VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  568.17         	|  100 %          	|
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run_training_epoch                 	|  1.0227         	|500            	|  511.36         	|  90.001         	|
run_training_batch                 	|  0.36146        	|1000           	|  361.46         	|  63.617         	|
optimizer_step_with_closure_0      	|  0.35872        	|1000           	|  358.72         	|  63.136         	|
training_step_and_backward         	|  0.26925        	|1000           	|  269.25         	|  47.389         	|
model_forward                      	|  0.16624        	|1000           	|  166.24         	|  29.258         	|
training_step                      	|  0.16606        	|1000           	|  166.06         	|  29.228         	|
backward                           	|  0.10164        	|1000           	|  101.64         	|  17.889         	|
get_train_batch                    	|  0.029582       	|1500           	|  44.373         	|  7.8098         	|
fetch_next_train_batch             	|  0.029549       	|1500           	|  44.324         	|  7.8012         	|
run_validate_evaluation            	|  12.586         	|1              	|  12.586         	|  2.2151         	|
evaluation_step_and_end            	|  0.25287        	|48             	|  12.138         	|  2.1363         	|
validation_step                    	|  0.25281        	|48             	|  12.135         	|  2.1358         	|
on_train_batch_end                 	|  0.0013542      	|1000           	|  1.3542         	|  0.23834        	|
zero_grad                          	|  0.0013386      	|1000           	|  1.3386         	|  0.23559        	|
training_batch_to_device           	|  0.00058352     	|1000           	|  0.58352        	|  0.1027         	|
get_validate_batch                 	|  0.0045028      	|49             	|  0.22064        	|  0.038833       	|
fetch_next_validate_batch          	|  0.0044878      	|49             	|  0.2199         	|  0.038704       	|
on_train_epoch_start               	|  0.00027773     	|500            	|  0.13886        	|  0.02444        	|
on_train_epoch_end                 	|  0.00027485     	|500            	|  0.13743        	|  0.024187       	|
on_train_batch_start               	|  0.00010746     	|1000           	|  0.10746        	|  0.018913       	|
on_batch_start                     	|  3.5788e-05     	|1000           	|  0.035788       	|  0.0062988      	|
on_train_end                       	|  0.023947       	|1              	|  0.023947       	|  0.0042148      	|
on_pretrain_routine_start          	|  0.023289       	|1              	|  0.023289       	|  0.004099       	|
on_before_zero_grad                	|  2.1443e-05     	|1000           	|  0.021443       	|  0.003774       	|
on_batch_end                       	|  1.4385e-05     	|1000           	|  0.014385       	|  0.0025317      	|
on_before_optimizer_step           	|  1.4349e-05     	|1000           	|  0.014349       	|  0.0025254      	|
on_after_backward                  	|  1.4199e-05     	|1000           	|  0.014199       	|  0.0024991      	|
on_before_backward                 	|  1.2095e-05     	|1000           	|  0.012095       	|  0.0021288      	|
evaluation_batch_to_device         	|  0.00022481     	|48             	|  0.010791       	|  0.0018992      	|
configure_optimizers               	|  0.008166       	|1              	|  0.008166       	|  0.0014372      	|
training_step_end                  	|  7.8432e-06     	|1000           	|  0.0078432      	|  0.0013804      	|
on_epoch_start                     	|  1.0943e-05     	|501            	|  0.0054826      	|  0.00096496     	|
on_epoch_end                       	|  1.0876e-05     	|501            	|  0.0054489      	|  0.00095902     	|
on_validation_model_eval           	|  0.0044817      	|1              	|  0.0044817      	|  0.0007888      	|
on_validation_batch_end            	|  2.4004e-05     	|48             	|  0.0011522      	|  0.00020279     	|
on_train_start                     	|  0.00069932     	|1              	|  0.00069932     	|  0.00012308     	|
on_validation_batch_start          	|  1.1434e-05     	|48             	|  0.00054882     	|  9.6594e-05     	|
on_validation_start                	|  0.00032053     	|1              	|  0.00032053     	|  5.6414e-05     	|
validation_step_end                	|  5.5131e-06     	|48             	|  0.00026463     	|  4.6576e-05     	|
on_validation_end                  	|  0.00010603     	|1              	|  0.00010603     	|  1.8661e-05     	|
on_before_accelerator_backend_setup	|  1.9426e-05     	|2              	|  3.8852e-05     	|  6.8381e-06     	|
teardown                           	|  1.6971e-05     	|2              	|  3.3942e-05     	|  5.9739e-06     	|
on_configure_sharded_model         	|  1.3806e-05     	|2              	|  2.7612e-05     	|  4.8598e-06     	|
setup                              	|  1.326e-05      	|2              	|  2.652e-05      	|  4.6676e-06     	|
on_fit_end                         	|  2.4516e-05     	|1              	|  2.4516e-05     	|  4.3149e-06     	|
on_validation_epoch_end            	|  1.9166e-05     	|1              	|  1.9166e-05     	|  3.3733e-06     	|
on_fit_start                       	|  1.607e-05      	|1              	|  1.607e-05      	|  2.8284e-06     	|
prepare_data                       	|  6.2615e-06     	|2              	|  1.2523e-05     	|  2.2041e-06     	|
on_val_dataloader                  	|  6.0765e-06     	|2              	|  1.2153e-05     	|  2.139e-06      	|
on_pretrain_routine_end            	|  1.0559e-05     	|1              	|  1.0559e-05     	|  1.8584e-06     	|
configure_sharded_model            	|  5.039e-06      	|2              	|  1.0078e-05     	|  1.7738e-06     	|
on_validation_epoch_start          	|  9.447e-06      	|1              	|  9.447e-06      	|  1.6627e-06     	|
configure_callbacks                	|  4.6385e-06     	|2              	|  9.277e-06      	|  1.6328e-06     	|
on_train_dataloader                	|  4.7791e-06     	|1              	|  4.7791e-06     	|  8.4113e-07     	|
