VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  697.4          	|  100 %          	|
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run_training_epoch                 	|  3.8782         	|167            	|  647.67         	|  92.869         	|
run_training_batch                 	|  0.28508        	|1000           	|  285.08         	|  40.878         	|
optimizer_step_with_closure_0      	|  0.28247        	|1000           	|  282.47         	|  40.503         	|
training_step_and_backward         	|  0.21477        	|1000           	|  214.77         	|  30.795         	|
model_forward                      	|  0.11354        	|1000           	|  113.54         	|  16.281         	|
training_step                      	|  0.11336        	|1000           	|  113.36         	|  16.254         	|
backward                           	|  0.099621       	|1000           	|  99.621         	|  14.285         	|
get_train_batch                    	|  0.065292       	|1167           	|  76.196         	|  10.926         	|
fetch_next_train_batch             	|  0.065265       	|1167           	|  76.164         	|  10.921         	|
run_validate_evaluation            	|  17.033         	|1              	|  17.033         	|  2.4424         	|
evaluation_step_and_end            	|  0.10931        	|125            	|  13.664         	|  1.9592         	|
validation_step                    	|  0.10922        	|125            	|  13.653         	|  1.9577         	|
on_train_batch_end                 	|  0.0018331      	|1000           	|  1.8331         	|  0.26285        	|
zero_grad                          	|  0.0015685      	|1000           	|  1.5685         	|  0.22491        	|
get_validate_batch                 	|  0.0071711      	|126            	|  0.90356        	|  0.12956        	|
fetch_next_validate_batch          	|  0.0071509      	|126            	|  0.90101        	|  0.1292         	|
training_batch_to_device           	|  0.00042961     	|1000           	|  0.42961        	|  0.061602       	|
on_train_batch_start               	|  9.8702e-05     	|1000           	|  0.098702       	|  0.014153       	|
on_train_epoch_start               	|  0.00032813     	|167            	|  0.054798       	|  0.0078575      	|
on_train_epoch_end                 	|  0.00031855     	|167            	|  0.053198       	|  0.0076281      	|
on_train_end                       	|  0.045825       	|1              	|  0.045825       	|  0.0065709      	|
evaluation_batch_to_device         	|  0.00026672     	|125            	|  0.03334        	|  0.0047807      	|
on_batch_start                     	|  3.0134e-05     	|1000           	|  0.030134       	|  0.004321       	|
on_after_backward                  	|  2.3003e-05     	|1000           	|  0.023003       	|  0.0032984      	|
on_pretrain_routine_start          	|  0.021657       	|1              	|  0.021657       	|  0.0031054      	|
on_before_zero_grad                	|  1.7404e-05     	|1000           	|  0.017404       	|  0.0024956      	|
on_batch_end                       	|  1.5112e-05     	|1000           	|  0.015112       	|  0.0021669      	|
on_before_optimizer_step           	|  1.268e-05      	|1000           	|  0.01268        	|  0.0018181      	|
on_before_backward                 	|  1.1877e-05     	|1000           	|  0.011877       	|  0.001703       	|
configure_optimizers               	|  0.008454       	|1              	|  0.008454       	|  0.0012122      	|
training_step_end                  	|  7.0798e-06     	|1000           	|  0.0070798      	|  0.0010152      	|
on_validation_batch_start          	|  4.7745e-05     	|125            	|  0.0059681      	|  0.00085577     	|
on_validation_model_eval           	|  0.0044568      	|1              	|  0.0044568      	|  0.00063906     	|
on_validation_batch_end            	|  3.2746e-05     	|125            	|  0.0040933      	|  0.00058694     	|
on_epoch_end                       	|  1.1568e-05     	|168            	|  0.0019434      	|  0.00027866     	|
on_epoch_start                     	|  1.111e-05      	|168            	|  0.0018665      	|  0.00026764     	|
on_train_start                     	|  0.0015132      	|1              	|  0.0015132      	|  0.00021698     	|
validation_step_end                	|  7.4837e-06     	|125            	|  0.00093546     	|  0.00013414     	|
on_validation_start                	|  0.00062114     	|1              	|  0.00062114     	|  8.9065e-05     	|
on_validation_end                  	|  0.00019148     	|1              	|  0.00019148     	|  2.7456e-05     	|
on_fit_end                         	|  0.0001195      	|1              	|  0.0001195      	|  1.7135e-05     	|
teardown                           	|  2.7478e-05     	|2              	|  5.4955e-05     	|  7.8801e-06     	|
on_before_accelerator_backend_setup	|  2.7432e-05     	|2              	|  5.4864e-05     	|  7.867e-06      	|
setup                              	|  2.038e-05      	|2              	|  4.076e-05      	|  5.8446e-06     	|
on_configure_sharded_model         	|  2.0181e-05     	|2              	|  4.0362e-05     	|  5.7875e-06     	|
on_validation_epoch_end            	|  2.7904e-05     	|1              	|  2.7904e-05     	|  4.0012e-06     	|
on_val_dataloader                  	|  1.2373e-05     	|2              	|  2.4745e-05     	|  3.5482e-06     	|
configure_callbacks                	|  1.1916e-05     	|2              	|  2.3833e-05     	|  3.4174e-06     	|
on_fit_start                       	|  1.8185e-05     	|1              	|  1.8185e-05     	|  2.6076e-06     	|
prepare_data                       	|  8.9975e-06     	|2              	|  1.7995e-05     	|  2.5803e-06     	|
configure_sharded_model            	|  6.4783e-06     	|2              	|  1.2957e-05     	|  1.8578e-06     	|
on_validation_epoch_start          	|  1.1565e-05     	|1              	|  1.1565e-05     	|  1.6583e-06     	|
on_pretrain_routine_end            	|  1.1003e-05     	|1              	|  1.1003e-05     	|  1.5777e-06     	|
on_train_dataloader                	|  5.126e-06      	|1              	|  5.126e-06      	|  7.3502e-07     	|
