VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1331.7         	|  100 %          	|
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run_training_epoch                 	|  2.5839         	|500            	|  1292.0         	|  97.015         	|
run_training_batch                 	|  0.30672        	|1000           	|  306.72         	|  23.032         	|
optimizer_step_with_closure_0      	|  0.30221        	|1000           	|  302.21         	|  22.693         	|
training_step_and_backward         	|  0.23193        	|1000           	|  231.93         	|  17.415         	|
get_train_batch                    	|  0.11551        	|1500           	|  173.26         	|  13.01          	|
fetch_next_train_batch             	|  0.11546        	|1500           	|  173.2          	|  13.005         	|
model_forward                      	|  0.11752        	|1000           	|  117.52         	|  8.8245         	|
training_step                      	|  0.11727        	|1000           	|  117.27         	|  8.8058         	|
backward                           	|  0.11273        	|1000           	|  112.73         	|  8.465          	|
run_validate_evaluation            	|  8.2036         	|1              	|  8.2036         	|  0.61601        	|
evaluation_step_and_end            	|  0.10827        	|48             	|  5.197          	|  0.39025        	|
validation_step                    	|  0.10816        	|48             	|  5.1916         	|  0.38984        	|
on_train_batch_end                 	|  0.002437       	|1000           	|  2.437          	|  0.183          	|
zero_grad                          	|  0.0016323      	|1000           	|  1.6323         	|  0.12257        	|
training_batch_to_device           	|  0.0007387      	|1000           	|  0.7387         	|  0.05547        	|
get_validate_batch                 	|  0.012762       	|49             	|  0.62533        	|  0.046956       	|
fetch_next_validate_batch          	|  0.012738       	|49             	|  0.62417        	|  0.046869       	|
on_train_epoch_start               	|  0.00034862     	|500            	|  0.17431        	|  0.013089       	|
on_train_epoch_end                 	|  0.00034371     	|500            	|  0.17186        	|  0.012905       	|
on_train_batch_start               	|  0.00011568     	|1000           	|  0.11568        	|  0.0086863      	|
on_batch_start                     	|  5.5129e-05     	|1000           	|  0.055129       	|  0.0041397      	|
on_train_end                       	|  0.043067       	|1              	|  0.043067       	|  0.0032339      	|
on_after_backward                  	|  2.7915e-05     	|1000           	|  0.027915       	|  0.0020962      	|
on_before_zero_grad                	|  2.4538e-05     	|1000           	|  0.024538       	|  0.0018426      	|
on_pretrain_routine_start          	|  0.024274       	|1              	|  0.024274       	|  0.0018227      	|
on_before_optimizer_step           	|  1.8306e-05     	|1000           	|  0.018306       	|  0.0013746      	|
configure_optimizers               	|  0.017972       	|1              	|  0.017972       	|  0.0013495      	|
on_batch_end                       	|  1.5936e-05     	|1000           	|  0.015936       	|  0.0011966      	|
on_before_backward                 	|  1.5709e-05     	|1000           	|  0.015709       	|  0.0011796      	|
evaluation_batch_to_device         	|  0.00027738     	|48             	|  0.013314       	|  0.00099978     	|
training_step_end                  	|  1.0577e-05     	|1000           	|  0.010577       	|  0.00079424     	|
on_epoch_end                       	|  1.2696e-05     	|501            	|  0.0063605      	|  0.00047762     	|
on_epoch_start                     	|  1.1514e-05     	|501            	|  0.0057683      	|  0.00043314     	|
on_validation_model_eval           	|  0.0040797      	|1              	|  0.0040797      	|  0.00030635     	|
on_validation_batch_end            	|  4.4177e-05     	|48             	|  0.0021205      	|  0.00015923     	|
on_train_start                     	|  0.0010259      	|1              	|  0.0010259      	|  7.7038e-05     	|
on_validation_batch_start          	|  1.6655e-05     	|48             	|  0.00079945     	|  6.0031e-05     	|
on_validation_start                	|  0.00051431     	|1              	|  0.00051431     	|  3.862e-05      	|
validation_step_end                	|  8.9675e-06     	|48             	|  0.00043044     	|  3.2322e-05     	|
on_validation_end                  	|  0.00021074     	|1              	|  0.00021074     	|  1.5825e-05     	|
teardown                           	|  3.8077e-05     	|2              	|  7.6154e-05     	|  5.7185e-06     	|
on_fit_end                         	|  5.8517e-05     	|1              	|  5.8517e-05     	|  4.3941e-06     	|
on_before_accelerator_backend_setup	|  2.5178e-05     	|2              	|  5.0357e-05     	|  3.7813e-06     	|
setup                              	|  2.2028e-05     	|2              	|  4.4055e-05     	|  3.3081e-06     	|
on_fit_start                       	|  4.386e-05      	|1              	|  4.386e-05      	|  3.2935e-06     	|
on_configure_sharded_model         	|  2.0687e-05     	|2              	|  4.1373e-05     	|  3.1067e-06     	|
on_validation_epoch_end            	|  2.8677e-05     	|1              	|  2.8677e-05     	|  2.1534e-06     	|
configure_callbacks                	|  9.2993e-06     	|2              	|  1.8599e-05     	|  1.3966e-06     	|
on_val_dataloader                  	|  8.9547e-06     	|2              	|  1.7909e-05     	|  1.3448e-06     	|
on_pretrain_routine_end            	|  1.6915e-05     	|1              	|  1.6915e-05     	|  1.2701e-06     	|
prepare_data                       	|  8.1267e-06     	|2              	|  1.6253e-05     	|  1.2205e-06     	|
configure_sharded_model            	|  6.0024e-06     	|2              	|  1.2005e-05     	|  9.0144e-07     	|
on_validation_epoch_start          	|  1.1822e-05     	|1              	|  1.1822e-05     	|  8.8774e-07     	|
on_train_dataloader                	|  7.1563e-06     	|1              	|  7.1563e-06     	|  5.3737e-07     	|
