VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  450.37         	|  100 %          	|
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run_training_epoch                 	|  14.744         	|25             	|  368.61         	|  81.847         	|
run_training_batch                 	|  0.3561         	|1000           	|  356.1          	|  79.07          	|
optimizer_step_with_closure_0      	|  0.35343        	|1000           	|  353.43         	|  78.476         	|
training_step_and_backward         	|  0.2748         	|1000           	|  274.8          	|  61.017         	|
model_forward                      	|  0.16257        	|1000           	|  162.57         	|  36.097         	|
training_step                      	|  0.16243        	|1000           	|  162.43         	|  36.067         	|
backward                           	|  0.11089        	|1000           	|  110.89         	|  24.621         	|
run_validate_evaluation            	|  35.891         	|1              	|  35.891         	|  7.9692         	|
evaluation_step_and_end            	|  0.25337        	|139            	|  35.218         	|  7.8199         	|
validation_step                    	|  0.25331        	|139            	|  35.211         	|  7.8182         	|
get_train_batch                    	|  0.0041949      	|1025           	|  4.2998         	|  0.95473        	|
fetch_next_train_batch             	|  0.0041776      	|1025           	|  4.282          	|  0.95079        	|
zero_grad                          	|  0.0013203      	|1000           	|  1.3203         	|  0.29316        	|
on_train_batch_end                 	|  0.0011991      	|1000           	|  1.1991         	|  0.26624        	|
get_validate_batch                 	|  0.0024978      	|140            	|  0.34969        	|  0.077645       	|
fetch_next_validate_batch          	|  0.002483       	|140            	|  0.34762        	|  0.077185       	|
training_batch_to_device           	|  0.00023902     	|1000           	|  0.23902        	|  0.053073       	|
on_train_batch_start               	|  9.2534e-05     	|1000           	|  0.092534       	|  0.020546       	|
evaluation_batch_to_device         	|  0.00023499     	|139            	|  0.032664       	|  0.0072527      	|
on_train_end                       	|  0.02382        	|1              	|  0.02382        	|  0.005289       	|
on_pretrain_routine_start          	|  0.022868       	|1              	|  0.022868       	|  0.0050776      	|
on_batch_start                     	|  1.4886e-05     	|1000           	|  0.014886       	|  0.0033052      	|
on_before_zero_grad                	|  1.4021e-05     	|1000           	|  0.014021       	|  0.0031133      	|
on_batch_end                       	|  1.3285e-05     	|1000           	|  0.013285       	|  0.0029498      	|
on_after_backward                  	|  1.198e-05      	|1000           	|  0.01198        	|  0.0026601      	|
on_before_backward                 	|  1.1135e-05     	|1000           	|  0.011135       	|  0.0024725      	|
on_before_optimizer_step           	|  1.0303e-05     	|1000           	|  0.010303       	|  0.0022876      	|
configure_optimizers               	|  0.008893       	|1              	|  0.008893       	|  0.0019746      	|
on_train_epoch_end                 	|  0.00029227     	|25             	|  0.0073068      	|  0.0016224      	|
on_train_epoch_start               	|  0.00028438     	|25             	|  0.0071095      	|  0.0015786      	|
training_step_end                  	|  6.1328e-06     	|1000           	|  0.0061328      	|  0.0013617      	|
on_validation_model_eval           	|  0.0045941      	|1              	|  0.0045941      	|  0.0010201      	|
on_validation_batch_end            	|  2.1941e-05     	|139            	|  0.0030498      	|  0.00067719     	|
on_validation_batch_start          	|  1.0566e-05     	|139            	|  0.0014687      	|  0.00032611     	|
validation_step_end                	|  5.3592e-06     	|139            	|  0.00074492     	|  0.0001654      	|
on_train_start                     	|  0.00065346     	|1              	|  0.00065346     	|  0.0001451      	|
on_validation_start                	|  0.00033271     	|1              	|  0.00033271     	|  7.3876e-05     	|
on_epoch_end                       	|  1.0745e-05     	|26             	|  0.00027937     	|  6.2032e-05     	|
on_epoch_start                     	|  1.0713e-05     	|26             	|  0.00027855     	|  6.1848e-05     	|
on_validation_end                  	|  0.00010826     	|1              	|  0.00010826     	|  2.4039e-05     	|
on_before_accelerator_backend_setup	|  1.9422e-05     	|2              	|  3.8843e-05     	|  8.6248e-06     	|
teardown                           	|  1.5379e-05     	|2              	|  3.0758e-05     	|  6.8296e-06     	|
on_configure_sharded_model         	|  1.4221e-05     	|2              	|  2.8443e-05     	|  6.3155e-06     	|
setup                              	|  1.4196e-05     	|2              	|  2.8393e-05     	|  6.3044e-06     	|
on_fit_end                         	|  2.2371e-05     	|1              	|  2.2371e-05     	|  4.9673e-06     	|
on_validation_epoch_end            	|  1.8354e-05     	|1              	|  1.8354e-05     	|  4.0753e-06     	|
on_fit_start                       	|  1.7122e-05     	|1              	|  1.7122e-05     	|  3.8018e-06     	|
prepare_data                       	|  6.4765e-06     	|2              	|  1.2953e-05     	|  2.8761e-06     	|
on_val_dataloader                  	|  6.011e-06      	|2              	|  1.2022e-05     	|  2.6694e-06     	|
configure_callbacks                	|  5.205e-06      	|2              	|  1.041e-05      	|  2.3114e-06     	|
on_pretrain_routine_end            	|  1.0369e-05     	|1              	|  1.0369e-05     	|  2.3023e-06     	|
configure_sharded_model            	|  5.034e-06      	|2              	|  1.0068e-05     	|  2.2355e-06     	|
on_validation_epoch_start          	|  9.978e-06      	|1              	|  9.978e-06      	|  2.2155e-06     	|
on_train_dataloader                	|  4.449e-06      	|1              	|  4.449e-06      	|  9.8787e-07     	|
