VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  557.21         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  0.88786        	|500            	|  443.93         	|  79.67          	|
run_training_batch                 	|  0.29414        	|1000           	|  294.14         	|  52.787         	|
optimizer_step_with_closure_0      	|  0.29156        	|1000           	|  291.56         	|  52.325         	|
training_step_and_backward         	|  0.22103        	|1000           	|  221.03         	|  39.667         	|
model_forward                      	|  0.13409        	|1000           	|  134.09         	|  24.065         	|
training_step                      	|  0.13393        	|1000           	|  133.93         	|  24.035         	|
backward                           	|  0.085545       	|1000           	|  85.545         	|  15.352         	|
run_validate_evaluation            	|  70.111         	|1              	|  70.111         	|  12.583         	|
evaluation_step_and_end            	|  0.21898        	|313            	|  68.54          	|  12.301         	|
validation_step                    	|  0.21892        	|313            	|  68.523         	|  12.298         	|
get_train_batch                    	|  0.028409       	|1500           	|  42.613         	|  7.6476         	|
fetch_next_train_batch             	|  0.028374       	|1500           	|  42.561         	|  7.6382         	|
zero_grad                          	|  0.0013607      	|1000           	|  1.3607         	|  0.24421        	|
on_train_batch_end                 	|  0.0013137      	|1000           	|  1.3137         	|  0.23576        	|
training_batch_to_device           	|  0.00060067     	|1000           	|  0.60067        	|  0.1078         	|
get_validate_batch                 	|  0.0017737      	|314            	|  0.55695        	|  0.099954       	|
fetch_next_validate_batch          	|  0.0017595      	|314            	|  0.55248        	|  0.09915        	|
on_train_epoch_end                 	|  0.00027316     	|500            	|  0.13658        	|  0.024511       	|
on_train_epoch_start               	|  0.00027206     	|500            	|  0.13603        	|  0.024412       	|
on_train_batch_start               	|  0.0001102      	|1000           	|  0.1102         	|  0.019776       	|
evaluation_batch_to_device         	|  0.0002255      	|313            	|  0.070582       	|  0.012667       	|
on_batch_start                     	|  3.6559e-05     	|1000           	|  0.036559       	|  0.0065611      	|
on_pretrain_routine_start          	|  0.029704       	|1              	|  0.029704       	|  0.0053308      	|
on_train_end                       	|  0.02417        	|1              	|  0.02417        	|  0.0043377      	|
on_before_zero_grad                	|  2.0698e-05     	|1000           	|  0.020698       	|  0.0037146      	|
on_batch_end                       	|  1.3673e-05     	|1000           	|  0.013673       	|  0.0024539      	|
on_after_backward                  	|  1.2469e-05     	|1000           	|  0.012469       	|  0.0022378      	|
on_before_optimizer_step           	|  1.2249e-05     	|1000           	|  0.012249       	|  0.0021983      	|
on_before_backward                 	|  1.0914e-05     	|1000           	|  0.010914       	|  0.0019586      	|
configure_optimizers               	|  0.0083599      	|1              	|  0.0083599      	|  0.0015003      	|
training_step_end                  	|  7.7413e-06     	|1000           	|  0.0077413      	|  0.0013893      	|
on_validation_batch_end            	|  2.0276e-05     	|313            	|  0.0063465      	|  0.001139       	|
on_epoch_start                     	|  1.0801e-05     	|501            	|  0.0054111      	|  0.0009711      	|
on_epoch_end                       	|  1.0287e-05     	|501            	|  0.0051539      	|  0.00092494     	|
on_validation_model_eval           	|  0.0040171      	|1              	|  0.0040171      	|  0.00072093     	|
on_validation_batch_start          	|  1.0174e-05     	|313            	|  0.0031843      	|  0.00057148     	|
validation_step_end                	|  5.167e-06      	|313            	|  0.0016173      	|  0.00029024     	|
on_train_start                     	|  0.00071016     	|1              	|  0.00071016     	|  0.00012745     	|
on_validation_start                	|  0.00032525     	|1              	|  0.00032525     	|  5.8371e-05     	|
on_validation_end                  	|  0.00010212     	|1              	|  0.00010212     	|  1.8327e-05     	|
on_before_accelerator_backend_setup	|  1.9266e-05     	|2              	|  3.8532e-05     	|  6.9152e-06     	|
teardown                           	|  1.8621e-05     	|2              	|  3.7241e-05     	|  6.6835e-06     	|
on_validation_epoch_end            	|  3.4905e-05     	|1              	|  3.4905e-05     	|  6.2642e-06     	|
setup                              	|  1.4642e-05     	|2              	|  2.9285e-05     	|  5.2556e-06     	|
on_configure_sharded_model         	|  1.3851e-05     	|2              	|  2.7701e-05     	|  4.9714e-06     	|
on_fit_end                         	|  2.5447e-05     	|1              	|  2.5447e-05     	|  4.5668e-06     	|
on_fit_start                       	|  1.7884e-05     	|1              	|  1.7884e-05     	|  3.2095e-06     	|
on_val_dataloader                  	|  5.7205e-06     	|2              	|  1.1441e-05     	|  2.0533e-06     	|
prepare_data                       	|  5.6705e-06     	|2              	|  1.1341e-05     	|  2.0353e-06     	|
on_pretrain_routine_end            	|  1.0069e-05     	|1              	|  1.0069e-05     	|  1.807e-06      	|
configure_callbacks                	|  5.0194e-06     	|2              	|  1.0039e-05     	|  1.8016e-06     	|
configure_sharded_model            	|  4.8645e-06     	|2              	|  9.7291e-06     	|  1.746e-06      	|
on_validation_epoch_start          	|  9.457e-06      	|1              	|  9.457e-06      	|  1.6972e-06     	|
on_train_dataloader                	|  4.258e-06      	|1              	|  4.258e-06      	|  7.6416e-07     	|
