VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  367.73         	|  100 %          	|
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run_training_epoch                 	|  12.673         	|25             	|  316.83         	|  86.159         	|
run_training_batch                 	|  0.27015        	|1000           	|  270.15         	|  73.464         	|
optimizer_step_with_closure_0      	|  0.2669         	|1000           	|  266.9          	|  72.58          	|
training_step_and_backward         	|  0.20512        	|1000           	|  205.12         	|  55.781         	|
model_forward                      	|  0.10184        	|1000           	|  101.84         	|  27.695         	|
backward                           	|  0.1018         	|1000           	|  101.8          	|  27.683         	|
training_step                      	|  0.10165        	|1000           	|  101.65         	|  27.644         	|
run_validate_evaluation            	|  16.584         	|1              	|  16.584         	|  4.5098         	|
evaluation_step_and_end            	|  0.10232        	|139            	|  14.222         	|  3.8676         	|
validation_step                    	|  0.1022         	|139            	|  14.206         	|  3.8632         	|
get_train_batch                    	|  0.0097775      	|1025           	|  10.022         	|  2.7254         	|
fetch_next_train_batch             	|  0.0097547      	|1025           	|  9.9986         	|  2.719          	|
on_train_batch_end                 	|  0.0021239      	|1000           	|  2.1239         	|  0.57757        	|
zero_grad                          	|  0.001447       	|1000           	|  1.447          	|  0.39351        	|
get_validate_batch                 	|  0.0050057      	|140            	|  0.7008         	|  0.19058        	|
fetch_next_validate_batch          	|  0.004981       	|140            	|  0.69734        	|  0.18963        	|
training_batch_to_device           	|  0.0002489      	|1000           	|  0.2489         	|  0.067685       	|
on_train_batch_start               	|  9.4439e-05     	|1000           	|  0.094439       	|  0.025682       	|
on_train_end                       	|  0.040906       	|1              	|  0.040906       	|  0.011124       	|
evaluation_batch_to_device         	|  0.00025525     	|139            	|  0.03548        	|  0.0096485      	|
on_after_backward                  	|  2.6069e-05     	|1000           	|  0.026069       	|  0.0070893      	|
on_pretrain_routine_start          	|  0.022477       	|1              	|  0.022477       	|  0.0061124      	|
on_batch_start                     	|  2.0986e-05     	|1000           	|  0.020986       	|  0.0057071      	|
on_before_zero_grad                	|  1.7152e-05     	|1000           	|  0.017152       	|  0.0046644      	|
on_batch_end                       	|  1.5799e-05     	|1000           	|  0.015799       	|  0.0042964      	|
on_before_backward                 	|  1.3913e-05     	|1000           	|  0.013913       	|  0.0037835      	|
on_before_optimizer_step           	|  1.2955e-05     	|1000           	|  0.012955       	|  0.0035231      	|
on_train_epoch_end                 	|  0.00039424     	|25             	|  0.009856       	|  0.0026803      	|
configure_optimizers               	|  0.0097587      	|1              	|  0.0097587      	|  0.0026538      	|
on_train_epoch_start               	|  0.00038606     	|25             	|  0.0096516      	|  0.0026247      	|
on_validation_batch_end            	|  5.3353e-05     	|139            	|  0.007416       	|  0.0020167      	|
training_step_end                  	|  7.2864e-06     	|1000           	|  0.0072864      	|  0.0019815      	|
on_validation_model_eval           	|  0.0042655      	|1              	|  0.0042655      	|  0.00116        	|
on_validation_batch_start          	|  1.7481e-05     	|139            	|  0.0024299      	|  0.00066079     	|
on_train_start                     	|  0.0013385      	|1              	|  0.0013385      	|  0.00036399     	|
validation_step_end                	|  8.8946e-06     	|139            	|  0.0012364      	|  0.00033622     	|
on_validation_start                	|  0.00053721     	|1              	|  0.00053721     	|  0.00014609     	|
on_epoch_end                       	|  1.1737e-05     	|26             	|  0.00030517     	|  8.2989e-05     	|
on_epoch_start                     	|  1.163e-05      	|26             	|  0.00030239     	|  8.2233e-05     	|
on_validation_end                  	|  0.00020506     	|1              	|  0.00020506     	|  5.5764e-05     	|
setup                              	|  2.907e-05      	|2              	|  5.8141e-05     	|  1.5811e-05     	|
on_configure_sharded_model         	|  2.6355e-05     	|2              	|  5.2709e-05     	|  1.4334e-05     	|
on_fit_start                       	|  5.0148e-05     	|1              	|  5.0148e-05     	|  1.3637e-05     	|
on_before_accelerator_backend_setup	|  2.2818e-05     	|2              	|  4.5637e-05     	|  1.241e-05      	|
teardown                           	|  2.1562e-05     	|2              	|  4.3124e-05     	|  1.1727e-05     	|
on_validation_epoch_end            	|  3.6443e-05     	|1              	|  3.6443e-05     	|  9.9103e-06     	|
on_fit_end                         	|  2.6986e-05     	|1              	|  2.6986e-05     	|  7.3386e-06     	|
configure_sharded_model            	|  1.3459e-05     	|2              	|  2.6917e-05     	|  7.3199e-06     	|
on_val_dataloader                  	|  1.3413e-05     	|2              	|  2.6826e-05     	|  7.295e-06      	|
prepare_data                       	|  8.1528e-06     	|2              	|  1.6306e-05     	|  4.4342e-06     	|
on_validation_epoch_start          	|  1.2707e-05     	|1              	|  1.2707e-05     	|  3.4555e-06     	|
on_pretrain_routine_end            	|  1.2631e-05     	|1              	|  1.2631e-05     	|  3.4348e-06     	|
configure_callbacks                	|  6.0294e-06     	|2              	|  1.2059e-05     	|  3.2793e-06     	|
on_train_dataloader                	|  7.4524e-06     	|1              	|  7.4524e-06     	|  2.0266e-06     	|
