VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  486.46         	|  100 %          	|
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run_training_epoch                 	|  6.6297         	|63             	|  417.67         	|  85.859         	|
run_training_batch                 	|  0.27926        	|1000           	|  279.26         	|  57.406         	|
optimizer_step_with_closure_0      	|  0.2748         	|1000           	|  274.8          	|  56.489         	|
training_step_and_backward         	|  0.20549        	|1000           	|  205.49         	|  42.241         	|
model_forward                      	|  0.10911        	|1000           	|  109.11         	|  22.43          	|
training_step                      	|  0.10892        	|1000           	|  108.92         	|  22.39          	|
backward                           	|  0.094723       	|1000           	|  94.723         	|  19.472         	|
run_validate_evaluation            	|  30.402         	|1              	|  30.402         	|  6.2495         	|
get_train_batch                    	|  0.025642       	|1063           	|  27.257         	|  5.6031         	|
fetch_next_train_batch             	|  0.025618       	|1063           	|  27.232         	|  5.5978         	|
evaluation_step_and_end            	|  0.083973       	|313            	|  26.283         	|  5.403          	|
validation_step                    	|  0.083907       	|313            	|  26.263         	|  5.3987         	|
on_train_batch_end                 	|  0.0023666      	|1000           	|  2.3666         	|  0.48649        	|
zero_grad                          	|  0.0015999      	|1000           	|  1.5999         	|  0.32889        	|
get_validate_batch                 	|  0.0030358      	|314            	|  0.95324        	|  0.19595        	|
fetch_next_validate_batch          	|  0.0030192      	|314            	|  0.94804        	|  0.19488        	|
training_batch_to_device           	|  0.00026409     	|1000           	|  0.26409        	|  0.054287       	|
on_train_batch_start               	|  9.3128e-05     	|1000           	|  0.093128       	|  0.019144       	|
evaluation_batch_to_device         	|  0.00020733     	|313            	|  0.064894       	|  0.01334        	|
on_train_end                       	|  0.052006       	|1              	|  0.052006       	|  0.010691       	|
on_after_backward                  	|  2.4843e-05     	|1000           	|  0.024843       	|  0.0051068      	|
on_train_epoch_start               	|  0.00037944     	|63             	|  0.023905       	|  0.0049139      	|
on_train_epoch_end                 	|  0.00036074     	|63             	|  0.022727       	|  0.0046718      	|
on_pretrain_routine_start          	|  0.022629       	|1              	|  0.022629       	|  0.0046516      	|
on_batch_start                     	|  2.2374e-05     	|1000           	|  0.022374       	|  0.0045994      	|
on_before_zero_grad                	|  1.8245e-05     	|1000           	|  0.018245       	|  0.0037504      	|
on_batch_end                       	|  1.6041e-05     	|1000           	|  0.016041       	|  0.0032975      	|
on_before_optimizer_step           	|  1.4192e-05     	|1000           	|  0.014192       	|  0.0029173      	|
on_before_backward                 	|  1.3631e-05     	|1000           	|  0.013631       	|  0.002802       	|
configure_optimizers               	|  0.0098998      	|1              	|  0.0098998      	|  0.002035       	|
training_step_end                  	|  7.2201e-06     	|1000           	|  0.0072201      	|  0.0014842      	|
on_validation_batch_end            	|  2.2358e-05     	|313            	|  0.006998       	|  0.0014385      	|
on_validation_model_eval           	|  0.0062162      	|1              	|  0.0062162      	|  0.0012778      	|
on_validation_batch_start          	|  1.1839e-05     	|313            	|  0.0037057      	|  0.00076176     	|
validation_step_end                	|  5.6213e-06     	|313            	|  0.0017595      	|  0.00036168     	|
on_train_start                     	|  0.0013391      	|1              	|  0.0013391      	|  0.00027526     	|
on_epoch_end                       	|  1.1517e-05     	|64             	|  0.00073707     	|  0.00015152     	|
on_epoch_start                     	|  1.1114e-05     	|64             	|  0.00071129     	|  0.00014622     	|
on_validation_start                	|  0.00069988     	|1              	|  0.00069988     	|  0.00014387     	|
on_validation_end                  	|  0.00016706     	|1              	|  0.00016706     	|  3.4342e-05     	|
on_fit_end                         	|  0.00010618     	|1              	|  0.00010618     	|  2.1826e-05     	|
setup                              	|  3.6477e-05     	|2              	|  7.2954e-05     	|  1.4997e-05     	|
teardown                           	|  3.5223e-05     	|2              	|  7.0445e-05     	|  1.4481e-05     	|
on_before_accelerator_backend_setup	|  2.7354e-05     	|2              	|  5.4708e-05     	|  1.1246e-05     	|
on_configure_sharded_model         	|  2.4661e-05     	|2              	|  4.9323e-05     	|  1.0139e-05     	|
on_fit_start                       	|  4.431e-05      	|1              	|  4.431e-05      	|  9.1087e-06     	|
on_validation_epoch_end            	|  4.1472e-05     	|1              	|  4.1472e-05     	|  8.5251e-06     	|
on_val_dataloader                  	|  1.2458e-05     	|2              	|  2.4917e-05     	|  5.122e-06      	|
configure_callbacks                	|  1.1842e-05     	|2              	|  2.3684e-05     	|  4.8685e-06     	|
prepare_data                       	|  8.9975e-06     	|2              	|  1.7995e-05     	|  3.6991e-06     	|
configure_sharded_model            	|  8.8392e-06     	|2              	|  1.7678e-05     	|  3.634e-06      	|
on_pretrain_routine_end            	|  1.7004e-05     	|1              	|  1.7004e-05     	|  3.4954e-06     	|
on_validation_epoch_start          	|  1.0155e-05     	|1              	|  1.0155e-05     	|  2.0875e-06     	|
on_train_dataloader                	|  7.2438e-06     	|1              	|  7.2438e-06     	|  1.4891e-06     	|
