VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1603.5         	|  100 %          	|
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run_training_epoch                 	|  24.177         	|63             	|  1523.2         	|  94.989         	|
run_training_batch                 	|  0.18605        	|8000           	|  1488.4         	|  92.822         	|
training_step_and_backward         	|  0.17608        	|8000           	|  1408.6         	|  87.846         	|
model_forward                      	|  0.092905       	|8000           	|  743.24         	|  46.35          	|
training_step                      	|  0.092772       	|8000           	|  742.17         	|  46.284         	|
backward                           	|  0.082994       	|8000           	|  663.95         	|  41.406         	|
optimizer_step_with_closure_0      	|  0.23355        	|1000           	|  233.55         	|  14.565         	|
run_validate_evaluation            	|  37.262         	|1              	|  37.262         	|  2.3238         	|
evaluation_step_and_end            	|  0.096599       	|377            	|  36.418         	|  2.2711         	|
validation_step                    	|  0.096545       	|377            	|  36.397         	|  2.2698         	|
get_train_batch                    	|  0.0022413      	|8063           	|  18.071         	|  1.127          	|
fetch_next_train_batch             	|  0.0022248      	|8063           	|  17.938         	|  1.1187         	|
on_train_batch_end                 	|  0.0010778      	|8000           	|  8.6223         	|  0.53771        	|
training_batch_to_device           	|  0.00021034     	|8000           	|  1.6827         	|  0.10494        	|
zero_grad                          	|  0.0012975      	|1000           	|  1.2975         	|  0.080918       	|
on_train_batch_start               	|  8.9667e-05     	|8000           	|  0.71733        	|  0.044735       	|
get_validate_batch                 	|  0.0015864      	|378            	|  0.59966        	|  0.037396       	|
fetch_next_validate_batch          	|  0.0015725      	|378            	|  0.59439        	|  0.037068       	|
on_batch_start                     	|  1.4511e-05     	|8000           	|  0.11609        	|  0.0072396      	|
on_before_backward                 	|  1.296e-05      	|8000           	|  0.10368        	|  0.0064659      	|
on_batch_end                       	|  1.2693e-05     	|8000           	|  0.10154        	|  0.0063324      	|
on_after_backward                  	|  1.1149e-05     	|8000           	|  0.089193       	|  0.0055623      	|
evaluation_batch_to_device         	|  0.00020716     	|377            	|  0.078101       	|  0.0048705      	|
training_step_end                  	|  5.9468e-06     	|8000           	|  0.047574       	|  0.0029668      	|
on_train_end                       	|  0.02511        	|1              	|  0.02511        	|  0.0015659      	|
on_pretrain_routine_start          	|  0.023478       	|1              	|  0.023478       	|  0.0014641      	|
on_train_epoch_start               	|  0.00029363     	|63             	|  0.018498       	|  0.0011536      	|
on_train_epoch_end                 	|  0.0002803      	|63             	|  0.017659       	|  0.0011013      	|
on_before_zero_grad                	|  1.4563e-05     	|1000           	|  0.014563       	|  0.00090815     	|
on_before_optimizer_step           	|  1.1774e-05     	|1000           	|  0.011774       	|  0.00073425     	|
configure_optimizers               	|  0.0079902      	|1              	|  0.0079902      	|  0.00049829     	|
on_validation_batch_end            	|  1.9635e-05     	|377            	|  0.0074025      	|  0.00046164     	|
on_validation_model_eval           	|  0.0045734      	|1              	|  0.0045734      	|  0.00028521     	|
on_validation_batch_start          	|  9.7336e-06     	|377            	|  0.0036696      	|  0.00022884     	|
validation_step_end                	|  5.1925e-06     	|377            	|  0.0019576      	|  0.00012208     	|
on_train_start                     	|  0.00070744     	|1              	|  0.00070744     	|  4.4118e-05     	|
on_epoch_end                       	|  1.0906e-05     	|64             	|  0.00069802     	|  4.353e-05      	|
on_epoch_start                     	|  1.0583e-05     	|64             	|  0.00067734     	|  4.224e-05      	|
on_validation_start                	|  0.00033375     	|1              	|  0.00033375     	|  2.0814e-05     	|
on_validation_end                  	|  0.00010582     	|1              	|  0.00010582     	|  6.5991e-06     	|
on_before_accelerator_backend_setup	|  1.7683e-05     	|2              	|  3.5366e-05     	|  2.2055e-06     	|
teardown                           	|  1.5729e-05     	|2              	|  3.1459e-05     	|  1.9619e-06     	|
setup                              	|  1.338e-05      	|2              	|  2.676e-05      	|  1.6688e-06     	|
on_configure_sharded_model         	|  1.3285e-05     	|2              	|  2.6569e-05     	|  1.6569e-06     	|
on_fit_end                         	|  2.0398e-05     	|1              	|  2.0398e-05     	|  1.2721e-06     	|
on_validation_epoch_end            	|  1.8986e-05     	|1              	|  1.8986e-05     	|  1.184e-06      	|
on_fit_start                       	|  1.6782e-05     	|1              	|  1.6782e-05     	|  1.0466e-06     	|
on_val_dataloader                  	|  6.2515e-06     	|2              	|  1.2503e-05     	|  7.7972e-07     	|
on_pretrain_routine_end            	|  1.2002e-05     	|1              	|  1.2002e-05     	|  7.4849e-07     	|
prepare_data                       	|  5.5705e-06     	|2              	|  1.1141e-05     	|  6.9478e-07     	|
configure_callbacks                	|  5.3711e-06     	|2              	|  1.0742e-05     	|  6.699e-07      	|
configure_sharded_model            	|  4.9645e-06     	|2              	|  9.9291e-06     	|  6.192e-07      	|
on_validation_epoch_start          	|  9.418e-06      	|1              	|  9.418e-06      	|  5.8733e-07     	|
on_train_dataloader                	|  4.3779e-06     	|1              	|  4.3779e-06     	|  2.7302e-07     	|
