VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  378.91         	|  100 %          	|
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run_training_epoch                 	|  13.256         	|25             	|  331.41         	|  87.464         	|
run_training_batch                 	|  0.27158        	|1000           	|  271.58         	|  71.675         	|
optimizer_step_with_closure_0      	|  0.26838        	|1000           	|  268.38         	|  70.829         	|
training_step_and_backward         	|  0.20607        	|1000           	|  206.07         	|  54.386         	|
model_forward                      	|  0.10336        	|1000           	|  103.36         	|  27.277         	|
training_step                      	|  0.10317        	|1000           	|  103.17         	|  27.227         	|
backward                           	|  0.10124        	|1000           	|  101.24         	|  26.719         	|
run_validate_evaluation            	|  17.14          	|1              	|  17.14          	|  4.5234         	|
get_train_batch                    	|  0.01409        	|1025           	|  14.442         	|  3.8116         	|
fetch_next_train_batch             	|  0.014065       	|1025           	|  14.417         	|  3.8048         	|
evaluation_step_and_end            	|  0.099167       	|139            	|  13.784         	|  3.6379         	|
validation_step                    	|  0.099062       	|139            	|  13.77          	|  3.634          	|
on_train_batch_end                 	|  0.0020546      	|1000           	|  2.0546         	|  0.54223        	|
zero_grad                          	|  0.0014427      	|1000           	|  1.4427         	|  0.38076        	|
get_validate_batch                 	|  0.0059309      	|140            	|  0.83033        	|  0.21914        	|
fetch_next_validate_batch          	|  0.0059075      	|140            	|  0.82705        	|  0.21827        	|
training_batch_to_device           	|  0.00025208     	|1000           	|  0.25208        	|  0.066527       	|
on_train_batch_start               	|  9.3774e-05     	|1000           	|  0.093774       	|  0.024748       	|
on_train_end                       	|  0.042617       	|1              	|  0.042617       	|  0.011247       	|
evaluation_batch_to_device         	|  0.0002979      	|139            	|  0.041408       	|  0.010928       	|
on_after_backward                  	|  2.6775e-05     	|1000           	|  0.026775       	|  0.0070663      	|
on_pretrain_routine_start          	|  0.0216         	|1              	|  0.0216         	|  0.0057004      	|
on_batch_start                     	|  1.9694e-05     	|1000           	|  0.019694       	|  0.0051974      	|
on_before_zero_grad                	|  1.7216e-05     	|1000           	|  0.017216       	|  0.0045437      	|
on_batch_end                       	|  1.64e-05       	|1000           	|  0.0164         	|  0.0043282      	|
on_before_optimizer_step           	|  1.3448e-05     	|1000           	|  0.013448       	|  0.0035493      	|
on_before_backward                 	|  1.2657e-05     	|1000           	|  0.012657       	|  0.0033404      	|
configure_optimizers               	|  0.010563       	|1              	|  0.010563       	|  0.0027878      	|
on_train_epoch_end                 	|  0.00034823     	|25             	|  0.0087058      	|  0.0022976      	|
on_train_epoch_start               	|  0.00034762     	|25             	|  0.0086906      	|  0.0022936      	|
training_step_end                  	|  7.3529e-06     	|1000           	|  0.0073529      	|  0.0019405      	|
on_validation_batch_end            	|  3.8416e-05     	|139            	|  0.0053398      	|  0.0014092      	|
on_validation_model_eval           	|  0.0045876      	|1              	|  0.0045876      	|  0.0012107      	|
on_validation_batch_start          	|  1.6517e-05     	|139            	|  0.0022959      	|  0.00060592     	|
validation_step_end                	|  9.0402e-06     	|139            	|  0.0012566      	|  0.00033163     	|
on_train_start                     	|  0.00090204     	|1              	|  0.00090204     	|  0.00023806     	|
on_validation_start                	|  0.00062275     	|1              	|  0.00062275     	|  0.00016435     	|
on_epoch_end                       	|  1.127e-05      	|26             	|  0.00029302     	|  7.7332e-05     	|
on_epoch_start                     	|  1.1249e-05     	|26             	|  0.00029246     	|  7.7185e-05     	|
on_validation_end                  	|  0.00016512     	|1              	|  0.00016512     	|  4.3578e-05     	|
on_configure_sharded_model         	|  2.8931e-05     	|2              	|  5.7861e-05     	|  1.527e-05      	|
setup                              	|  2.5557e-05     	|2              	|  5.1115e-05     	|  1.349e-05      	|
teardown                           	|  2.4828e-05     	|2              	|  4.9656e-05     	|  1.3105e-05     	|
on_before_accelerator_backend_setup	|  2.4801e-05     	|2              	|  4.9602e-05     	|  1.3091e-05     	|
on_fit_start                       	|  4.7596e-05     	|1              	|  4.7596e-05     	|  1.2561e-05     	|
on_validation_epoch_end            	|  3.2749e-05     	|1              	|  3.2749e-05     	|  8.643e-06      	|
on_fit_end                         	|  3.0642e-05     	|1              	|  3.0642e-05     	|  8.087e-06      	|
on_val_dataloader                  	|  1.2519e-05     	|2              	|  2.5038e-05     	|  6.6078e-06     	|
configure_sharded_model            	|  9.5516e-06     	|2              	|  1.9103e-05     	|  5.0416e-06     	|
prepare_data                       	|  8.6091e-06     	|2              	|  1.7218e-05     	|  4.5442e-06     	|
configure_callbacks                	|  8.1211e-06     	|2              	|  1.6242e-05     	|  4.2866e-06     	|
on_pretrain_routine_end            	|  1.359e-05      	|1              	|  1.359e-05      	|  3.5866e-06     	|
on_validation_epoch_start          	|  1.1969e-05     	|1              	|  1.1969e-05     	|  3.1589e-06     	|
on_train_dataloader                	|  8.1714e-06     	|1              	|  8.1714e-06     	|  2.1566e-06     	|
