VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1853.1         	|  100 %          	|
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run_training_epoch                 	|  26.519         	|63             	|  1670.7         	|  90.158         	|
run_training_batch                 	|  0.20441        	|8000           	|  1635.3         	|  88.245         	|
training_step_and_backward         	|  0.19316        	|8000           	|  1545.3         	|  83.39          	|
model_forward                      	|  0.10759        	|8000           	|  860.72         	|  46.448         	|
training_step                      	|  0.10746        	|8000           	|  859.65         	|  46.39          	|
backward                           	|  0.085382       	|8000           	|  683.05         	|  36.86          	|
optimizer_step_with_closure_0      	|  0.25286        	|1000           	|  252.86         	|  13.645         	|
run_validate_evaluation            	|  137.97         	|1              	|  137.97         	|  7.4451         	|
evaluation_step_and_end            	|  0.13597        	|1000           	|  135.97         	|  7.3373         	|
validation_step                    	|  0.13592        	|1000           	|  135.92         	|  7.3346         	|
get_train_batch                    	|  0.0022892      	|8063           	|  18.458         	|  0.99606        	|
fetch_next_train_batch             	|  0.0022724      	|8063           	|  18.322         	|  0.98875        	|
on_train_batch_end                 	|  0.0010895      	|8000           	|  8.7159         	|  0.47034        	|
training_batch_to_device           	|  0.00021638     	|8000           	|  1.731          	|  0.093411       	|
get_validate_batch                 	|  0.001449       	|1001           	|  1.4504         	|  0.078271       	|
fetch_next_validate_batch          	|  0.0014354      	|1001           	|  1.4368         	|  0.077534       	|
zero_grad                          	|  0.0013747      	|1000           	|  1.3747         	|  0.074183       	|
on_train_batch_start               	|  9.0648e-05     	|8000           	|  0.72519        	|  0.039134       	|
evaluation_batch_to_device         	|  0.00021576     	|1000           	|  0.21576        	|  0.011643       	|
on_batch_start                     	|  1.5246e-05     	|8000           	|  0.12197        	|  0.006582       	|
on_batch_end                       	|  1.4163e-05     	|8000           	|  0.11331        	|  0.0061144      	|
on_before_backward                 	|  1.3565e-05     	|8000           	|  0.10852        	|  0.0058561      	|
on_after_backward                  	|  1.1523e-05     	|8000           	|  0.092185       	|  0.0049747      	|
training_step_end                  	|  5.7559e-06     	|8000           	|  0.046047       	|  0.0024849      	|
on_train_end                       	|  0.025672       	|1              	|  0.025672       	|  0.0013853      	|
on_pretrain_routine_start          	|  0.02298        	|1              	|  0.02298        	|  0.0012401      	|
on_validation_batch_end            	|  1.9347e-05     	|1000           	|  0.019347       	|  0.001044       	|
on_train_epoch_start               	|  0.00029705     	|63             	|  0.018714       	|  0.0010099      	|
on_train_epoch_end                 	|  0.00028707     	|63             	|  0.018085       	|  0.00097594     	|
on_before_zero_grad                	|  1.5081e-05     	|1000           	|  0.015081       	|  0.00081382     	|
on_before_optimizer_step           	|  1.1898e-05     	|1000           	|  0.011898       	|  0.00064204     	|
on_validation_batch_start          	|  1.0052e-05     	|1000           	|  0.010052       	|  0.00054243     	|
configure_optimizers               	|  0.0083465      	|1              	|  0.0083465      	|  0.0004504      	|
validation_step_end                	|  4.7665e-06     	|1000           	|  0.0047665      	|  0.00025722     	|
on_validation_model_eval           	|  0.0044239      	|1              	|  0.0044239      	|  0.00023873     	|
on_train_start                     	|  0.00077024     	|1              	|  0.00077024     	|  4.1565e-05     	|
on_epoch_start                     	|  1.1019e-05     	|64             	|  0.00070521     	|  3.8056e-05     	|
on_epoch_end                       	|  1.0503e-05     	|64             	|  0.00067217     	|  3.6273e-05     	|
on_validation_start                	|  0.00033027     	|1              	|  0.00033027     	|  1.7822e-05     	|
on_validation_end                  	|  0.000113       	|1              	|  0.000113       	|  6.0979e-06     	|
setup                              	|  2.2342e-05     	|2              	|  4.4684e-05     	|  2.4113e-06     	|
on_before_accelerator_backend_setup	|  1.8951e-05     	|2              	|  3.7902e-05     	|  2.0453e-06     	|
on_configure_sharded_model         	|  1.6666e-05     	|2              	|  3.3333e-05     	|  1.7988e-06     	|
teardown                           	|  1.6091e-05     	|2              	|  3.2181e-05     	|  1.7366e-06     	|
on_fit_end                         	|  2.102e-05      	|1              	|  2.102e-05      	|  1.1343e-06     	|
on_validation_epoch_end            	|  1.8274e-05     	|1              	|  1.8274e-05     	|  9.8613e-07     	|
on_fit_start                       	|  1.7172e-05     	|1              	|  1.7172e-05     	|  9.2666e-07     	|
prepare_data                       	|  6.2215e-06     	|2              	|  1.2443e-05     	|  6.7147e-07     	|
configure_callbacks                	|  5.7606e-06     	|2              	|  1.1521e-05     	|  6.2172e-07     	|
configure_sharded_model            	|  5.72e-06       	|2              	|  1.144e-05      	|  6.1734e-07     	|
on_val_dataloader                  	|  5.5705e-06     	|2              	|  1.1141e-05     	|  6.0121e-07     	|
on_validation_epoch_start          	|  9.858e-06      	|1              	|  9.858e-06      	|  5.3198e-07     	|
on_pretrain_routine_end            	|  9.7479e-06     	|1              	|  9.7479e-06     	|  5.2603e-07     	|
on_train_dataloader                	|  4.4878e-06     	|1              	|  4.4878e-06     	|  2.4218e-07     	|
