VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  710.21         	|  100 %          	|
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run_training_epoch                 	|  3.9323         	|167            	|  656.69         	|  92.463         	|
run_training_batch                 	|  0.28656        	|1000           	|  286.56         	|  40.349         	|
optimizer_step_with_closure_0      	|  0.28381        	|1000           	|  283.81         	|  39.961         	|
training_step_and_backward         	|  0.21683        	|1000           	|  216.83         	|  30.53          	|
model_forward                      	|  0.11337        	|1000           	|  113.37         	|  15.963         	|
training_step                      	|  0.11312        	|1000           	|  113.12         	|  15.928         	|
backward                           	|  0.10188        	|1000           	|  101.88         	|  14.345         	|
get_train_batch                    	|  0.069282       	|1167           	|  80.852         	|  11.384         	|
fetch_next_train_batch             	|  0.069254       	|1167           	|  80.82          	|  11.38          	|
run_validate_evaluation            	|  16.644         	|1              	|  16.644         	|  2.3435         	|
evaluation_step_and_end            	|  0.10634        	|125            	|  13.292         	|  1.8715         	|
validation_step                    	|  0.10625        	|125            	|  13.282         	|  1.8701         	|
on_train_batch_end                 	|  0.0018784      	|1000           	|  1.8784         	|  0.26448        	|
zero_grad                          	|  0.0015515      	|1000           	|  1.5515         	|  0.21846        	|
get_validate_batch                 	|  0.0063634      	|126            	|  0.80179        	|  0.11289        	|
fetch_next_validate_batch          	|  0.0063436      	|126            	|  0.7993         	|  0.11254        	|
training_batch_to_device           	|  0.00036523     	|1000           	|  0.36523        	|  0.051425       	|
on_train_batch_start               	|  0.00010142     	|1000           	|  0.10142        	|  0.01428        	|
on_train_epoch_start               	|  0.00035229     	|167            	|  0.058832       	|  0.0082837      	|
on_train_epoch_end                 	|  0.00032022     	|167            	|  0.053477       	|  0.0075298      	|
on_train_end                       	|  0.044528       	|1              	|  0.044528       	|  0.0062697      	|
evaluation_batch_to_device         	|  0.00023062     	|125            	|  0.028828       	|  0.004059       	|
on_batch_start                     	|  2.7955e-05     	|1000           	|  0.027955       	|  0.0039361      	|
on_after_backward                  	|  2.2161e-05     	|1000           	|  0.022161       	|  0.0031203      	|
on_pretrain_routine_start          	|  0.021608       	|1              	|  0.021608       	|  0.0030425      	|
on_before_zero_grad                	|  1.8638e-05     	|1000           	|  0.018638       	|  0.0026243      	|
on_before_backward                 	|  1.5673e-05     	|1000           	|  0.015673       	|  0.0022068      	|
on_batch_end                       	|  1.485e-05      	|1000           	|  0.01485        	|  0.002091       	|
on_before_optimizer_step           	|  1.2752e-05     	|1000           	|  0.012752       	|  0.0017955      	|
configure_optimizers               	|  0.010811       	|1              	|  0.010811       	|  0.0015222      	|
training_step_end                  	|  7.0147e-06     	|1000           	|  0.0070147      	|  0.00098769     	|
on_validation_model_eval           	|  0.0047045      	|1              	|  0.0047045      	|  0.00066241     	|
on_validation_batch_end            	|  3.246e-05      	|125            	|  0.0040575      	|  0.00057131     	|
on_validation_batch_start          	|  1.5655e-05     	|125            	|  0.0019569      	|  0.00027553     	|
on_train_start                     	|  0.0019414      	|1              	|  0.0019414      	|  0.00027336     	|
on_epoch_start                     	|  1.1474e-05     	|168            	|  0.0019277      	|  0.00027142     	|
on_epoch_end                       	|  1.1128e-05     	|168            	|  0.0018696      	|  0.00026324     	|
validation_step_end                	|  7.2657e-06     	|125            	|  0.00090821     	|  0.00012788     	|
on_validation_start                	|  0.00059581     	|1              	|  0.00059581     	|  8.3892e-05     	|
on_fit_end                         	|  0.00019998     	|1              	|  0.00019998     	|  2.8158e-05     	|
on_validation_end                  	|  0.00018384     	|1              	|  0.00018384     	|  2.5885e-05     	|
on_before_accelerator_backend_setup	|  3.1311e-05     	|2              	|  6.2622e-05     	|  8.8174e-06     	|
teardown                           	|  2.5212e-05     	|2              	|  5.0424e-05     	|  7.0998e-06     	|
on_fit_start                       	|  4.361e-05      	|1              	|  4.361e-05      	|  6.1404e-06     	|
setup                              	|  2.1726e-05     	|2              	|  4.3452e-05     	|  6.1181e-06     	|
on_configure_sharded_model         	|  2.1186e-05     	|2              	|  4.2371e-05     	|  5.966e-06      	|
on_val_dataloader                  	|  1.5026e-05     	|2              	|  3.0052e-05     	|  4.2314e-06     	|
on_validation_epoch_end            	|  2.8994e-05     	|1              	|  2.8994e-05     	|  4.0824e-06     	|
prepare_data                       	|  1.1825e-05     	|2              	|  2.365e-05      	|  3.33e-06       	|
configure_callbacks                	|  1.1593e-05     	|2              	|  2.3186e-05     	|  3.2647e-06     	|
configure_sharded_model            	|  7.5996e-06     	|2              	|  1.5199e-05     	|  2.1401e-06     	|
on_pretrain_routine_end            	|  1.2804e-05     	|1              	|  1.2804e-05     	|  1.8028e-06     	|
on_validation_epoch_start          	|  1.0608e-05     	|1              	|  1.0608e-05     	|  1.4936e-06     	|
on_train_dataloader                	|  7.5363e-06     	|1              	|  7.5363e-06     	|  1.0611e-06     	|
