VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1328.0         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.577          	|500            	|  1288.5         	|  97.024         	|
run_training_batch                 	|  0.28803        	|1000           	|  288.03         	|  21.688         	|
optimizer_step_with_closure_0      	|  0.28431        	|1000           	|  284.31         	|  21.408         	|
training_step_and_backward         	|  0.21502        	|1000           	|  215.02         	|  16.191         	|
get_train_batch                    	|  0.1229         	|1500           	|  184.34         	|  13.881         	|
fetch_next_train_batch             	|  0.12285        	|1500           	|  184.28         	|  13.876         	|
model_forward                      	|  0.11211        	|1000           	|  112.11         	|  8.442          	|
training_step                      	|  0.11187        	|1000           	|  111.87         	|  8.4239         	|
backward                           	|  0.10123        	|1000           	|  101.23         	|  7.6225         	|
run_validate_evaluation            	|  8.0581         	|1              	|  8.0581         	|  0.60677        	|
evaluation_step_and_end            	|  0.10364        	|48             	|  4.975          	|  0.37461        	|
validation_step                    	|  0.10353        	|48             	|  4.9692         	|  0.37418        	|
on_train_batch_end                 	|  0.0024318      	|1000           	|  2.4318         	|  0.18312        	|
zero_grad                          	|  0.0016338      	|1000           	|  1.6338         	|  0.12302        	|
training_batch_to_device           	|  0.00077983     	|1000           	|  0.77983        	|  0.058721       	|
get_validate_batch                 	|  0.013933       	|49             	|  0.68272        	|  0.051408       	|
fetch_next_validate_batch          	|  0.013907       	|49             	|  0.68143        	|  0.051311       	|
on_train_epoch_end                 	|  0.00034608     	|500            	|  0.17304        	|  0.01303        	|
on_train_epoch_start               	|  0.00033346     	|500            	|  0.16673        	|  0.012555       	|
on_train_batch_start               	|  0.00012232     	|1000           	|  0.12232        	|  0.0092107      	|
on_batch_start                     	|  5.4558e-05     	|1000           	|  0.054558       	|  0.0041082      	|
on_train_end                       	|  0.043643       	|1              	|  0.043643       	|  0.0032863      	|
on_after_backward                  	|  2.6717e-05     	|1000           	|  0.026717       	|  0.0020118      	|
on_before_zero_grad                	|  2.3418e-05     	|1000           	|  0.023418       	|  0.0017634      	|
on_pretrain_routine_start          	|  0.022812       	|1              	|  0.022812       	|  0.0017177      	|
on_before_optimizer_step           	|  1.8418e-05     	|1000           	|  0.018418       	|  0.0013869      	|
on_batch_end                       	|  1.5987e-05     	|1000           	|  0.015987       	|  0.0012038      	|
on_before_backward                 	|  1.5912e-05     	|1000           	|  0.015912       	|  0.0011982      	|
evaluation_batch_to_device         	|  0.00030788     	|48             	|  0.014778       	|  0.0011128      	|
training_step_end                  	|  1.081e-05      	|1000           	|  0.01081        	|  0.00081401     	|
configure_optimizers               	|  0.0085372      	|1              	|  0.0085372      	|  0.00064284     	|
on_epoch_end                       	|  1.1591e-05     	|501            	|  0.0058071      	|  0.00043727     	|
on_epoch_start                     	|  1.1193e-05     	|501            	|  0.0056076      	|  0.00042224     	|
on_validation_model_eval           	|  0.0045603      	|1              	|  0.0045603      	|  0.00034338     	|
on_validation_batch_end            	|  4.1726e-05     	|48             	|  0.0020028      	|  0.00015081     	|
on_validation_batch_start          	|  1.9056e-05     	|48             	|  0.0009147      	|  6.8876e-05     	|
on_train_start                     	|  0.0007043      	|1              	|  0.0007043      	|  5.3033e-05     	|
on_validation_start                	|  0.00059993     	|1              	|  0.00059993     	|  4.5174e-05     	|
validation_step_end                	|  9.5315e-06     	|48             	|  0.00045751     	|  3.445e-05      	|
on_validation_end                  	|  0.00012795     	|1              	|  0.00012795     	|  9.6343e-06     	|
teardown                           	|  3.6875e-05     	|2              	|  7.375e-05      	|  5.5533e-06     	|
on_configure_sharded_model         	|  2.5303e-05     	|2              	|  5.0606e-05     	|  3.8106e-06     	|
on_before_accelerator_backend_setup	|  2.3444e-05     	|2              	|  4.6888e-05     	|  3.5306e-06     	|
setup                              	|  2.3006e-05     	|2              	|  4.6011e-05     	|  3.4646e-06     	|
on_fit_end                         	|  3.2624e-05     	|1              	|  3.2624e-05     	|  2.4566e-06     	|
on_validation_epoch_end            	|  2.8083e-05     	|1              	|  2.8083e-05     	|  2.1146e-06     	|
on_val_dataloader                  	|  1.1995e-05     	|2              	|  2.3991e-05     	|  1.8065e-06     	|
on_fit_start                       	|  2.2702e-05     	|1              	|  2.2702e-05     	|  1.7094e-06     	|
configure_sharded_model            	|  7.3928e-06     	|2              	|  1.4786e-05     	|  1.1133e-06     	|
configure_callbacks                	|  6.9952e-06     	|2              	|  1.399e-05      	|  1.0535e-06     	|
prepare_data                       	|  6.7651e-06     	|2              	|  1.353e-05      	|  1.0188e-06     	|
on_pretrain_routine_end            	|  1.3201e-05     	|1              	|  1.3201e-05     	|  9.9399e-07     	|
on_validation_epoch_start          	|  1.1241e-05     	|1              	|  1.1241e-05     	|  8.4644e-07     	|
on_train_dataloader                	|  7.052e-06      	|1              	|  7.052e-06      	|  5.3101e-07     	|
