VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  476.78         	|  100 %          	|
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run_training_epoch                 	|  6.4657         	|63             	|  407.34         	|  85.437         	|
run_training_batch                 	|  0.27501        	|1000           	|  275.01         	|  57.682         	|
optimizer_step_with_closure_0      	|  0.27054        	|1000           	|  270.54         	|  56.744         	|
training_step_and_backward         	|  0.20338        	|1000           	|  203.38         	|  42.657         	|
model_forward                      	|  0.10743        	|1000           	|  107.43         	|  22.532         	|
training_step                      	|  0.10723        	|1000           	|  107.23         	|  22.491         	|
backward                           	|  0.09434        	|1000           	|  94.34          	|  19.787         	|
run_validate_evaluation            	|  30.554         	|1              	|  30.554         	|  6.4084         	|
get_train_batch                    	|  0.024967       	|1063           	|  26.54          	|  5.5665         	|
fetch_next_train_batch             	|  0.024943       	|1063           	|  26.514         	|  5.5612         	|
evaluation_step_and_end            	|  0.084327       	|313            	|  26.394         	|  5.536          	|
validation_step                    	|  0.084259       	|313            	|  26.373         	|  5.5315         	|
on_train_batch_end                 	|  0.0023606      	|1000           	|  2.3606         	|  0.49511        	|
zero_grad                          	|  0.0015751      	|1000           	|  1.5751         	|  0.33036        	|
get_validate_batch                 	|  0.0031891      	|314            	|  1.0014         	|  0.21003        	|
fetch_next_validate_batch          	|  0.0031706      	|314            	|  0.99556        	|  0.20881        	|
training_batch_to_device           	|  0.00025973     	|1000           	|  0.25973        	|  0.054477       	|
on_train_batch_start               	|  9.4206e-05     	|1000           	|  0.094206       	|  0.019759       	|
evaluation_batch_to_device         	|  0.00020165     	|313            	|  0.063117       	|  0.013238       	|
on_train_end                       	|  0.049445       	|1              	|  0.049445       	|  0.010371       	|
on_pretrain_routine_start          	|  0.027112       	|1              	|  0.027112       	|  0.0056865      	|
on_after_backward                  	|  2.5583e-05     	|1000           	|  0.025583       	|  0.0053658      	|
on_train_epoch_start               	|  0.00037338     	|63             	|  0.023523       	|  0.0049337      	|
on_train_epoch_end                 	|  0.00034559     	|63             	|  0.021772       	|  0.0045665      	|
on_batch_start                     	|  2.1605e-05     	|1000           	|  0.021605       	|  0.0045314      	|
on_before_zero_grad                	|  1.7679e-05     	|1000           	|  0.017679       	|  0.0037079      	|
on_batch_end                       	|  1.5826e-05     	|1000           	|  0.015826       	|  0.0033195      	|
on_before_optimizer_step           	|  1.393e-05      	|1000           	|  0.01393        	|  0.0029217      	|
on_before_backward                 	|  1.3924e-05     	|1000           	|  0.013924       	|  0.0029205      	|
configure_optimizers               	|  0.012843       	|1              	|  0.012843       	|  0.0026937      	|
on_validation_batch_end            	|  2.6544e-05     	|313            	|  0.0083084      	|  0.0017426      	|
training_step_end                  	|  6.8573e-06     	|1000           	|  0.0068573      	|  0.0014383      	|
on_validation_model_eval           	|  0.0048991      	|1              	|  0.0048991      	|  0.0010275      	|
on_validation_batch_start          	|  1.1971e-05     	|313            	|  0.0037468      	|  0.00078586     	|
validation_step_end                	|  5.8869e-06     	|313            	|  0.0018426      	|  0.00038647     	|
on_train_start                     	|  0.0015106      	|1              	|  0.0015106      	|  0.00031683     	|
on_epoch_end                       	|  1.2135e-05     	|64             	|  0.00077666     	|  0.0001629      	|
on_epoch_start                     	|  1.0997e-05     	|64             	|  0.00070382     	|  0.00014762     	|
on_validation_start                	|  0.00066104     	|1              	|  0.00066104     	|  0.00013865     	|
on_validation_end                  	|  0.00017409     	|1              	|  0.00017409     	|  3.6515e-05     	|
teardown                           	|  4.7262e-05     	|2              	|  9.4524e-05     	|  1.9826e-05     	|
setup                              	|  3.0174e-05     	|2              	|  6.0348e-05     	|  1.2658e-05     	|
on_fit_end                         	|  5.6671e-05     	|1              	|  5.6671e-05     	|  1.1886e-05     	|
on_before_accelerator_backend_setup	|  2.4902e-05     	|2              	|  4.9803e-05     	|  1.0446e-05     	|
on_configure_sharded_model         	|  2.2867e-05     	|2              	|  4.5734e-05     	|  9.5923e-06     	|
on_fit_start                       	|  4.4784e-05     	|1              	|  4.4784e-05     	|  9.393e-06      	|
on_validation_epoch_end            	|  4.2213e-05     	|1              	|  4.2213e-05     	|  8.8539e-06     	|
on_val_dataloader                  	|  1.4523e-05     	|2              	|  2.9046e-05     	|  6.0922e-06     	|
prepare_data                       	|  1.0221e-05     	|2              	|  2.0443e-05     	|  4.2877e-06     	|
configure_callbacks                	|  8.1779e-06     	|2              	|  1.6356e-05     	|  3.4305e-06     	|
on_pretrain_routine_end            	|  1.5596e-05     	|1              	|  1.5596e-05     	|  3.2711e-06     	|
configure_sharded_model            	|  7.1656e-06     	|2              	|  1.4331e-05     	|  3.0059e-06     	|
on_validation_epoch_start          	|  1.1209e-05     	|1              	|  1.1209e-05     	|  2.3511e-06     	|
on_train_dataloader                	|  9.0692e-06     	|1              	|  9.0692e-06     	|  1.9022e-06     	|
