VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  554.67         	|  100 %          	|
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run_training_epoch                 	|  7.7345         	|63             	|  487.27         	|  87.849         	|
run_training_batch                 	|  0.36538        	|1000           	|  365.38         	|  65.874         	|
optimizer_step_with_closure_0      	|  0.36283        	|1000           	|  362.83         	|  65.413         	|
training_step_and_backward         	|  0.2611         	|1000           	|  261.1          	|  47.073         	|
model_forward                      	|  0.1355         	|1000           	|  135.5          	|  24.429         	|
training_step                      	|  0.13533        	|1000           	|  135.33         	|  24.398         	|
backward                           	|  0.12424        	|1000           	|  124.24         	|  22.399         	|
run_validate_evaluation            	|  31.102         	|1              	|  31.102         	|  5.6073         	|
evaluation_step_and_end            	|  0.22359        	|125            	|  27.949         	|  5.0389         	|
validation_step                    	|  0.22349        	|125            	|  27.936         	|  5.0365         	|
get_train_batch                    	|  0.025605       	|1063           	|  27.218         	|  4.9072         	|
fetch_next_train_batch             	|  0.025582       	|1063           	|  27.194         	|  4.9028         	|
on_train_batch_end                 	|  0.0017627      	|1000           	|  1.7627         	|  0.3178         	|
zero_grad                          	|  0.0013277      	|1000           	|  1.3277         	|  0.23936        	|
get_validate_batch                 	|  0.0059466      	|126            	|  0.74927        	|  0.13509        	|
fetch_next_validate_batch          	|  0.0059233      	|126            	|  0.74634        	|  0.13456        	|
on_train_end                       	|  0.32211        	|1              	|  0.32211        	|  0.058073       	|
training_batch_to_device           	|  0.00025129     	|1000           	|  0.25129        	|  0.045304       	|
on_train_batch_start               	|  0.00014787     	|1000           	|  0.14787        	|  0.026659       	|
evaluation_batch_to_device         	|  0.00028518     	|125            	|  0.035647       	|  0.0064268      	|
on_pretrain_routine_start          	|  0.026015       	|1              	|  0.026015       	|  0.0046901      	|
on_train_epoch_start               	|  0.00035753     	|63             	|  0.022525       	|  0.0040609      	|
on_batch_start                     	|  2.1343e-05     	|1000           	|  0.021343       	|  0.0038479      	|
on_train_epoch_end                 	|  0.00032903     	|63             	|  0.020729       	|  0.0037372      	|
on_after_backward                  	|  2.0096e-05     	|1000           	|  0.020096       	|  0.0036231      	|
on_before_zero_grad                	|  1.7859e-05     	|1000           	|  0.017859       	|  0.0032197      	|
on_batch_end                       	|  1.5592e-05     	|1000           	|  0.015592       	|  0.0028111      	|
on_before_optimizer_step           	|  1.3013e-05     	|1000           	|  0.013013       	|  0.002346       	|
on_before_backward                 	|  1.1961e-05     	|1000           	|  0.011961       	|  0.0021564      	|
configure_optimizers               	|  0.010441       	|1              	|  0.010441       	|  0.0018824      	|
training_step_end                  	|  6.5961e-06     	|1000           	|  0.0065961      	|  0.0011892      	|
on_validation_batch_end            	|  3.8777e-05     	|125            	|  0.0048471      	|  0.00087387     	|
on_validation_model_eval           	|  0.0045387      	|1              	|  0.0045387      	|  0.00081827     	|
on_validation_batch_start          	|  1.5621e-05     	|125            	|  0.0019527      	|  0.00035204     	|
on_train_start                     	|  0.0017276      	|1              	|  0.0017276      	|  0.00031147     	|
validation_step_end                	|  8.0726e-06     	|125            	|  0.0010091      	|  0.00018192     	|
on_epoch_end                       	|  1.2237e-05     	|64             	|  0.00078318     	|  0.0001412      	|
on_epoch_start                     	|  1.0851e-05     	|64             	|  0.00069444     	|  0.0001252      	|
on_validation_start                	|  0.00067586     	|1              	|  0.00067586     	|  0.00012185     	|
on_validation_end                  	|  0.00015764     	|1              	|  0.00015764     	|  2.8422e-05     	|
on_before_accelerator_backend_setup	|  3.183e-05      	|2              	|  6.366e-05      	|  1.1477e-05     	|
on_fit_end                         	|  5.4527e-05     	|1              	|  5.4527e-05     	|  9.8306e-06     	|
setup                              	|  2.4919e-05     	|2              	|  4.9839e-05     	|  8.9853e-06     	|
on_configure_sharded_model         	|  2.3755e-05     	|2              	|  4.751e-05      	|  8.5656e-06     	|
teardown                           	|  2.3682e-05     	|2              	|  4.7363e-05     	|  8.539e-06      	|
on_fit_start                       	|  4.174e-05      	|1              	|  4.174e-05      	|  7.5252e-06     	|
on_validation_epoch_end            	|  2.9301e-05     	|1              	|  2.9301e-05     	|  5.2827e-06     	|
configure_callbacks                	|  1.3798e-05     	|2              	|  2.7595e-05     	|  4.9751e-06     	|
on_val_dataloader                  	|  1.0964e-05     	|2              	|  2.1927e-05     	|  3.9532e-06     	|
configure_sharded_model            	|  7.8706e-06     	|2              	|  1.5741e-05     	|  2.838e-06      	|
prepare_data                       	|  7.5707e-06     	|2              	|  1.5141e-05     	|  2.7298e-06     	|
on_validation_epoch_start          	|  1.2742e-05     	|1              	|  1.2742e-05     	|  2.2973e-06     	|
on_pretrain_routine_end            	|  1.1807e-05     	|1              	|  1.1807e-05     	|  2.1287e-06     	|
on_train_dataloader                	|  6.1467e-06     	|1              	|  6.1467e-06     	|  1.1082e-06     	|
