VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1310.6         	|  100 %          	|
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run_training_epoch                 	|  2.5036         	|500            	|  1251.8         	|  95.512         	|
run_training_batch                 	|  0.37658        	|1000           	|  376.58         	|  28.733         	|
optimizer_step_with_closure_0      	|  0.37256        	|1000           	|  372.56         	|  28.427         	|
training_step_and_backward         	|  0.2683         	|1000           	|  268.3          	|  20.472         	|
get_train_batch                    	|  0.094906       	|1500           	|  142.36         	|  10.862         	|
fetch_next_train_batch             	|  0.094867       	|1500           	|  142.3          	|  10.858         	|
model_forward                      	|  0.137          	|1000           	|  137.0          	|  10.453         	|
training_step                      	|  0.13677        	|1000           	|  136.77         	|  10.436         	|
backward                           	|  0.12977        	|1000           	|  129.77         	|  9.9016         	|
run_validate_evaluation            	|  29.908         	|1              	|  29.908         	|  2.282          	|
evaluation_step_and_end            	|  0.22017        	|125            	|  27.522         	|  2.0999         	|
validation_step                    	|  0.22005        	|125            	|  27.507         	|  2.0988         	|
on_train_batch_end                 	|  0.0023122      	|1000           	|  2.3122         	|  0.17642        	|
zero_grad                          	|  0.0014937      	|1000           	|  1.4937         	|  0.11397        	|
training_batch_to_device           	|  0.0006365      	|1000           	|  0.6365         	|  0.048565       	|
get_validate_batch                 	|  0.0050446      	|126            	|  0.63562        	|  0.048498       	|
fetch_next_validate_batch          	|  0.0050191      	|126            	|  0.6324         	|  0.048252       	|
on_train_epoch_end                 	|  0.00036328     	|500            	|  0.18164        	|  0.013859       	|
on_train_epoch_start               	|  0.00034598     	|500            	|  0.17299        	|  0.013199       	|
on_train_batch_start               	|  0.00011281     	|1000           	|  0.11281        	|  0.0086074      	|
on_train_end                       	|  0.055276       	|1              	|  0.055276       	|  0.0042175      	|
on_batch_start                     	|  4.7989e-05     	|1000           	|  0.047989       	|  0.0036615      	|
evaluation_batch_to_device         	|  0.00027849     	|125            	|  0.034811       	|  0.0026561      	|
on_after_backward                  	|  2.3671e-05     	|1000           	|  0.023671       	|  0.0018061      	|
on_pretrain_routine_start          	|  0.022532       	|1              	|  0.022532       	|  0.0017192      	|
on_before_zero_grad                	|  2.1506e-05     	|1000           	|  0.021506       	|  0.0016409      	|
on_before_optimizer_step           	|  1.8266e-05     	|1000           	|  0.018266       	|  0.0013937      	|
on_batch_end                       	|  1.5984e-05     	|1000           	|  0.015984       	|  0.0012196      	|
on_before_backward                 	|  1.3811e-05     	|1000           	|  0.013811       	|  0.0010538      	|
configure_optimizers               	|  0.0094218      	|1              	|  0.0094218      	|  0.00071889     	|
training_step_end                  	|  8.689e-06      	|1000           	|  0.008689       	|  0.00066297     	|
on_epoch_end                       	|  1.1972e-05     	|501            	|  0.005998       	|  0.00045765     	|
on_epoch_start                     	|  1.1267e-05     	|501            	|  0.005645       	|  0.00043071     	|
on_validation_batch_end            	|  4.1732e-05     	|125            	|  0.0052165      	|  0.00039802     	|
on_validation_model_eval           	|  0.0036251      	|1              	|  0.0036251      	|  0.00027659     	|
on_validation_batch_start          	|  1.7396e-05     	|125            	|  0.0021745      	|  0.00016592     	|
on_train_start                     	|  0.0020824      	|1              	|  0.0020824      	|  0.00015889     	|
validation_step_end                	|  9.6701e-06     	|125            	|  0.0012088      	|  9.2229e-05     	|
on_validation_start                	|  0.00045192     	|1              	|  0.00045192     	|  3.4482e-05     	|
on_validation_end                  	|  0.00019839     	|1              	|  0.00019839     	|  1.5137e-05     	|
on_fit_end                         	|  8.3337e-05     	|1              	|  8.3337e-05     	|  6.3586e-06     	|
teardown                           	|  2.9724e-05     	|2              	|  5.9448e-05     	|  4.5359e-06     	|
on_before_accelerator_backend_setup	|  2.5369e-05     	|2              	|  5.0738e-05     	|  3.8713e-06     	|
setup                              	|  2.5074e-05     	|2              	|  5.0148e-05     	|  3.8263e-06     	|
on_configure_sharded_model         	|  2.3773e-05     	|2              	|  4.7546e-05     	|  3.6278e-06     	|
on_validation_epoch_end            	|  3.5871e-05     	|1              	|  3.5871e-05     	|  2.7369e-06     	|
on_fit_start                       	|  2.2894e-05     	|1              	|  2.2894e-05     	|  1.7468e-06     	|
configure_sharded_model            	|  8.3288e-06     	|2              	|  1.6658e-05     	|  1.271e-06      	|
configure_callbacks                	|  8.2022e-06     	|2              	|  1.6404e-05     	|  1.2517e-06     	|
prepare_data                       	|  8.1984e-06     	|2              	|  1.6397e-05     	|  1.2511e-06     	|
on_val_dataloader                  	|  6.9682e-06     	|2              	|  1.3936e-05     	|  1.0633e-06     	|
on_pretrain_routine_end            	|  1.373e-05      	|1              	|  1.373e-05      	|  1.0476e-06     	|
on_validation_epoch_start          	|  9.302e-06      	|1              	|  9.302e-06      	|  7.0975e-07     	|
on_train_dataloader                	|  6.2119e-06     	|1              	|  6.2119e-06     	|  4.7397e-07     	|
