VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  445.8          	|  100 %          	|
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run_training_epoch                 	|  5.2768         	|63             	|  332.44         	|  74.572         	|
run_training_batch                 	|  0.30919        	|1000           	|  309.19         	|  69.356         	|
optimizer_step_with_closure_0      	|  0.30651        	|1000           	|  306.51         	|  68.757         	|
training_step_and_backward         	|  0.23036        	|1000           	|  230.36         	|  51.675         	|
model_forward                      	|  0.14236        	|1000           	|  142.36         	|  31.934         	|
training_step                      	|  0.14222        	|1000           	|  142.22         	|  31.902         	|
backward                           	|  0.086669       	|1000           	|  86.669         	|  19.441         	|
run_validate_evaluation            	|  70.242         	|1              	|  70.242         	|  15.756         	|
evaluation_step_and_end            	|  0.21926        	|313            	|  68.63          	|  15.395         	|
validation_step                    	|  0.21921        	|313            	|  68.613         	|  15.391         	|
get_train_batch                    	|  0.0074215      	|1063           	|  7.889          	|  1.7696         	|
fetch_next_train_batch             	|  0.0074023      	|1063           	|  7.8687         	|  1.7651         	|
zero_grad                          	|  0.0013118      	|1000           	|  1.3118         	|  0.29425        	|
on_train_batch_end                 	|  0.0011862      	|1000           	|  1.1862         	|  0.26608        	|
get_validate_batch                 	|  0.0018907      	|314            	|  0.59368        	|  0.13317        	|
fetch_next_validate_batch          	|  0.0018767      	|314            	|  0.58927        	|  0.13218        	|
training_batch_to_device           	|  0.00022588     	|1000           	|  0.22588        	|  0.050668       	|
on_train_batch_start               	|  9.1824e-05     	|1000           	|  0.091824       	|  0.020598       	|
evaluation_batch_to_device         	|  0.00022743     	|313            	|  0.071185       	|  0.015968       	|
on_train_end                       	|  0.02438        	|1              	|  0.02438        	|  0.0054688      	|
on_pretrain_routine_start          	|  0.022341       	|1              	|  0.022341       	|  0.0050115      	|
on_train_epoch_end                 	|  0.0002902      	|63             	|  0.018283       	|  0.0041011      	|
on_train_epoch_start               	|  0.00028508     	|63             	|  0.01796        	|  0.0040287      	|
on_batch_start                     	|  1.599e-05      	|1000           	|  0.01599        	|  0.0035867      	|
on_batch_end                       	|  1.3874e-05     	|1000           	|  0.013874       	|  0.0031123      	|
on_before_zero_grad                	|  1.3413e-05     	|1000           	|  0.013413       	|  0.0030088      	|
on_after_backward                  	|  1.1527e-05     	|1000           	|  0.011527       	|  0.0025857      	|
on_before_optimizer_step           	|  1.0968e-05     	|1000           	|  0.010968       	|  0.0024603      	|
on_before_backward                 	|  1.0476e-05     	|1000           	|  0.010476       	|  0.00235        	|
configure_optimizers               	|  0.0085436      	|1              	|  0.0085436      	|  0.0019165      	|
on_validation_batch_end            	|  2.0309e-05     	|313            	|  0.0063568      	|  0.0014259      	|
training_step_end                  	|  5.7533e-06     	|1000           	|  0.0057533      	|  0.0012906      	|
on_validation_model_eval           	|  0.0042357      	|1              	|  0.0042357      	|  0.00095014     	|
on_validation_batch_start          	|  1.0996e-05     	|313            	|  0.0034417      	|  0.00077204     	|
validation_step_end                	|  5.3755e-06     	|313            	|  0.0016825      	|  0.00037742     	|
on_train_start                     	|  0.00073138     	|1              	|  0.00073138     	|  0.00016406     	|
on_epoch_end                       	|  1.0842e-05     	|64             	|  0.00069387     	|  0.00015565     	|
on_epoch_start                     	|  1.0642e-05     	|64             	|  0.00068108     	|  0.00015278     	|
on_validation_start                	|  0.00030908     	|1              	|  0.00030908     	|  6.9331e-05     	|
on_validation_end                  	|  0.00010928     	|1              	|  0.00010928     	|  2.4514e-05     	|
on_before_accelerator_backend_setup	|  1.882e-05      	|2              	|  3.764e-05      	|  8.4433e-06     	|
on_validation_epoch_end            	|  3.3763e-05     	|1              	|  3.3763e-05     	|  7.5736e-06     	|
teardown                           	|  1.5719e-05     	|2              	|  3.1439e-05     	|  7.0523e-06     	|
setup                              	|  1.4136e-05     	|2              	|  2.8273e-05     	|  6.3421e-06     	|
on_configure_sharded_model         	|  1.4056e-05     	|2              	|  2.8113e-05     	|  6.3062e-06     	|
on_fit_end                         	|  2.1591e-05     	|1              	|  2.1591e-05     	|  4.8432e-06     	|
on_fit_start                       	|  1.642e-05      	|1              	|  1.642e-05      	|  3.6833e-06     	|
prepare_data                       	|  6.4466e-06     	|2              	|  1.2893e-05     	|  2.8921e-06     	|
on_val_dataloader                  	|  5.9405e-06     	|2              	|  1.1881e-05     	|  2.6651e-06     	|
on_pretrain_routine_end            	|  1.068e-05      	|1              	|  1.068e-05      	|  2.3957e-06     	|
configure_sharded_model            	|  5.3195e-06     	|2              	|  1.0639e-05     	|  2.3865e-06     	|
configure_callbacks                	|  4.7691e-06     	|2              	|  9.5381e-06     	|  2.1396e-06     	|
on_validation_epoch_start          	|  9.358e-06      	|1              	|  9.358e-06      	|  2.0992e-06     	|
on_train_dataloader                	|  4.228e-06      	|1              	|  4.228e-06      	|  9.4841e-07     	|
