e-05     	|1000           	|  0.093501       	|  0.023915       	|
on_train_end                       	|  0.041922       	|1              	|  0.041922       	|  0.010723       	|
evaluation_batch_to_device         	|  0.0002804      	|139            	|  0.038976       	|  0.0099691      	|
on_after_backward                  	|  2.5688e-05     	|1000           	|  0.025688       	|  0.0065703      	|
on_pretrain_routine_start          	|  0.022587       	|1              	|  0.022587       	|  0.0057771      	|
on_batch_start                     	|  1.9449e-05     	|1000           	|  0.019449       	|  0.0049746      	|
on_before_zero_grad                	|  1.6803e-05     	|1000           	|  0.016803       	|  0.0042978      	|
on_batch_end                       	|  1.5832e-05     	|1000           	|  0.015832       	|  0.0040493      	|
on_before_optimizer_step           	|  1.3271e-05     	|1000           	|  0.013271       	|  0.0033944      	|
on_before_backward                 	|  1.3034e-05     	|1000           	|  0.013034       	|  0.0033338      	|
configure_optimizers               	|  0.012001       	|1              	|  0.012001       	|  0.0030695      	|
on_train_epoch_end                 	|  0.00036909     	|25             	|  0.0092274      	|  0.0023601      	|
on_train_epoch_start               	|  0.00036088     	|25             	|  0.0090221      	|  0.0023076      	|
training_step_end                  	|  7.509e-06      	|1000           	|  0.007509       	|  0.0019206      	|
on_validation_batch_end            	|  3.9274e-05     	|139            	|  0.0054591      	|  0.0013963      	|
on_validation_model_eval           	|  0.0040097      	|1              	|  0.0040097      	|  0.0010256      	|
on_validation_batch_start          	|  1.6198e-05     	|139            	|  0.0022515      	|  0.00057588     	|
validation_step_end                	|  8.9299e-06     	|139            	|  0.0012413      	|  0.00031748     	|
on_train_start                     	|  0.0011336      	|1              	|  0.0011336      	|  0.00028996     	|
on_validation_start                	|  0.0004804      	|1              	|  0.0004804      	|  0.00012287     	|
on_epoch_end                       	|  1.2547e-05     	|26             	|  0.00032621     	|  8.3436e-05     	|
on_epoch_start                     	|  1.1747e-05     	|26             	|  0.00030543     	|  7.812e-05      	|
on_validation_end                  	|  0.00015802     	|1              	|  0.00015802     	|  4.0418e-05     	|
teardown                           	|  4.1663e-05     	|2              	|  8.3325e-05     	|  2.1312e-05     	|
setup                              	|  3.0088e-05     	|2              	|  6.0176e-05     	|  1.5392e-05     	|
on_fit_end                         	|  5.8325e-05     	|1              	|  5.8325e-05     	|  1.4918e-05     	|
on_configure_sharded_model         	|  2.6432e-05     	|2              	|  5.2864e-05     	|  1.3521e-05     	|
on_before_accelerator_backend_setup	|  2.2541e-05     	|2              	|  4.5082e-05     	|  1.1531e-05     	|
on_fit_start                       	|  4.3187e-05     	|1              	|  4.3187e-05     	|  1.1046e-05     	|
on_validation_epoch_end            	|  3.9935e-05     	|1              	|  3.9935e-05     	|  1.0214e-05     	|
on_val_dataloader                  	|  1.0077e-05     	|2              	|  2.0154e-05     	|  5.1548e-06     	|
prepare_data                       	|  9.8348e-06     	|2              	|  1.967e-05      	|  5.0309e-06     	|
configure_sharded_model            	|  7.8427e-06     	|2              	|  1.5685e-05     	|  4.0119e-06     	|
on_pretrain_routine_end            	|  1.5069e-05     	|1              	|  1.5069e-05     	|  3.8542e-06     	|
configure_callbacks                	|  7.2569e-06     	|2              	|  1.4514e-05     	|  3.7122e-06     	|
on_validation_epoch_start          	|  1.1165e-05     	|1              	|  1.1165e-05     	|  2.8556e-06     	|
on_train_dataloader                	|  8.665e-06      	|1              	|  8.665e-06      	|  2.2163e-06     	|
