VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  558.22         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  7.7709         	|63             	|  489.57         	|  87.702         	|
run_training_batch                 	|  0.36787        	|1000           	|  367.87         	|  65.901         	|
optimizer_step_with_closure_0      	|  0.36527        	|1000           	|  365.27         	|  65.435         	|
training_step_and_backward         	|  0.26114        	|1000           	|  261.14         	|  46.782         	|
model_forward                      	|  0.13503        	|1000           	|  135.03         	|  24.19          	|
training_step                      	|  0.13486        	|1000           	|  134.86         	|  24.159         	|
backward                           	|  0.1247         	|1000           	|  124.7          	|  22.34          	|
run_validate_evaluation            	|  30.75          	|1              	|  30.75          	|  5.5086         	|
evaluation_step_and_end            	|  0.22031        	|125            	|  27.539         	|  4.9333         	|
validation_step                    	|  0.22021        	|125            	|  27.526         	|  4.9311         	|
get_train_batch                    	|  0.025041       	|1063           	|  26.618         	|  4.7684         	|
fetch_next_train_batch             	|  0.025017       	|1063           	|  26.593         	|  4.7639         	|
on_train_batch_end                 	|  0.0017765      	|1000           	|  1.7765         	|  0.31824        	|
zero_grad                          	|  0.0013767      	|1000           	|  1.3767         	|  0.24662        	|
get_validate_batch                 	|  0.0066586      	|126            	|  0.83899        	|  0.1503         	|
fetch_next_validate_batch          	|  0.0066359      	|126            	|  0.83612        	|  0.14978        	|
training_batch_to_device           	|  0.00029166     	|1000           	|  0.29166        	|  0.052248       	|
on_train_batch_start               	|  9.4649e-05     	|1000           	|  0.094649       	|  0.016956       	|
on_train_end                       	|  0.043628       	|1              	|  0.043628       	|  0.0078156      	|
evaluation_batch_to_device         	|  0.0002843      	|125            	|  0.035538       	|  0.0063663      	|
on_train_epoch_end                 	|  0.0003671      	|63             	|  0.023127       	|  0.004143       	|
on_train_epoch_start               	|  0.00035224     	|63             	|  0.022191       	|  0.0039754      	|
on_pretrain_routine_start          	|  0.021464       	|1              	|  0.021464       	|  0.003845       	|
on_after_backward                  	|  2.1317e-05     	|1000           	|  0.021317       	|  0.0038187      	|
on_batch_start                     	|  1.9865e-05     	|1000           	|  0.019865       	|  0.0035586      	|
on_before_zero_grad                	|  1.5598e-05     	|1000           	|  0.015598       	|  0.0027943      	|
on_batch_end                       	|  1.5453e-05     	|1000           	|  0.015453       	|  0.0027683      	|
on_before_optimizer_step           	|  1.2657e-05     	|1000           	|  0.012657       	|  0.0022675      	|
on_before_backward                 	|  1.2048e-05     	|1000           	|  0.012048       	|  0.0021584      	|
configure_optimizers               	|  0.010135       	|1              	|  0.010135       	|  0.0018156      	|
training_step_end                  	|  6.3548e-06     	|1000           	|  0.0063548      	|  0.0011384      	|
on_validation_batch_end            	|  3.6436e-05     	|125            	|  0.0045545      	|  0.00081591     	|
on_validation_model_eval           	|  0.0037229      	|1              	|  0.0037229      	|  0.00066693     	|
on_validation_batch_start          	|  1.602e-05      	|125            	|  0.0020026      	|  0.00035874     	|
on_train_start                     	|  0.0015439      	|1              	|  0.0015439      	|  0.00027658     	|
validation_step_end                	|  8.0669e-06     	|125            	|  0.0010084      	|  0.00018064     	|
on_epoch_end                       	|  1.2093e-05     	|64             	|  0.00077397     	|  0.00013865     	|
on_epoch_start                     	|  1.1133e-05     	|64             	|  0.00071254     	|  0.00012765     	|
on_validation_start                	|  0.00045402     	|1              	|  0.00045402     	|  8.1335e-05     	|
on_validation_end                  	|  0.00016928     	|1              	|  0.00016928     	|  3.0325e-05     	|
setup                              	|  3.0365e-05     	|2              	|  6.073e-05      	|  1.0879e-05     	|
on_fit_end                         	|  5.8359e-05     	|1              	|  5.8359e-05     	|  1.0454e-05     	|
on_before_accelerator_backend_setup	|  2.7585e-05     	|2              	|  5.517e-05      	|  9.8832e-06     	|
on_configure_sharded_model         	|  2.4783e-05     	|2              	|  4.9567e-05     	|  8.8795e-06     	|
teardown                           	|  2.2365e-05     	|2              	|  4.473e-05      	|  8.0129e-06     	|
on_fit_start                       	|  4.1932e-05     	|1              	|  4.1932e-05     	|  7.5118e-06     	|
on_validation_epoch_end            	|  2.8221e-05     	|1              	|  2.8221e-05     	|  5.0555e-06     	|
on_val_dataloader                  	|  8.3558e-06     	|2              	|  1.6712e-05     	|  2.9938e-06     	|
configure_callbacks                	|  8.1118e-06     	|2              	|  1.6224e-05     	|  2.9063e-06     	|
prepare_data                       	|  8.1062e-06     	|2              	|  1.6212e-05     	|  2.9043e-06     	|
configure_sharded_model            	|  7.893e-06      	|2              	|  1.5786e-05     	|  2.8279e-06     	|
on_pretrain_routine_end            	|  1.3938e-05     	|1              	|  1.3938e-05     	|  2.4969e-06     	|
on_validation_epoch_start          	|  9.9801e-06     	|1              	|  9.9801e-06     	|  1.7878e-06     	|
on_train_dataloader                	|  5.7034e-06     	|1              	|  5.7034e-06     	|  1.0217e-06     	|
