VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  396.44         	|  100 %          	|
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run_training_epoch                 	|  13.812         	|25             	|  345.31         	|  87.102         	|
run_training_batch                 	|  0.29369        	|1000           	|  293.69         	|  74.08          	|
optimizer_step_with_closure_0      	|  0.28981        	|1000           	|  289.81         	|  73.103         	|
training_step_and_backward         	|  0.22401        	|1000           	|  224.01         	|  56.506         	|
backward                           	|  0.11145        	|1000           	|  111.45         	|  28.113         	|
model_forward                      	|  0.11098        	|1000           	|  110.98         	|  27.994         	|
training_step                      	|  0.11078        	|1000           	|  110.78         	|  27.942         	|
run_validate_evaluation            	|  16.673         	|1              	|  16.673         	|  4.2058         	|
evaluation_step_and_end            	|  0.10179        	|139            	|  14.149         	|  3.569          	|
validation_step                    	|  0.10167        	|139            	|  14.133         	|  3.5648         	|
get_train_batch                    	|  0.010957       	|1025           	|  11.231         	|  2.8328         	|
fetch_next_train_batch             	|  0.010931       	|1025           	|  11.204         	|  2.8261         	|
on_train_batch_end                 	|  0.0026504      	|1000           	|  2.6504         	|  0.66853        	|
zero_grad                          	|  0.0015482      	|1000           	|  1.5482         	|  0.39052        	|
get_validate_batch                 	|  0.0054559      	|140            	|  0.76383        	|  0.19267        	|
fetch_next_validate_batch          	|  0.0054306      	|140            	|  0.76029        	|  0.19178        	|
training_batch_to_device           	|  0.00029167     	|1000           	|  0.29167        	|  0.073571       	|
on_train_batch_start               	|  9.7866e-05     	|1000           	|  0.097866       	|  0.024686       	|
on_train_end                       	|  0.052212       	|1              	|  0.052212       	|  0.01317        	|
evaluation_batch_to_device         	|  0.00032102     	|139            	|  0.044622       	|  0.011256       	|
on_after_backward                  	|  2.998e-05      	|1000           	|  0.02998        	|  0.0075621      	|
on_pretrain_routine_start          	|  0.02395        	|1              	|  0.02395        	|  0.0060412      	|
on_batch_end                       	|  2.2618e-05     	|1000           	|  0.022618       	|  0.0057053      	|
on_batch_start                     	|  2.2523e-05     	|1000           	|  0.022523       	|  0.0056812      	|
on_before_zero_grad                	|  1.8179e-05     	|1000           	|  0.018179       	|  0.0045856      	|
on_before_backward                 	|  1.4951e-05     	|1000           	|  0.014951       	|  0.0037712      	|
on_before_optimizer_step           	|  1.3681e-05     	|1000           	|  0.013681       	|  0.0034509      	|
on_train_epoch_end                 	|  0.00045582     	|25             	|  0.011396       	|  0.0028744      	|
on_train_epoch_start               	|  0.00041594     	|25             	|  0.010398       	|  0.0026229      	|
configure_optimizers               	|  0.0095479      	|1              	|  0.0095479      	|  0.0024084      	|
training_step_end                  	|  7.6115e-06     	|1000           	|  0.0076115      	|  0.0019199      	|
on_validation_batch_end            	|  4.2633e-05     	|139            	|  0.005926       	|  0.0014948      	|
on_validation_model_eval           	|  0.0044308      	|1              	|  0.0044308      	|  0.0011176      	|
on_validation_batch_start          	|  1.7881e-05     	|139            	|  0.0024854      	|  0.00062693     	|
validation_step_end                	|  1.0172e-05     	|139            	|  0.0014139      	|  0.00035665     	|
on_train_start                     	|  0.0012007      	|1              	|  0.0012007      	|  0.00030287     	|
on_validation_start                	|  0.00047488     	|1              	|  0.00047488     	|  0.00011978     	|
on_epoch_end                       	|  1.2112e-05     	|26             	|  0.00031492     	|  7.9436e-05     	|
on_epoch_start                     	|  1.1825e-05     	|26             	|  0.00030744     	|  7.755e-05      	|
on_validation_end                  	|  0.0002058      	|1              	|  0.0002058      	|  5.1912e-05     	|
on_fit_start                       	|  5.9484e-05     	|1              	|  5.9484e-05     	|  1.5004e-05     	|
on_validation_epoch_end            	|  5.8101e-05     	|1              	|  5.8101e-05     	|  1.4656e-05     	|
setup                              	|  2.897e-05      	|2              	|  5.7939e-05     	|  1.4615e-05     	|
on_configure_sharded_model         	|  2.6713e-05     	|2              	|  5.3426e-05     	|  1.3476e-05     	|
teardown                           	|  2.5398e-05     	|2              	|  5.0796e-05     	|  1.2813e-05     	|
on_before_accelerator_backend_setup	|  2.4559e-05     	|2              	|  4.9118e-05     	|  1.239e-05      	|
on_fit_end                         	|  3.0052e-05     	|1              	|  3.0052e-05     	|  7.5804e-06     	|
prepare_data                       	|  1.1093e-05     	|2              	|  2.2186e-05     	|  5.5962e-06     	|
on_val_dataloader                  	|  9.5135e-06     	|2              	|  1.9027e-05     	|  4.7994e-06     	|
configure_sharded_model            	|  8.7032e-06     	|2              	|  1.7406e-05     	|  4.3906e-06     	|
on_pretrain_routine_end            	|  1.5285e-05     	|1              	|  1.5285e-05     	|  3.8555e-06     	|
configure_callbacks                	|  7.6052e-06     	|2              	|  1.521e-05      	|  3.8367e-06     	|
on_train_dataloader                	|  1.2565e-05     	|1              	|  1.2565e-05     	|  3.1695e-06     	|
on_validation_epoch_start          	|  1.1735e-05     	|1              	|  1.1735e-05     	|  2.96e-06       	|
