VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  510.9          	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  7.2902         	|63             	|  459.28         	|  89.897         	|
run_training_batch                 	|  0.3202         	|1000           	|  320.2          	|  62.674         	|
optimizer_step_with_closure_0      	|  0.31606        	|1000           	|  316.06         	|  61.863         	|
training_step_and_backward         	|  0.24196        	|1000           	|  241.96         	|  47.359         	|
backward                           	|  0.12113        	|1000           	|  121.13         	|  23.708         	|
model_forward                      	|  0.11896        	|1000           	|  118.96         	|  23.284         	|
training_step                      	|  0.11873        	|1000           	|  118.73         	|  23.239         	|
get_train_batch                    	|  0.027042       	|1063           	|  28.746         	|  5.6265         	|
fetch_next_train_batch             	|  0.027014       	|1063           	|  28.716         	|  5.6206         	|
run_validate_evaluation            	|  8.3722         	|1              	|  8.3722         	|  1.6387         	|
evaluation_step_and_end            	|  0.11126        	|48             	|  5.3406         	|  1.0453         	|
validation_step                    	|  0.11113        	|48             	|  5.334          	|  1.044          	|
on_train_batch_end                 	|  0.0026805      	|1000           	|  2.6805         	|  0.52467        	|
zero_grad                          	|  0.0018312      	|1000           	|  1.8312         	|  0.35842        	|
get_validate_batch                 	|  0.013317       	|49             	|  0.65254        	|  0.12772        	|
fetch_next_validate_batch          	|  0.013287       	|49             	|  0.65104        	|  0.12743        	|
training_batch_to_device           	|  0.00030476     	|1000           	|  0.30476        	|  0.059652       	|
on_train_end                       	|  0.11038        	|1              	|  0.11038        	|  0.021606       	|
on_train_batch_start               	|  0.00010771     	|1000           	|  0.10771        	|  0.021082       	|
on_batch_start                     	|  6.9817e-05     	|1000           	|  0.069817       	|  0.013666       	|
on_pretrain_routine_start          	|  0.041352       	|1              	|  0.041352       	|  0.008094       	|
on_after_backward                  	|  3.0778e-05     	|1000           	|  0.030778       	|  0.0060242      	|
on_train_epoch_end                 	|  0.00048165     	|63             	|  0.030344       	|  0.0059393      	|
on_train_epoch_start               	|  0.00042822     	|63             	|  0.026978       	|  0.0052805      	|
configure_optimizers               	|  0.024288       	|1              	|  0.024288       	|  0.004754       	|
on_before_zero_grad                	|  2.1692e-05     	|1000           	|  0.021692       	|  0.0042458      	|
on_batch_end                       	|  1.8602e-05     	|1000           	|  0.018602       	|  0.003641       	|
evaluation_batch_to_device         	|  0.00033124     	|48             	|  0.0159         	|  0.0031121      	|
on_before_backward                 	|  1.5193e-05     	|1000           	|  0.015193       	|  0.0029737      	|
on_before_optimizer_step           	|  1.5143e-05     	|1000           	|  0.015143       	|  0.0029641      	|
training_step_end                  	|  8.6702e-06     	|1000           	|  0.0086702      	|  0.0016971      	|
on_validation_model_eval           	|  0.0050668      	|1              	|  0.0050668      	|  0.00099174     	|
on_validation_batch_end            	|  4.6218e-05     	|48             	|  0.0022185      	|  0.00043423     	|
on_train_start                     	|  0.0016787      	|1              	|  0.0016787      	|  0.00032858     	|
on_validation_batch_start          	|  1.9145e-05     	|48             	|  0.00091898     	|  0.00017987     	|
on_epoch_end                       	|  1.3714e-05     	|64             	|  0.00087772     	|  0.0001718      	|
on_epoch_start                     	|  1.3241e-05     	|64             	|  0.00084744     	|  0.00016587     	|
on_validation_start                	|  0.00067846     	|1              	|  0.00067846     	|  0.0001328      	|
validation_step_end                	|  1.1203e-05     	|48             	|  0.00053773     	|  0.00010525     	|
on_validation_end                  	|  0.0002232      	|1              	|  0.0002232      	|  4.3687e-05     	|
teardown                           	|  4.4604e-05     	|2              	|  8.9208e-05     	|  1.7461e-05     	|
on_fit_end                         	|  7.1041e-05     	|1              	|  7.1041e-05     	|  1.3905e-05     	|
on_before_accelerator_backend_setup	|  3.4288e-05     	|2              	|  6.8575e-05     	|  1.3422e-05     	|
on_configure_sharded_model         	|  3.3872e-05     	|2              	|  6.7744e-05     	|  1.326e-05      	|
setup                              	|  2.9779e-05     	|2              	|  5.9558e-05     	|  1.1657e-05     	|
on_fit_start                       	|  4.7574e-05     	|1              	|  4.7574e-05     	|  9.3118e-06     	|
on_validation_epoch_end            	|  3.7657e-05     	|1              	|  3.7657e-05     	|  7.3707e-06     	|
on_val_dataloader                  	|  1.7671e-05     	|2              	|  3.5342e-05     	|  6.9176e-06     	|
on_train_dataloader                	|  3.4656e-05     	|1              	|  3.4656e-05     	|  6.7834e-06     	|
configure_sharded_model            	|  1.4533e-05     	|2              	|  2.9067e-05     	|  5.6893e-06     	|
configure_callbacks                	|  1.195e-05      	|2              	|  2.39e-05       	|  4.6779e-06     	|
on_pretrain_routine_end            	|  2.2763e-05     	|1              	|  2.2763e-05     	|  4.4556e-06     	|
prepare_data                       	|  1.0848e-05     	|2              	|  2.1696e-05     	|  4.2466e-06     	|
on_validation_epoch_start          	|  1.1558e-05     	|1              	|  1.1558e-05     	|  2.2622e-06     	|
