VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  512.58         	|  100 %          	|
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run_training_epoch                 	|  2.1592         	|200            	|  431.83         	|  84.246         	|
run_training_batch                 	|  0.35938        	|1000           	|  359.38         	|  70.112         	|
optimizer_step_with_closure_0      	|  0.35671        	|1000           	|  356.71         	|  69.591         	|
training_step_and_backward         	|  0.27867        	|1000           	|  278.67         	|  54.366         	|
model_forward                      	|  0.16424        	|1000           	|  164.24         	|  32.043         	|
training_step                      	|  0.1641         	|1000           	|  164.1          	|  32.013         	|
backward                           	|  0.11308        	|1000           	|  113.08         	|  22.06          	|
run_validate_evaluation            	|  35.755         	|1              	|  35.755         	|  6.9754         	|
evaluation_step_and_end            	|  0.25246        	|139            	|  35.092         	|  6.8461         	|
validation_step                    	|  0.2524         	|139            	|  35.084         	|  6.8446         	|
get_train_batch                    	|  0.016593       	|1200           	|  19.911         	|  3.8845         	|
fetch_next_train_batch             	|  0.016567       	|1200           	|  19.88          	|  3.8785         	|
zero_grad                          	|  0.0013201      	|1000           	|  1.3201         	|  0.25754        	|
on_train_batch_end                 	|  0.0012481      	|1000           	|  1.2481         	|  0.24349        	|
training_batch_to_device           	|  0.00034342     	|1000           	|  0.34342        	|  0.066999       	|
get_validate_batch                 	|  0.0024464      	|140            	|  0.3425         	|  0.066819       	|
fetch_next_validate_batch          	|  0.0024322      	|140            	|  0.3405         	|  0.066429       	|
on_train_batch_start               	|  9.8599e-05     	|1000           	|  0.098599       	|  0.019236       	|
on_train_epoch_start               	|  0.00027538     	|200            	|  0.055076       	|  0.010745       	|
on_train_epoch_end                 	|  0.00024772     	|200            	|  0.049543       	|  0.0096654      	|
evaluation_batch_to_device         	|  0.00022825     	|139            	|  0.031726       	|  0.0061895      	|
on_train_end                       	|  0.024121       	|1              	|  0.024121       	|  0.0047057      	|
on_batch_start                     	|  2.3345e-05     	|1000           	|  0.023345       	|  0.0045544      	|
on_pretrain_routine_start          	|  0.02306        	|1              	|  0.02306        	|  0.0044987      	|
on_before_zero_grad                	|  1.6569e-05     	|1000           	|  0.016569       	|  0.0032325      	|
on_batch_end                       	|  1.3993e-05     	|1000           	|  0.013993       	|  0.0027299      	|
on_before_optimizer_step           	|  1.1772e-05     	|1000           	|  0.011772       	|  0.0022965      	|
on_after_backward                  	|  1.16e-05       	|1000           	|  0.0116         	|  0.0022631      	|
on_before_backward                 	|  1.1494e-05     	|1000           	|  0.011494       	|  0.0022424      	|
configure_optimizers               	|  0.0078219      	|1              	|  0.0078219      	|  0.001526       	|
training_step_end                  	|  6.2072e-06     	|1000           	|  0.0062072      	|  0.001211       	|
on_validation_model_eval           	|  0.0041981      	|1              	|  0.0041981      	|  0.00081901     	|
on_validation_batch_end            	|  2.2657e-05     	|139            	|  0.0031493      	|  0.00061441     	|
on_epoch_start                     	|  1.101e-05      	|201            	|  0.0022131      	|  0.00043175     	|
on_epoch_end                       	|  1.0513e-05     	|201            	|  0.0021132      	|  0.00041226     	|
on_validation_batch_start          	|  1.0794e-05     	|139            	|  0.0015003      	|  0.0002927      	|
on_train_start                     	|  0.00078639     	|1              	|  0.00078639     	|  0.00015342     	|
validation_step_end                	|  5.5898e-06     	|139            	|  0.00077698     	|  0.00015158     	|
on_validation_start                	|  0.00032947     	|1              	|  0.00032947     	|  6.4276e-05     	|
on_validation_end                  	|  0.0001115      	|1              	|  0.0001115      	|  2.1752e-05     	|
on_before_accelerator_backend_setup	|  1.7773e-05     	|2              	|  3.5546e-05     	|  6.9347e-06     	|
teardown                           	|  1.7272e-05     	|2              	|  3.4544e-05     	|  6.7392e-06     	|
on_configure_sharded_model         	|  1.3721e-05     	|2              	|  2.7442e-05     	|  5.3537e-06     	|
setup                              	|  1.331e-05      	|2              	|  2.662e-05      	|  5.1933e-06     	|
on_fit_end                         	|  2.2833e-05     	|1              	|  2.2833e-05     	|  4.4545e-06     	|
on_validation_epoch_end            	|  1.8595e-05     	|1              	|  1.8595e-05     	|  3.6277e-06     	|
on_fit_start                       	|  1.611e-05      	|1              	|  1.611e-05      	|  3.1429e-06     	|
on_pretrain_routine_end            	|  1.2643e-05     	|1              	|  1.2643e-05     	|  2.4665e-06     	|
on_val_dataloader                  	|  5.6605e-06     	|2              	|  1.1321e-05     	|  2.2086e-06     	|
prepare_data                       	|  5.2205e-06     	|2              	|  1.0441e-05     	|  2.0369e-06     	|
configure_callbacks                	|  5.1595e-06     	|2              	|  1.0319e-05     	|  2.0131e-06     	|
configure_sharded_model            	|  4.824e-06      	|2              	|  9.648e-06      	|  1.8822e-06     	|
on_validation_epoch_start          	|  9.608e-06      	|1              	|  9.608e-06      	|  1.8744e-06     	|
on_train_dataloader                	|  4.097e-06      	|1              	|  4.097e-06      	|  7.9929e-07     	|
