VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  644.91         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  3.5676         	|167            	|  595.79         	|  92.384         	|
run_training_batch                 	|  0.27632        	|1000           	|  276.32         	|  42.847         	|
optimizer_step_with_closure_0      	|  0.27228        	|1000           	|  272.28         	|  42.221         	|
training_step_and_backward         	|  0.20581        	|1000           	|  205.81         	|  31.914         	|
model_forward                      	|  0.1094         	|1000           	|  109.4          	|  16.963         	|
training_step                      	|  0.10921        	|1000           	|  109.21         	|  16.934         	|
backward                           	|  0.094874       	|1000           	|  94.874         	|  14.711         	|
get_train_batch                    	|  0.055519       	|1167           	|  64.791         	|  10.047         	|
fetch_next_train_batch             	|  0.055491       	|1167           	|  64.758         	|  10.041         	|
run_validate_evaluation            	|  16.703         	|1              	|  16.703         	|  2.59           	|
evaluation_step_and_end            	|  0.11071        	|125            	|  13.839         	|  2.1459         	|
validation_step                    	|  0.11063        	|125            	|  13.828         	|  2.1443         	|
on_train_batch_end                 	|  0.0020699      	|1000           	|  2.0699         	|  0.32096        	|
zero_grad                          	|  0.001507       	|1000           	|  1.507          	|  0.23368        	|
get_validate_batch                 	|  0.0064807      	|126            	|  0.81656        	|  0.12662        	|
fetch_next_validate_batch          	|  0.0064596      	|126            	|  0.81391        	|  0.12621        	|
training_batch_to_device           	|  0.00038699     	|1000           	|  0.38699        	|  0.060007       	|
on_train_batch_start               	|  9.9833e-05     	|1000           	|  0.099833       	|  0.01548        	|
on_train_epoch_start               	|  0.00033108     	|167            	|  0.05529        	|  0.0085734      	|
on_train_epoch_end                 	|  0.00031592     	|167            	|  0.052758       	|  0.0081807      	|
on_train_end                       	|  0.046085       	|1              	|  0.046085       	|  0.0071459      	|
evaluation_batch_to_device         	|  0.00025881     	|125            	|  0.032352       	|  0.0050165      	|
on_batch_start                     	|  2.8321e-05     	|1000           	|  0.028321       	|  0.0043915      	|
on_pretrain_routine_start          	|  0.021878       	|1              	|  0.021878       	|  0.0033924      	|
on_after_backward                  	|  2.0892e-05     	|1000           	|  0.020892       	|  0.0032395      	|
on_before_zero_grad                	|  1.802e-05      	|1000           	|  0.01802        	|  0.0027942      	|
on_batch_end                       	|  1.657e-05      	|1000           	|  0.01657        	|  0.0025693      	|
on_before_optimizer_step           	|  1.2312e-05     	|1000           	|  0.012312       	|  0.0019092      	|
on_before_backward                 	|  1.186e-05      	|1000           	|  0.01186        	|  0.001839       	|
configure_optimizers               	|  0.011585       	|1              	|  0.011585       	|  0.0017963      	|
training_step_end                  	|  7.6178e-06     	|1000           	|  0.0076178      	|  0.0011812      	|
on_validation_model_eval           	|  0.0044353      	|1              	|  0.0044353      	|  0.00068774     	|
on_validation_batch_end            	|  3.2789e-05     	|125            	|  0.0040987      	|  0.00063555     	|
on_epoch_start                     	|  1.2076e-05     	|168            	|  0.0020288      	|  0.00031459     	|
on_epoch_end                       	|  1.1939e-05     	|168            	|  0.0020057      	|  0.000311       	|
on_validation_batch_start          	|  1.385e-05      	|125            	|  0.0017313      	|  0.00026846     	|
on_train_start                     	|  0.0016693      	|1              	|  0.0016693      	|  0.00025885     	|
validation_step_end                	|  7.0207e-06     	|125            	|  0.00087759     	|  0.00013608     	|
on_validation_start                	|  0.00054355     	|1              	|  0.00054355     	|  8.4283e-05     	|
on_validation_end                  	|  0.00020971     	|1              	|  0.00020971     	|  3.2517e-05     	|
on_fit_end                         	|  0.00012167     	|1              	|  0.00012167     	|  1.8867e-05     	|
on_before_accelerator_backend_setup	|  2.8179e-05     	|2              	|  5.6358e-05     	|  8.7389e-06     	|
teardown                           	|  2.4533e-05     	|2              	|  4.9066e-05     	|  7.6082e-06     	|
on_fit_start                       	|  4.6397e-05     	|1              	|  4.6397e-05     	|  7.1943e-06     	|
on_configure_sharded_model         	|  1.9999e-05     	|2              	|  3.9998e-05     	|  6.2022e-06     	|
setup                              	|  1.9904e-05     	|2              	|  3.9808e-05     	|  6.1727e-06     	|
on_validation_epoch_end            	|  2.9525e-05     	|1              	|  2.9525e-05     	|  4.5781e-06     	|
configure_callbacks                	|  1.3342e-05     	|2              	|  2.6684e-05     	|  4.1377e-06     	|
prepare_data                       	|  9.0934e-06     	|2              	|  1.8187e-05     	|  2.8201e-06     	|
on_val_dataloader                  	|  8.4797e-06     	|2              	|  1.6959e-05     	|  2.6297e-06     	|
configure_sharded_model            	|  7.0557e-06     	|2              	|  1.4111e-05     	|  2.1881e-06     	|
on_pretrain_routine_end            	|  1.258e-05      	|1              	|  1.258e-05      	|  1.9507e-06     	|
on_validation_epoch_start          	|  1.194e-05      	|1              	|  1.194e-05      	|  1.8514e-06     	|
on_train_dataloader                	|  7.445e-06      	|1              	|  7.445e-06      	|  1.1544e-06     	|
