VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  380.41         	|  100 %          	|
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run_training_epoch                 	|  15.334         	|21             	|  322.01         	|  84.648         	|
run_training_batch                 	|  0.27507        	|1000           	|  275.07         	|  72.308         	|
optimizer_step_with_closure_0      	|  0.27185        	|1000           	|  271.85         	|  71.464         	|
training_step_and_backward         	|  0.20949        	|1000           	|  209.49         	|  55.069         	|
backward                           	|  0.10468        	|1000           	|  104.68         	|  27.518         	|
model_forward                      	|  0.10335        	|1000           	|  103.35         	|  27.167         	|
training_step                      	|  0.10316        	|1000           	|  103.16         	|  27.117         	|
run_validate_evaluation            	|  16.619         	|1              	|  16.619         	|  4.3688         	|
evaluation_step_and_end            	|  0.10825        	|125            	|  13.531         	|  3.557          	|
validation_step                    	|  0.10813        	|125            	|  13.516         	|  3.5531         	|
get_train_batch                    	|  0.0097465      	|1021           	|  9.9512         	|  2.6159         	|
fetch_next_train_batch             	|  0.0097214      	|1021           	|  9.9255         	|  2.6092         	|
on_train_batch_end                 	|  0.0024037      	|1000           	|  2.4037         	|  0.63189        	|
zero_grad                          	|  0.0014255      	|1000           	|  1.4255         	|  0.37472        	|
get_validate_batch                 	|  0.0061982      	|126            	|  0.78097        	|  0.2053         	|
fetch_next_validate_batch          	|  0.0061713      	|126            	|  0.77758        	|  0.20441        	|
training_batch_to_device           	|  0.00026896     	|1000           	|  0.26896        	|  0.070704       	|
on_train_batch_start               	|  9.7719e-05     	|1000           	|  0.097719       	|  0.025688       	|
on_train_end                       	|  0.059374       	|1              	|  0.059374       	|  0.015608       	|
evaluation_batch_to_device         	|  0.00033875     	|125            	|  0.042344       	|  0.011131       	|
on_after_backward                  	|  2.6105e-05     	|1000           	|  0.026105       	|  0.0068623      	|
on_pretrain_routine_start          	|  0.025213       	|1              	|  0.025213       	|  0.0066279      	|
on_batch_start                     	|  2.1573e-05     	|1000           	|  0.021573       	|  0.0056709      	|
on_before_zero_grad                	|  1.6551e-05     	|1000           	|  0.016551       	|  0.0043509      	|
on_batch_end                       	|  1.5993e-05     	|1000           	|  0.015993       	|  0.0042042      	|
on_before_backward                 	|  1.4015e-05     	|1000           	|  0.014015       	|  0.0036841      	|
on_before_optimizer_step           	|  1.2995e-05     	|1000           	|  0.012995       	|  0.0034162      	|
configure_optimizers               	|  0.012772       	|1              	|  0.012772       	|  0.0033575      	|
on_train_epoch_end                 	|  0.00044498     	|21             	|  0.0093446      	|  0.0024565      	|
on_train_epoch_start               	|  0.00037453     	|21             	|  0.0078652      	|  0.0020676      	|
training_step_end                  	|  6.5709e-06     	|1000           	|  0.0065709      	|  0.0017273      	|
on_validation_batch_end            	|  4.3514e-05     	|125            	|  0.0054393      	|  0.0014299      	|
on_validation_model_eval           	|  0.0038743      	|1              	|  0.0038743      	|  0.0010185      	|
on_validation_batch_start          	|  1.8193e-05     	|125            	|  0.0022741      	|  0.00059782     	|
validation_step_end                	|  9.8748e-06     	|125            	|  0.0012343      	|  0.00032448     	|
on_train_start                     	|  0.0011118      	|1              	|  0.0011118      	|  0.00029226     	|
on_validation_start                	|  0.00041332     	|1              	|  0.00041332     	|  0.00010865     	|
on_epoch_end                       	|  1.2136e-05     	|22             	|  0.00026698     	|  7.0183e-05     	|
on_epoch_start                     	|  1.1003e-05     	|22             	|  0.00024207     	|  6.3633e-05     	|
on_validation_end                  	|  0.00023444     	|1              	|  0.00023444     	|  6.163e-05      	|
teardown                           	|  3.8762e-05     	|2              	|  7.7523e-05     	|  2.0379e-05     	|
on_configure_sharded_model         	|  2.6783e-05     	|2              	|  5.3566e-05     	|  1.4081e-05     	|
on_before_accelerator_backend_setup	|  2.6204e-05     	|2              	|  5.2407e-05     	|  1.3777e-05     	|
setup                              	|  2.5864e-05     	|2              	|  5.1728e-05     	|  1.3598e-05     	|
on_validation_epoch_end            	|  4.5156e-05     	|1              	|  4.5156e-05     	|  1.187e-05      	|
on_fit_start                       	|  4.4299e-05     	|1              	|  4.4299e-05     	|  1.1645e-05     	|
on_fit_end                         	|  2.7807e-05     	|1              	|  2.7807e-05     	|  7.3099e-06     	|
configure_sharded_model            	|  8.1714e-06     	|2              	|  1.6343e-05     	|  4.2962e-06     	|
on_val_dataloader                  	|  8.0857e-06     	|2              	|  1.6171e-05     	|  4.2511e-06     	|
on_pretrain_routine_end            	|  1.5737e-05     	|1              	|  1.5737e-05     	|  4.137e-06      	|
prepare_data                       	|  7.676e-06      	|2              	|  1.5352e-05     	|  4.0357e-06     	|
configure_callbacks                	|  7.0697e-06     	|2              	|  1.4139e-05     	|  3.7169e-06     	|
on_validation_epoch_start          	|  1.0936e-05     	|1              	|  1.0936e-05     	|  2.8747e-06     	|
on_train_dataloader                	|  7.4338e-06     	|1              	|  7.4338e-06     	|  1.9542e-06     	|
