VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  477.52         	|  100 %          	|
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run_training_epoch                 	|  6.8488         	|63             	|  431.48         	|  90.359         	|
run_training_batch                 	|  0.28361        	|1000           	|  283.61         	|  59.393         	|
optimizer_step_with_closure_0      	|  0.28009        	|1000           	|  280.09         	|  58.655         	|
training_step_and_backward         	|  0.21415        	|1000           	|  214.15         	|  44.846         	|
model_forward                      	|  0.10764        	|1000           	|  107.64         	|  22.542         	|
training_step                      	|  0.10744        	|1000           	|  107.44         	|  22.5           	|
backward                           	|  0.10492        	|1000           	|  104.92         	|  21.972         	|
get_train_batch                    	|  0.030551       	|1063           	|  32.476         	|  6.801          	|
fetch_next_train_batch             	|  0.030525       	|1063           	|  32.448         	|  6.7953         	|
run_validate_evaluation            	|  8.155          	|1              	|  8.155          	|  1.7078         	|
evaluation_step_and_end            	|  0.10344        	|48             	|  4.9651         	|  1.0398         	|
validation_step                    	|  0.10332        	|48             	|  4.9594         	|  1.0386         	|
on_train_batch_end                 	|  0.0023227      	|1000           	|  2.3227         	|  0.48642        	|
zero_grad                          	|  0.0015447      	|1000           	|  1.5447         	|  0.32349        	|
get_validate_batch                 	|  0.013171       	|49             	|  0.64536        	|  0.13515        	|
fetch_next_validate_batch          	|  0.013143       	|49             	|  0.644          	|  0.13486        	|
training_batch_to_device           	|  0.00026645     	|1000           	|  0.26645        	|  0.055798       	|
on_train_end                       	|  0.12598        	|1              	|  0.12598        	|  0.026382       	|
on_train_batch_start               	|  9.9487e-05     	|1000           	|  0.099487       	|  0.020834       	|
on_after_backward                  	|  3.0535e-05     	|1000           	|  0.030535       	|  0.0063946      	|
on_train_epoch_end                 	|  0.00039245     	|63             	|  0.024724       	|  0.0051777      	|
on_batch_start                     	|  2.2562e-05     	|1000           	|  0.022562       	|  0.0047248      	|
on_pretrain_routine_start          	|  0.022404       	|1              	|  0.022404       	|  0.0046918      	|
configure_optimizers               	|  0.022344       	|1              	|  0.022344       	|  0.0046793      	|
on_train_epoch_start               	|  0.00034258     	|63             	|  0.021583       	|  0.0045198      	|
on_before_zero_grad                	|  1.8661e-05     	|1000           	|  0.018661       	|  0.003908       	|
on_batch_end                       	|  1.7475e-05     	|1000           	|  0.017475       	|  0.0036595      	|
on_before_backward                 	|  1.6228e-05     	|1000           	|  0.016228       	|  0.0033984      	|
evaluation_batch_to_device         	|  0.00030281     	|48             	|  0.014535       	|  0.0030439      	|
on_before_optimizer_step           	|  1.3832e-05     	|1000           	|  0.013832       	|  0.0028966      	|
training_step_end                  	|  8.2689e-06     	|1000           	|  0.0082689      	|  0.0017317      	|
on_validation_model_eval           	|  0.0046791      	|1              	|  0.0046791      	|  0.00097989     	|
on_validation_batch_end            	|  4.2858e-05     	|48             	|  0.0020572      	|  0.00043081     	|
on_train_start                     	|  0.0012521      	|1              	|  0.0012521      	|  0.00026222     	|
on_epoch_end                       	|  1.3624e-05     	|64             	|  0.0008719      	|  0.00018259     	|
on_validation_batch_start          	|  1.7906e-05     	|48             	|  0.0008595      	|  0.00018        	|
on_epoch_start                     	|  1.1708e-05     	|64             	|  0.00074929     	|  0.00015691     	|
on_validation_start                	|  0.00062114     	|1              	|  0.00062114     	|  0.00013008     	|
validation_step_end                	|  9.4991e-06     	|48             	|  0.00045596     	|  9.5485e-05     	|
on_validation_end                  	|  0.00016891     	|1              	|  0.00016891     	|  3.5372e-05     	|
teardown                           	|  3.7955e-05     	|2              	|  7.591e-05      	|  1.5897e-05     	|
on_configure_sharded_model         	|  3.1429e-05     	|2              	|  6.2859e-05     	|  1.3164e-05     	|
setup                              	|  2.9154e-05     	|2              	|  5.8308e-05     	|  1.2211e-05     	|
on_before_accelerator_backend_setup	|  2.755e-05      	|2              	|  5.5101e-05     	|  1.1539e-05     	|
on_fit_start                       	|  4.654e-05      	|1              	|  4.654e-05      	|  9.7463e-06     	|
on_validation_epoch_end            	|  3.6899e-05     	|1              	|  3.6899e-05     	|  7.7273e-06     	|
on_fit_end                         	|  3.361e-05      	|1              	|  3.361e-05      	|  7.0384e-06     	|
configure_sharded_model            	|  1.3161e-05     	|2              	|  2.6323e-05     	|  5.5125e-06     	|
on_val_dataloader                  	|  1.303e-05      	|2              	|  2.606e-05      	|  5.4575e-06     	|
prepare_data                       	|  8.7777e-06     	|2              	|  1.7555e-05     	|  3.6764e-06     	|
configure_callbacks                	|  7.9712e-06     	|2              	|  1.5942e-05     	|  3.3386e-06     	|
on_pretrain_routine_end            	|  1.5456e-05     	|1              	|  1.5456e-05     	|  3.2368e-06     	|
on_validation_epoch_start          	|  1.2025e-05     	|1              	|  1.2025e-05     	|  2.5183e-06     	|
on_train_dataloader                	|  8.1621e-06     	|1              	|  8.1621e-06     	|  1.7093e-06     	|
