VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1487.3         	|  100 %          	|
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run_training_epoch                 	|  2.8521         	|500            	|  1426.1         	|  95.883         	|
run_training_batch                 	|  0.28479        	|1000           	|  284.79         	|  19.148         	|
optimizer_step_with_closure_0      	|  0.28053        	|1000           	|  280.53         	|  18.862         	|
training_step_and_backward         	|  0.21185        	|1000           	|  211.85         	|  14.244         	|
get_train_batch                    	|  0.13542        	|1500           	|  203.13         	|  13.658         	|
fetch_next_train_batch             	|  0.13538        	|1500           	|  203.07         	|  13.653         	|
model_forward                      	|  0.11178        	|1000           	|  111.78         	|  7.5156         	|
training_step                      	|  0.11155        	|1000           	|  111.55         	|  7.5002         	|
backward                           	|  0.098493       	|1000           	|  98.493         	|  6.6223         	|
run_validate_evaluation            	|  30.494         	|1              	|  30.494         	|  2.0503         	|
evaluation_step_and_end            	|  0.084463       	|313            	|  26.437         	|  1.7775         	|
validation_step                    	|  0.084378       	|313            	|  26.41          	|  1.7757         	|
on_train_batch_end                 	|  0.0025621      	|1000           	|  2.5621         	|  0.17227        	|
zero_grad                          	|  0.0015307      	|1000           	|  1.5307         	|  0.10292        	|
get_validate_batch                 	|  0.0031521      	|314            	|  0.98977        	|  0.066548       	|
fetch_next_validate_batch          	|  0.0031334      	|314            	|  0.98388        	|  0.066152       	|
training_batch_to_device           	|  0.00071787     	|1000           	|  0.71787        	|  0.048266       	|
on_train_epoch_end                 	|  0.00034133     	|500            	|  0.17066        	|  0.011475       	|
on_train_epoch_start               	|  0.00033913     	|500            	|  0.16957        	|  0.011401       	|
on_train_batch_start               	|  0.0001135      	|1000           	|  0.1135         	|  0.0076314      	|
evaluation_batch_to_device         	|  0.00024122     	|313            	|  0.075502       	|  0.0050765      	|
on_train_end                       	|  0.04764        	|1              	|  0.04764        	|  0.0032031      	|
on_batch_start                     	|  4.5636e-05     	|1000           	|  0.045636       	|  0.0030684      	|
on_after_backward                  	|  2.6661e-05     	|1000           	|  0.026661       	|  0.0017925      	|
on_before_zero_grad                	|  2.6265e-05     	|1000           	|  0.026265       	|  0.0017659      	|
on_pretrain_routine_start          	|  0.02548        	|1              	|  0.02548        	|  0.0017132      	|
on_batch_end                       	|  1.926e-05      	|1000           	|  0.01926        	|  0.001295       	|
on_before_optimizer_step           	|  1.523e-05      	|1000           	|  0.01523        	|  0.001024       	|
on_before_backward                 	|  1.3681e-05     	|1000           	|  0.013681       	|  0.00091983     	|
on_validation_batch_end            	|  3.3769e-05     	|313            	|  0.01057        	|  0.00071067     	|
configure_optimizers               	|  0.010261       	|1              	|  0.010261       	|  0.00068989     	|
training_step_end                  	|  8.8966e-06     	|1000           	|  0.0088966      	|  0.00059817     	|
on_epoch_end                       	|  1.2963e-05     	|501            	|  0.0064947      	|  0.00043667     	|
on_epoch_start                     	|  1.1719e-05     	|501            	|  0.005871       	|  0.00039474     	|
on_validation_batch_start          	|  1.4013e-05     	|313            	|  0.0043862      	|  0.00029491     	|
on_validation_model_eval           	|  0.0042427      	|1              	|  0.0042427      	|  0.00028526     	|
validation_step_end                	|  7.5328e-06     	|313            	|  0.0023578      	|  0.00015853     	|
on_train_start                     	|  0.0010681      	|1              	|  0.0010681      	|  7.1812e-05     	|
on_validation_start                	|  0.00040258     	|1              	|  0.00040258     	|  2.7068e-05     	|
on_validation_end                  	|  0.00016885     	|1              	|  0.00016885     	|  1.1352e-05     	|
setup                              	|  2.7332e-05     	|2              	|  5.4663e-05     	|  3.6753e-06     	|
teardown                           	|  2.4033e-05     	|2              	|  4.8066e-05     	|  3.2317e-06     	|
on_before_accelerator_backend_setup	|  2.2619e-05     	|2              	|  4.5238e-05     	|  3.0416e-06     	|
on_configure_sharded_model         	|  2.2425e-05     	|2              	|  4.4851e-05     	|  3.0156e-06     	|
on_fit_start                       	|  4.2003e-05     	|1              	|  4.2003e-05     	|  2.8241e-06     	|
on_validation_epoch_end            	|  3.312e-05      	|1              	|  3.312e-05      	|  2.2268e-06     	|
on_fit_end                         	|  3.1792e-05     	|1              	|  3.1792e-05     	|  2.1375e-06     	|
prepare_data                       	|  8.1025e-06     	|2              	|  1.6205e-05     	|  1.0896e-06     	|
on_val_dataloader                  	|  7.9013e-06     	|2              	|  1.5803e-05     	|  1.0625e-06     	|
configure_sharded_model            	|  7.1432e-06     	|2              	|  1.4286e-05     	|  9.6056e-07     	|
configure_callbacks                	|  6.5258e-06     	|2              	|  1.3052e-05     	|  8.7753e-07     	|
on_pretrain_routine_end            	|  1.2247e-05     	|1              	|  1.2247e-05     	|  8.2343e-07     	|
on_validation_epoch_start          	|  1.0155e-05     	|1              	|  1.0155e-05     	|  6.8279e-07     	|
on_train_dataloader                	|  7.011e-06      	|1              	|  7.011e-06      	|  4.7139e-07     	|
