VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  475.04         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  6.8706         	|63             	|  432.85         	|  91.119         	|
run_training_batch                 	|  0.29217        	|1000           	|  292.17         	|  61.505         	|
optimizer_step_with_closure_0      	|  0.28766        	|1000           	|  287.66         	|  60.556         	|
training_step_and_backward         	|  0.22279        	|1000           	|  222.79         	|  46.9           	|
backward                           	|  0.11609        	|1000           	|  116.09         	|  24.438         	|
model_forward                      	|  0.10518        	|1000           	|  105.18         	|  22.141         	|
training_step                      	|  0.10498        	|1000           	|  104.98         	|  22.099         	|
get_train_batch                    	|  0.029868       	|1063           	|  31.75          	|  6.6836         	|
fetch_next_train_batch             	|  0.029843       	|1063           	|  31.723         	|  6.6781         	|
run_validate_evaluation            	|  8.1791         	|1              	|  8.1791         	|  1.7218         	|
evaluation_step_and_end            	|  0.10391        	|48             	|  4.9877         	|  1.05           	|
validation_step                    	|  0.1038         	|48             	|  4.9826         	|  1.0489         	|
on_train_batch_end                 	|  0.0024537      	|1000           	|  2.4537         	|  0.51652        	|
zero_grad                          	|  0.0014909      	|1000           	|  1.4909         	|  0.31384        	|
get_validate_batch                 	|  0.016095       	|49             	|  0.78863        	|  0.16602        	|
fetch_next_validate_batch          	|  0.016071       	|49             	|  0.78747        	|  0.16577        	|
training_batch_to_device           	|  0.00026799     	|1000           	|  0.26799        	|  0.056414       	|
on_train_batch_start               	|  9.5004e-05     	|1000           	|  0.095004       	|  0.019999       	|
on_train_end                       	|  0.053696       	|1              	|  0.053696       	|  0.011303       	|
on_after_backward                  	|  2.6956e-05     	|1000           	|  0.026956       	|  0.0056746      	|
on_train_epoch_end                 	|  0.00041558     	|63             	|  0.026181       	|  0.0055114      	|
on_pretrain_routine_start          	|  0.023596       	|1              	|  0.023596       	|  0.0049672      	|
on_train_epoch_start               	|  0.00035243     	|63             	|  0.022203       	|  0.004674       	|
on_batch_start                     	|  2.1492e-05     	|1000           	|  0.021492       	|  0.0045242      	|
configure_optimizers               	|  0.020022       	|1              	|  0.020022       	|  0.0042148      	|
on_before_zero_grad                	|  1.886e-05      	|1000           	|  0.01886        	|  0.0039703      	|
on_batch_end                       	|  1.6342e-05     	|1000           	|  0.016342       	|  0.0034401      	|
evaluation_batch_to_device         	|  0.00028162     	|48             	|  0.013518       	|  0.0028456      	|
on_before_optimizer_step           	|  1.2942e-05     	|1000           	|  0.012942       	|  0.0027245      	|
on_before_backward                 	|  1.2791e-05     	|1000           	|  0.012791       	|  0.0026926      	|
training_step_end                  	|  7.6416e-06     	|1000           	|  0.0076416      	|  0.0016086      	|
on_validation_model_eval           	|  0.0049148      	|1              	|  0.0049148      	|  0.0010346      	|
on_validation_end                  	|  0.0028019      	|1              	|  0.0028019      	|  0.00058984     	|
on_validation_batch_end            	|  3.9147e-05     	|48             	|  0.0018791      	|  0.00039556     	|
on_train_start                     	|  0.0010977      	|1              	|  0.0010977      	|  0.00023109     	|
on_validation_batch_start          	|  1.7128e-05     	|48             	|  0.00082215     	|  0.00017307     	|
on_epoch_end                       	|  1.2016e-05     	|64             	|  0.00076905     	|  0.00016189     	|
on_epoch_start                     	|  1.1295e-05     	|64             	|  0.00072285     	|  0.00015217     	|
on_validation_start                	|  0.00072191     	|1              	|  0.00072191     	|  0.00015197     	|
validation_step_end                	|  9.1669e-06     	|48             	|  0.00044001     	|  9.2626e-05     	|
teardown                           	|  3.3771e-05     	|2              	|  6.7541e-05     	|  1.4218e-05     	|
on_configure_sharded_model         	|  2.973e-05      	|2              	|  5.9459e-05     	|  1.2517e-05     	|
on_fit_start                       	|  5.3313e-05     	|1              	|  5.3313e-05     	|  1.1223e-05     	|
setup                              	|  2.2678e-05     	|2              	|  4.5355e-05     	|  9.5478e-06     	|
on_before_accelerator_backend_setup	|  2.2477e-05     	|2              	|  4.4953e-05     	|  9.4631e-06     	|
configure_sharded_model            	|  1.5002e-05     	|2              	|  3.0003e-05     	|  6.316e-06      	|
on_validation_epoch_end            	|  2.978e-05      	|1              	|  2.978e-05      	|  6.269e-06      	|
on_fit_end                         	|  2.9501e-05     	|1              	|  2.9501e-05     	|  6.2102e-06     	|
on_val_dataloader                  	|  1.2618e-05     	|2              	|  2.5235e-05     	|  5.3123e-06     	|
configure_callbacks                	|  7.6564e-06     	|2              	|  1.5313e-05     	|  3.2235e-06     	|
prepare_data                       	|  6.8154e-06     	|2              	|  1.3631e-05     	|  2.8694e-06     	|
on_pretrain_routine_end            	|  1.3292e-05     	|1              	|  1.3292e-05     	|  2.7981e-06     	|
on_validation_epoch_start          	|  1.1211e-05     	|1              	|  1.1211e-05     	|  2.3601e-06     	|
on_train_dataloader                	|  9.3579e-06     	|1              	|  9.3579e-06     	|  1.9699e-06     	|
