VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1245.1         	|  100 %          	|
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run_training_epoch                 	|  2.3635         	|500            	|  1181.7         	|  94.91          	|
run_training_batch                 	|  0.27997        	|1000           	|  279.97         	|  22.485         	|
optimizer_step_with_closure_0      	|  0.27568        	|1000           	|  275.68         	|  22.141         	|
training_step_and_backward         	|  0.20758        	|1000           	|  207.58         	|  16.672         	|
get_train_batch                    	|  0.093389       	|1500           	|  140.08         	|  11.251         	|
fetch_next_train_batch             	|  0.093348       	|1500           	|  140.02         	|  11.246         	|
model_forward                      	|  0.1078         	|1000           	|  107.8          	|  8.6575         	|
training_step                      	|  0.10756        	|1000           	|  107.56         	|  8.6389         	|
backward                           	|  0.09812        	|1000           	|  98.12          	|  7.8804         	|
run_validate_evaluation            	|  30.042         	|1              	|  30.042         	|  2.4127         	|
evaluation_step_and_end            	|  0.084999       	|313            	|  26.605         	|  2.1367         	|
validation_step                    	|  0.084935       	|313            	|  26.585         	|  2.1351         	|
on_train_batch_end                 	|  0.0023908      	|1000           	|  2.3908         	|  0.19201        	|
zero_grad                          	|  0.0016204      	|1000           	|  1.6204         	|  0.13014        	|
get_validate_batch                 	|  0.0029236      	|314            	|  0.91802        	|  0.07373        	|
fetch_next_validate_batch          	|  0.0029074      	|314            	|  0.91293        	|  0.073321       	|
training_batch_to_device           	|  0.00069661     	|1000           	|  0.69661        	|  0.055947       	|
on_train_epoch_end                 	|  0.00034624     	|500            	|  0.17312        	|  0.013904       	|
on_train_epoch_start               	|  0.0003218      	|500            	|  0.1609         	|  0.012923       	|
on_train_batch_start               	|  0.00011281     	|1000           	|  0.11281        	|  0.0090599      	|
evaluation_batch_to_device         	|  0.00021617     	|313            	|  0.06766        	|  0.005434       	|
on_batch_start                     	|  4.9069e-05     	|1000           	|  0.049069       	|  0.0039409      	|
on_train_end                       	|  0.045371       	|1              	|  0.045371       	|  0.0036439      	|
on_after_backward                  	|  2.7468e-05     	|1000           	|  0.027468       	|  0.0022061      	|
on_before_zero_grad                	|  2.3907e-05     	|1000           	|  0.023907       	|  0.0019201      	|
on_pretrain_routine_start          	|  0.023104       	|1              	|  0.023104       	|  0.0018555      	|
on_batch_end                       	|  1.8997e-05     	|1000           	|  0.018997       	|  0.0015257      	|
on_before_optimizer_step           	|  1.5993e-05     	|1000           	|  0.015993       	|  0.0012845      	|
on_before_backward                 	|  1.3889e-05     	|1000           	|  0.013889       	|  0.0011155      	|
training_step_end                  	|  9.8012e-06     	|1000           	|  0.0098012      	|  0.00078717     	|
configure_optimizers               	|  0.008625       	|1              	|  0.008625       	|  0.0006927      	|
on_validation_batch_end            	|  2.2351e-05     	|313            	|  0.0069957      	|  0.00056185     	|
on_epoch_end                       	|  1.1967e-05     	|501            	|  0.0059953      	|  0.00048151     	|
on_epoch_start                     	|  1.1189e-05     	|501            	|  0.0056056      	|  0.0004502      	|
on_validation_model_eval           	|  0.0052677      	|1              	|  0.0052677      	|  0.00042307     	|
on_validation_batch_start          	|  1.153e-05      	|313            	|  0.0036089      	|  0.00028984     	|
validation_step_end                	|  5.7843e-06     	|313            	|  0.0018105      	|  0.00014541     	|
on_train_start                     	|  0.00077428     	|1              	|  0.00077428     	|  6.2185e-05     	|
on_validation_start                	|  0.00061632     	|1              	|  0.00061632     	|  4.9499e-05     	|
on_validation_end                  	|  0.0001931      	|1              	|  0.0001931      	|  1.5508e-05     	|
on_validation_epoch_end            	|  6.5697e-05     	|1              	|  6.5697e-05     	|  5.2764e-06     	|
setup                              	|  2.7309e-05     	|2              	|  5.4618e-05     	|  4.3866e-06     	|
on_configure_sharded_model         	|  2.5048e-05     	|2              	|  5.0096e-05     	|  4.0234e-06     	|
teardown                           	|  2.2448e-05     	|2              	|  4.4895e-05     	|  3.6057e-06     	|
on_before_accelerator_backend_setup	|  2.142e-05      	|2              	|  4.2841e-05     	|  3.4407e-06     	|
on_fit_end                         	|  3.8654e-05     	|1              	|  3.8654e-05     	|  3.1044e-06     	|
on_val_dataloader                  	|  1.2622e-05     	|2              	|  2.5244e-05     	|  2.0275e-06     	|
on_fit_start                       	|  2.0521e-05     	|1              	|  2.0521e-05     	|  1.6481e-06     	|
on_pretrain_routine_end            	|  1.8543e-05     	|1              	|  1.8543e-05     	|  1.4892e-06     	|
prepare_data                       	|  9.0208e-06     	|2              	|  1.8042e-05     	|  1.449e-06      	|
configure_callbacks                	|  8.0643e-06     	|2              	|  1.6129e-05     	|  1.2953e-06     	|
configure_sharded_model            	|  7.4757e-06     	|2              	|  1.4951e-05     	|  1.2008e-06     	|
on_validation_epoch_start          	|  1.049e-05      	|1              	|  1.049e-05      	|  8.4252e-07     	|
on_train_dataloader                	|  6.767e-06      	|1              	|  6.767e-06      	|  5.4348e-07     	|
