VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  765.46         	|  100 %          	|
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run_training_epoch                 	|  3.5762         	|200            	|  715.24         	|  93.439         	|
run_training_batch                 	|  0.28838        	|1000           	|  288.38         	|  37.675         	|
optimizer_step_with_closure_0      	|  0.28463        	|1000           	|  284.63         	|  37.183         	|
training_step_and_backward         	|  0.21989        	|1000           	|  219.89         	|  28.726         	|
model_forward                      	|  0.11173        	|1000           	|  111.73         	|  14.597         	|
training_step                      	|  0.1115         	|1000           	|  111.5          	|  14.567         	|
backward                           	|  0.1066         	|1000           	|  106.6          	|  13.926         	|
get_train_batch                    	|  0.069975       	|1200           	|  83.97          	|  10.97          	|
fetch_next_train_batch             	|  0.069942       	|1200           	|  83.931         	|  10.965         	|
run_validate_evaluation            	|  17.647         	|1              	|  17.647         	|  2.3054         	|
evaluation_step_and_end            	|  0.099897       	|139            	|  13.886         	|  1.814          	|
validation_step                    	|  0.099781       	|139            	|  13.87          	|  1.8119         	|
on_train_batch_end                 	|  0.0023501      	|1000           	|  2.3501         	|  0.30702        	|
zero_grad                          	|  0.0015182      	|1000           	|  1.5182         	|  0.19833        	|
get_validate_batch                 	|  0.0058282      	|140            	|  0.81594        	|  0.1066         	|
fetch_next_validate_batch          	|  0.0058041      	|140            	|  0.81258        	|  0.10616        	|
training_batch_to_device           	|  0.00041102     	|1000           	|  0.41102        	|  0.053695       	|
on_train_batch_start               	|  0.00010602     	|1000           	|  0.10602        	|  0.01385        	|
on_train_end                       	|  0.086482       	|1              	|  0.086482       	|  0.011298       	|
on_train_epoch_end                 	|  0.00040569     	|200            	|  0.081139       	|  0.0106         	|
on_train_epoch_start               	|  0.00033321     	|200            	|  0.066641       	|  0.008706       	|
on_pretrain_routine_start          	|  0.049161       	|1              	|  0.049161       	|  0.0064224      	|
evaluation_batch_to_device         	|  0.00027295     	|139            	|  0.03794        	|  0.0049565      	|
on_batch_start                     	|  3.2115e-05     	|1000           	|  0.032115       	|  0.0041955      	|
on_after_backward                  	|  3.0002e-05     	|1000           	|  0.030002       	|  0.0039195      	|
on_before_zero_grad                	|  2.0798e-05     	|1000           	|  0.020798       	|  0.0027171      	|
on_batch_end                       	|  1.6252e-05     	|1000           	|  0.016252       	|  0.0021231      	|
on_before_optimizer_step           	|  1.4972e-05     	|1000           	|  0.014972       	|  0.001956       	|
on_before_backward                 	|  1.4153e-05     	|1000           	|  0.014153       	|  0.001849       	|
configure_optimizers               	|  0.011434       	|1              	|  0.011434       	|  0.0014937      	|
training_step_end                  	|  8.2656e-06     	|1000           	|  0.0082656      	|  0.0010798      	|
on_validation_batch_end            	|  5.757e-05      	|139            	|  0.0080022      	|  0.0010454      	|
on_validation_model_eval           	|  0.0043645      	|1              	|  0.0043645      	|  0.00057018     	|
on_epoch_start                     	|  1.3115e-05     	|201            	|  0.0026361      	|  0.00034438     	|
on_epoch_end                       	|  1.2191e-05     	|201            	|  0.0024503      	|  0.00032011     	|
on_validation_batch_start          	|  1.7265e-05     	|139            	|  0.0023999      	|  0.00031352     	|
on_train_start                     	|  0.0016484      	|1              	|  0.0016484      	|  0.00021534     	|
validation_step_end                	|  9.04e-06       	|139            	|  0.0012566      	|  0.00016416     	|
on_validation_start                	|  0.00067285     	|1              	|  0.00067285     	|  8.7901e-05     	|
on_validation_end                  	|  0.00015764     	|1              	|  0.00015764     	|  2.0594e-05     	|
teardown                           	|  3.504e-05      	|2              	|  7.008e-05      	|  9.1553e-06     	|
on_validation_epoch_end            	|  5.8547e-05     	|1              	|  5.8547e-05     	|  7.6485e-06     	|
on_configure_sharded_model         	|  2.8078e-05     	|2              	|  5.6155e-05     	|  7.3361e-06     	|
on_before_accelerator_backend_setup	|  2.6093e-05     	|2              	|  5.2186e-05     	|  6.8176e-06     	|
setup                              	|  2.5071e-05     	|2              	|  5.0142e-05     	|  6.5506e-06     	|
on_fit_start                       	|  4.5735e-05     	|1              	|  4.5735e-05     	|  5.9749e-06     	|
on_val_dataloader                  	|  1.5724e-05     	|2              	|  3.1449e-05     	|  4.1085e-06     	|
on_pretrain_routine_end            	|  3.0356e-05     	|1              	|  3.0356e-05     	|  3.9657e-06     	|
on_fit_end                         	|  2.9439e-05     	|1              	|  2.9439e-05     	|  3.8459e-06     	|
prepare_data                       	|  8.6157e-06     	|2              	|  1.7231e-05     	|  2.2511e-06     	|
configure_sharded_model            	|  8.5793e-06     	|2              	|  1.7159e-05     	|  2.2416e-06     	|
configure_callbacks                	|  7.2485e-06     	|2              	|  1.4497e-05     	|  1.8939e-06     	|
on_train_dataloader                	|  1.1895e-05     	|1              	|  1.1895e-05     	|  1.5539e-06     	|
on_validation_epoch_start          	|  1.0494e-05     	|1              	|  1.0494e-05     	|  1.371e-06      	|
