VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  387.53         	|  100 %          	|
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run_training_epoch                 	|  15.695         	|21             	|  329.6          	|  85.053         	|
run_training_batch                 	|  0.28112        	|1000           	|  281.12         	|  72.543         	|
optimizer_step_with_closure_0      	|  0.27789        	|1000           	|  277.89         	|  71.71          	|
training_step_and_backward         	|  0.21453        	|1000           	|  214.53         	|  55.36          	|
backward                           	|  0.10849        	|1000           	|  108.49         	|  27.995         	|
model_forward                      	|  0.10451        	|1000           	|  104.51         	|  26.969         	|
training_step                      	|  0.10432        	|1000           	|  104.32         	|  26.919         	|
run_validate_evaluation            	|  16.272         	|1              	|  16.272         	|  4.199          	|
evaluation_step_and_end            	|  0.10787        	|125            	|  13.484         	|  3.4795         	|
validation_step                    	|  0.10776        	|125            	|  13.47          	|  3.4758         	|
get_train_batch                    	|  0.0095733      	|1021           	|  9.7743         	|  2.5222         	|
fetch_next_train_batch             	|  0.0095476      	|1021           	|  9.7481         	|  2.5155         	|
on_train_batch_end                 	|  0.0024145      	|1000           	|  2.4145         	|  0.62307        	|
zero_grad                          	|  0.0014992      	|1000           	|  1.4992         	|  0.38685        	|
get_validate_batch                 	|  0.0055742      	|126            	|  0.70235        	|  0.18124        	|
fetch_next_validate_batch          	|  0.0055476      	|126            	|  0.699          	|  0.18037        	|
training_batch_to_device           	|  0.00027294     	|1000           	|  0.27294        	|  0.070432       	|
on_train_batch_start               	|  9.5587e-05     	|1000           	|  0.095587       	|  0.024666       	|
on_train_end                       	|  0.07408        	|1              	|  0.07408        	|  0.019116       	|
evaluation_batch_to_device         	|  0.00029505     	|125            	|  0.036881       	|  0.009517       	|
on_pretrain_routine_start          	|  0.026005       	|1              	|  0.026005       	|  0.0067106      	|
on_after_backward                  	|  2.5984e-05     	|1000           	|  0.025984       	|  0.006705       	|
on_batch_start                     	|  2.1189e-05     	|1000           	|  0.021189       	|  0.0054677      	|
configure_optimizers               	|  0.018945       	|1              	|  0.018945       	|  0.0048887      	|
on_before_zero_grad                	|  1.7462e-05     	|1000           	|  0.017462       	|  0.0045061      	|
on_batch_end                       	|  1.5952e-05     	|1000           	|  0.015952       	|  0.0041165      	|
on_before_backward                 	|  1.3489e-05     	|1000           	|  0.013489       	|  0.0034809      	|
on_before_optimizer_step           	|  1.3188e-05     	|1000           	|  0.013188       	|  0.003403       	|
on_train_epoch_end                 	|  0.00043329     	|21             	|  0.0090992      	|  0.002348       	|
on_train_epoch_start               	|  0.00037745     	|21             	|  0.0079265      	|  0.0020454      	|
training_step_end                  	|  6.9353e-06     	|1000           	|  0.0069353      	|  0.0017896      	|
on_validation_model_eval           	|  0.0050721      	|1              	|  0.0050721      	|  0.0013089      	|
on_validation_batch_end            	|  4.0061e-05     	|125            	|  0.0050077      	|  0.0012922      	|
on_validation_batch_start          	|  1.7575e-05     	|125            	|  0.0021968      	|  0.00056688     	|
on_train_start                     	|  0.0011694      	|1              	|  0.0011694      	|  0.00030176     	|
validation_step_end                	|  8.7618e-06     	|125            	|  0.0010952      	|  0.00028262     	|
on_validation_start                	|  0.00065726     	|1              	|  0.00065726     	|  0.0001696      	|
on_epoch_start                     	|  1.1367e-05     	|22             	|  0.00025007     	|  6.4529e-05     	|
on_epoch_end                       	|  1.0903e-05     	|22             	|  0.00023987     	|  6.1897e-05     	|
on_validation_end                  	|  0.00019236     	|1              	|  0.00019236     	|  4.9637e-05     	|
on_before_accelerator_backend_setup	|  3.8768e-05     	|2              	|  7.7536e-05     	|  2.0008e-05     	|
on_configure_sharded_model         	|  2.8559e-05     	|2              	|  5.7118e-05     	|  1.4739e-05     	|
on_fit_end                         	|  5.2042e-05     	|1              	|  5.2042e-05     	|  1.3429e-05     	|
setup                              	|  2.4755e-05     	|2              	|  4.9509e-05     	|  1.2776e-05     	|
on_fit_start                       	|  4.4972e-05     	|1              	|  4.4972e-05     	|  1.1605e-05     	|
teardown                           	|  2.2136e-05     	|2              	|  4.4271e-05     	|  1.1424e-05     	|
on_val_dataloader                  	|  1.5326e-05     	|2              	|  3.0652e-05     	|  7.9096e-06     	|
on_validation_epoch_end            	|  2.9407e-05     	|1              	|  2.9407e-05     	|  7.5885e-06     	|
prepare_data                       	|  1.1831e-05     	|2              	|  2.3661e-05     	|  6.1057e-06     	|
configure_callbacks                	|  8.3782e-06     	|2              	|  1.6756e-05     	|  4.3239e-06     	|
configure_sharded_model            	|  8.0373e-06     	|2              	|  1.6075e-05     	|  4.148e-06      	|
on_pretrain_routine_end            	|  1.4381e-05     	|1              	|  1.4381e-05     	|  3.7111e-06     	|
on_train_dataloader                	|  1.1183e-05     	|1              	|  1.1183e-05     	|  2.8858e-06     	|
on_validation_epoch_start          	|  1.0772e-05     	|1              	|  1.0772e-05     	|  2.7796e-06     	|
