VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  380.86         	|  100 %          	|
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run_training_epoch                 	|  13.301         	|25             	|  332.52         	|  87.308         	|
run_training_batch                 	|  0.27341        	|1000           	|  273.41         	|  71.787         	|
optimizer_step_with_closure_0      	|  0.27016        	|1000           	|  270.16         	|  70.935         	|
training_step_and_backward         	|  0.20833        	|1000           	|  208.33         	|  54.701         	|
backward                           	|  0.10516        	|1000           	|  105.16         	|  27.612         	|
model_forward                      	|  0.10167        	|1000           	|  101.67         	|  26.695         	|
training_step                      	|  0.10149        	|1000           	|  101.49         	|  26.646         	|
run_validate_evaluation            	|  17.39          	|1              	|  17.39          	|  4.5659         	|
get_train_batch                    	|  0.014014       	|1025           	|  14.364         	|  3.7714         	|
fetch_next_train_batch             	|  0.013991       	|1025           	|  14.34          	|  3.7652         	|
evaluation_step_and_end            	|  0.10041        	|139            	|  13.956         	|  3.6644         	|
validation_step                    	|  0.1003         	|139            	|  13.941         	|  3.6604         	|
on_train_batch_end                 	|  0.0020751      	|1000           	|  2.0751         	|  0.54485        	|
zero_grad                          	|  0.0014666      	|1000           	|  1.4666         	|  0.38509        	|
get_validate_batch                 	|  0.006424       	|140            	|  0.89936        	|  0.23614        	|
fetch_next_validate_batch          	|  0.0064004      	|140            	|  0.89606        	|  0.23527        	|
training_batch_to_device           	|  0.00026206     	|1000           	|  0.26206        	|  0.068807       	|
on_train_batch_start               	|  9.2091e-05     	|1000           	|  0.092091       	|  0.02418        	|
on_train_end                       	|  0.042103       	|1              	|  0.042103       	|  0.011055       	|
evaluation_batch_to_device         	|  0.00029909     	|139            	|  0.041573       	|  0.010916       	|
on_before_zero_grad                	|  3.4089e-05     	|1000           	|  0.034089       	|  0.0089504      	|
on_after_backward                  	|  2.4909e-05     	|1000           	|  0.024909       	|  0.0065401      	|
on_pretrain_routine_start          	|  0.023602       	|1              	|  0.023602       	|  0.0061971      	|
on_batch_start                     	|  1.9789e-05     	|1000           	|  0.019789       	|  0.0051957      	|
on_batch_end                       	|  1.7527e-05     	|1000           	|  0.017527       	|  0.004602       	|
on_before_optimizer_step           	|  1.3668e-05     	|1000           	|  0.013668       	|  0.0035888      	|
on_before_backward                 	|  1.2763e-05     	|1000           	|  0.012763       	|  0.0033511      	|
on_train_epoch_start               	|  0.00040189     	|25             	|  0.010047       	|  0.002638       	|
on_train_epoch_end                 	|  0.00038952     	|25             	|  0.0097379      	|  0.0025568      	|
configure_optimizers               	|  0.0087171      	|1              	|  0.0087171      	|  0.0022888      	|
training_step_end                  	|  7.2149e-06     	|1000           	|  0.0072149      	|  0.0018944      	|
on_validation_batch_end            	|  4.0194e-05     	|139            	|  0.0055869      	|  0.0014669      	|
on_validation_model_eval           	|  0.0039649      	|1              	|  0.0039649      	|  0.001041       	|
on_validation_batch_start          	|  1.5893e-05     	|139            	|  0.0022092      	|  0.00058004     	|
validation_step_end                	|  8.9317e-06     	|139            	|  0.0012415      	|  0.00032597     	|
on_train_start                     	|  0.00069982     	|1              	|  0.00069982     	|  0.00018375     	|
on_validation_start                	|  0.00038457     	|1              	|  0.00038457     	|  0.00010097     	|
on_epoch_end                       	|  1.189e-05      	|26             	|  0.00030914     	|  8.1169e-05     	|
on_epoch_start                     	|  1.142e-05      	|26             	|  0.00029692     	|  7.796e-05      	|
on_validation_end                  	|  0.00018965     	|1              	|  0.00018965     	|  4.9795e-05     	|
teardown                           	|  3.6065e-05     	|2              	|  7.2129e-05     	|  1.8938e-05     	|
on_configure_sharded_model         	|  3.1667e-05     	|2              	|  6.3334e-05     	|  1.6629e-05     	|
setup                              	|  2.4528e-05     	|2              	|  4.9056e-05     	|  1.288e-05      	|
on_before_accelerator_backend_setup	|  2.0311e-05     	|2              	|  4.0622e-05     	|  1.0666e-05     	|
on_validation_epoch_end            	|  3.5964e-05     	|1              	|  3.5964e-05     	|  9.4428e-06     	|
on_fit_end                         	|  2.6084e-05     	|1              	|  2.6084e-05     	|  6.8488e-06     	|
prepare_data                       	|  9.6243e-06     	|2              	|  1.9249e-05     	|  5.0539e-06     	|
on_fit_start                       	|  1.8016e-05     	|1              	|  1.8016e-05     	|  4.7302e-06     	|
configure_sharded_model            	|  8.1332e-06     	|2              	|  1.6266e-05     	|  4.271e-06      	|
on_val_dataloader                  	|  7.9172e-06     	|2              	|  1.5834e-05     	|  4.1575e-06     	|
on_pretrain_routine_end            	|  1.4253e-05     	|1              	|  1.4253e-05     	|  3.7423e-06     	|
on_validation_epoch_start          	|  1.1081e-05     	|1              	|  1.1081e-05     	|  2.9094e-06     	|
configure_callbacks                	|  5.1688e-06     	|2              	|  1.0338e-05     	|  2.7143e-06     	|
on_train_dataloader                	|  7.3519e-06     	|1              	|  7.3519e-06     	|  1.9303e-06     	|
