VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  350.96         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  15.157         	|21             	|  318.29         	|  90.692         	|
run_training_batch                 	|  0.30508        	|1000           	|  305.08         	|  86.926         	|
optimizer_step_with_closure_0      	|  0.3031         	|1000           	|  303.1          	|  86.364         	|
training_step_and_backward         	|  0.23147        	|1000           	|  231.47         	|  65.953         	|
backward                           	|  0.11732        	|1000           	|  117.32         	|  33.429         	|
model_forward                      	|  0.11264        	|1000           	|  112.64         	|  32.096         	|
training_step                      	|  0.11247        	|1000           	|  112.47         	|  32.045         	|
run_validate_evaluation            	|  13.341         	|1              	|  13.341         	|  3.8012         	|
evaluation_step_and_end            	|  0.1003         	|125            	|  12.537         	|  3.5722         	|
validation_step                    	|  0.10023        	|125            	|  12.529         	|  3.5699         	|
get_train_batch                    	|  0.0044223      	|1021           	|  4.5151         	|  1.2865         	|
fetch_next_train_batch             	|  0.0044024      	|1021           	|  4.4949         	|  1.2807         	|
on_train_batch_end                 	|  0.0015044      	|1000           	|  1.5044         	|  0.42866        	|
zero_grad                          	|  0.0014793      	|1000           	|  1.4793         	|  0.4215         	|
get_validate_batch                 	|  0.0029712      	|126            	|  0.37437        	|  0.10667        	|
fetch_next_validate_batch          	|  0.0029542      	|126            	|  0.37223        	|  0.10606        	|
training_batch_to_device           	|  0.00026582     	|1000           	|  0.26582        	|  0.075741       	|
on_train_batch_start               	|  0.00010326     	|1000           	|  0.10326        	|  0.029421       	|
evaluation_batch_to_device         	|  0.00023699     	|125            	|  0.029624       	|  0.0084407      	|
on_train_end                       	|  0.023274       	|1              	|  0.023274       	|  0.0066316      	|
on_pretrain_routine_start          	|  0.021906       	|1              	|  0.021906       	|  0.0062417      	|
on_batch_start                     	|  1.8124e-05     	|1000           	|  0.018124       	|  0.0051641      	|
on_after_backward                  	|  1.5584e-05     	|1000           	|  0.015584       	|  0.0044403      	|
on_batch_end                       	|  1.4486e-05     	|1000           	|  0.014486       	|  0.0041275      	|
on_before_zero_grad                	|  1.226e-05      	|1000           	|  0.01226        	|  0.0034934      	|
on_before_optimizer_step           	|  1.1794e-05     	|1000           	|  0.011794       	|  0.0033605      	|
on_before_backward                 	|  1.173e-05      	|1000           	|  0.01173        	|  0.0033422      	|
on_train_epoch_end                 	|  0.00046253     	|21             	|  0.0097131      	|  0.0027676      	|
on_train_epoch_start               	|  0.00042167     	|21             	|  0.008855       	|  0.0025231      	|
configure_optimizers               	|  0.0077459      	|1              	|  0.0077459      	|  0.002207       	|
training_step_end                  	|  6.2858e-06     	|1000           	|  0.0062858      	|  0.001791       	|
on_validation_model_eval           	|  0.0040855      	|1              	|  0.0040855      	|  0.0011641      	|
on_validation_batch_end            	|  2.5638e-05     	|125            	|  0.0032048      	|  0.00091315     	|
on_validation_batch_start          	|  1.1946e-05     	|125            	|  0.0014933      	|  0.00042548     	|
on_train_start                     	|  0.0012292      	|1              	|  0.0012292      	|  0.00035023     	|
validation_step_end                	|  5.6455e-06     	|125            	|  0.00070568     	|  0.00020107     	|
on_validation_start                	|  0.00042893     	|1              	|  0.00042893     	|  0.00012222     	|
on_epoch_end                       	|  1.4998e-05     	|22             	|  0.00032996     	|  9.4015e-05     	|
on_epoch_start                     	|  1.0552e-05     	|22             	|  0.00023214     	|  6.6143e-05     	|
on_validation_end                  	|  0.00014102     	|1              	|  0.00014102     	|  4.0181e-05     	|
setup                              	|  2.1648e-05     	|2              	|  4.3295e-05     	|  1.2336e-05     	|
on_before_accelerator_backend_setup	|  2.1181e-05     	|2              	|  4.2362e-05     	|  1.207e-05      	|
on_configure_sharded_model         	|  1.8671e-05     	|2              	|  3.7342e-05     	|  1.064e-05      	|
on_validation_epoch_end            	|  3.3822e-05     	|1              	|  3.3822e-05     	|  9.637e-06      	|
teardown                           	|  1.662e-05      	|2              	|  3.3241e-05     	|  9.4714e-06     	|
on_fit_end                         	|  2.332e-05      	|1              	|  2.332e-05      	|  6.6446e-06     	|
on_pretrain_routine_end            	|  1.8432e-05     	|1              	|  1.8432e-05     	|  5.2519e-06     	|
on_fit_start                       	|  1.7227e-05     	|1              	|  1.7227e-05     	|  4.9085e-06     	|
on_val_dataloader                  	|  8.5955e-06     	|2              	|  1.7191e-05     	|  4.8983e-06     	|
prepare_data                       	|  6.516e-06      	|2              	|  1.3032e-05     	|  3.7132e-06     	|
configure_sharded_model            	|  5.9055e-06     	|2              	|  1.1811e-05     	|  3.3653e-06     	|
configure_callbacks                	|  5.521e-06      	|2              	|  1.1042e-05     	|  3.1462e-06     	|
on_validation_epoch_start          	|  9.167e-06      	|1              	|  9.167e-06      	|  2.612e-06      	|
on_train_dataloader                	|  5.935e-06      	|1              	|  5.935e-06      	|  1.6911e-06     	|
