VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  459.27         	|  100 %          	|
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run_training_epoch                 	|  15.044         	|25             	|  376.1          	|  81.89          	|
run_training_batch                 	|  0.36352        	|1000           	|  363.52         	|  79.15          	|
optimizer_step_with_closure_0      	|  0.36077        	|1000           	|  360.77         	|  78.553         	|
training_step_and_backward         	|  0.28102        	|1000           	|  281.02         	|  61.188         	|
model_forward                      	|  0.16568        	|1000           	|  165.68         	|  36.074         	|
training_step                      	|  0.16554        	|1000           	|  165.54         	|  36.043         	|
backward                           	|  0.11404        	|1000           	|  114.04         	|  24.83          	|
run_validate_evaluation            	|  35.965         	|1              	|  35.965         	|  7.8308         	|
evaluation_step_and_end            	|  0.25392        	|139            	|  35.295         	|  7.6851         	|
validation_step                    	|  0.25387        	|139            	|  35.288         	|  7.6834         	|
get_train_batch                    	|  0.0042435      	|1025           	|  4.3496         	|  0.94706        	|
fetch_next_train_batch             	|  0.0042259      	|1025           	|  4.3315         	|  0.94312        	|
zero_grad                          	|  0.0012799      	|1000           	|  1.2799         	|  0.27867        	|
on_train_batch_end                 	|  0.0012115      	|1000           	|  1.2115         	|  0.26379        	|
get_validate_batch                 	|  0.0025538      	|140            	|  0.35753        	|  0.077848       	|
fetch_next_validate_batch          	|  0.0025392      	|140            	|  0.35548        	|  0.077401       	|
training_batch_to_device           	|  0.00024035     	|1000           	|  0.24035        	|  0.052332       	|
on_train_batch_start               	|  8.9913e-05     	|1000           	|  0.089913       	|  0.019577       	|
evaluation_batch_to_device         	|  0.0002313      	|139            	|  0.032151       	|  0.0070003      	|
on_train_end                       	|  0.024204       	|1              	|  0.024204       	|  0.0052701      	|
on_pretrain_routine_start          	|  0.022679       	|1              	|  0.022679       	|  0.0049381      	|
on_batch_start                     	|  1.6865e-05     	|1000           	|  0.016865       	|  0.0036721      	|
on_before_zero_grad                	|  1.3946e-05     	|1000           	|  0.013946       	|  0.0030365      	|
on_batch_end                       	|  1.3145e-05     	|1000           	|  0.013145       	|  0.0028621      	|
on_after_backward                  	|  1.1399e-05     	|1000           	|  0.011399       	|  0.0024821      	|
on_before_backward                 	|  1.0734e-05     	|1000           	|  0.010734       	|  0.0023372      	|
on_before_optimizer_step           	|  1.0653e-05     	|1000           	|  0.010653       	|  0.0023194      	|
configure_optimizers               	|  0.0086636      	|1              	|  0.0086636      	|  0.0018864      	|
on_train_epoch_end                 	|  0.0002993      	|25             	|  0.0074825      	|  0.0016292      	|
on_train_epoch_start               	|  0.00027549     	|25             	|  0.0068871      	|  0.0014996      	|
training_step_end                  	|  6.0638e-06     	|1000           	|  0.0060638      	|  0.0013203      	|
on_validation_model_eval           	|  0.0041316      	|1              	|  0.0041316      	|  0.0008996      	|
on_validation_batch_end            	|  2.19e-05       	|139            	|  0.0030441      	|  0.0006628      	|
on_validation_batch_start          	|  1.033e-05      	|139            	|  0.0014359      	|  0.00031264     	|
validation_step_end                	|  5.1741e-06     	|139            	|  0.0007192      	|  0.00015659     	|
on_train_start                     	|  0.00068276     	|1              	|  0.00068276     	|  0.00014866     	|
on_validation_start                	|  0.00031269     	|1              	|  0.00031269     	|  6.8082e-05     	|
on_epoch_start                     	|  1.127e-05      	|26             	|  0.00029301     	|  6.3799e-05     	|
on_epoch_end                       	|  1.0439e-05     	|26             	|  0.00027142     	|  5.9097e-05     	|
on_validation_end                  	|  0.00010759     	|1              	|  0.00010759     	|  2.3426e-05     	|
on_before_accelerator_backend_setup	|  1.9507e-05     	|2              	|  3.9014e-05     	|  8.4947e-06     	|
teardown                           	|  1.5754e-05     	|2              	|  3.1508e-05     	|  6.8604e-06     	|
on_configure_sharded_model         	|  1.4402e-05     	|2              	|  2.8803e-05     	|  6.2714e-06     	|
setup                              	|  1.4031e-05     	|2              	|  2.8063e-05     	|  6.1103e-06     	|
on_fit_end                         	|  2.4115e-05     	|1              	|  2.4115e-05     	|  5.2507e-06     	|
on_validation_epoch_end            	|  1.8354e-05     	|1              	|  1.8354e-05     	|  3.9963e-06     	|
on_fit_start                       	|  1.6671e-05     	|1              	|  1.6671e-05     	|  3.6299e-06     	|
on_val_dataloader                  	|  6.3475e-06     	|2              	|  1.2695e-05     	|  2.7641e-06     	|
prepare_data                       	|  5.9705e-06     	|2              	|  1.1941e-05     	|  2.6e-06        	|
configure_callbacks                	|  5.345e-06      	|2              	|  1.069e-05      	|  2.3276e-06     	|
on_pretrain_routine_end            	|  9.869e-06      	|1              	|  9.869e-06      	|  2.1488e-06     	|
on_validation_epoch_start          	|  9.8681e-06     	|1              	|  9.8681e-06     	|  2.1486e-06     	|
configure_sharded_model            	|  4.799e-06      	|2              	|  9.598e-06      	|  2.0898e-06     	|
on_train_dataloader                	|  4.1079e-06     	|1              	|  4.1079e-06     	|  8.9444e-07     	|
