VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  500.27         	|  100 %          	|
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run_training_epoch                 	|  2.0956         	|200            	|  419.12         	|  83.779         	|
run_training_batch                 	|  0.34811        	|1000           	|  348.11         	|  69.584         	|
optimizer_step_with_closure_0      	|  0.34544        	|1000           	|  345.44         	|  69.05          	|
training_step_and_backward         	|  0.26834        	|1000           	|  268.34         	|  53.639         	|
model_forward                      	|  0.15943        	|1000           	|  159.43         	|  31.868         	|
training_step                      	|  0.15928        	|1000           	|  159.28         	|  31.838         	|
backward                           	|  0.10758        	|1000           	|  107.58         	|  21.504         	|
run_validate_evaluation            	|  35.962         	|1              	|  35.962         	|  7.1885         	|
evaluation_step_and_end            	|  0.25395        	|139            	|  35.299         	|  7.0561         	|
validation_step                    	|  0.2539         	|139            	|  35.292         	|  7.0545         	|
get_train_batch                    	|  0.016518       	|1200           	|  19.822         	|  3.9622         	|
fetch_next_train_batch             	|  0.016493       	|1200           	|  19.791         	|  3.9561         	|
zero_grad                          	|  0.0013123      	|1000           	|  1.3123         	|  0.26232        	|
on_train_batch_end                 	|  0.0012562      	|1000           	|  1.2562         	|  0.2511         	|
get_validate_batch                 	|  0.0025038      	|140            	|  0.35054        	|  0.07007        	|
fetch_next_validate_batch          	|  0.0024898      	|140            	|  0.34857        	|  0.069676       	|
training_batch_to_device           	|  0.00034275     	|1000           	|  0.34275        	|  0.068514       	|
on_train_batch_start               	|  9.5942e-05     	|1000           	|  0.095942       	|  0.019178       	|
on_train_epoch_start               	|  0.00026706     	|200            	|  0.053412       	|  0.010677       	|
on_train_epoch_end                 	|  0.0002591      	|200            	|  0.05182        	|  0.010358       	|
evaluation_batch_to_device         	|  0.00024116     	|139            	|  0.033522       	|  0.0067007      	|
on_train_end                       	|  0.024299       	|1              	|  0.024299       	|  0.0048572      	|
on_pretrain_routine_start          	|  0.022941       	|1              	|  0.022941       	|  0.0045857      	|
on_batch_start                     	|  2.2294e-05     	|1000           	|  0.022294       	|  0.0044564      	|
on_before_zero_grad                	|  1.5897e-05     	|1000           	|  0.015897       	|  0.0031776      	|
on_batch_end                       	|  1.3736e-05     	|1000           	|  0.013736       	|  0.0027456      	|
on_after_backward                  	|  1.1995e-05     	|1000           	|  0.011995       	|  0.0023976      	|
on_before_backward                 	|  1.1204e-05     	|1000           	|  0.011204       	|  0.0022396      	|
on_before_optimizer_step           	|  1.1013e-05     	|1000           	|  0.011013       	|  0.0022014      	|
configure_optimizers               	|  0.0082108      	|1              	|  0.0082108      	|  0.0016413      	|
training_step_end                  	|  6.6938e-06     	|1000           	|  0.0066938      	|  0.001338       	|
on_validation_model_eval           	|  0.0043496      	|1              	|  0.0043496      	|  0.00086946     	|
on_validation_batch_end            	|  2.1082e-05     	|139            	|  0.0029303      	|  0.00058575     	|
on_epoch_start                     	|  1.06e-05       	|201            	|  0.0021306      	|  0.0004259      	|
on_epoch_end                       	|  1.0173e-05     	|201            	|  0.0020447      	|  0.00040872     	|
on_validation_batch_start          	|  1.0179e-05     	|139            	|  0.0014148      	|  0.00028281     	|
on_train_start                     	|  0.00077043     	|1              	|  0.00077043     	|  0.000154       	|
validation_step_end                	|  5.3321e-06     	|139            	|  0.00074117     	|  0.00014815     	|
on_validation_start                	|  0.00033112     	|1              	|  0.00033112     	|  6.6188e-05     	|
on_validation_end                  	|  0.00011392     	|1              	|  0.00011392     	|  2.2772e-05     	|
on_before_accelerator_backend_setup	|  1.8153e-05     	|2              	|  3.6307e-05     	|  7.2574e-06     	|
teardown                           	|  1.5504e-05     	|2              	|  3.1008e-05     	|  6.1982e-06     	|
setup                              	|  1.3836e-05     	|2              	|  2.7672e-05     	|  5.5314e-06     	|
on_configure_sharded_model         	|  1.3716e-05     	|2              	|  2.7431e-05     	|  5.4832e-06     	|
on_fit_end                         	|  2.0539e-05     	|1              	|  2.0539e-05     	|  4.1056e-06     	|
on_validation_epoch_end            	|  1.8444e-05     	|1              	|  1.8444e-05     	|  3.6868e-06     	|
on_fit_start                       	|  1.6652e-05     	|1              	|  1.6652e-05     	|  3.3286e-06     	|
on_val_dataloader                  	|  6.5425e-06     	|2              	|  1.3085e-05     	|  2.6156e-06     	|
on_pretrain_routine_end            	|  1.2504e-05     	|1              	|  1.2504e-05     	|  2.4995e-06     	|
prepare_data                       	|  5.901e-06      	|2              	|  1.1802e-05     	|  2.3591e-06     	|
configure_callbacks                	|  5.5505e-06     	|2              	|  1.1101e-05     	|  2.219e-06      	|
configure_sharded_model            	|  5.0495e-06     	|2              	|  1.0099e-05     	|  2.0187e-06     	|
on_validation_epoch_start          	|  9.0769e-06     	|1              	|  9.0769e-06     	|  1.8144e-06     	|
on_train_dataloader                	|  4.078e-06      	|1              	|  4.078e-06      	|  8.1516e-07     	|
