VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1213.2         	|  100 %          	|
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run_training_epoch                 	|  2.3088         	|500            	|  1154.4         	|  95.156         	|
run_training_batch                 	|  0.26829        	|1000           	|  268.29         	|  22.115         	|
optimizer_step_with_closure_0      	|  0.26464        	|1000           	|  264.64         	|  21.814         	|
training_step_and_backward         	|  0.20438        	|1000           	|  204.38         	|  16.847         	|
get_train_batch                    	|  0.11218        	|1500           	|  168.27         	|  13.87          	|
fetch_next_train_batch             	|  0.11214        	|1500           	|  168.2          	|  13.865         	|
backward                           	|  0.10621        	|1000           	|  106.21         	|  8.7546         	|
model_forward                      	|  0.096783       	|1000           	|  96.783         	|  7.9778         	|
training_step                      	|  0.096579       	|1000           	|  96.579         	|  7.9609         	|
run_validate_evaluation            	|  29.568         	|1              	|  29.568         	|  2.4373         	|
evaluation_step_and_end            	|  0.083446       	|313            	|  26.119         	|  2.153          	|
validation_step                    	|  0.083383       	|313            	|  26.099         	|  2.1513         	|
on_train_batch_end                 	|  0.0019524      	|1000           	|  1.9524         	|  0.16093        	|
zero_grad                          	|  0.0013537      	|1000           	|  1.3537         	|  0.11158        	|
get_validate_batch                 	|  0.0031525      	|314            	|  0.98989        	|  0.081596       	|
fetch_next_validate_batch          	|  0.0031356      	|314            	|  0.98458        	|  0.081158       	|
training_batch_to_device           	|  0.00064875     	|1000           	|  0.64875        	|  0.053476       	|
on_train_epoch_start               	|  0.00032145     	|500            	|  0.16072        	|  0.013248       	|
on_train_epoch_end                 	|  0.00031106     	|500            	|  0.15553        	|  0.01282        	|
on_train_batch_start               	|  0.00011018     	|1000           	|  0.11018        	|  0.0090817      	|
evaluation_batch_to_device         	|  0.00021771     	|313            	|  0.068143       	|  0.005617       	|
on_batch_start                     	|  4.5716e-05     	|1000           	|  0.045716       	|  0.0037683      	|
on_train_end                       	|  0.042106       	|1              	|  0.042106       	|  0.0034708      	|
on_pretrain_routine_start          	|  0.021772       	|1              	|  0.021772       	|  0.0017947      	|
on_before_zero_grad                	|  2.0905e-05     	|1000           	|  0.020905       	|  0.0017232      	|
on_after_backward                  	|  2.0417e-05     	|1000           	|  0.020417       	|  0.001683       	|
on_batch_end                       	|  1.7596e-05     	|1000           	|  0.017596       	|  0.0014505      	|
on_before_optimizer_step           	|  1.3791e-05     	|1000           	|  0.013791       	|  0.0011368      	|
on_before_backward                 	|  1.3212e-05     	|1000           	|  0.013212       	|  0.001089       	|
configure_optimizers               	|  0.010417       	|1              	|  0.010417       	|  0.00085864     	|
training_step_end                  	|  8.0494e-06     	|1000           	|  0.0080494      	|  0.0006635      	|
on_validation_batch_end            	|  2.2991e-05     	|313            	|  0.0071961      	|  0.00059317     	|
on_epoch_end                       	|  1.3208e-05     	|501            	|  0.0066171      	|  0.00054544     	|
on_epoch_start                     	|  1.0813e-05     	|501            	|  0.0054174      	|  0.00044655     	|
on_validation_model_eval           	|  0.0043815      	|1              	|  0.0043815      	|  0.00036117     	|
on_validation_batch_start          	|  1.1819e-05     	|313            	|  0.0036994      	|  0.00030494     	|
validation_step_end                	|  5.7843e-06     	|313            	|  0.0018105      	|  0.00014924     	|
on_train_start                     	|  0.00096576     	|1              	|  0.00096576     	|  7.9607e-05     	|
on_validation_start                	|  0.00066924     	|1              	|  0.00066924     	|  5.5165e-05     	|
on_validation_end                  	|  0.00011931     	|1              	|  0.00011931     	|  9.8346e-06     	|
setup                              	|  2.5132e-05     	|2              	|  5.0263e-05     	|  4.1432e-06     	|
teardown                           	|  2.4766e-05     	|2              	|  4.9531e-05     	|  4.0828e-06     	|
on_configure_sharded_model         	|  2.4743e-05     	|2              	|  4.9487e-05     	|  4.0792e-06     	|
on_before_accelerator_backend_setup	|  2.1846e-05     	|2              	|  4.3692e-05     	|  3.6015e-06     	|
on_fit_start                       	|  4.2912e-05     	|1              	|  4.2912e-05     	|  3.5372e-06     	|
on_validation_epoch_end            	|  3.605e-05      	|1              	|  3.605e-05      	|  2.9715e-06     	|
on_fit_end                         	|  2.8996e-05     	|1              	|  2.8996e-05     	|  2.3901e-06     	|
on_val_dataloader                  	|  1.2388e-05     	|2              	|  2.4777e-05     	|  2.0423e-06     	|
prepare_data                       	|  8.2944e-06     	|2              	|  1.6589e-05     	|  1.3674e-06     	|
on_pretrain_routine_end            	|  1.4832e-05     	|1              	|  1.4832e-05     	|  1.2226e-06     	|
configure_sharded_model            	|  7.2345e-06     	|2              	|  1.4469e-05     	|  1.1927e-06     	|
configure_callbacks                	|  6.4438e-06     	|2              	|  1.2888e-05     	|  1.0623e-06     	|
on_validation_epoch_start          	|  1.0658e-05     	|1              	|  1.0658e-05     	|  8.7854e-07     	|
on_train_dataloader                	|  7.2531e-06     	|1              	|  7.2531e-06     	|  5.9787e-07     	|
