VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  485.19         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  6.6281         	|63             	|  417.57         	|  86.063         	|
run_training_batch                 	|  0.26546        	|1000           	|  265.46         	|  54.712         	|
optimizer_step_with_closure_0      	|  0.2617         	|1000           	|  261.7          	|  53.938         	|
training_step_and_backward         	|  0.19544        	|1000           	|  195.44         	|  40.281         	|
model_forward                      	|  0.10352        	|1000           	|  103.52         	|  21.337         	|
training_step                      	|  0.10334        	|1000           	|  103.34         	|  21.299         	|
backward                           	|  0.09034        	|1000           	|  90.34          	|  18.62          	|
run_validate_evaluation            	|  30.411         	|1              	|  30.411         	|  6.2678         	|
get_train_batch                    	|  0.027477       	|1063           	|  29.208         	|  6.0199         	|
fetch_next_train_batch             	|  0.027453       	|1063           	|  29.183         	|  6.0147         	|
evaluation_step_and_end            	|  0.083589       	|313            	|  26.163         	|  5.3924         	|
validation_step                    	|  0.083522       	|313            	|  26.142         	|  5.3881         	|
on_train_batch_end                 	|  0.0021252      	|1000           	|  2.1252         	|  0.43802        	|
zero_grad                          	|  0.0015425      	|1000           	|  1.5425         	|  0.31791        	|
get_validate_batch                 	|  0.0032561      	|314            	|  1.0224         	|  0.21073        	|
fetch_next_validate_batch          	|  0.0032395      	|314            	|  1.0172         	|  0.20965        	|
training_batch_to_device           	|  0.00026003     	|1000           	|  0.26003        	|  0.053593       	|
on_train_batch_start               	|  0.00011128     	|1000           	|  0.11128        	|  0.022935       	|
evaluation_batch_to_device         	|  0.00022596     	|313            	|  0.070724       	|  0.014577       	|
on_train_end                       	|  0.053547       	|1              	|  0.053547       	|  0.011036       	|
on_after_backward                  	|  2.3499e-05     	|1000           	|  0.023499       	|  0.0048432      	|
on_train_epoch_start               	|  0.0003705      	|63             	|  0.023342       	|  0.0048108      	|
on_train_epoch_end                 	|  0.00035943     	|63             	|  0.022644       	|  0.004667       	|
on_batch_start                     	|  2.2591e-05     	|1000           	|  0.022591       	|  0.004656       	|
on_pretrain_routine_start          	|  0.022357       	|1              	|  0.022357       	|  0.0046079      	|
on_before_zero_grad                	|  1.7254e-05     	|1000           	|  0.017254       	|  0.003556       	|
on_batch_end                       	|  1.5767e-05     	|1000           	|  0.015767       	|  0.0032497      	|
on_before_backward                 	|  1.3068e-05     	|1000           	|  0.013068       	|  0.0026935      	|
on_before_optimizer_step           	|  1.2413e-05     	|1000           	|  0.012413       	|  0.0025583      	|
configure_optimizers               	|  0.010399       	|1              	|  0.010399       	|  0.0021433      	|
on_validation_batch_end            	|  2.4275e-05     	|313            	|  0.0075981      	|  0.001566       	|
training_step_end                  	|  6.8847e-06     	|1000           	|  0.0068847      	|  0.001419       	|
on_validation_model_eval           	|  0.0046807      	|1              	|  0.0046807      	|  0.00096472     	|
on_validation_batch_start          	|  1.2239e-05     	|313            	|  0.0038307      	|  0.00078952     	|
validation_step_end                	|  6.1809e-06     	|313            	|  0.0019346      	|  0.00039873     	|
on_train_start                     	|  0.0015739      	|1              	|  0.0015739      	|  0.00032438     	|
on_epoch_end                       	|  1.2339e-05     	|64             	|  0.00078968     	|  0.00016276     	|
on_epoch_start                     	|  1.1565e-05     	|64             	|  0.00074019     	|  0.00015256     	|
on_validation_start                	|  0.00068856     	|1              	|  0.00068856     	|  0.00014192     	|
on_validation_end                  	|  0.0002701      	|1              	|  0.0002701      	|  5.567e-05      	|
setup                              	|  3.3784e-05     	|2              	|  6.7567e-05     	|  1.3926e-05     	|
teardown                           	|  2.6146e-05     	|2              	|  5.2292e-05     	|  1.0778e-05     	|
on_validation_epoch_end            	|  5.0314e-05     	|1              	|  5.0314e-05     	|  1.037e-05      	|
on_configure_sharded_model         	|  2.325e-05      	|2              	|  4.6499e-05     	|  9.5837e-06     	|
on_before_accelerator_backend_setup	|  2.3238e-05     	|2              	|  4.6477e-05     	|  9.5791e-06     	|
on_fit_start                       	|  3.852e-05      	|1              	|  3.852e-05      	|  7.9391e-06     	|
on_val_dataloader                  	|  1.5073e-05     	|2              	|  3.0147e-05     	|  6.2134e-06     	|
on_fit_end                         	|  2.9899e-05     	|1              	|  2.9899e-05     	|  6.1624e-06     	|
prepare_data                       	|  1.1034e-05     	|2              	|  2.2069e-05     	|  4.5485e-06     	|
configure_sharded_model            	|  8.7265e-06     	|2              	|  1.7453e-05     	|  3.5971e-06     	|
on_pretrain_routine_end            	|  1.6306e-05     	|1              	|  1.6306e-05     	|  3.3607e-06     	|
configure_callbacks                	|  7.4441e-06     	|2              	|  1.4888e-05     	|  3.0685e-06     	|
on_validation_epoch_start          	|  1.2361e-05     	|1              	|  1.2361e-05     	|  2.5476e-06     	|
on_train_dataloader                	|  9.2126e-06     	|1              	|  9.2126e-06     	|  1.8988e-06     	|
