VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1334.5         	|  100 %          	|
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run_training_epoch                 	|  2.5501         	|500            	|  1275.1         	|  95.544         	|
run_training_batch                 	|  0.25762        	|1000           	|  257.62         	|  19.304         	|
optimizer_step_with_closure_0      	|  0.25542        	|1000           	|  255.42         	|  19.139         	|
get_train_batch                    	|  0.13641        	|1500           	|  204.62         	|  15.333         	|
fetch_next_train_batch             	|  0.13638        	|1500           	|  204.56         	|  15.329         	|
training_step_and_backward         	|  0.19252        	|1000           	|  192.52         	|  14.426         	|
model_forward                      	|  0.10033        	|1000           	|  100.33         	|  7.5178         	|
training_step                      	|  0.10012        	|1000           	|  100.12         	|  7.5027         	|
backward                           	|  0.090731       	|1000           	|  90.731         	|  6.7988         	|
run_validate_evaluation            	|  30.808         	|1              	|  30.808         	|  2.3086         	|
evaluation_step_and_end            	|  0.084627       	|313            	|  26.488         	|  1.9848         	|
validation_step                    	|  0.084563       	|313            	|  26.468         	|  1.9834         	|
on_train_batch_end                 	|  0.0017283      	|1000           	|  1.7283         	|  0.12951        	|
zero_grad                          	|  0.0014227      	|1000           	|  1.4227         	|  0.10661        	|
get_validate_batch                 	|  0.0038304      	|314            	|  1.2027         	|  0.090125       	|
fetch_next_validate_batch          	|  0.0038137      	|314            	|  1.1975         	|  0.089732       	|
training_batch_to_device           	|  0.00063852     	|1000           	|  0.63852        	|  0.047847       	|
on_train_epoch_end                 	|  0.00030912     	|500            	|  0.15456        	|  0.011582       	|
on_train_epoch_start               	|  0.00030752     	|500            	|  0.15376        	|  0.011522       	|
on_train_batch_start               	|  0.0001102      	|1000           	|  0.1102         	|  0.0082573      	|
evaluation_batch_to_device         	|  0.00022841     	|313            	|  0.071492       	|  0.0053571      	|
on_batch_start                     	|  4.3218e-05     	|1000           	|  0.043218       	|  0.0032385      	|
on_train_end                       	|  0.04115        	|1              	|  0.04115        	|  0.0030835      	|
on_pretrain_routine_start          	|  0.021759       	|1              	|  0.021759       	|  0.0016305      	|
on_before_zero_grad                	|  2.0299e-05     	|1000           	|  0.020299       	|  0.0015211      	|
on_after_backward                  	|  1.8448e-05     	|1000           	|  0.018448       	|  0.0013824      	|
on_batch_end                       	|  1.6697e-05     	|1000           	|  0.016697       	|  0.0012512      	|
on_before_optimizer_step           	|  1.2876e-05     	|1000           	|  0.012876       	|  0.00096483     	|
on_before_backward                 	|  1.2838e-05     	|1000           	|  0.012838       	|  0.00096203     	|
configure_optimizers               	|  0.011072       	|1              	|  0.011072       	|  0.00082964     	|
training_step_end                  	|  7.9226e-06     	|1000           	|  0.0079226      	|  0.00059367     	|
on_validation_batch_end            	|  2.4087e-05     	|313            	|  0.0075392      	|  0.00056494     	|
on_epoch_end                       	|  1.0941e-05     	|501            	|  0.0054816      	|  0.00041076     	|
on_epoch_start                     	|  1.0341e-05     	|501            	|  0.0051808      	|  0.00038822     	|
on_validation_model_eval           	|  0.0046418      	|1              	|  0.0046418      	|  0.00034783     	|
on_validation_batch_start          	|  1.2182e-05     	|313            	|  0.003813       	|  0.00028572     	|
validation_step_end                	|  5.6763e-06     	|313            	|  0.0017767      	|  0.00013313     	|
on_train_start                     	|  0.0010258      	|1              	|  0.0010258      	|  7.6866e-05     	|
on_validation_start                	|  0.0004241      	|1              	|  0.0004241      	|  3.1779e-05     	|
on_validation_end                  	|  0.00022961     	|1              	|  0.00022961     	|  1.7206e-05     	|
teardown                           	|  3.8219e-05     	|2              	|  7.6437e-05     	|  5.7277e-06     	|
setup                              	|  2.4915e-05     	|2              	|  4.9829e-05     	|  3.7339e-06     	|
on_before_accelerator_backend_setup	|  2.248e-05      	|2              	|  4.4961e-05     	|  3.369e-06      	|
on_configure_sharded_model         	|  2.2233e-05     	|2              	|  4.4467e-05     	|  3.3321e-06     	|
on_fit_start                       	|  3.8987e-05     	|1              	|  3.8987e-05     	|  2.9214e-06     	|
on_validation_epoch_end            	|  3.4321e-05     	|1              	|  3.4321e-05     	|  2.5718e-06     	|
on_fit_end                         	|  3.3658e-05     	|1              	|  3.3658e-05     	|  2.5221e-06     	|
on_val_dataloader                  	|  8.6669e-06     	|2              	|  1.7334e-05     	|  1.2989e-06     	|
on_pretrain_routine_end            	|  1.4948e-05     	|1              	|  1.4948e-05     	|  1.1201e-06     	|
configure_sharded_model            	|  6.9896e-06     	|2              	|  1.3979e-05     	|  1.0475e-06     	|
prepare_data                       	|  6.9384e-06     	|2              	|  1.3877e-05     	|  1.0398e-06     	|
configure_callbacks                	|  6.7325e-06     	|2              	|  1.3465e-05     	|  1.009e-06      	|
on_validation_epoch_start          	|  9.343e-06      	|1              	|  9.343e-06      	|  7.001e-07      	|
on_train_dataloader                	|  5.3439e-06     	|1              	|  5.3439e-06     	|  4.0044e-07     	|
