FIT Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
--------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1231.0         	|  100 %          	|
--------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.424          	|500            	|  1212.0         	|  98.453         	|
run_training_batch                 	|  0.37536        	|1000           	|  375.36         	|  30.491         	|
optimizer_step_with_closure_0      	|  0.37114        	|1000           	|  371.14         	|  30.149         	|
training_step_and_backward         	|  0.26731        	|1000           	|  267.31         	|  21.714         	|
get_train_batch                    	|  0.090961       	|1500           	|  136.44         	|  11.084         	|
fetch_next_train_batch             	|  0.090922       	|1500           	|  136.38         	|  11.079         	|
model_forward                      	|  0.13602        	|1000           	|  136.02         	|  11.049         	|
training_step                      	|  0.1358         	|1000           	|  135.8          	|  11.031         	|
backward                           	|  0.12979        	|1000           	|  129.79         	|  10.543         	|
on_train_batch_end                 	|  0.0024057      	|1000           	|  2.4057         	|  0.19542        	|
zero_grad                          	|  0.0014592      	|1000           	|  1.4592         	|  0.11854        	|
training_batch_to_device           	|  0.00062053     	|1000           	|  0.62053        	|  0.050408       	|
on_train_epoch_end                 	|  0.00036233     	|500            	|  0.18117        	|  0.014717       	|
on_train_epoch_start               	|  0.00034923     	|500            	|  0.17462        	|  0.014185       	|
on_train_batch_start               	|  0.0001118      	|1000           	|  0.1118         	|  0.0090818      	|
on_batch_start                     	|  4.4264e-05     	|1000           	|  0.044264       	|  0.0035957      	|
on_train_end                       	|  0.043458       	|1              	|  0.043458       	|  0.0035302      	|
on_after_backward                  	|  2.3377e-05     	|1000           	|  0.023377       	|  0.0018989      	|
on_pretrain_routine_start          	|  0.023156       	|1              	|  0.023156       	|  0.001881       	|
on_before_zero_grad                	|  2.2849e-05     	|1000           	|  0.022849       	|  0.0018561      	|
on_before_optimizer_step           	|  1.902e-05      	|1000           	|  0.01902        	|  0.001545       	|
on_batch_end                       	|  1.7637e-05     	|1000           	|  0.017637       	|  0.0014327      	|
on_before_backward                 	|  1.5232e-05     	|1000           	|  0.015232       	|  0.0012373      	|
configure_optimizers               	|  0.010322       	|1              	|  0.010322       	|  0.00083847     	|
training_step_end                  	|  8.5863e-06     	|1000           	|  0.0085863      	|  0.00069749     	|
on_epoch_end                       	|  1.1319e-05     	|500            	|  0.0056595      	|  0.00045974     	|
on_epoch_start                     	|  1.107e-05      	|500            	|  0.005535       	|  0.00044963     	|
on_train_start                     	|  0.0023368      	|1              	|  0.0023368      	|  0.00018983     	|
on_fit_end                         	|  3.2213e-05     	|1              	|  3.2213e-05     	|  2.6167e-06     	|
on_fit_start                       	|  2.7204e-05     	|1              	|  2.7204e-05     	|  2.2099e-06     	|
on_before_accelerator_backend_setup	|  2.698e-05      	|1              	|  2.698e-05      	|  2.1917e-06     	|
on_configure_sharded_model         	|  2.471e-05      	|1              	|  2.471e-05      	|  2.0073e-06     	|
setup                              	|  2.0856e-05     	|1              	|  2.0856e-05     	|  1.6942e-06     	|
teardown                           	|  1.5302e-05     	|1              	|  1.5302e-05     	|  1.243e-06      	|
on_pretrain_routine_end            	|  1.3983e-05     	|1              	|  1.3983e-05     	|  1.1359e-06     	|
configure_callbacks                	|  9.1232e-06     	|1              	|  9.1232e-06     	|  7.4111e-07     	|
prepare_data                       	|  9.0525e-06     	|1              	|  9.0525e-06     	|  7.3536e-07     	|
configure_sharded_model            	|  7.92e-06       	|1              	|  7.92e-06       	|  6.4336e-07     	|
on_val_dataloader                  	|  6.8005e-06     	|1              	|  6.8005e-06     	|  5.5243e-07     	|
on_train_dataloader                	|  6.5211e-06     	|1              	|  6.5211e-06     	|  5.2973e-07     	|
