VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  379.5          	|  100 %          	|
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run_training_epoch                 	|  13.18          	|25             	|  329.49         	|  86.824         	|
run_training_batch                 	|  0.27792        	|1000           	|  277.92         	|  73.235         	|
optimizer_step_with_closure_0      	|  0.27467        	|1000           	|  274.67         	|  72.378         	|
training_step_and_backward         	|  0.21233        	|1000           	|  212.33         	|  55.95          	|
backward                           	|  0.10583        	|1000           	|  105.83         	|  27.887         	|
model_forward                      	|  0.10502        	|1000           	|  105.02         	|  27.674         	|
training_step                      	|  0.10483        	|1000           	|  104.83         	|  27.623         	|
run_validate_evaluation            	|  16.4           	|1              	|  16.4           	|  4.3216         	|
evaluation_step_and_end            	|  0.10055        	|139            	|  13.976         	|  3.6829         	|
validation_step                    	|  0.10044        	|139            	|  13.961         	|  3.6788         	|
get_train_batch                    	|  0.010413       	|1025           	|  10.673         	|  2.8126         	|
fetch_next_train_batch             	|  0.010387       	|1025           	|  10.647         	|  2.8056         	|
on_train_batch_end                 	|  0.0024183      	|1000           	|  2.4183         	|  0.63724        	|
zero_grad                          	|  0.0014469      	|1000           	|  1.4469         	|  0.38127        	|
get_validate_batch                 	|  0.0054391      	|140            	|  0.76148        	|  0.20065        	|
fetch_next_validate_batch          	|  0.0054141      	|140            	|  0.75797        	|  0.19973        	|
training_batch_to_device           	|  0.0002795      	|1000           	|  0.2795         	|  0.073649       	|
on_train_batch_start               	|  9.6745e-05     	|1000           	|  0.096745       	|  0.025493       	|
on_train_end                       	|  0.043391       	|1              	|  0.043391       	|  0.011434       	|
evaluation_batch_to_device         	|  0.00027058     	|139            	|  0.037611       	|  0.0099108      	|
on_after_backward                  	|  2.5108e-05     	|1000           	|  0.025108       	|  0.0066161      	|
on_batch_start                     	|  2.2811e-05     	|1000           	|  0.022811       	|  0.0060109      	|
on_pretrain_routine_start          	|  0.022502       	|1              	|  0.022502       	|  0.0059294      	|
on_train_epoch_end                 	|  0.00076076     	|25             	|  0.019019       	|  0.0050116      	|
on_before_zero_grad                	|  1.7058e-05     	|1000           	|  0.017058       	|  0.0044949      	|
on_batch_end                       	|  1.5931e-05     	|1000           	|  0.015931       	|  0.0041978      	|
on_before_optimizer_step           	|  1.3326e-05     	|1000           	|  0.013326       	|  0.0035115      	|
on_before_backward                 	|  1.2725e-05     	|1000           	|  0.012725       	|  0.003353       	|
on_train_epoch_start               	|  0.00047778     	|25             	|  0.011944       	|  0.0031474      	|
configure_optimizers               	|  0.0095308      	|1              	|  0.0095308      	|  0.0025115      	|
training_step_end                  	|  6.9131e-06     	|1000           	|  0.0069131      	|  0.0018217      	|
on_validation_batch_end            	|  4.1203e-05     	|139            	|  0.0057272      	|  0.0015092      	|
on_validation_model_eval           	|  0.0039489      	|1              	|  0.0039489      	|  0.0010406      	|
on_validation_batch_start          	|  1.8087e-05     	|139            	|  0.0025141      	|  0.00066248     	|
validation_step_end                	|  8.7821e-06     	|139            	|  0.0012207      	|  0.00032167     	|
on_train_start                     	|  0.00087856     	|1              	|  0.00087856     	|  0.00023151     	|
on_validation_start                	|  0.00045198     	|1              	|  0.00045198     	|  0.0001191      	|
on_epoch_end                       	|  1.1506e-05     	|26             	|  0.00029915     	|  7.8829e-05     	|
on_epoch_start                     	|  1.0961e-05     	|26             	|  0.00028497     	|  7.5093e-05     	|
on_validation_end                  	|  0.00024277     	|1              	|  0.00024277     	|  6.3972e-05     	|
on_configure_sharded_model         	|  2.9142e-05     	|2              	|  5.8284e-05     	|  1.5358e-05     	|
setup                              	|  2.7941e-05     	|2              	|  5.5881e-05     	|  1.4725e-05     	|
on_before_accelerator_backend_setup	|  2.3969e-05     	|2              	|  4.7939e-05     	|  1.2632e-05     	|
teardown                           	|  2.2162e-05     	|2              	|  4.4324e-05     	|  1.168e-05      	|
on_fit_start                       	|  4.2452e-05     	|1              	|  4.2452e-05     	|  1.1186e-05     	|
on_fit_end                         	|  3.7109e-05     	|1              	|  3.7109e-05     	|  9.7786e-06     	|
on_validation_epoch_end            	|  3.2596e-05     	|1              	|  3.2596e-05     	|  8.5894e-06     	|
configure_sharded_model            	|  1.1398e-05     	|2              	|  2.2795e-05     	|  6.0067e-06     	|
on_val_dataloader                  	|  8.896e-06      	|2              	|  1.7792e-05     	|  4.6883e-06     	|
on_pretrain_routine_end            	|  1.5009e-05     	|1              	|  1.5009e-05     	|  3.955e-06      	|
prepare_data                       	|  7.0836e-06     	|2              	|  1.4167e-05     	|  3.7332e-06     	|
configure_callbacks                	|  7.0063e-06     	|2              	|  1.4013e-05     	|  3.6925e-06     	|
on_validation_epoch_start          	|  9.7267e-06     	|1              	|  9.7267e-06     	|  2.5631e-06     	|
on_train_dataloader                	|  7.2755e-06     	|1              	|  7.2755e-06     	|  1.9172e-06     	|
