VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  457.84         	|  100 %          	|
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run_training_epoch                 	|  6.6217         	|63             	|  417.17         	|  91.117         	|
run_training_batch                 	|  0.27658        	|1000           	|  276.58         	|  60.41          	|
optimizer_step_with_closure_0      	|  0.27326        	|1000           	|  273.26         	|  59.684         	|
training_step_and_backward         	|  0.20837        	|1000           	|  208.37         	|  45.511         	|
model_forward                      	|  0.10596        	|1000           	|  105.96         	|  23.143         	|
training_step                      	|  0.10577        	|1000           	|  105.77         	|  23.102         	|
backward                           	|  0.10083        	|1000           	|  100.83         	|  22.023         	|
get_train_batch                    	|  0.030197       	|1063           	|  32.1           	|  7.0111         	|
fetch_next_train_batch             	|  0.030174       	|1063           	|  32.075         	|  7.0057         	|
run_validate_evaluation            	|  8.2957         	|1              	|  8.2957         	|  1.8119         	|
evaluation_step_and_end            	|  0.10461        	|48             	|  5.0214         	|  1.0967         	|
validation_step                    	|  0.10451        	|48             	|  5.0163         	|  1.0956         	|
on_train_batch_end                 	|  0.0021401      	|1000           	|  2.1401         	|  0.46742        	|
zero_grad                          	|  0.0015433      	|1000           	|  1.5433         	|  0.33707        	|
get_validate_batch                 	|  0.017676       	|49             	|  0.86613        	|  0.18918        	|
fetch_next_validate_batch          	|  0.017654       	|49             	|  0.86503        	|  0.18894        	|
training_batch_to_device           	|  0.00025496     	|1000           	|  0.25496        	|  0.055686       	|
on_train_batch_start               	|  9.6613e-05     	|1000           	|  0.096613       	|  0.021102       	|
on_train_end                       	|  0.065653       	|1              	|  0.065653       	|  0.01434        	|
on_after_backward                  	|  2.4973e-05     	|1000           	|  0.024973       	|  0.0054545      	|
on_pretrain_routine_start          	|  0.023024       	|1              	|  0.023024       	|  0.0050288      	|
on_batch_start                     	|  2.1953e-05     	|1000           	|  0.021953       	|  0.0047949      	|
on_train_epoch_end                 	|  0.000346       	|63             	|  0.021798       	|  0.0047611      	|
on_train_epoch_start               	|  0.00033163     	|63             	|  0.020892       	|  0.0045633      	|
configure_optimizers               	|  0.020028       	|1              	|  0.020028       	|  0.0043744      	|
on_before_zero_grad                	|  1.7203e-05     	|1000           	|  0.017203       	|  0.0037575      	|
on_batch_end                       	|  1.5767e-05     	|1000           	|  0.015767       	|  0.0034438      	|
on_before_optimizer_step           	|  1.3514e-05     	|1000           	|  0.013514       	|  0.0029517      	|
on_before_backward                 	|  1.321e-05      	|1000           	|  0.01321        	|  0.0028853      	|
evaluation_batch_to_device         	|  0.00025489     	|48             	|  0.012235       	|  0.0026722      	|
training_step_end                  	|  7.6667e-06     	|1000           	|  0.0076667      	|  0.0016745      	|
on_validation_model_eval           	|  0.0047333      	|1              	|  0.0047333      	|  0.0010338      	|
on_validation_batch_end            	|  3.8813e-05     	|48             	|  0.001863       	|  0.00040692     	|
on_train_start                     	|  0.0013127      	|1              	|  0.0013127      	|  0.00028671     	|
on_validation_batch_start          	|  1.6636e-05     	|48             	|  0.00079851     	|  0.00017441     	|
on_epoch_end                       	|  1.1595e-05     	|64             	|  0.00074205     	|  0.00016208     	|
on_epoch_start                     	|  1.1073e-05     	|64             	|  0.00070865     	|  0.00015478     	|
on_validation_start                	|  0.00065396     	|1              	|  0.00065396     	|  0.00014283     	|
validation_step_end                	|  9.0232e-06     	|48             	|  0.00043311     	|  9.4599e-05     	|
on_validation_end                  	|  0.00016496     	|1              	|  0.00016496     	|  3.6029e-05     	|
on_before_accelerator_backend_setup	|  2.6046e-05     	|2              	|  5.2093e-05     	|  1.1378e-05     	|
on_configure_sharded_model         	|  2.5733e-05     	|2              	|  5.1467e-05     	|  1.1241e-05     	|
on_fit_start                       	|  5.1271e-05     	|1              	|  5.1271e-05     	|  1.1198e-05     	|
teardown                           	|  2.2227e-05     	|2              	|  4.4454e-05     	|  9.7095e-06     	|
setup                              	|  2.16e-05       	|2              	|  4.32e-05       	|  9.4357e-06     	|
on_fit_end                         	|  3.409e-05      	|1              	|  3.409e-05      	|  7.4458e-06     	|
on_validation_epoch_end            	|  3.102e-05      	|1              	|  3.102e-05      	|  6.7754e-06     	|
on_val_dataloader                  	|  1.4481e-05     	|2              	|  2.8962e-05     	|  6.3258e-06     	|
prepare_data                       	|  8.8448e-06     	|2              	|  1.769e-05      	|  3.8637e-06     	|
on_pretrain_routine_end            	|  1.6281e-05     	|1              	|  1.6281e-05     	|  3.5561e-06     	|
configure_sharded_model            	|  7.7272e-06     	|2              	|  1.5454e-05     	|  3.3755e-06     	|
configure_callbacks                	|  7.1246e-06     	|2              	|  1.4249e-05     	|  3.1123e-06     	|
on_validation_epoch_start          	|  1.0492e-05     	|1              	|  1.0492e-05     	|  2.2917e-06     	|
on_train_dataloader                	|  7.8697e-06     	|1              	|  7.8697e-06     	|  1.7189e-06     	|
