VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  451.61         	|  100 %          	|
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run_training_epoch                 	|  6.1134         	|63             	|  385.14         	|  85.283         	|
run_training_batch                 	|  0.27419        	|1000           	|  274.19         	|  60.714         	|
optimizer_step_with_closure_0      	|  0.26976        	|1000           	|  269.76         	|  59.734         	|
training_step_and_backward         	|  0.20283        	|1000           	|  202.83         	|  44.913         	|
model_forward                      	|  0.10775        	|1000           	|  107.75         	|  23.859         	|
training_step                      	|  0.10755        	|1000           	|  107.55         	|  23.815         	|
backward                           	|  0.093482       	|1000           	|  93.482         	|  20.7           	|
run_validate_evaluation            	|  29.873         	|1              	|  29.873         	|  6.6147         	|
evaluation_step_and_end            	|  0.084558       	|313            	|  26.467         	|  5.8606         	|
validation_step                    	|  0.084481       	|313            	|  26.443         	|  5.8552         	|
get_train_batch                    	|  0.022167       	|1063           	|  23.564         	|  5.2178         	|
fetch_next_train_batch             	|  0.022143       	|1063           	|  23.537         	|  5.2119         	|
on_train_batch_end                 	|  0.0022614      	|1000           	|  2.2614         	|  0.50074        	|
zero_grad                          	|  0.0015633      	|1000           	|  1.5633         	|  0.34616        	|
get_validate_batch                 	|  0.0029131      	|314            	|  0.91471        	|  0.20255        	|
fetch_next_validate_batch          	|  0.0028946      	|314            	|  0.9089         	|  0.20126        	|
training_batch_to_device           	|  0.00027032     	|1000           	|  0.27032        	|  0.059857       	|
on_train_batch_start               	|  9.5188e-05     	|1000           	|  0.095188       	|  0.021078       	|
evaluation_batch_to_device         	|  0.0002246      	|313            	|  0.070299       	|  0.015566       	|
on_train_end                       	|  0.046199       	|1              	|  0.046199       	|  0.01023        	|
on_after_backward                  	|  2.6698e-05     	|1000           	|  0.026698       	|  0.0059119      	|
on_train_epoch_end                 	|  0.00037793     	|63             	|  0.023809       	|  0.0052721      	|
on_train_epoch_start               	|  0.00037417     	|63             	|  0.023573       	|  0.0052198      	|
on_pretrain_routine_start          	|  0.022968       	|1              	|  0.022968       	|  0.0050858      	|
on_batch_start                     	|  2.18e-05       	|1000           	|  0.0218         	|  0.0048273      	|
on_before_zero_grad                	|  1.7677e-05     	|1000           	|  0.017677       	|  0.0039143      	|
on_batch_end                       	|  1.5743e-05     	|1000           	|  0.015743       	|  0.0034861      	|
on_before_optimizer_step           	|  1.5731e-05     	|1000           	|  0.015731       	|  0.0034833      	|
on_before_backward                 	|  1.3739e-05     	|1000           	|  0.013739       	|  0.0030423      	|
configure_optimizers               	|  0.010016       	|1              	|  0.010016       	|  0.0022179      	|
on_validation_batch_end            	|  2.6976e-05     	|313            	|  0.0084435      	|  0.0018697      	|
training_step_end                  	|  7.3467e-06     	|1000           	|  0.0073467      	|  0.0016268      	|
on_validation_model_eval           	|  0.0047311      	|1              	|  0.0047311      	|  0.0010476      	|
on_validation_batch_start          	|  1.2351e-05     	|313            	|  0.0038659      	|  0.00085603     	|
validation_step_end                	|  6.4483e-06     	|313            	|  0.0020183      	|  0.00044692     	|
on_train_start                     	|  0.0013545      	|1              	|  0.0013545      	|  0.00029992     	|
on_epoch_end                       	|  1.2036e-05     	|64             	|  0.00077031     	|  0.00017057     	|
on_epoch_start                     	|  1.1667e-05     	|64             	|  0.00074667     	|  0.00016534     	|
on_validation_start                	|  0.0006005      	|1              	|  0.0006005      	|  0.00013297     	|
on_validation_end                  	|  0.00013853     	|1              	|  0.00013853     	|  3.0675e-05     	|
setup                              	|  3.71e-05       	|2              	|  7.42e-05       	|  1.643e-05      	|
on_configure_sharded_model         	|  2.8046e-05     	|2              	|  5.6092e-05     	|  1.242e-05      	|
on_before_accelerator_backend_setup	|  2.3881e-05     	|2              	|  4.7762e-05     	|  1.0576e-05     	|
teardown                           	|  2.0405e-05     	|2              	|  4.0811e-05     	|  9.0368e-06     	|
on_fit_start                       	|  3.9984e-05     	|1              	|  3.9984e-05     	|  8.8536e-06     	|
on_val_dataloader                  	|  1.8212e-05     	|2              	|  3.6424e-05     	|  8.0654e-06     	|
on_fit_end                         	|  3.5131e-05     	|1              	|  3.5131e-05     	|  7.7792e-06     	|
on_validation_epoch_end            	|  3.3075e-05     	|1              	|  3.3075e-05     	|  7.3239e-06     	|
prepare_data                       	|  8.9649e-06     	|2              	|  1.793e-05      	|  3.9702e-06     	|
configure_sharded_model            	|  8.448e-06      	|2              	|  1.6896e-05     	|  3.7413e-06     	|
configure_callbacks                	|  7.6275e-06     	|2              	|  1.5255e-05     	|  3.378e-06      	|
on_pretrain_routine_end            	|  1.3648e-05     	|1              	|  1.3648e-05     	|  3.022e-06      	|
on_validation_epoch_start          	|  1.0157e-05     	|1              	|  1.0157e-05     	|  2.2491e-06     	|
on_train_dataloader                	|  7.9386e-06     	|1              	|  7.9386e-06     	|  1.7579e-06     	|
