VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  692.66         	|  100 %          	|
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run_training_epoch                 	|  3.8403         	|167            	|  641.33         	|  92.589         	|
run_training_batch                 	|  0.27847        	|1000           	|  278.47         	|  40.202         	|
optimizer_step_with_closure_0      	|  0.27451        	|1000           	|  274.51         	|  39.631         	|
training_step_and_backward         	|  0.20842        	|1000           	|  208.42         	|  30.089         	|
model_forward                      	|  0.11121        	|1000           	|  111.21         	|  16.055         	|
training_step                      	|  0.11102        	|1000           	|  111.02         	|  16.028         	|
backward                           	|  0.09571        	|1000           	|  95.71          	|  13.818         	|
get_train_batch                    	|  0.066056       	|1167           	|  77.087         	|  11.129         	|
fetch_next_train_batch             	|  0.066018       	|1167           	|  77.044         	|  11.123         	|
run_validate_evaluation            	|  17.092         	|1              	|  17.092         	|  2.4676         	|
evaluation_step_and_end            	|  0.10894        	|125            	|  13.618         	|  1.966          	|
validation_step                    	|  0.10886        	|125            	|  13.607         	|  1.9645         	|
on_train_batch_end                 	|  0.0020395      	|1000           	|  2.0395         	|  0.29445        	|
zero_grad                          	|  0.0014659      	|1000           	|  1.4659         	|  0.21163        	|
get_validate_batch                 	|  0.0077866      	|126            	|  0.98111        	|  0.14164        	|
fetch_next_validate_batch          	|  0.0077666      	|126            	|  0.97859        	|  0.14128        	|
training_batch_to_device           	|  0.00042369     	|1000           	|  0.42369        	|  0.061168       	|
on_train_batch_start               	|  9.8789e-05     	|1000           	|  0.098789       	|  0.014262       	|
on_train_epoch_start               	|  0.00033703     	|167            	|  0.056284       	|  0.0081258      	|
on_train_epoch_end                 	|  0.0003211      	|167            	|  0.053624       	|  0.0077417      	|
on_train_end                       	|  0.04736        	|1              	|  0.04736        	|  0.0068373      	|
on_after_backward                  	|  3.8351e-05     	|1000           	|  0.038351       	|  0.0055368      	|
evaluation_batch_to_device         	|  0.00028734     	|125            	|  0.035917       	|  0.0051854      	|
on_batch_start                     	|  2.9091e-05     	|1000           	|  0.029091       	|  0.0041998      	|
on_pretrain_routine_start          	|  0.023758       	|1              	|  0.023758       	|  0.00343        	|
on_before_zero_grad                	|  1.8109e-05     	|1000           	|  0.018109       	|  0.0026144      	|
on_batch_end                       	|  1.6203e-05     	|1000           	|  0.016203       	|  0.0023392      	|
on_before_optimizer_step           	|  1.3006e-05     	|1000           	|  0.013006       	|  0.0018777      	|
on_before_backward                 	|  1.2766e-05     	|1000           	|  0.012766       	|  0.001843       	|
configure_optimizers               	|  0.010883       	|1              	|  0.010883       	|  0.0015712      	|
training_step_end                  	|  7.7273e-06     	|1000           	|  0.0077273      	|  0.0011156      	|
on_validation_batch_end            	|  5.4433e-05     	|125            	|  0.0068041      	|  0.00098232     	|
on_validation_model_eval           	|  0.0038826      	|1              	|  0.0038826      	|  0.00056053     	|
on_train_start                     	|  0.0032752      	|1              	|  0.0032752      	|  0.00047284     	|
on_epoch_start                     	|  1.2233e-05     	|168            	|  0.0020552      	|  0.00029671     	|
on_epoch_end                       	|  1.2105e-05     	|168            	|  0.0020337      	|  0.00029361     	|
on_validation_batch_start          	|  1.5212e-05     	|125            	|  0.0019015      	|  0.00027452     	|
validation_step_end                	|  7.3269e-06     	|125            	|  0.00091586     	|  0.00013222     	|
on_validation_start                	|  0.00044627     	|1              	|  0.00044627     	|  6.4428e-05     	|
on_fit_end                         	|  0.00016636     	|1              	|  0.00016636     	|  2.4017e-05     	|
on_validation_end                  	|  0.00014008     	|1              	|  0.00014008     	|  2.0223e-05     	|
teardown                           	|  6.234e-05      	|2              	|  0.00012468     	|  1.8e-05        	|
on_configure_sharded_model         	|  2.7345e-05     	|2              	|  5.4691e-05     	|  7.8957e-06     	|
on_before_accelerator_backend_setup	|  2.6872e-05     	|2              	|  5.3745e-05     	|  7.7591e-06     	|
setup                              	|  2.5013e-05     	|2              	|  5.0025e-05     	|  7.2221e-06     	|
on_fit_start                       	|  4.0807e-05     	|1              	|  4.0807e-05     	|  5.8913e-06     	|
on_validation_epoch_end            	|  2.7699e-05     	|1              	|  2.7699e-05     	|  3.999e-06      	|
configure_callbacks                	|  1.1214e-05     	|2              	|  2.2428e-05     	|  3.2379e-06     	|
on_val_dataloader                  	|  8.7861e-06     	|2              	|  1.7572e-05     	|  2.5369e-06     	|
configure_sharded_model            	|  7.9721e-06     	|2              	|  1.5944e-05     	|  2.3019e-06     	|
prepare_data                       	|  7.946e-06      	|2              	|  1.5892e-05     	|  2.2943e-06     	|
on_pretrain_routine_end            	|  1.3996e-05     	|1              	|  1.3996e-05     	|  2.0206e-06     	|
on_validation_epoch_start          	|  1.2377e-05     	|1              	|  1.2377e-05     	|  1.7869e-06     	|
on_train_dataloader                	|  8.015e-06      	|1              	|  8.015e-06      	|  1.1571e-06     	|
