VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  472.47         	|  100 %          	|
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run_training_epoch                 	|  6.8854         	|63             	|  433.78         	|  91.811         	|
run_training_batch                 	|  0.29298        	|1000           	|  292.98         	|  62.009         	|
optimizer_step_with_closure_0      	|  0.28862        	|1000           	|  288.62         	|  61.087         	|
training_step_and_backward         	|  0.22332        	|1000           	|  223.32         	|  47.267         	|
backward                           	|  0.11492        	|1000           	|  114.92         	|  24.324         	|
model_forward                      	|  0.10688        	|1000           	|  106.88         	|  22.621         	|
training_step                      	|  0.10668        	|1000           	|  106.68         	|  22.58          	|
get_train_batch                    	|  0.031211       	|1063           	|  33.177         	|  7.0221         	|
fetch_next_train_batch             	|  0.031186       	|1063           	|  33.151         	|  7.0164         	|
run_validate_evaluation            	|  7.8494         	|1              	|  7.8494         	|  1.6613         	|
evaluation_step_and_end            	|  0.099849       	|48             	|  4.7928         	|  1.0144         	|
validation_step                    	|  0.099743       	|48             	|  4.7877         	|  1.0133         	|
on_train_batch_end                 	|  0.0023589      	|1000           	|  2.3589         	|  0.49926        	|
zero_grad                          	|  0.0014846      	|1000           	|  1.4846         	|  0.31422        	|
get_validate_batch                 	|  0.013995       	|49             	|  0.68575        	|  0.14514        	|
fetch_next_validate_batch          	|  0.013971       	|49             	|  0.68459        	|  0.1449         	|
training_batch_to_device           	|  0.00026213     	|1000           	|  0.26213        	|  0.05548        	|
on_train_end                       	|  0.1109         	|1              	|  0.1109         	|  0.023473       	|
on_train_batch_start               	|  9.788e-05      	|1000           	|  0.09788        	|  0.020717       	|
on_batch_end                       	|  3.4102e-05     	|1000           	|  0.034102       	|  0.0072178      	|
configure_optimizers               	|  0.027511       	|1              	|  0.027511       	|  0.0058228      	|
on_after_backward                  	|  2.5994e-05     	|1000           	|  0.025994       	|  0.0055016      	|
on_train_epoch_end                 	|  0.00037399     	|63             	|  0.023561       	|  0.0049868      	|
on_pretrain_routine_start          	|  0.022494       	|1              	|  0.022494       	|  0.004761       	|
on_batch_start                     	|  2.1268e-05     	|1000           	|  0.021268       	|  0.0045015      	|
on_train_epoch_start               	|  0.00032932     	|63             	|  0.020747       	|  0.0043912      	|
on_before_zero_grad                	|  1.8496e-05     	|1000           	|  0.018496       	|  0.0039147      	|
on_before_optimizer_step           	|  1.3951e-05     	|1000           	|  0.013951       	|  0.0029528      	|
evaluation_batch_to_device         	|  0.00026758     	|48             	|  0.012844       	|  0.0027184      	|
on_before_backward                 	|  1.2774e-05     	|1000           	|  0.012774       	|  0.0027036      	|
training_step_end                  	|  7.8433e-06     	|1000           	|  0.0078433      	|  0.0016601      	|
on_validation_model_eval           	|  0.0046316      	|1              	|  0.0046316      	|  0.00098029     	|
on_validation_batch_end            	|  3.8887e-05     	|48             	|  0.0018666      	|  0.00039506     	|
on_validation_batch_start          	|  1.6634e-05     	|48             	|  0.00079841     	|  0.00016899     	|
on_train_start                     	|  0.00078401     	|1              	|  0.00078401     	|  0.00016594     	|
on_epoch_start                     	|  1.2022e-05     	|64             	|  0.0007694      	|  0.00016285     	|
on_epoch_end                       	|  1.1662e-05     	|64             	|  0.00074634     	|  0.00015796     	|
on_validation_start                	|  0.00066103     	|1              	|  0.00066103     	|  0.00013991     	|
validation_step_end                	|  8.6678e-06     	|48             	|  0.00041606     	|  8.8059e-05     	|
on_validation_end                  	|  0.00014272     	|1              	|  0.00014272     	|  3.0208e-05     	|
teardown                           	|  3.4685e-05     	|2              	|  6.937e-05      	|  1.4682e-05     	|
on_before_accelerator_backend_setup	|  2.525e-05      	|2              	|  5.05e-05       	|  1.0688e-05     	|
on_configure_sharded_model         	|  2.402e-05      	|2              	|  4.8039e-05     	|  1.0168e-05     	|
setup                              	|  2.1162e-05     	|2              	|  4.2325e-05     	|  8.9582e-06     	|
on_fit_end                         	|  3.6359e-05     	|1              	|  3.6359e-05     	|  7.6954e-06     	|
on_validation_epoch_end            	|  3.087e-05      	|1              	|  3.087e-05      	|  6.5336e-06     	|
on_val_dataloader                  	|  1.3028e-05     	|2              	|  2.6057e-05     	|  5.5149e-06     	|
on_fit_start                       	|  2.0877e-05     	|1              	|  2.0877e-05     	|  4.4186e-06     	|
prepare_data                       	|  9.1316e-06     	|2              	|  1.8263e-05     	|  3.8655e-06     	|
configure_callbacks                	|  7.4776e-06     	|2              	|  1.4955e-05     	|  3.1653e-06     	|
configure_sharded_model            	|  7.3733e-06     	|2              	|  1.4747e-05     	|  3.1211e-06     	|
on_pretrain_routine_end            	|  1.4076e-05     	|1              	|  1.4076e-05     	|  2.9792e-06     	|
on_validation_epoch_start          	|  1.2107e-05     	|1              	|  1.2107e-05     	|  2.5625e-06     	|
on_train_dataloader                	|  7.0836e-06     	|1              	|  7.0836e-06     	|  1.4993e-06     	|
