VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1320.3         	|  100 %          	|
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run_training_epoch                 	|  2.5206         	|500            	|  1260.3         	|  95.455         	|
run_training_batch                 	|  0.2706         	|1000           	|  270.6          	|  20.495         	|
optimizer_step_with_closure_0      	|  0.26697        	|1000           	|  266.97         	|  20.22          	|
training_step_and_backward         	|  0.20568        	|1000           	|  205.68         	|  15.578         	|
get_train_batch                    	|  0.12343        	|1500           	|  185.15         	|  14.023         	|
fetch_next_train_batch             	|  0.12339        	|1500           	|  185.09         	|  14.019         	|
backward                           	|  0.10361        	|1000           	|  103.61         	|  7.8472         	|
model_forward                      	|  0.10064        	|1000           	|  100.64         	|  7.6223         	|
training_step                      	|  0.10043        	|1000           	|  100.43         	|  7.6068         	|
run_validate_evaluation            	|  30.546         	|1              	|  30.546         	|  2.3136         	|
evaluation_step_and_end            	|  0.083919       	|313            	|  26.267         	|  1.9895         	|
validation_step                    	|  0.083854       	|313            	|  26.246         	|  1.9879         	|
on_train_batch_end                 	|  0.001968       	|1000           	|  1.968          	|  0.14905        	|
zero_grad                          	|  0.0013973      	|1000           	|  1.3973         	|  0.10583        	|
get_validate_batch                 	|  0.0036205      	|314            	|  1.1368         	|  0.086103       	|
fetch_next_validate_batch          	|  0.0036035      	|314            	|  1.1315         	|  0.085699       	|
training_batch_to_device           	|  0.0006458      	|1000           	|  0.6458         	|  0.048913       	|
on_train_epoch_end                 	|  0.00032079     	|500            	|  0.16039        	|  0.012148       	|
on_train_epoch_start               	|  0.00031223     	|500            	|  0.15611        	|  0.011824       	|
on_train_batch_start               	|  0.00011164     	|1000           	|  0.11164        	|  0.008456       	|
evaluation_batch_to_device         	|  0.00022364     	|313            	|  0.069998       	|  0.0053017      	|
on_batch_start                     	|  4.5374e-05     	|1000           	|  0.045374       	|  0.0034367      	|
on_train_end                       	|  0.0423         	|1              	|  0.0423         	|  0.0032038      	|
on_pretrain_routine_start          	|  0.026529       	|1              	|  0.026529       	|  0.0020093      	|
on_after_backward                  	|  2.1478e-05     	|1000           	|  0.021478       	|  0.0016267      	|
on_before_zero_grad                	|  2.0448e-05     	|1000           	|  0.020448       	|  0.0015487      	|
on_batch_end                       	|  1.7015e-05     	|1000           	|  0.017015       	|  0.0012887      	|
on_before_optimizer_step           	|  1.383e-05      	|1000           	|  0.01383        	|  0.0010475      	|
on_before_backward                 	|  1.3224e-05     	|1000           	|  0.013224       	|  0.0010016      	|
configure_optimizers               	|  0.01072        	|1              	|  0.01072        	|  0.00081196     	|
training_step_end                  	|  8.6003e-06     	|1000           	|  0.0086003      	|  0.00065139     	|
on_validation_batch_end            	|  2.381e-05      	|313            	|  0.0074525      	|  0.00056445     	|
on_epoch_end                       	|  1.1382e-05     	|501            	|  0.0057026      	|  0.00043192     	|
on_epoch_start                     	|  1.0396e-05     	|501            	|  0.0052086      	|  0.0003945      	|
on_validation_model_eval           	|  0.0040703      	|1              	|  0.0040703      	|  0.00030829     	|
on_validation_batch_start          	|  1.1891e-05     	|313            	|  0.0037219      	|  0.0002819      	|
validation_step_end                	|  5.8966e-06     	|313            	|  0.0018456      	|  0.00013979     	|
on_train_start                     	|  0.0011767      	|1              	|  0.0011767      	|  8.9122e-05     	|
on_validation_start                	|  0.00047039     	|1              	|  0.00047039     	|  3.5627e-05     	|
on_validation_end                  	|  0.00013603     	|1              	|  0.00013603     	|  1.0303e-05     	|
on_fit_end                         	|  6.5448e-05     	|1              	|  6.5448e-05     	|  4.957e-06      	|
on_before_accelerator_backend_setup	|  2.6649e-05     	|2              	|  5.3298e-05     	|  4.0368e-06     	|
setup                              	|  2.6091e-05     	|2              	|  5.2182e-05     	|  3.9523e-06     	|
on_configure_sharded_model         	|  2.5337e-05     	|2              	|  5.0673e-05     	|  3.838e-06      	|
on_fit_start                       	|  4.6277e-05     	|1              	|  4.6277e-05     	|  3.5051e-06     	|
teardown                           	|  2.2828e-05     	|2              	|  4.5655e-05     	|  3.4579e-06     	|
on_validation_epoch_end            	|  3.2412e-05     	|1              	|  3.2412e-05     	|  2.4549e-06     	|
configure_callbacks                	|  1.0055e-05     	|2              	|  2.0111e-05     	|  1.5232e-06     	|
on_val_dataloader                  	|  9.6792e-06     	|2              	|  1.9358e-05     	|  1.4662e-06     	|
on_pretrain_routine_end            	|  1.8151e-05     	|1              	|  1.8151e-05     	|  1.3748e-06     	|
prepare_data                       	|  8.6641e-06     	|2              	|  1.7328e-05     	|  1.3124e-06     	|
configure_sharded_model            	|  8.0969e-06     	|2              	|  1.6194e-05     	|  1.2265e-06     	|
on_validation_epoch_start          	|  1.0367e-05     	|1              	|  1.0367e-05     	|  7.8524e-07     	|
on_train_dataloader                	|  8.0206e-06     	|1              	|  8.0206e-06     	|  6.0748e-07     	|
