VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  358.15         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  12.405         	|25             	|  310.12         	|  86.588         	|
run_training_batch                 	|  0.26875        	|1000           	|  268.75         	|  75.037         	|
optimizer_step_with_closure_0      	|  0.26553        	|1000           	|  265.53         	|  74.138         	|
training_step_and_backward         	|  0.20584        	|1000           	|  205.84         	|  57.474         	|
backward                           	|  0.1045         	|1000           	|  104.5          	|  29.177         	|
model_forward                      	|  0.09991        	|1000           	|  99.91          	|  27.896         	|
training_step                      	|  0.099725       	|1000           	|  99.725         	|  27.845         	|
run_validate_evaluation            	|  16.26          	|1              	|  16.26          	|  4.54           	|
evaluation_step_and_end            	|  0.10081        	|139            	|  14.012         	|  3.9123         	|
validation_step                    	|  0.10069        	|139            	|  13.996         	|  3.9079         	|
get_train_batch                    	|  0.0086662      	|1025           	|  8.8829         	|  2.4802         	|
fetch_next_train_batch             	|  0.0086441      	|1025           	|  8.8602         	|  2.4739         	|
on_train_batch_end                 	|  0.0020828      	|1000           	|  2.0828         	|  0.58154        	|
zero_grad                          	|  0.0014043      	|1000           	|  1.4043         	|  0.39209        	|
get_validate_batch                 	|  0.004358       	|140            	|  0.61012        	|  0.17035        	|
fetch_next_validate_batch          	|  0.0043336      	|140            	|  0.6067         	|  0.1694         	|
training_batch_to_device           	|  0.00024677     	|1000           	|  0.24677        	|  0.068902       	|
on_train_batch_start               	|  9.6395e-05     	|1000           	|  0.096395       	|  0.026915       	|
on_train_end                       	|  0.042791       	|1              	|  0.042791       	|  0.011948       	|
evaluation_batch_to_device         	|  0.00025305     	|139            	|  0.035175       	|  0.0098212      	|
on_after_backward                  	|  2.5665e-05     	|1000           	|  0.025665       	|  0.0071659      	|
on_pretrain_routine_start          	|  0.024444       	|1              	|  0.024444       	|  0.0068252      	|
on_batch_start                     	|  1.9496e-05     	|1000           	|  0.019496       	|  0.0054435      	|
on_before_zero_grad                	|  1.6866e-05     	|1000           	|  0.016866       	|  0.0047091      	|
on_batch_end                       	|  1.5339e-05     	|1000           	|  0.015339       	|  0.0042829      	|
on_before_optimizer_step           	|  1.3679e-05     	|1000           	|  0.013679       	|  0.0038194      	|
on_before_backward                 	|  1.2683e-05     	|1000           	|  0.012683       	|  0.0035412      	|
configure_optimizers               	|  0.0096502      	|1              	|  0.0096502      	|  0.0026945      	|
on_train_epoch_start               	|  0.00035561     	|25             	|  0.0088903      	|  0.0024823      	|
on_train_epoch_end                 	|  0.00033336     	|25             	|  0.0083341      	|  0.002327       	|
training_step_end                  	|  7.3335e-06     	|1000           	|  0.0073335      	|  0.0020476      	|
on_validation_batch_end            	|  4.5396e-05     	|139            	|  0.00631        	|  0.0017618      	|
on_validation_model_eval           	|  0.0047693      	|1              	|  0.0047693      	|  0.0013316      	|
on_validation_batch_start          	|  1.6841e-05     	|139            	|  0.0023409      	|  0.00065361     	|
validation_step_end                	|  9.5976e-06     	|139            	|  0.0013341      	|  0.00037249     	|
on_train_start                     	|  0.00089511     	|1              	|  0.00089511     	|  0.00024993     	|
on_validation_start                	|  0.00052379     	|1              	|  0.00052379     	|  0.00014625     	|
on_epoch_end                       	|  1.229e-05      	|26             	|  0.00031954     	|  8.922e-05      	|
on_epoch_start                     	|  1.0773e-05     	|26             	|  0.0002801      	|  7.8208e-05     	|
on_validation_end                  	|  0.00025853     	|1              	|  0.00025853     	|  7.2185e-05     	|
setup                              	|  3.8702e-05     	|2              	|  7.7404e-05     	|  2.1612e-05     	|
on_fit_end                         	|  6.9492e-05     	|1              	|  6.9492e-05     	|  1.9403e-05     	|
on_configure_sharded_model         	|  3.2356e-05     	|2              	|  6.4712e-05     	|  1.8068e-05     	|
on_validation_epoch_end            	|  5.543e-05      	|1              	|  5.543e-05      	|  1.5477e-05     	|
on_before_accelerator_backend_setup	|  2.5391e-05     	|2              	|  5.0781e-05     	|  1.4179e-05     	|
teardown                           	|  2.4222e-05     	|2              	|  4.8444e-05     	|  1.3526e-05     	|
on_fit_start                       	|  4.4327e-05     	|1              	|  4.4327e-05     	|  1.2377e-05     	|
on_val_dataloader                  	|  1.3879e-05     	|2              	|  2.7757e-05     	|  7.7502e-06     	|
on_pretrain_routine_end            	|  2.0945e-05     	|1              	|  2.0945e-05     	|  5.8482e-06     	|
configure_sharded_model            	|  8.869e-06      	|2              	|  1.7738e-05     	|  4.9527e-06     	|
prepare_data                       	|  8.5402e-06     	|2              	|  1.708e-05      	|  4.7691e-06     	|
configure_callbacks                	|  7.6201e-06     	|2              	|  1.524e-05      	|  4.2553e-06     	|
on_validation_epoch_start          	|  1.2152e-05     	|1              	|  1.2152e-05     	|  3.393e-06      	|
on_train_dataloader                	|  7.6275e-06     	|1              	|  7.6275e-06     	|  2.1297e-06     	|
