VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1502.8         	|  100 %          	|
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run_training_epoch                 	|  2.8702         	|500            	|  1435.1         	|  95.496         	|
run_training_batch                 	|  0.39255        	|1000           	|  392.55         	|  26.122         	|
optimizer_step_with_closure_0      	|  0.38908        	|1000           	|  389.08         	|  25.891         	|
training_step_and_backward         	|  0.28363        	|1000           	|  283.63         	|  18.874         	|
get_train_batch                    	|  0.14033        	|1500           	|  210.49         	|  14.007         	|
fetch_next_train_batch             	|  0.14028        	|1500           	|  210.43         	|  14.002         	|
model_forward                      	|  0.14855        	|1000           	|  148.55         	|  9.8852         	|
training_step                      	|  0.14831        	|1000           	|  148.31         	|  9.8688         	|
backward                           	|  0.13344        	|1000           	|  133.44         	|  8.8794         	|
run_validate_evaluation            	|  31.139         	|1              	|  31.139         	|  2.0721         	|
evaluation_step_and_end            	|  0.22146        	|125            	|  27.683         	|  1.8421         	|
validation_step                    	|  0.22134        	|125            	|  27.668         	|  1.8411         	|
on_train_batch_end                 	|  0.0024228      	|1000           	|  2.4228         	|  0.16122        	|
zero_grad                          	|  0.0015935      	|1000           	|  1.5935         	|  0.10604        	|
get_validate_batch                 	|  0.007392       	|126            	|  0.93139        	|  0.061978       	|
fetch_next_validate_batch          	|  0.0073669      	|126            	|  0.92823        	|  0.061767       	|
training_batch_to_device           	|  0.00072185     	|1000           	|  0.72185        	|  0.048034       	|
on_train_epoch_end                 	|  0.00040194     	|500            	|  0.20097        	|  0.013373       	|
on_train_epoch_start               	|  0.00037562     	|500            	|  0.18781        	|  0.012498       	|
on_train_batch_start               	|  0.00011437     	|1000           	|  0.11437        	|  0.0076107      	|
on_batch_start                     	|  5.1941e-05     	|1000           	|  0.051941       	|  0.0034563      	|
on_train_end                       	|  0.044334       	|1              	|  0.044334       	|  0.0029501      	|
evaluation_batch_to_device         	|  0.00028867     	|125            	|  0.036084       	|  0.0024011      	|
on_after_backward                  	|  2.6317e-05     	|1000           	|  0.026317       	|  0.0017512      	|
on_before_zero_grad                	|  2.5914e-05     	|1000           	|  0.025914       	|  0.0017244      	|
on_pretrain_routine_start          	|  0.023497       	|1              	|  0.023497       	|  0.0015635      	|
on_before_optimizer_step           	|  1.7441e-05     	|1000           	|  0.017441       	|  0.0011606      	|
on_before_backward                 	|  1.7263e-05     	|1000           	|  0.017263       	|  0.0011487      	|
on_batch_end                       	|  1.6454e-05     	|1000           	|  0.016454       	|  0.0010949      	|
training_step_end                  	|  1.2194e-05     	|1000           	|  0.012194       	|  0.00081144     	|
configure_optimizers               	|  0.011223       	|1              	|  0.011223       	|  0.00074683     	|
on_epoch_end                       	|  1.1775e-05     	|501            	|  0.0058994      	|  0.00039257     	|
on_epoch_start                     	|  1.1206e-05     	|501            	|  0.005614       	|  0.00037358     	|
on_validation_batch_end            	|  4.1178e-05     	|125            	|  0.0051472      	|  0.00034251     	|
on_validation_model_eval           	|  0.0050345      	|1              	|  0.0050345      	|  0.00033501     	|
on_train_start                     	|  0.0032141      	|1              	|  0.0032141      	|  0.00021388     	|
on_validation_batch_start          	|  1.7973e-05     	|125            	|  0.0022466      	|  0.0001495      	|
validation_step_end                	|  1.0363e-05     	|125            	|  0.0012954      	|  8.6198e-05     	|
on_validation_start                	|  0.000733       	|1              	|  0.000733       	|  4.8777e-05     	|
on_validation_end                  	|  0.0002455      	|1              	|  0.0002455      	|  1.6337e-05     	|
on_fit_end                         	|  8.4806e-05     	|1              	|  8.4806e-05     	|  5.6433e-06     	|
on_before_accelerator_backend_setup	|  3.8172e-05     	|2              	|  7.6344e-05     	|  5.0802e-06     	|
on_configure_sharded_model         	|  2.9471e-05     	|2              	|  5.8942e-05     	|  3.9222e-06     	|
setup                              	|  2.591e-05      	|2              	|  5.1821e-05     	|  3.4483e-06     	|
teardown                           	|  2.5026e-05     	|2              	|  5.0051e-05     	|  3.3306e-06     	|
on_fit_start                       	|  4.9749e-05     	|1              	|  4.9749e-05     	|  3.3105e-06     	|
on_val_dataloader                  	|  1.5502e-05     	|2              	|  3.1004e-05     	|  2.0631e-06     	|
on_validation_epoch_end            	|  2.7459e-05     	|1              	|  2.7459e-05     	|  1.8272e-06     	|
configure_callbacks                	|  1.2919e-05     	|2              	|  2.5839e-05     	|  1.7194e-06     	|
prepare_data                       	|  1.054e-05      	|2              	|  2.108e-05      	|  1.4027e-06     	|
on_pretrain_routine_end            	|  1.8414e-05     	|1              	|  1.8414e-05     	|  1.2253e-06     	|
configure_sharded_model            	|  8.1705e-06     	|2              	|  1.6341e-05     	|  1.0874e-06     	|
on_validation_epoch_start          	|  1.3895e-05     	|1              	|  1.3895e-05     	|  9.2464e-07     	|
on_train_dataloader                	|  8.5719e-06     	|1              	|  8.5719e-06     	|  5.704e-07      	|
