VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  362.92         	|  100 %          	|
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run_training_epoch                 	|  15.713         	|21             	|  329.97         	|  90.919         	|
run_training_batch                 	|  0.31548        	|1000           	|  315.48         	|  86.928         	|
optimizer_step_with_closure_0      	|  0.31258        	|1000           	|  312.58         	|  86.127         	|
training_step_and_backward         	|  0.23985        	|1000           	|  239.85         	|  66.089         	|
backward                           	|  0.12035        	|1000           	|  120.35         	|  33.16          	|
model_forward                      	|  0.11793        	|1000           	|  117.93         	|  32.494         	|
training_step                      	|  0.11772        	|1000           	|  117.72         	|  32.437         	|
run_validate_evaluation            	|  13.608         	|1              	|  13.608         	|  3.7494         	|
evaluation_step_and_end            	|  0.10182        	|125            	|  12.727         	|  3.5069         	|
validation_step                    	|  0.10171        	|125            	|  12.714         	|  3.5033         	|
get_train_batch                    	|  0.0046751      	|1021           	|  4.7732         	|  1.3152         	|
fetch_next_train_batch             	|  0.0046525      	|1021           	|  4.7502         	|  1.3089         	|
on_train_batch_end                 	|  0.0019921      	|1000           	|  1.9921         	|  0.5489         	|
zero_grad                          	|  0.0015512      	|1000           	|  1.5512         	|  0.42741        	|
get_validate_batch                 	|  0.0036064      	|126            	|  0.45441        	|  0.12521        	|
fetch_next_validate_batch          	|  0.0035819      	|126            	|  0.45132        	|  0.12436        	|
training_batch_to_device           	|  0.00029233     	|1000           	|  0.29233        	|  0.080549       	|
on_train_batch_start               	|  0.00011377     	|1000           	|  0.11377        	|  0.031348       	|
evaluation_batch_to_device         	|  0.000302       	|125            	|  0.03775        	|  0.010402       	|
on_train_end                       	|  0.027409       	|1              	|  0.027409       	|  0.0075522      	|
on_pretrain_routine_start          	|  0.026883       	|1              	|  0.026883       	|  0.0074073      	|
on_after_backward                  	|  2.3988e-05     	|1000           	|  0.023988       	|  0.0066097      	|
on_batch_start                     	|  1.9933e-05     	|1000           	|  0.019933       	|  0.0054923      	|
on_before_zero_grad                	|  1.5866e-05     	|1000           	|  0.015866       	|  0.0043717      	|
on_before_optimizer_step           	|  1.5331e-05     	|1000           	|  0.015331       	|  0.0042244      	|
on_batch_end                       	|  1.5078e-05     	|1000           	|  0.015078       	|  0.0041547      	|
on_before_backward                 	|  1.4263e-05     	|1000           	|  0.014263       	|  0.0039299      	|
on_train_epoch_end                 	|  0.00048309     	|21             	|  0.010145       	|  0.0027953      	|
on_train_epoch_start               	|  0.00046315     	|21             	|  0.0097262      	|  0.0026799      	|
configure_optimizers               	|  0.0092412      	|1              	|  0.0092412      	|  0.0025463      	|
training_step_end                  	|  6.4458e-06     	|1000           	|  0.0064458      	|  0.0017761      	|
on_validation_batch_end            	|  3.7185e-05     	|125            	|  0.0046482      	|  0.0012808      	|
on_validation_model_eval           	|  0.0040899      	|1              	|  0.0040899      	|  0.0011269      	|
on_validation_batch_start          	|  1.6387e-05     	|125            	|  0.0020484      	|  0.00056442     	|
on_train_start                     	|  0.0013624      	|1              	|  0.0013624      	|  0.0003754      	|
validation_step_end                	|  8.6781e-06     	|125            	|  0.0010848      	|  0.00029889     	|
on_validation_start                	|  0.00044131     	|1              	|  0.00044131     	|  0.0001216      	|
on_epoch_end                       	|  1.2177e-05     	|22             	|  0.00026789     	|  7.3813e-05     	|
on_epoch_start                     	|  1.1521e-05     	|22             	|  0.00025346     	|  6.9837e-05     	|
on_validation_end                  	|  0.00020406     	|1              	|  0.00020406     	|  5.6226e-05     	|
on_validation_epoch_end            	|  7.9094e-05     	|1              	|  7.9094e-05     	|  2.1794e-05     	|
setup                              	|  2.8018e-05     	|2              	|  5.6036e-05     	|  1.544e-05      	|
on_before_accelerator_backend_setup	|  2.4409e-05     	|2              	|  4.8818e-05     	|  1.3451e-05     	|
on_configure_sharded_model         	|  2.3211e-05     	|2              	|  4.6422e-05     	|  1.2791e-05     	|
teardown                           	|  1.8484e-05     	|2              	|  3.6968e-05     	|  1.0186e-05     	|
on_fit_end                         	|  2.887e-05      	|1              	|  2.887e-05      	|  7.9548e-06     	|
on_pretrain_routine_end            	|  2.3534e-05     	|1              	|  2.3534e-05     	|  6.4846e-06     	|
on_fit_start                       	|  1.922e-05      	|1              	|  1.922e-05      	|  5.2959e-06     	|
on_val_dataloader                  	|  8.268e-06      	|2              	|  1.6536e-05     	|  4.5563e-06     	|
prepare_data                       	|  8.1395e-06     	|2              	|  1.6279e-05     	|  4.4855e-06     	|
configure_sharded_model            	|  7.664e-06      	|2              	|  1.5328e-05     	|  4.2235e-06     	|
configure_callbacks                	|  6.2205e-06     	|2              	|  1.2441e-05     	|  3.428e-06      	|
on_validation_epoch_start          	|  9.832e-06      	|1              	|  9.832e-06      	|  2.7091e-06     	|
on_train_dataloader                	|  8.21e-06       	|1              	|  8.21e-06       	|  2.2622e-06     	|
