VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1846.3         	|  100 %          	|
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run_training_epoch                 	|  26.419         	|63             	|  1664.4         	|  90.149         	|
run_training_batch                 	|  0.20366        	|8000           	|  1629.3         	|  88.248         	|
training_step_and_backward         	|  0.19272        	|8000           	|  1541.8         	|  83.506         	|
model_forward                      	|  0.10829        	|8000           	|  866.32         	|  46.922         	|
training_step                      	|  0.10816        	|8000           	|  865.27         	|  46.865         	|
backward                           	|  0.084251       	|8000           	|  674.01         	|  36.506         	|
optimizer_step_with_closure_0      	|  0.24966        	|1000           	|  249.66         	|  13.522         	|
run_validate_evaluation            	|  137.8          	|1              	|  137.8          	|  7.4634         	|
evaluation_step_and_end            	|  0.13581        	|1000           	|  135.81         	|  7.3558         	|
validation_step                    	|  0.13576        	|1000           	|  135.76         	|  7.3531         	|
get_train_batch                    	|  0.0022805      	|8063           	|  18.387         	|  0.9959         	|
fetch_next_train_batch             	|  0.0022641      	|8063           	|  18.255         	|  0.98874        	|
on_train_batch_end                 	|  0.0010729      	|8000           	|  8.5833         	|  0.46489        	|
training_batch_to_device           	|  0.0002127      	|8000           	|  1.7016         	|  0.092161       	|
get_validate_batch                 	|  0.00145        	|1001           	|  1.4514         	|  0.078612       	|
fetch_next_validate_batch          	|  0.0014366      	|1001           	|  1.4381         	|  0.07789        	|
zero_grad                          	|  0.001285       	|1000           	|  1.285          	|  0.069597       	|
on_train_batch_start               	|  9.0185e-05     	|8000           	|  0.72148        	|  0.039077       	|
evaluation_batch_to_device         	|  0.00020757     	|1000           	|  0.20757        	|  0.011243       	|
on_batch_start                     	|  1.4838e-05     	|8000           	|  0.11871        	|  0.0064294      	|
on_before_backward                 	|  1.3327e-05     	|8000           	|  0.10662        	|  0.0057746      	|
on_batch_end                       	|  1.3286e-05     	|8000           	|  0.10629        	|  0.0057567      	|
on_after_backward                  	|  1.2276e-05     	|8000           	|  0.098206       	|  0.0053191      	|
training_step_end                  	|  5.5741e-06     	|8000           	|  0.044593       	|  0.0024153      	|
on_train_end                       	|  0.024853       	|1              	|  0.024853       	|  0.0013461      	|
on_pretrain_routine_start          	|  0.022085       	|1              	|  0.022085       	|  0.0011962      	|
on_train_epoch_start               	|  0.00030161     	|63             	|  0.019001       	|  0.0010292      	|
on_validation_batch_end            	|  1.8889e-05     	|1000           	|  0.018889       	|  0.0010231      	|
on_train_epoch_end                 	|  0.00026761     	|63             	|  0.01686        	|  0.00091317     	|
on_before_zero_grad                	|  1.4768e-05     	|1000           	|  0.014768       	|  0.00079986     	|
on_before_optimizer_step           	|  1.2013e-05     	|1000           	|  0.012013       	|  0.00065064     	|
on_validation_batch_start          	|  1.0074e-05     	|1000           	|  0.010074       	|  0.00054564     	|
configure_optimizers               	|  0.0081567      	|1              	|  0.0081567      	|  0.00044179     	|
validation_step_end                	|  4.89e-06       	|1000           	|  0.00489        	|  0.00026485     	|
on_validation_model_eval           	|  0.0045074      	|1              	|  0.0045074      	|  0.00024413     	|
on_train_start                     	|  0.00077021     	|1              	|  0.00077021     	|  4.1717e-05     	|
on_epoch_start                     	|  1.1056e-05     	|64             	|  0.0007076      	|  3.8326e-05     	|
on_epoch_end                       	|  1.04e-05       	|64             	|  0.00066559     	|  3.605e-05      	|
on_validation_start                	|  0.0003204      	|1              	|  0.0003204      	|  1.7354e-05     	|
on_validation_end                  	|  0.00011315     	|1              	|  0.00011315     	|  6.1286e-06     	|
setup                              	|  2.2948e-05     	|2              	|  4.5897e-05     	|  2.4859e-06     	|
on_before_accelerator_backend_setup	|  2.0297e-05     	|2              	|  4.0595e-05     	|  2.1987e-06     	|
teardown                           	|  1.7809e-05     	|2              	|  3.5617e-05     	|  1.9291e-06     	|
on_configure_sharded_model         	|  1.5844e-05     	|2              	|  3.1688e-05     	|  1.7163e-06     	|
on_fit_end                         	|  2.1861e-05     	|1              	|  2.1861e-05     	|  1.184e-06      	|
on_validation_epoch_end            	|  1.8345e-05     	|1              	|  1.8345e-05     	|  9.9361e-07     	|
on_fit_start                       	|  1.7382e-05     	|1              	|  1.7382e-05     	|  9.4145e-07     	|
prepare_data                       	|  6.0855e-06     	|2              	|  1.2171e-05     	|  6.5921e-07     	|
on_val_dataloader                  	|  5.8354e-06     	|2              	|  1.1671e-05     	|  6.3212e-07     	|
configure_callbacks                	|  5.5705e-06     	|2              	|  1.1141e-05     	|  6.0342e-07     	|
on_pretrain_routine_end            	|  1.0229e-05     	|1              	|  1.0229e-05     	|  5.5404e-07     	|
configure_sharded_model            	|  5.0795e-06     	|2              	|  1.0159e-05     	|  5.5024e-07     	|
on_validation_epoch_start          	|  9.3179e-06     	|1              	|  9.3179e-06     	|  5.0468e-07     	|
on_train_dataloader                	|  4.288e-06      	|1              	|  4.288e-06      	|  2.3225e-07     	|
