VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  669.44         	|  100 %          	|
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run_training_epoch                 	|  3.0677         	|200            	|  613.55         	|  91.651         	|
run_training_batch                 	|  0.30192        	|1000           	|  301.92         	|  45.1           	|
optimizer_step_with_closure_0      	|  0.29813        	|1000           	|  298.13         	|  44.535         	|
training_step_and_backward         	|  0.23165        	|1000           	|  231.65         	|  34.604         	|
model_forward                      	|  0.11689        	|1000           	|  116.89         	|  17.461         	|
training_step                      	|  0.11665        	|1000           	|  116.65         	|  17.425         	|
backward                           	|  0.1132         	|1000           	|  113.2          	|  16.91          	|
get_train_batch                    	|  0.051055       	|1200           	|  61.265         	|  9.1518         	|
fetch_next_train_batch             	|  0.051019       	|1200           	|  61.223         	|  9.1455         	|
run_validate_evaluation            	|  16.713         	|1              	|  16.713         	|  2.4966         	|
evaluation_step_and_end            	|  0.10178        	|139            	|  14.148         	|  2.1134         	|
validation_step                    	|  0.10167        	|139            	|  14.133         	|  2.1111         	|
on_train_batch_end                 	|  0.0027956      	|1000           	|  2.7956         	|  0.4176         	|
zero_grad                          	|  0.0015126      	|1000           	|  1.5126         	|  0.22595        	|
get_validate_batch                 	|  0.0052871      	|140            	|  0.7402         	|  0.11057        	|
fetch_next_validate_batch          	|  0.0052631      	|140            	|  0.73683        	|  0.11007        	|
configure_optimizers               	|  0.46423        	|1              	|  0.46423        	|  0.069346       	|
training_batch_to_device           	|  0.00043142     	|1000           	|  0.43142        	|  0.064445       	|
on_train_batch_start               	|  0.00010942     	|1000           	|  0.10942        	|  0.016346       	|
on_train_epoch_end                 	|  0.00040339     	|200            	|  0.080677       	|  0.012051       	|
on_train_epoch_start               	|  0.00040194     	|200            	|  0.080388       	|  0.012008       	|
on_train_end                       	|  0.05174        	|1              	|  0.05174        	|  0.0077289      	|
evaluation_batch_to_device         	|  0.00027077     	|139            	|  0.037637       	|  0.0056222      	|
on_batch_start                     	|  3.3644e-05     	|1000           	|  0.033644       	|  0.0050257      	|
on_after_backward                  	|  3.1888e-05     	|1000           	|  0.031888       	|  0.0047634      	|
on_pretrain_routine_start          	|  0.025881       	|1              	|  0.025881       	|  0.0038661      	|
on_before_zero_grad                	|  2.1956e-05     	|1000           	|  0.021956       	|  0.0032798      	|
on_batch_end                       	|  1.732e-05      	|1000           	|  0.01732        	|  0.0025872      	|
on_before_optimizer_step           	|  1.6124e-05     	|1000           	|  0.016124       	|  0.0024086      	|
on_before_backward                 	|  1.4081e-05     	|1000           	|  0.014081       	|  0.0021034      	|
training_step_end                  	|  9.0163e-06     	|1000           	|  0.0090163      	|  0.0013468      	|
on_validation_batch_end            	|  4.0211e-05     	|139            	|  0.0055893      	|  0.00083493     	|
on_validation_model_eval           	|  0.0047686      	|1              	|  0.0047686      	|  0.00071233     	|
on_epoch_end                       	|  1.2621e-05     	|201            	|  0.0025368      	|  0.00037895     	|
on_validation_batch_start          	|  1.7194e-05     	|139            	|  0.0023899      	|  0.000357       	|
on_epoch_start                     	|  1.1729e-05     	|201            	|  0.0023575      	|  0.00035217     	|
on_train_start                     	|  0.0015911      	|1              	|  0.0015911      	|  0.00023768     	|
validation_step_end                	|  8.8179e-06     	|139            	|  0.0012257      	|  0.00018309     	|
on_validation_start                	|  0.00073232     	|1              	|  0.00073232     	|  0.00010939     	|
on_validation_end                  	|  0.00021275     	|1              	|  0.00021275     	|  3.1781e-05     	|
on_fit_start                       	|  6.501e-05      	|1              	|  6.501e-05      	|  9.7112e-06     	|
on_before_accelerator_backend_setup	|  3.2265e-05     	|2              	|  6.4529e-05     	|  9.6394e-06     	|
on_configure_sharded_model         	|  3.0279e-05     	|2              	|  6.0558e-05     	|  9.0462e-06     	|
teardown                           	|  2.9087e-05     	|2              	|  5.8174e-05     	|  8.69e-06       	|
setup                              	|  2.6067e-05     	|2              	|  5.2134e-05     	|  7.7877e-06     	|
on_fit_end                         	|  4.396e-05      	|1              	|  4.396e-05      	|  6.5668e-06     	|
on_validation_epoch_end            	|  3.6737e-05     	|1              	|  3.6737e-05     	|  5.4877e-06     	|
on_val_dataloader                  	|  1.3801e-05     	|2              	|  2.7603e-05     	|  4.1233e-06     	|
prepare_data                       	|  9.9521e-06     	|2              	|  1.9904e-05     	|  2.9733e-06     	|
configure_callbacks                	|  9.7016e-06     	|2              	|  1.9403e-05     	|  2.8984e-06     	|
configure_sharded_model            	|  7.7188e-06     	|2              	|  1.5438e-05     	|  2.3061e-06     	|
on_pretrain_routine_end            	|  1.5318e-05     	|1              	|  1.5318e-05     	|  2.2883e-06     	|
on_validation_epoch_start          	|  1.2523e-05     	|1              	|  1.2523e-05     	|  1.8706e-06     	|
on_train_dataloader                	|  9.1773e-06     	|1              	|  9.1773e-06     	|  1.3709e-06     	|
