VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  398.2          	|  100 %          	|
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run_training_epoch                 	|  13.549         	|25             	|  338.73         	|  85.065         	|
run_training_batch                 	|  0.2822         	|1000           	|  282.2          	|  70.87          	|
optimizer_step_with_closure_0      	|  0.27903        	|1000           	|  279.03         	|  70.073         	|
training_step_and_backward         	|  0.21508        	|1000           	|  215.08         	|  54.013         	|
backward                           	|  0.10713        	|1000           	|  107.13         	|  26.903         	|
model_forward                      	|  0.10642        	|1000           	|  106.42         	|  26.726         	|
training_step                      	|  0.10622        	|1000           	|  106.22         	|  26.676         	|
run_validate_evaluation            	|  17.466         	|1              	|  17.466         	|  4.3864         	|
evaluation_step_and_end            	|  0.10176        	|139            	|  14.144         	|  3.552          	|
validation_step                    	|  0.10164        	|139            	|  14.129         	|  3.5481         	|
get_train_batch                    	|  0.011973       	|1025           	|  12.272         	|  3.082          	|
fetch_next_train_batch             	|  0.011947       	|1025           	|  12.246         	|  3.0753         	|
on_train_batch_end                 	|  0.0024032      	|1000           	|  2.4032         	|  0.60353        	|
zero_grad                          	|  0.0014983      	|1000           	|  1.4983         	|  0.37628        	|
get_validate_batch                 	|  0.0062612      	|140            	|  0.87657        	|  0.22014        	|
fetch_next_validate_batch          	|  0.0062353      	|140            	|  0.87294        	|  0.21922        	|
training_batch_to_device           	|  0.00029995     	|1000           	|  0.29995        	|  0.075327       	|
on_train_batch_start               	|  9.5377e-05     	|1000           	|  0.095377       	|  0.023952       	|
on_train_end                       	|  0.046664       	|1              	|  0.046664       	|  0.011719       	|
evaluation_batch_to_device         	|  0.0002865      	|139            	|  0.039824       	|  0.010001       	|
on_after_backward                  	|  2.457e-05      	|1000           	|  0.02457        	|  0.0061703      	|
on_pretrain_routine_start          	|  0.024054       	|1              	|  0.024054       	|  0.0060407      	|
on_batch_start                     	|  2.2317e-05     	|1000           	|  0.022317       	|  0.0056046      	|
on_before_zero_grad                	|  1.73e-05       	|1000           	|  0.0173         	|  0.0043445      	|
on_batch_end                       	|  1.5785e-05     	|1000           	|  0.015785       	|  0.003964       	|
on_before_backward                 	|  1.3956e-05     	|1000           	|  0.013956       	|  0.0035048      	|
on_before_optimizer_step           	|  1.2616e-05     	|1000           	|  0.012616       	|  0.0031682      	|
on_train_epoch_end                 	|  0.00047164     	|25             	|  0.011791       	|  0.0029611      	|
on_train_epoch_start               	|  0.00046678     	|25             	|  0.011669       	|  0.0029306      	|
configure_optimizers               	|  0.011457       	|1              	|  0.011457       	|  0.0028773      	|
training_step_end                  	|  7.588e-06      	|1000           	|  0.007588       	|  0.0019056      	|
on_validation_batch_end            	|  4.0971e-05     	|139            	|  0.005695       	|  0.0014302      	|
on_validation_model_eval           	|  0.0041903      	|1              	|  0.0041903      	|  0.0010523      	|
on_validation_batch_start          	|  1.7953e-05     	|139            	|  0.0024954      	|  0.00062668     	|
validation_step_end                	|  9.5413e-06     	|139            	|  0.0013262      	|  0.00033306     	|
on_train_start                     	|  0.0011885      	|1              	|  0.0011885      	|  0.00029847     	|
on_validation_start                	|  0.00054213     	|1              	|  0.00054213     	|  0.00013615     	|
on_epoch_end                       	|  1.1985e-05     	|26             	|  0.00031161     	|  7.8255e-05     	|
on_epoch_start                     	|  1.1331e-05     	|26             	|  0.00029461     	|  7.3986e-05     	|
on_validation_end                  	|  0.00028888     	|1              	|  0.00028888     	|  7.2548e-05     	|
teardown                           	|  3.9839e-05     	|2              	|  7.9678e-05     	|  2.001e-05      	|
on_fit_end                         	|  6.2708e-05     	|1              	|  6.2708e-05     	|  1.5748e-05     	|
setup                              	|  3.081e-05      	|2              	|  6.162e-05      	|  1.5475e-05     	|
on_configure_sharded_model         	|  2.7491e-05     	|2              	|  5.4982e-05     	|  1.3808e-05     	|
on_fit_start                       	|  4.9517e-05     	|1              	|  4.9517e-05     	|  1.2435e-05     	|
on_before_accelerator_backend_setup	|  2.4613e-05     	|2              	|  4.9226e-05     	|  1.2362e-05     	|
on_validation_epoch_end            	|  4.4111e-05     	|1              	|  4.4111e-05     	|  1.1078e-05     	|
configure_sharded_model            	|  1.3453e-05     	|2              	|  2.6906e-05     	|  6.757e-06      	|
on_val_dataloader                  	|  1.0074e-05     	|2              	|  2.0148e-05     	|  5.0599e-06     	|
configure_callbacks                	|  8.7097e-06     	|2              	|  1.7419e-05     	|  4.3746e-06     	|
on_pretrain_routine_end            	|  1.7397e-05     	|1              	|  1.7397e-05     	|  4.369e-06      	|
prepare_data                       	|  7.0641e-06     	|2              	|  1.4128e-05     	|  3.548e-06      	|
on_validation_epoch_start          	|  1.1599e-05     	|1              	|  1.1599e-05     	|  2.9128e-06     	|
on_train_dataloader                	|  8.8029e-06     	|1              	|  8.8029e-06     	|  2.2107e-06     	|
