VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  529.1          	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  7.4267         	|63             	|  467.88         	|  88.43          	|
run_training_batch                 	|  0.2898         	|1000           	|  289.8          	|  54.773         	|
optimizer_step_with_closure_0      	|  0.28621        	|1000           	|  286.21         	|  54.095         	|
training_step_and_backward         	|  0.21837        	|1000           	|  218.37         	|  41.272         	|
model_forward                      	|  0.10839        	|1000           	|  108.39         	|  20.486         	|
backward                           	|  0.10831        	|1000           	|  108.31         	|  20.471         	|
training_step                      	|  0.1082         	|1000           	|  108.2          	|  20.449         	|
get_train_batch                    	|  0.029301       	|1063           	|  31.147         	|  5.8867         	|
fetch_next_train_batch             	|  0.029276       	|1063           	|  31.121         	|  5.8818         	|
run_validate_evaluation            	|  30.457         	|1              	|  30.457         	|  5.7565         	|
evaluation_step_and_end            	|  0.083673       	|313            	|  26.19          	|  4.9499         	|
validation_step                    	|  0.083607       	|313            	|  26.169         	|  4.946          	|
on_train_batch_end                 	|  0.0022965      	|1000           	|  2.2965         	|  0.43403        	|
zero_grad                          	|  0.0016246      	|1000           	|  1.6246         	|  0.30705        	|
get_validate_batch                 	|  0.0034156      	|314            	|  1.0725         	|  0.2027         	|
fetch_next_validate_batch          	|  0.0033986      	|314            	|  1.0672         	|  0.20169        	|
training_batch_to_device           	|  0.00033512     	|1000           	|  0.33512        	|  0.063338       	|
on_train_batch_start               	|  9.4519e-05     	|1000           	|  0.094519       	|  0.017864       	|
evaluation_batch_to_device         	|  0.00025038     	|313            	|  0.078369       	|  0.014812       	|
on_train_end                       	|  0.049903       	|1              	|  0.049903       	|  0.0094317      	|
on_after_backward                  	|  2.5455e-05     	|1000           	|  0.025455       	|  0.0048109      	|
on_batch_start                     	|  2.3127e-05     	|1000           	|  0.023127       	|  0.004371       	|
on_pretrain_routine_start          	|  0.022537       	|1              	|  0.022537       	|  0.0042595      	|
on_train_epoch_start               	|  0.00035364     	|63             	|  0.022279       	|  0.0042108      	|
on_train_epoch_end                 	|  0.00033908     	|63             	|  0.021362       	|  0.0040375      	|
on_before_zero_grad                	|  1.8698e-05     	|1000           	|  0.018698       	|  0.003534       	|
on_batch_end                       	|  1.6728e-05     	|1000           	|  0.016728       	|  0.0031616      	|
on_before_optimizer_step           	|  1.3342e-05     	|1000           	|  0.013342       	|  0.0025217      	|
on_before_backward                 	|  1.3225e-05     	|1000           	|  0.013225       	|  0.0024996      	|
configure_optimizers               	|  0.011736       	|1              	|  0.011736       	|  0.0022182      	|
on_validation_batch_end            	|  2.3897e-05     	|313            	|  0.0074797      	|  0.0014137      	|
training_step_end                  	|  6.9041e-06     	|1000           	|  0.0069041      	|  0.0013049      	|
on_validation_model_eval           	|  0.0044912      	|1              	|  0.0044912      	|  0.00084885     	|
on_validation_batch_start          	|  1.2194e-05     	|313            	|  0.0038166      	|  0.00072134     	|
validation_step_end                	|  6.1285e-06     	|313            	|  0.0019182      	|  0.00036254     	|
on_train_start                     	|  0.00097656     	|1              	|  0.00097656     	|  0.00018457     	|
on_validation_start                	|  0.00081028     	|1              	|  0.00081028     	|  0.00015314     	|
on_epoch_start                     	|  1.2649e-05     	|64             	|  0.00080955     	|  0.00015301     	|
on_epoch_end                       	|  1.1185e-05     	|64             	|  0.00071586     	|  0.0001353      	|
on_fit_end                         	|  0.00029008     	|1              	|  0.00029008     	|  5.4825e-05     	|
on_validation_end                  	|  0.00013871     	|1              	|  0.00013871     	|  2.6217e-05     	|
on_before_accelerator_backend_setup	|  3.2444e-05     	|2              	|  6.4889e-05     	|  1.2264e-05     	|
teardown                           	|  3.1444e-05     	|2              	|  6.2888e-05     	|  1.1886e-05     	|
on_configure_sharded_model         	|  2.7243e-05     	|2              	|  5.4486e-05     	|  1.0298e-05     	|
setup                              	|  2.5509e-05     	|2              	|  5.1018e-05     	|  9.6424e-06     	|
configure_callbacks                	|  2.2114e-05     	|2              	|  4.4229e-05     	|  8.3592e-06     	|
on_val_dataloader                  	|  1.7949e-05     	|2              	|  3.5899e-05     	|  6.7849e-06     	|
on_validation_epoch_end            	|  3.2032e-05     	|1              	|  3.2032e-05     	|  6.0541e-06     	|
on_fit_start                       	|  1.8194e-05     	|1              	|  1.8194e-05     	|  3.4387e-06     	|
on_pretrain_routine_end            	|  1.521e-05      	|1              	|  1.521e-05      	|  2.8748e-06     	|
prepare_data                       	|  7.377e-06      	|2              	|  1.4754e-05     	|  2.7885e-06     	|
configure_sharded_model            	|  6.4736e-06     	|2              	|  1.2947e-05     	|  2.447e-06      	|
on_validation_epoch_start          	|  1.1148e-05     	|1              	|  1.1148e-05     	|  2.107e-06      	|
on_train_dataloader                	|  7.9386e-06     	|1              	|  7.9386e-06     	|  1.5004e-06     	|
