VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1343.5         	|  100 %          	|
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run_training_epoch                 	|  2.554          	|500            	|  1277.0         	|  95.052         	|
run_training_batch                 	|  0.37444        	|1000           	|  374.44         	|  27.871         	|
optimizer_step_with_closure_0      	|  0.37151        	|1000           	|  371.51         	|  27.653         	|
training_step_and_backward         	|  0.26312        	|1000           	|  263.12         	|  19.585         	|
get_train_batch                    	|  0.096617       	|1500           	|  144.93         	|  10.787         	|
fetch_next_train_batch             	|  0.09658        	|1500           	|  144.87         	|  10.783         	|
model_forward                      	|  0.13676        	|1000           	|  136.76         	|  10.179         	|
training_step                      	|  0.13654        	|1000           	|  136.54         	|  10.163         	|
backward                           	|  0.12466        	|1000           	|  124.66         	|  9.2788         	|
run_validate_evaluation            	|  30.248         	|1              	|  30.248         	|  2.2515         	|
evaluation_step_and_end            	|  0.22066        	|125            	|  27.582         	|  2.053          	|
validation_step                    	|  0.22053        	|125            	|  27.566         	|  2.0518         	|
on_train_batch_end                 	|  0.0020242      	|1000           	|  2.0242         	|  0.15067        	|
zero_grad                          	|  0.0016584      	|1000           	|  1.6584         	|  0.12344        	|
get_validate_batch                 	|  0.0055057      	|126            	|  0.69372        	|  0.051636       	|
fetch_next_validate_batch          	|  0.0054781      	|126            	|  0.69025        	|  0.051377       	|
training_batch_to_device           	|  0.00062053     	|1000           	|  0.62053        	|  0.046188       	|
on_train_epoch_end                 	|  0.00033271     	|500            	|  0.16636        	|  0.012383       	|
on_train_epoch_start               	|  0.00032444     	|500            	|  0.16222        	|  0.012075       	|
on_train_batch_start               	|  0.00010736     	|1000           	|  0.10736        	|  0.0079911      	|
on_batch_start                     	|  4.2711e-05     	|1000           	|  0.042711       	|  0.0031791      	|
on_train_end                       	|  0.041825       	|1              	|  0.041825       	|  0.0031132      	|
evaluation_batch_to_device         	|  0.00029293     	|125            	|  0.036617       	|  0.0027255      	|
on_after_backward                  	|  2.3171e-05     	|1000           	|  0.023171       	|  0.0017247      	|
on_pretrain_routine_start          	|  0.021552       	|1              	|  0.021552       	|  0.0016042      	|
on_before_zero_grad                	|  2.1507e-05     	|1000           	|  0.021507       	|  0.0016008      	|
on_batch_end                       	|  1.5922e-05     	|1000           	|  0.015922       	|  0.0011851      	|
on_before_optimizer_step           	|  1.5723e-05     	|1000           	|  0.015723       	|  0.0011703      	|
on_before_backward                 	|  1.4497e-05     	|1000           	|  0.014497       	|  0.0010791      	|
configure_optimizers               	|  0.0091981      	|1              	|  0.0091981      	|  0.00068464     	|
training_step_end                  	|  8.6159e-06     	|1000           	|  0.0086159      	|  0.00064131     	|
on_validation_batch_end            	|  4.6651e-05     	|125            	|  0.0058313      	|  0.00043405     	|
on_epoch_end                       	|  1.0906e-05     	|501            	|  0.0054641      	|  0.00040671     	|
on_epoch_start                     	|  1.0495e-05     	|501            	|  0.0052582      	|  0.00039138     	|
on_validation_model_eval           	|  0.0037304      	|1              	|  0.0037304      	|  0.00027767     	|
on_train_start                     	|  0.0024611      	|1              	|  0.0024611      	|  0.00018319     	|
on_validation_batch_start          	|  1.7515e-05     	|125            	|  0.0021894      	|  0.00016297     	|
validation_step_end                	|  1.0455e-05     	|125            	|  0.0013068      	|  9.7273e-05     	|
on_validation_start                	|  0.00045392     	|1              	|  0.00045392     	|  3.3787e-05     	|
on_validation_end                  	|  0.00029976     	|1              	|  0.00029976     	|  2.2312e-05     	|
on_fit_end                         	|  6.2374e-05     	|1              	|  6.2374e-05     	|  4.6427e-06     	|
setup                              	|  2.9364e-05     	|2              	|  5.8727e-05     	|  4.3713e-06     	|
teardown                           	|  2.7233e-05     	|2              	|  5.4466e-05     	|  4.0541e-06     	|
on_configure_sharded_model         	|  2.3581e-05     	|2              	|  4.7162e-05     	|  3.5104e-06     	|
on_before_accelerator_backend_setup	|  2.3333e-05     	|2              	|  4.6667e-05     	|  3.4736e-06     	|
on_fit_start                       	|  3.9592e-05     	|1              	|  3.9592e-05     	|  2.947e-06      	|
on_validation_epoch_end            	|  3.36e-05       	|1              	|  3.36e-05       	|  2.501e-06      	|
on_val_dataloader                  	|  8.4601e-06     	|2              	|  1.692e-05      	|  1.2594e-06     	|
configure_callbacks                	|  8.3381e-06     	|2              	|  1.6676e-05     	|  1.2413e-06     	|
configure_sharded_model            	|  7.7384e-06     	|2              	|  1.5477e-05     	|  1.152e-06      	|
prepare_data                       	|  7.6815e-06     	|2              	|  1.5363e-05     	|  1.1435e-06     	|
on_pretrain_routine_end            	|  1.1044e-05     	|1              	|  1.1044e-05     	|  8.2202e-07     	|
on_validation_epoch_start          	|  1.0701e-05     	|1              	|  1.0701e-05     	|  7.965e-07      	|
on_train_dataloader                	|  6.469e-06      	|1              	|  6.469e-06      	|  4.8151e-07     	|
