VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1266.2         	|  100 %          	|
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run_training_epoch                 	|  2.4119         	|500            	|  1205.9         	|  95.241         	|
run_training_batch                 	|  0.36931        	|1000           	|  369.31         	|  29.167         	|
optimizer_step_with_closure_0      	|  0.36617        	|1000           	|  366.17         	|  28.919         	|
training_step_and_backward         	|  0.26244        	|1000           	|  262.44         	|  20.727         	|
model_forward                      	|  0.13621        	|1000           	|  136.21         	|  10.758         	|
training_step                      	|  0.13599        	|1000           	|  135.99         	|  10.74          	|
get_train_batch                    	|  0.08947        	|1500           	|  134.2          	|  10.599         	|
fetch_next_train_batch             	|  0.08943        	|1500           	|  134.14         	|  10.594         	|
backward                           	|  0.12474        	|1000           	|  124.74         	|  9.8513         	|
run_validate_evaluation            	|  30.104         	|1              	|  30.104         	|  2.3776         	|
evaluation_step_and_end            	|  0.22151        	|125            	|  27.689         	|  2.1868         	|
validation_step                    	|  0.22139        	|125            	|  27.674         	|  2.1856         	|
on_train_batch_end                 	|  0.0022846      	|1000           	|  2.2846         	|  0.18043        	|
zero_grad                          	|  0.0014485      	|1000           	|  1.4485         	|  0.1144         	|
get_validate_batch                 	|  0.0058497      	|126            	|  0.73706        	|  0.058211       	|
fetch_next_validate_batch          	|  0.0058246      	|126            	|  0.73389        	|  0.057961       	|
training_batch_to_device           	|  0.00059424     	|1000           	|  0.59424        	|  0.046931       	|
on_train_epoch_end                 	|  0.00037026     	|500            	|  0.18513        	|  0.014621       	|
on_train_epoch_start               	|  0.00034265     	|500            	|  0.17133        	|  0.013531       	|
on_train_batch_start               	|  0.00011069     	|1000           	|  0.11069        	|  0.0087416      	|
on_batch_start                     	|  4.259e-05      	|1000           	|  0.04259        	|  0.0033637      	|
on_train_end                       	|  0.041619       	|1              	|  0.041619       	|  0.003287       	|
evaluation_batch_to_device         	|  0.00026639     	|125            	|  0.033298       	|  0.0026298      	|
on_after_backward                  	|  2.5154e-05     	|1000           	|  0.025154       	|  0.0019866      	|
on_before_zero_grad                	|  2.2748e-05     	|1000           	|  0.022748       	|  0.0017966      	|
on_pretrain_routine_start          	|  0.022735       	|1              	|  0.022735       	|  0.0017956      	|
on_batch_end                       	|  1.8258e-05     	|1000           	|  0.018258       	|  0.001442       	|
on_before_optimizer_step           	|  1.7433e-05     	|1000           	|  0.017433       	|  0.0013768      	|
on_before_backward                 	|  1.5362e-05     	|1000           	|  0.015362       	|  0.0012132      	|
configure_optimizers               	|  0.011274       	|1              	|  0.011274       	|  0.00089039     	|
training_step_end                  	|  8.8965e-06     	|1000           	|  0.0088965      	|  0.00070262     	|
on_epoch_end                       	|  1.1658e-05     	|501            	|  0.0058409      	|  0.0004613      	|
on_epoch_start                     	|  1.154e-05      	|501            	|  0.0057817      	|  0.00045662     	|
on_validation_batch_end            	|  4.1374e-05     	|125            	|  0.0051718      	|  0.00040845     	|
on_validation_model_eval           	|  0.0041882      	|1              	|  0.0041882      	|  0.00033077     	|
on_train_start                     	|  0.0024384      	|1              	|  0.0024384      	|  0.00019258     	|
on_validation_batch_start          	|  1.6348e-05     	|125            	|  0.0020435      	|  0.00016139     	|
validation_step_end                	|  8.9772e-06     	|125            	|  0.0011221      	|  8.8624e-05     	|
on_validation_start                	|  0.00067564     	|1              	|  0.00067564     	|  5.336e-05      	|
on_validation_end                  	|  0.00016482     	|1              	|  0.00016482     	|  1.3017e-05     	|
setup                              	|  3.3018e-05     	|2              	|  6.6036e-05     	|  5.2154e-06     	|
on_before_accelerator_backend_setup	|  2.6143e-05     	|2              	|  5.2286e-05     	|  4.1294e-06     	|
on_configure_sharded_model         	|  2.5115e-05     	|2              	|  5.023e-05      	|  3.967e-06      	|
teardown                           	|  2.3557e-05     	|2              	|  4.7114e-05     	|  3.7209e-06     	|
on_fit_start                       	|  4.2001e-05     	|1              	|  4.2001e-05     	|  3.3171e-06     	|
on_validation_epoch_end            	|  3.2917e-05     	|1              	|  3.2917e-05     	|  2.5997e-06     	|
on_fit_end                         	|  3.0683e-05     	|1              	|  3.0683e-05     	|  2.4233e-06     	|
on_val_dataloader                  	|  1.3558e-05     	|2              	|  2.7116e-05     	|  2.1416e-06     	|
configure_sharded_model            	|  8.9975e-06     	|2              	|  1.7995e-05     	|  1.4212e-06     	|
configure_callbacks                	|  8.6175e-06     	|2              	|  1.7235e-05     	|  1.3612e-06     	|
prepare_data                       	|  8.1202e-06     	|2              	|  1.624e-05      	|  1.2826e-06     	|
on_pretrain_routine_end            	|  1.3947e-05     	|1              	|  1.3947e-05     	|  1.1015e-06     	|
on_validation_epoch_start          	|  1.2949e-05     	|1              	|  1.2949e-05     	|  1.0227e-06     	|
on_train_dataloader                	|  8.1919e-06     	|1              	|  8.1919e-06     	|  6.4697e-07     	|
