FIT Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
--------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1280.5         	|  100 %          	|
--------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.5153         	|500            	|  1257.6         	|  98.215         	|
run_training_batch                 	|  0.29497        	|1000           	|  294.97         	|  23.036         	|
optimizer_step_with_closure_0      	|  0.29146        	|1000           	|  291.46         	|  22.761         	|
training_step_and_backward         	|  0.22337        	|1000           	|  223.37         	|  17.444         	|
get_train_batch                    	|  0.11603        	|1500           	|  174.05         	|  13.592         	|
fetch_next_train_batch             	|  0.11598        	|1500           	|  173.97         	|  13.586         	|
model_forward                      	|  0.11563        	|1000           	|  115.63         	|  9.0298         	|
training_step                      	|  0.11537        	|1000           	|  115.37         	|  9.01           	|
backward                           	|  0.10616        	|1000           	|  106.16         	|  8.2906         	|
on_train_batch_end                 	|  0.0027619      	|1000           	|  2.7619         	|  0.21569        	|
zero_grad                          	|  0.0015425      	|1000           	|  1.5425         	|  0.12046        	|
training_batch_to_device           	|  0.00074591     	|1000           	|  0.74591        	|  0.058251       	|
on_train_epoch_end                 	|  0.00044144     	|500            	|  0.22072        	|  0.017237       	|
on_train_epoch_start               	|  0.00042689     	|500            	|  0.21345        	|  0.016669       	|
on_train_batch_start               	|  0.0001207      	|1000           	|  0.1207         	|  0.009426       	|
on_batch_start                     	|  5.5351e-05     	|1000           	|  0.055351       	|  0.0043226      	|
on_train_end                       	|  0.047232       	|1              	|  0.047232       	|  0.0036885      	|
on_after_backward                  	|  2.76e-05       	|1000           	|  0.0276         	|  0.0021554      	|
on_before_zero_grad                	|  2.4105e-05     	|1000           	|  0.024105       	|  0.0018825      	|
on_pretrain_routine_start          	|  0.023108       	|1              	|  0.023108       	|  0.0018046      	|
on_before_optimizer_step           	|  1.7544e-05     	|1000           	|  0.017544       	|  0.0013701      	|
on_batch_end                       	|  1.6582e-05     	|1000           	|  0.016582       	|  0.0012949      	|
on_before_backward                 	|  1.6279e-05     	|1000           	|  0.016279       	|  0.0012713      	|
configure_optimizers               	|  0.01334        	|1              	|  0.01334        	|  0.0010418      	|
training_step_end                  	|  1.1357e-05     	|1000           	|  0.011357       	|  0.00088692     	|
on_epoch_end                       	|  1.2675e-05     	|500            	|  0.0063373      	|  0.0004949      	|
on_epoch_start                     	|  1.1846e-05     	|500            	|  0.0059229      	|  0.00046254     	|
on_train_start                     	|  0.0012659      	|1              	|  0.0012659      	|  9.8856e-05     	|
on_fit_end                         	|  6.8055e-05     	|1              	|  6.8055e-05     	|  5.3147e-06     	|
on_fit_start                       	|  4.5907e-05     	|1              	|  4.5907e-05     	|  3.585e-06      	|
setup                              	|  2.7154e-05     	|1              	|  2.7154e-05     	|  2.1205e-06     	|
on_configure_sharded_model         	|  2.2598e-05     	|1              	|  2.2598e-05     	|  1.7647e-06     	|
on_before_accelerator_backend_setup	|  2.2165e-05     	|1              	|  2.2165e-05     	|  1.731e-06      	|
teardown                           	|  1.7565e-05     	|1              	|  1.7565e-05     	|  1.3717e-06     	|
on_pretrain_routine_end            	|  1.3296e-05     	|1              	|  1.3296e-05     	|  1.0383e-06     	|
on_train_dataloader                	|  1.0975e-05     	|1              	|  1.0975e-05     	|  8.5706e-07     	|
on_val_dataloader                  	|  1.093e-05      	|1              	|  1.093e-05      	|  8.5357e-07     	|
configure_callbacks                	|  9.9558e-06     	|1              	|  9.9558e-06     	|  7.7749e-07     	|
prepare_data                       	|  9.5349e-06     	|1              	|  9.5349e-06     	|  7.4462e-07     	|
configure_sharded_model            	|  6.4634e-06     	|1              	|  6.4634e-06     	|  5.0475e-07     	|
