VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  417.91         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  5.7219         	|63             	|  360.48         	|  86.258         	|
run_training_batch                 	|  0.33379        	|1000           	|  333.79         	|  79.871         	|
optimizer_step_with_closure_0      	|  0.33119        	|1000           	|  331.19         	|  79.25          	|
training_step_and_backward         	|  0.24818        	|1000           	|  248.18         	|  59.386         	|
model_forward                      	|  0.15448        	|1000           	|  154.48         	|  36.965         	|
training_step                      	|  0.15434        	|1000           	|  154.34         	|  36.932         	|
backward                           	|  0.092407       	|1000           	|  92.407         	|  22.112         	|
run_validate_evaluation            	|  12.486         	|1              	|  12.486         	|  2.9876         	|
evaluation_step_and_end            	|  0.24949        	|48             	|  11.976         	|  2.8656         	|
validation_step                    	|  0.24944        	|48             	|  11.973         	|  2.865          	|
get_train_batch                    	|  0.0080634      	|1063           	|  8.5714         	|  2.051          	|
fetch_next_train_batch             	|  0.0080447      	|1063           	|  8.5515         	|  2.0463         	|
zero_grad                          	|  0.0012703      	|1000           	|  1.2703         	|  0.30398        	|
on_train_batch_end                 	|  0.0011842      	|1000           	|  1.1842         	|  0.28337        	|
training_batch_to_device           	|  0.00022548     	|1000           	|  0.22548        	|  0.053954       	|
get_validate_batch                 	|  0.0045374      	|49             	|  0.22233        	|  0.053201       	|
fetch_next_validate_batch          	|  0.0045225      	|49             	|  0.2216         	|  0.053026       	|
on_train_batch_start               	|  9.2114e-05     	|1000           	|  0.092114       	|  0.022042       	|
on_pretrain_routine_start          	|  0.029205       	|1              	|  0.029205       	|  0.0069884      	|
on_train_end                       	|  0.025782       	|1              	|  0.025782       	|  0.0061693      	|
on_train_epoch_start               	|  0.00029002     	|63             	|  0.018271       	|  0.0043721      	|
on_train_epoch_end                 	|  0.00028405     	|63             	|  0.017895       	|  0.004282       	|
on_batch_start                     	|  1.6574e-05     	|1000           	|  0.016574       	|  0.003966       	|
on_before_zero_grad                	|  1.3589e-05     	|1000           	|  0.013589       	|  0.0032517      	|
on_batch_end                       	|  1.3298e-05     	|1000           	|  0.013298       	|  0.0031821      	|
on_after_backward                  	|  1.187e-05      	|1000           	|  0.01187        	|  0.0028402      	|
on_before_backward                 	|  1.0788e-05     	|1000           	|  0.010788       	|  0.0025814      	|
evaluation_batch_to_device         	|  0.00021896     	|48             	|  0.01051        	|  0.0025149      	|
on_before_optimizer_step           	|  1.0483e-05     	|1000           	|  0.010483       	|  0.0025084      	|
configure_optimizers               	|  0.0086555      	|1              	|  0.0086555      	|  0.0020711      	|
training_step_end                  	|  6.4761e-06     	|1000           	|  0.0064761      	|  0.0015497      	|
on_validation_model_eval           	|  0.0040398      	|1              	|  0.0040398      	|  0.00096668     	|
on_validation_batch_end            	|  2.2249e-05     	|48             	|  0.001068       	|  0.00025555     	|
on_train_start                     	|  0.00075465     	|1              	|  0.00075465     	|  0.00018058     	|
on_epoch_start                     	|  1.0823e-05     	|64             	|  0.00069268     	|  0.00016575     	|
on_epoch_end                       	|  1.0465e-05     	|64             	|  0.00066974     	|  0.00016026     	|
on_validation_batch_start          	|  1.0765e-05     	|48             	|  0.00051674     	|  0.00012365     	|
on_validation_start                	|  0.00034587     	|1              	|  0.00034587     	|  8.2762e-05     	|
validation_step_end                	|  5.5316e-06     	|48             	|  0.00026552     	|  6.3535e-05     	|
on_validation_end                  	|  0.00011163     	|1              	|  0.00011163     	|  2.6711e-05     	|
on_before_accelerator_backend_setup	|  1.9366e-05     	|2              	|  3.8732e-05     	|  9.2681e-06     	|
teardown                           	|  1.4898e-05     	|2              	|  2.9796e-05     	|  7.1298e-06     	|
on_configure_sharded_model         	|  1.3951e-05     	|2              	|  2.7902e-05     	|  6.6766e-06     	|
setup                              	|  1.2659e-05     	|2              	|  2.5317e-05     	|  6.058e-06      	|
on_fit_end                         	|  2.153e-05      	|1              	|  2.153e-05      	|  5.1518e-06     	|
on_validation_epoch_end            	|  1.7663e-05     	|1              	|  1.7663e-05     	|  4.2265e-06     	|
on_fit_start                       	|  1.626e-05      	|1              	|  1.626e-05      	|  3.8908e-06     	|
prepare_data                       	|  6.2465e-06     	|2              	|  1.2493e-05     	|  2.9894e-06     	|
on_val_dataloader                  	|  5.9915e-06     	|2              	|  1.1983e-05     	|  2.8674e-06     	|
on_pretrain_routine_end            	|  1.0529e-05     	|1              	|  1.0529e-05     	|  2.5195e-06     	|
configure_sharded_model            	|  5.099e-06      	|2              	|  1.0198e-05     	|  2.4402e-06     	|
configure_callbacks                	|  5.009e-06      	|2              	|  1.0018e-05     	|  2.3972e-06     	|
on_validation_epoch_start          	|  9.628e-06      	|1              	|  9.628e-06      	|  2.3039e-06     	|
on_train_dataloader                	|  4.3981e-06     	|1              	|  4.3981e-06     	|  1.0524e-06     	|
VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1596.9         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  24.076         	|63             	|  1516.8         	|  94.98          	|
run_training_batch                 	|  0.18522        	|8000           	|  1481.7         	|  92.786         	|
training_step_and_backward         	|  0.17534        	|8000           	|  1402.7         	|  87.835         	|
model_forward                      	|  0.092212       	|8000           	|  737.7          	|  46.194         	|
training_step                      	|  0.09208        	|8000           	|  736.64         	|  46.128         	|
backward                           	|  0.082944       	|8000           	|  663.55         	|  41.551         	|
optimizer_step_with_closure_0      	|  0.23204        	|1000           	|  232.04         	|  14.53          	|
run_validate_evaluation            	|  37.105         	|1              	|  37.105         	|  2.3235         	|
evaluation_step_and_end            	|  0.096193       	|377            	|  36.265         	|  2.2709         	|
validation_step                    	|  0.096143       	|377            	|  36.246         	|  2.2697         	|
get_train_batch                    	|  0.0022766      	|8063           	|  18.356         	|  1.1495         	|
fetch_next_train_batch             	|  0.0022603      	|8063           	|  18.225         	|  1.1412         	|
on_train_batch_end                 	|  0.0010649      	|8000           	|  8.5192         	|  0.53347        	|
training_batch_to_device           	|  0.00021381     	|8000           	|  1.7105         	|  0.10711        	|
zero_grad                          	|  0.0012864      	|1000           	|  1.2864         	|  0.080553       	|
on_train_batch_start               	|  9.0398e-05     	|8000           	|  0.72319        	|  0.045286       	|
get_validate_batch                 	|  0.001587       	|378            	|  0.59988        	|  0.037564       	|
fetch_next_validate_batch          	|  0.0015736      	|378            	|  0.5948         	|  0.037246       	|
on_batch_start                     	|  1.5147e-05     	|8000           	|  0.12118        	|  0.0075881      	|
on_before_backward                 	|  1.3372e-05     	|8000           	|  0.10697        	|  0.0066986      	|
on_batch_end                       	|  1.2984e-05     	|8000           	|  0.10387        	|  0.0065044      	|
on_after_backward                  	|  1.1411e-05     	|8000           	|  0.091288       	|  0.0057164      	|
evaluation_batch_to_device         	|  0.00020129     	|377            	|  0.075885       	|  0.0047519      	|
training_step_end                  	|  5.7738e-06     	|8000           	|  0.04619        	|  0.0028924      	|
on_train_end                       	|  0.025985       	|1              	|  0.025985       	|  0.0016272      	|
on_pretrain_routine_start          	|  0.022318       	|1              	|  0.022318       	|  0.0013975      	|
on_train_epoch_start               	|  0.0002983      	|63             	|  0.018793       	|  0.0011768      	|
on_train_epoch_end                 	|  0.00028048     	|63             	|  0.01767        	|  0.0011065      	|
on_before_zero_grad                	|  1.4473e-05     	|1000           	|  0.014473       	|  0.00090627     	|
on_before_optimizer_step           	|  1.1541e-05     	|1000           	|  0.011541       	|  0.00072268     	|
configure_optimizers               	|  0.0084243      	|1              	|  0.0084243      	|  0.00052753     	|
on_validation_batch_end            	|  1.8361e-05     	|377            	|  0.0069219      	|  0.00043345     	|
on_validation_model_eval           	|  0.0046281      	|1              	|  0.0046281      	|  0.00028981     	|
on_validation_batch_start          	|  9.6645e-06     	|377            	|  0.0036435      	|  0.00022816     	|
validation_step_end                	|  4.8983e-06     	|377            	|  0.0018466      	|  0.00011564     	|
on_train_start                     	|  0.00069451     	|1              	|  0.00069451     	|  4.349e-05      	|
on_epoch_end                       	|  1.058e-05      	|64             	|  0.00067714     	|  4.2402e-05     	|
on_epoch_start                     	|  1.0243e-05     	|64             	|  0.00065558     	|  4.1052e-05     	|
on_validation_start                	|  0.00032483     	|1              	|  0.00032483     	|  2.0341e-05     	|
on_validation_end                  	|  0.00011355     	|1              	|  0.00011355     	|  7.1106e-06     	|
on_before_accelerator_backend_setup	|  1.9146e-05     	|2              	|  3.8291e-05     	|  2.3978e-06     	|
teardown                           	|  1.4968e-05     	|2              	|  2.9936e-05     	|  1.8746e-06     	|
setup                              	|  1.4247e-05     	|2              	|  2.8493e-05     	|  1.7842e-06     	|
on_configure_sharded_model         	|  1.3911e-05     	|2              	|  2.7822e-05     	|  1.7422e-06     	|
on_fit_end                         	|  2.2082e-05     	|1              	|  2.2082e-05     	|  1.3828e-06     	|
on_validation_epoch_end            	|  1.6761e-05     	|1              	|  1.6761e-05     	|  1.0496e-06     	|
on_fit_start                       	|  1.608e-05      	|1              	|  1.608e-05      	|  1.0069e-06     	|
on_pretrain_routine_end            	|  1.2544e-05     	|1              	|  1.2544e-05     	|  7.855e-07      	|
on_val_dataloader                  	|  5.926e-06      	|2              	|  1.1852e-05     	|  7.4217e-07     	|
prepare_data                       	|  5.7359e-06     	|2              	|  1.1472e-05     	|  7.1836e-07     	|
configure_callbacks                	|  5.1894e-06     	|2              	|  1.0379e-05     	|  6.4992e-07     	|
configure_sharded_model            	|  5.0395e-06     	|2              	|  1.0079e-05     	|  6.3114e-07     	|
on_validation_epoch_start          	|  9.899e-06      	|1              	|  9.899e-06      	|  6.1987e-07     	|
on_train_dataloader                	|  4.3281e-06     	|1              	|  4.3281e-06     	|  2.7102e-07     	|
