VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1616.3         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  3.1129         	|500            	|  1556.5         	|  96.298         	|
run_training_batch                 	|  0.39858        	|1000           	|  398.58         	|  24.66          	|
optimizer_step_with_closure_0      	|  0.39477        	|1000           	|  394.77         	|  24.424         	|
training_step_and_backward         	|  0.29069        	|1000           	|  290.69         	|  17.985         	|
get_train_batch                    	|  0.12255        	|1500           	|  183.83         	|  11.374         	|
fetch_next_train_batch             	|  0.12251        	|1500           	|  183.77         	|  11.37          	|
model_forward                      	|  0.1568         	|1000           	|  156.8          	|  9.7011         	|
training_step                      	|  0.15658        	|1000           	|  156.58         	|  9.6874         	|
backward                           	|  0.13237        	|1000           	|  132.37         	|  8.1896         	|
run_validate_evaluation            	|  30.622         	|1              	|  30.622         	|  1.8946         	|
evaluation_step_and_end            	|  0.22046        	|125            	|  27.557         	|  1.705          	|
validation_step                    	|  0.22034        	|125            	|  27.542         	|  1.704          	|
on_train_batch_end                 	|  0.0022335      	|1000           	|  2.2335         	|  0.13819        	|
zero_grad                          	|  0.0014829      	|1000           	|  1.4829         	|  0.091749       	|
training_batch_to_device           	|  0.00062828     	|1000           	|  0.62828        	|  0.038872       	|
get_validate_batch                 	|  0.0045518      	|126            	|  0.57353        	|  0.035484       	|
fetch_next_validate_batch          	|  0.0045265      	|126            	|  0.57034        	|  0.035287       	|
on_train_epoch_end                 	|  0.00033906     	|500            	|  0.16953        	|  0.010489       	|
on_train_epoch_start               	|  0.00033435     	|500            	|  0.16718        	|  0.010343       	|
on_train_batch_start               	|  0.00011116     	|1000           	|  0.11116        	|  0.0068777      	|
on_batch_start                     	|  5.0432e-05     	|1000           	|  0.050432       	|  0.0031202      	|
on_train_end                       	|  0.044228       	|1              	|  0.044228       	|  0.0027364      	|
evaluation_batch_to_device         	|  0.00027325     	|125            	|  0.034156       	|  0.0021132      	|
on_after_backward                  	|  2.3449e-05     	|1000           	|  0.023449       	|  0.0014508      	|
on_pretrain_routine_start          	|  0.022091       	|1              	|  0.022091       	|  0.0013668      	|
on_before_zero_grad                	|  2.1165e-05     	|1000           	|  0.021165       	|  0.0013095      	|
on_before_optimizer_step           	|  1.5857e-05     	|1000           	|  0.015857       	|  0.00098108     	|
on_batch_end                       	|  1.5673e-05     	|1000           	|  0.015673       	|  0.00096968     	|
on_before_backward                 	|  1.3232e-05     	|1000           	|  0.013232       	|  0.00081864     	|
configure_optimizers               	|  0.0085517      	|1              	|  0.0085517      	|  0.00052909     	|
training_step_end                  	|  8.4666e-06     	|1000           	|  0.0084666      	|  0.00052382     	|
on_epoch_end                       	|  1.1343e-05     	|501            	|  0.0056827      	|  0.00035159     	|
on_epoch_start                     	|  1.1269e-05     	|501            	|  0.0056458      	|  0.0003493      	|
on_validation_batch_end            	|  4.3624e-05     	|125            	|  0.005453       	|  0.00033738     	|
on_validation_model_eval           	|  0.0050193      	|1              	|  0.0050193      	|  0.00031054     	|
on_train_start                     	|  0.0022021      	|1              	|  0.0022021      	|  0.00013625     	|
on_validation_batch_start          	|  1.7233e-05     	|125            	|  0.0021542      	|  0.00013328     	|
validation_step_end                	|  9.1403e-06     	|125            	|  0.0011425      	|  7.0688e-05     	|
on_validation_start                	|  0.00093353     	|1              	|  0.00093353     	|  5.7757e-05     	|
on_validation_end                  	|  0.0002259      	|1              	|  0.0002259      	|  1.3976e-05     	|
on_fit_end                         	|  7.2487e-05     	|1              	|  7.2487e-05     	|  4.4847e-06     	|
teardown                           	|  3.1983e-05     	|2              	|  6.3965e-05     	|  3.9575e-06     	|
on_before_accelerator_backend_setup	|  2.7245e-05     	|2              	|  5.449e-05      	|  3.3713e-06     	|
setup                              	|  2.5003e-05     	|2              	|  5.0006e-05     	|  3.0939e-06     	|
on_configure_sharded_model         	|  2.4231e-05     	|2              	|  4.8462e-05     	|  2.9983e-06     	|
on_validation_epoch_end            	|  3.8404e-05     	|1              	|  3.8404e-05     	|  2.376e-06      	|
on_val_dataloader                  	|  1.1614e-05     	|2              	|  2.3227e-05     	|  1.4371e-06     	|
configure_callbacks                	|  9.3216e-06     	|2              	|  1.8643e-05     	|  1.1534e-06     	|
on_fit_start                       	|  1.8353e-05     	|1              	|  1.8353e-05     	|  1.1355e-06     	|
on_validation_epoch_start          	|  1.8086e-05     	|1              	|  1.8086e-05     	|  1.119e-06      	|
prepare_data                       	|  7.771e-06      	|2              	|  1.5542e-05     	|  9.6157e-07     	|
configure_sharded_model            	|  7.6992e-06     	|2              	|  1.5398e-05     	|  9.527e-07      	|
on_pretrain_routine_end            	|  1.152e-05      	|1              	|  1.152e-05      	|  7.1277e-07     	|
on_train_dataloader                	|  5.6513e-06     	|1              	|  5.6513e-06     	|  3.4964e-07     	|
