VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1641.3         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  71.26          	|21             	|  1496.5         	|  91.173         	|
run_training_batch                 	|  0.1833         	|8000           	|  1466.4         	|  89.345         	|
training_step_and_backward         	|  0.17348        	|8000           	|  1387.8         	|  84.554         	|
model_forward                      	|  0.093683       	|8000           	|  749.47         	|  45.662         	|
training_step                      	|  0.093552       	|8000           	|  748.41         	|  45.598         	|
backward                           	|  0.079612       	|8000           	|  636.89         	|  38.804         	|
optimizer_step_with_closure_0      	|  0.23136        	|1000           	|  231.36         	|  14.096         	|
run_validate_evaluation            	|  101.35         	|1              	|  101.35         	|  6.1747         	|
evaluation_step_and_end            	|  0.09931        	|1000           	|  99.31          	|  6.0506         	|
validation_step                    	|  0.099259       	|1000           	|  99.259         	|  6.0475         	|
get_train_batch                    	|  0.001815       	|8021           	|  14.558         	|  0.88696        	|
fetch_next_train_batch             	|  0.001799       	|8021           	|  14.43          	|  0.87915        	|
on_train_batch_end                 	|  0.0010609      	|8000           	|  8.487          	|  0.51708        	|
training_batch_to_device           	|  0.0002131      	|8000           	|  1.7048         	|  0.10387        	|
get_validate_batch                 	|  0.0014895      	|1001           	|  1.491          	|  0.090839       	|
fetch_next_validate_batch          	|  0.0014759      	|1001           	|  1.4774         	|  0.090011       	|
zero_grad                          	|  0.0013094      	|1000           	|  1.3094         	|  0.079779       	|
on_train_batch_start               	|  9.053e-05      	|8000           	|  0.72424        	|  0.044125       	|
evaluation_batch_to_device         	|  0.00021204     	|1000           	|  0.21204        	|  0.012919       	|
on_batch_start                     	|  1.4766e-05     	|8000           	|  0.11813        	|  0.0071971      	|
on_batch_end                       	|  1.3122e-05     	|8000           	|  0.10497        	|  0.0063957      	|
on_before_backward                 	|  1.2869e-05     	|8000           	|  0.10295        	|  0.0062724      	|
on_after_backward                  	|  1.1558e-05     	|8000           	|  0.09246        	|  0.0056333      	|
training_step_end                  	|  5.6839e-06     	|8000           	|  0.045471       	|  0.0027704      	|
on_train_end                       	|  0.025257       	|1              	|  0.025257       	|  0.0015388      	|
on_pretrain_routine_start          	|  0.022538       	|1              	|  0.022538       	|  0.0013732      	|
on_validation_batch_end            	|  1.8932e-05     	|1000           	|  0.018932       	|  0.0011535      	|
on_before_zero_grad                	|  1.3706e-05     	|1000           	|  0.013706       	|  0.00083503     	|
on_before_optimizer_step           	|  1.1165e-05     	|1000           	|  0.011165       	|  0.00068023     	|
on_validation_batch_start          	|  1.0037e-05     	|1000           	|  0.010037       	|  0.00061154     	|
configure_optimizers               	|  0.0089215      	|1              	|  0.0089215      	|  0.00054355     	|
on_train_epoch_start               	|  0.00028806     	|21             	|  0.0060492      	|  0.00036855     	|
on_train_epoch_end                 	|  0.00028635     	|21             	|  0.0060133      	|  0.00036637     	|
validation_step_end                	|  4.873e-06      	|1000           	|  0.004873       	|  0.00029689     	|
on_validation_model_eval           	|  0.004143       	|1              	|  0.004143       	|  0.00025242     	|
on_train_start                     	|  0.00070423     	|1              	|  0.00070423     	|  4.2906e-05     	|
on_validation_start                	|  0.00031318     	|1              	|  0.00031318     	|  1.9081e-05     	|
on_epoch_start                     	|  1.0731e-05     	|22             	|  0.00023609     	|  1.4384e-05     	|
on_epoch_end                       	|  1.0233e-05     	|22             	|  0.00022513     	|  1.3716e-05     	|
on_validation_end                  	|  0.00010278     	|1              	|  0.00010278     	|  6.2622e-06     	|
on_before_accelerator_backend_setup	|  1.8801e-05     	|2              	|  3.7601e-05     	|  2.2909e-06     	|
teardown                           	|  1.595e-05      	|2              	|  3.19e-05       	|  1.9436e-06     	|
on_configure_sharded_model         	|  1.3721e-05     	|2              	|  2.7441e-05     	|  1.6719e-06     	|
setup                              	|  1.334e-05      	|2              	|  2.6681e-05     	|  1.6256e-06     	|
on_fit_end                         	|  2.1791e-05     	|1              	|  2.1791e-05     	|  1.3276e-06     	|
on_validation_epoch_end            	|  1.8335e-05     	|1              	|  1.8335e-05     	|  1.1171e-06     	|
prepare_data                       	|  8.7817e-06     	|2              	|  1.7563e-05     	|  1.0701e-06     	|
on_fit_start                       	|  1.622e-05      	|1              	|  1.622e-05      	|  9.8822e-07     	|
configure_callbacks                	|  5.826e-06      	|2              	|  1.1652e-05     	|  7.0991e-07     	|
on_pretrain_routine_end            	|  1.1111e-05     	|1              	|  1.1111e-05     	|  6.7695e-07     	|
on_val_dataloader                  	|  5.3199e-06     	|2              	|  1.064e-05      	|  6.4825e-07     	|
on_validation_epoch_start          	|  1.0079e-05     	|1              	|  1.0079e-05     	|  6.1408e-07     	|
configure_sharded_model            	|  4.834e-06      	|2              	|  9.6681e-06     	|  5.8904e-07     	|
on_train_dataloader                	|  4.2391e-06     	|1              	|  4.2391e-06     	|  2.5828e-07     	|
