VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1245.7         	|  100 %          	|
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run_training_epoch                 	|  2.4175         	|500            	|  1208.7         	|  97.03          	|
run_training_batch                 	|  0.27192        	|1000           	|  271.92         	|  21.828         	|
optimizer_step_with_closure_0      	|  0.26843        	|1000           	|  268.43         	|  21.548         	|
training_step_and_backward         	|  0.20393        	|1000           	|  203.93         	|  16.37          	|
get_train_batch                    	|  0.11847        	|1500           	|  177.71         	|  14.266         	|
fetch_next_train_batch             	|  0.11843        	|1500           	|  177.65         	|  14.261         	|
model_forward                      	|  0.10483        	|1000           	|  104.83         	|  8.4152         	|
training_step                      	|  0.10459        	|1000           	|  104.59         	|  8.3959         	|
backward                           	|  0.097581       	|1000           	|  97.581         	|  7.8332         	|
run_validate_evaluation            	|  7.1065         	|1              	|  7.1065         	|  0.57046        	|
evaluation_step_and_end            	|  0.1001         	|48             	|  4.8049         	|  0.38571        	|
validation_step                    	|  0.099991       	|48             	|  4.7996         	|  0.38528        	|
on_train_batch_end                 	|  0.0022659      	|1000           	|  2.2659         	|  0.18189        	|
zero_grad                          	|  0.0014781      	|1000           	|  1.4781         	|  0.11865        	|
training_batch_to_device           	|  0.00072868     	|1000           	|  0.72868        	|  0.058494       	|
get_validate_batch                 	|  0.011794       	|49             	|  0.57793        	|  0.046393       	|
fetch_next_validate_batch          	|  0.011771       	|49             	|  0.57678        	|  0.0463         	|
on_train_epoch_start               	|  0.00035459     	|500            	|  0.1773         	|  0.014232       	|
on_train_epoch_end                 	|  0.00032411     	|500            	|  0.16205        	|  0.013009       	|
on_train_batch_start               	|  0.00011081     	|1000           	|  0.11081        	|  0.0088953      	|
on_batch_start                     	|  5.282e-05      	|1000           	|  0.05282        	|  0.0042401      	|
on_train_end                       	|  0.042877       	|1              	|  0.042877       	|  0.0034419      	|
on_after_backward                  	|  2.9646e-05     	|1000           	|  0.029646       	|  0.0023798      	|
on_pretrain_routine_start          	|  0.026887       	|1              	|  0.026887       	|  0.0021583      	|
on_before_zero_grad                	|  2.4481e-05     	|1000           	|  0.024481       	|  0.0019652      	|
on_before_backward                 	|  1.6599e-05     	|1000           	|  0.016599       	|  0.0013325      	|
on_batch_end                       	|  1.6562e-05     	|1000           	|  0.016562       	|  0.0013295      	|
on_before_optimizer_step           	|  1.6528e-05     	|1000           	|  0.016528       	|  0.0013268      	|
configure_optimizers               	|  0.014816       	|1              	|  0.014816       	|  0.0011893      	|
training_step_end                  	|  1.3284e-05     	|1000           	|  0.013284       	|  0.0010664      	|
evaluation_batch_to_device         	|  0.00027596     	|48             	|  0.013246       	|  0.0010633      	|
on_epoch_start                     	|  1.5321e-05     	|501            	|  0.0076756      	|  0.00061615     	|
on_epoch_end                       	|  1.1245e-05     	|501            	|  0.0056339      	|  0.00045226     	|
on_validation_model_eval           	|  0.0039273      	|1              	|  0.0039273      	|  0.00031526     	|
on_validation_batch_end            	|  4.2267e-05     	|48             	|  0.0020288      	|  0.00016286     	|
on_train_start                     	|  0.0011225      	|1              	|  0.0011225      	|  9.0104e-05     	|
on_validation_batch_start          	|  1.8635e-05     	|48             	|  0.00089449     	|  7.1804e-05     	|
on_validation_start                	|  0.0005528      	|1              	|  0.0005528      	|  4.4376e-05     	|
validation_step_end                	|  8.816e-06      	|48             	|  0.00042317     	|  3.3969e-05     	|
on_validation_end                  	|  0.00013725     	|1              	|  0.00013725     	|  1.1018e-05     	|
teardown                           	|  5.0554e-05     	|2              	|  0.00010111     	|  8.1164e-06     	|
on_fit_end                         	|  6.7785e-05     	|1              	|  6.7785e-05     	|  5.4414e-06     	|
on_before_accelerator_backend_setup	|  2.8115e-05     	|2              	|  5.623e-05      	|  4.5138e-06     	|
on_configure_sharded_model         	|  2.7845e-05     	|2              	|  5.5689e-05     	|  4.4704e-06     	|
on_fit_start                       	|  4.6199e-05     	|1              	|  4.6199e-05     	|  3.7086e-06     	|
setup                              	|  2.2002e-05     	|2              	|  4.4003e-05     	|  3.5323e-06     	|
on_validation_epoch_end            	|  2.7802e-05     	|1              	|  2.7802e-05     	|  2.2318e-06     	|
on_val_dataloader                  	|  1.0904e-05     	|2              	|  2.1808e-05     	|  1.7506e-06     	|
prepare_data                       	|  9.0972e-06     	|2              	|  1.8194e-05     	|  1.4605e-06     	|
on_pretrain_routine_end            	|  1.7405e-05     	|1              	|  1.7405e-05     	|  1.3971e-06     	|
configure_sharded_model            	|  7.7365e-06     	|2              	|  1.5473e-05     	|  1.2421e-06     	|
configure_callbacks                	|  7.5605e-06     	|2              	|  1.5121e-05     	|  1.2138e-06     	|
on_validation_epoch_start          	|  1.156e-05      	|1              	|  1.156e-05      	|  9.2794e-07     	|
on_train_dataloader                	|  6.8601e-06     	|1              	|  6.8601e-06     	|  5.5069e-07     	|
