VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1323.9         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.5237         	|500            	|  1261.8         	|  95.316         	|
run_training_batch                 	|  0.25682        	|1000           	|  256.82         	|  19.4           	|
optimizer_step_with_closure_0      	|  0.25462        	|1000           	|  254.62         	|  19.234         	|
training_step_and_backward         	|  0.19416        	|1000           	|  194.16         	|  14.666         	|
get_train_batch                    	|  0.12293        	|1500           	|  184.39         	|  13.929         	|
fetch_next_train_batch             	|  0.12289        	|1500           	|  184.34         	|  13.924         	|
model_forward                      	|  0.10056        	|1000           	|  100.56         	|  7.5956         	|
training_step                      	|  0.10035        	|1000           	|  100.35         	|  7.5799         	|
backward                           	|  0.092157       	|1000           	|  92.157         	|  6.9612         	|
run_validate_evaluation            	|  31.286         	|1              	|  31.286         	|  2.3632         	|
evaluation_step_and_end            	|  0.086582       	|313            	|  27.1           	|  2.0471         	|
validation_step                    	|  0.086514       	|313            	|  27.079         	|  2.0455         	|
on_train_batch_end                 	|  0.0017223      	|1000           	|  1.7223         	|  0.1301         	|
zero_grad                          	|  0.001414       	|1000           	|  1.414          	|  0.10681        	|
get_validate_batch                 	|  0.0033157      	|314            	|  1.0411         	|  0.078643       	|
fetch_next_validate_batch          	|  0.0032983      	|314            	|  1.0357         	|  0.078232       	|
training_batch_to_device           	|  0.0006599      	|1000           	|  0.6599         	|  0.049847       	|
on_train_epoch_start               	|  0.00031993     	|500            	|  0.15997        	|  0.012083       	|
on_train_epoch_end                 	|  0.0003164      	|500            	|  0.1582         	|  0.01195        	|
on_train_batch_start               	|  0.00010904     	|1000           	|  0.10904        	|  0.0082365      	|
evaluation_batch_to_device         	|  0.0001954      	|313            	|  0.06116        	|  0.0046199      	|
on_batch_start                     	|  4.494e-05      	|1000           	|  0.04494        	|  0.0033946      	|
on_train_end                       	|  0.04265        	|1              	|  0.04265        	|  0.0032217      	|
on_pretrain_routine_start          	|  0.022043       	|1              	|  0.022043       	|  0.0016651      	|
on_before_zero_grad                	|  2.1512e-05     	|1000           	|  0.021512       	|  0.001625       	|
on_after_backward                  	|  1.8905e-05     	|1000           	|  0.018905       	|  0.001428       	|
on_batch_end                       	|  1.6784e-05     	|1000           	|  0.016784       	|  0.0012678      	|
on_before_optimizer_step           	|  1.3199e-05     	|1000           	|  0.013199       	|  0.00099704     	|
on_before_backward                 	|  1.2104e-05     	|1000           	|  0.012104       	|  0.00091427     	|
configure_optimizers               	|  0.010773       	|1              	|  0.010773       	|  0.00081375     	|
training_step_end                  	|  8.2993e-06     	|1000           	|  0.0082993      	|  0.00062691     	|
on_validation_batch_end            	|  2.4859e-05     	|313            	|  0.0077808      	|  0.00058774     	|
on_epoch_end                       	|  1.2049e-05     	|501            	|  0.0060367      	|  0.000456       	|
on_epoch_start                     	|  1.0709e-05     	|501            	|  0.0053653      	|  0.00040528     	|
on_validation_batch_start          	|  1.2955e-05     	|313            	|  0.0040549      	|  0.00030629     	|
on_validation_model_eval           	|  0.0039431      	|1              	|  0.0039431      	|  0.00029785     	|
validation_step_end                	|  6.245e-06      	|313            	|  0.0019547      	|  0.00014765     	|
on_train_start                     	|  0.0010833      	|1              	|  0.0010833      	|  8.1829e-05     	|
on_validation_start                	|  0.00049596     	|1              	|  0.00049596     	|  3.7463e-05     	|
on_validation_end                  	|  0.00015916     	|1              	|  0.00015916     	|  1.2023e-05     	|
on_fit_end                         	|  6.5131e-05     	|1              	|  6.5131e-05     	|  4.9198e-06     	|
setup                              	|  2.6811e-05     	|2              	|  5.3622e-05     	|  4.0504e-06     	|
on_configure_sharded_model         	|  2.4913e-05     	|2              	|  4.9826e-05     	|  3.7637e-06     	|
on_fit_start                       	|  4.9153e-05     	|1              	|  4.9153e-05     	|  3.7129e-06     	|
on_before_accelerator_backend_setup	|  2.3566e-05     	|2              	|  4.7132e-05     	|  3.5602e-06     	|
teardown                           	|  2.1259e-05     	|2              	|  4.2519e-05     	|  3.2117e-06     	|
on_validation_epoch_end            	|  3.9017e-05     	|1              	|  3.9017e-05     	|  2.9472e-06     	|
on_val_dataloader                  	|  9.0981e-06     	|2              	|  1.8196e-05     	|  1.3745e-06     	|
prepare_data                       	|  8.7395e-06     	|2              	|  1.7479e-05     	|  1.3203e-06     	|
configure_callbacks                	|  8.6846e-06     	|2              	|  1.7369e-05     	|  1.312e-06      	|
on_pretrain_routine_end            	|  1.7241e-05     	|1              	|  1.7241e-05     	|  1.3023e-06     	|
configure_sharded_model            	|  7.7477e-06     	|2              	|  1.5495e-05     	|  1.1705e-06     	|
on_validation_epoch_start          	|  8.7433e-06     	|1              	|  8.7433e-06     	|  6.6044e-07     	|
on_train_dataloader                	|  8.0857e-06     	|1              	|  8.0857e-06     	|  6.1077e-07     	|
