VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  760.38         	|  100 %          	|
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run_training_epoch                 	|  3.5217         	|200            	|  704.34         	|  92.631         	|
run_training_batch                 	|  0.30737        	|1000           	|  307.37         	|  40.423         	|
optimizer_step_with_closure_0      	|  0.30375        	|1000           	|  303.75         	|  39.947         	|
training_step_and_backward         	|  0.23428        	|1000           	|  234.28         	|  30.811         	|
model_forward                      	|  0.1192         	|1000           	|  119.2          	|  15.676         	|
training_step                      	|  0.11898        	|1000           	|  118.98         	|  15.648         	|
backward                           	|  0.11337        	|1000           	|  113.37         	|  14.91          	|
get_train_batch                    	|  0.057681       	|1200           	|  69.217         	|  9.103          	|
fetch_next_train_batch             	|  0.057649       	|1200           	|  69.179         	|  9.0979         	|
run_validate_evaluation            	|  17.105         	|1              	|  17.105         	|  2.2495         	|
evaluation_step_and_end            	|  0.10181        	|139            	|  14.151         	|  1.8611         	|
validation_step                    	|  0.10168        	|139            	|  14.134         	|  1.8588         	|
on_train_batch_end                 	|  0.0023716      	|1000           	|  2.3716         	|  0.3119         	|
zero_grad                          	|  0.0016749      	|1000           	|  1.6749         	|  0.22027        	|
get_validate_batch                 	|  0.0053011      	|140            	|  0.74216        	|  0.097604       	|
fetch_next_validate_batch          	|  0.0052755      	|140            	|  0.73857        	|  0.097132       	|
training_batch_to_device           	|  0.00041661     	|1000           	|  0.41661        	|  0.05479        	|
configure_optimizers               	|  0.34589        	|1              	|  0.34589        	|  0.045489       	|
on_train_end                       	|  0.11167        	|1              	|  0.11167        	|  0.014686       	|
on_train_batch_start               	|  0.00010438     	|1000           	|  0.10438        	|  0.013727       	|
on_train_epoch_end                 	|  0.00033636     	|200            	|  0.067272       	|  0.0088472      	|
on_train_epoch_start               	|  0.00033105     	|200            	|  0.06621        	|  0.0087075      	|
evaluation_batch_to_device         	|  0.00032598     	|139            	|  0.045311       	|  0.005959       	|
on_batch_start                     	|  3.2286e-05     	|1000           	|  0.032286       	|  0.0042461      	|
on_after_backward                  	|  2.9169e-05     	|1000           	|  0.029169       	|  0.0038361      	|
on_pretrain_routine_start          	|  0.02316        	|1              	|  0.02316        	|  0.0030459      	|
on_before_zero_grad                	|  2.0966e-05     	|1000           	|  0.020966       	|  0.0027573      	|
on_batch_end                       	|  1.6872e-05     	|1000           	|  0.016872       	|  0.0022189      	|
on_before_optimizer_step           	|  1.6523e-05     	|1000           	|  0.016523       	|  0.002173       	|
on_before_backward                 	|  1.4348e-05     	|1000           	|  0.014348       	|  0.001887       	|
training_step_end                  	|  8.6459e-06     	|1000           	|  0.0086459      	|  0.0011371      	|
on_validation_batch_end            	|  4.5891e-05     	|139            	|  0.0063788      	|  0.0008389      	|
on_validation_model_eval           	|  0.0046104      	|1              	|  0.0046104      	|  0.00060633     	|
on_epoch_start                     	|  1.252e-05      	|201            	|  0.0025165      	|  0.00033095     	|
on_validation_batch_start          	|  1.7495e-05     	|139            	|  0.0024318      	|  0.00031982     	|
on_epoch_end                       	|  1.1878e-05     	|201            	|  0.0023875      	|  0.00031399     	|
validation_step_end                	|  1.0232e-05     	|139            	|  0.0014222      	|  0.00018704     	|
on_train_start                     	|  0.00099452     	|1              	|  0.00099452     	|  0.00013079     	|
on_validation_start                	|  0.00056938     	|1              	|  0.00056938     	|  7.4881e-05     	|
on_validation_end                  	|  0.00021192     	|1              	|  0.00021192     	|  2.787e-05      	|
teardown                           	|  4.8231e-05     	|2              	|  9.6463e-05     	|  1.2686e-05     	|
on_before_accelerator_backend_setup	|  3.1349e-05     	|2              	|  6.2698e-05     	|  8.2457e-06     	|
on_configure_sharded_model         	|  3.0933e-05     	|2              	|  6.1866e-05     	|  8.1362e-06     	|
setup                              	|  2.7045e-05     	|2              	|  5.4089e-05     	|  7.1135e-06     	|
on_validation_epoch_end            	|  5.1612e-05     	|1              	|  5.1612e-05     	|  6.7877e-06     	|
on_fit_start                       	|  4.7086e-05     	|1              	|  4.7086e-05     	|  6.1924e-06     	|
on_fit_end                         	|  3.1127e-05     	|1              	|  3.1127e-05     	|  4.0936e-06     	|
on_val_dataloader                  	|  1.2979e-05     	|2              	|  2.5958e-05     	|  3.4138e-06     	|
prepare_data                       	|  1.0142e-05     	|2              	|  2.0284e-05     	|  2.6676e-06     	|
configure_sharded_model            	|  9.5144e-06     	|2              	|  1.9029e-05     	|  2.5025e-06     	|
configure_callbacks                	|  7.3928e-06     	|2              	|  1.4786e-05     	|  1.9445e-06     	|
on_pretrain_routine_end            	|  1.3189e-05     	|1              	|  1.3189e-05     	|  1.7346e-06     	|
on_validation_epoch_start          	|  1.3167e-05     	|1              	|  1.3167e-05     	|  1.7316e-06     	|
on_train_dataloader                	|  8.0857e-06     	|1              	|  8.0857e-06     	|  1.0634e-06     	|
