VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  405.21         	|  100 %          	|
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run_training_epoch                 	|  13.927         	|25             	|  348.18         	|  85.926         	|
run_training_batch                 	|  0.29574        	|1000           	|  295.74         	|  72.986         	|
optimizer_step_with_closure_0      	|  0.29134        	|1000           	|  291.34         	|  71.898         	|
training_step_and_backward         	|  0.22591        	|1000           	|  225.91         	|  55.751         	|
model_forward                      	|  0.11242        	|1000           	|  112.42         	|  27.745         	|
training_step                      	|  0.1122         	|1000           	|  112.2          	|  27.69          	|
backward                           	|  0.11193        	|1000           	|  111.93         	|  27.622         	|
run_validate_evaluation            	|  16.809         	|1              	|  16.809         	|  4.1483         	|
evaluation_step_and_end            	|  0.10253        	|139            	|  14.251         	|  3.517          	|
validation_step                    	|  0.10239        	|139            	|  14.233         	|  3.5125         	|
get_train_batch                    	|  0.011168       	|1025           	|  11.447         	|  2.8249         	|
fetch_next_train_batch             	|  0.01114        	|1025           	|  11.418         	|  2.8178         	|
on_train_batch_end                 	|  0.0030384      	|1000           	|  3.0384         	|  0.74984        	|
zero_grad                          	|  0.001517       	|1000           	|  1.517          	|  0.37437        	|
get_validate_batch                 	|  0.005752       	|140            	|  0.80527        	|  0.19873        	|
fetch_next_validate_batch          	|  0.0057227      	|140            	|  0.80118        	|  0.19772        	|
training_batch_to_device           	|  0.00034034     	|1000           	|  0.34034        	|  0.08399        	|
on_train_batch_start               	|  9.8992e-05     	|1000           	|  0.098992       	|  0.02443        	|
evaluation_batch_to_device         	|  0.00034522     	|139            	|  0.047986       	|  0.011842       	|
on_train_end                       	|  0.045183       	|1              	|  0.045183       	|  0.011151       	|
on_after_backward                  	|  3.1162e-05     	|1000           	|  0.031162       	|  0.0076903      	|
on_batch_start                     	|  2.5762e-05     	|1000           	|  0.025762       	|  0.0063578      	|
on_pretrain_routine_start          	|  0.023279       	|1              	|  0.023279       	|  0.005745       	|
on_before_zero_grad                	|  1.997e-05      	|1000           	|  0.01997        	|  0.0049283      	|
on_batch_end                       	|  1.8082e-05     	|1000           	|  0.018082       	|  0.0044625      	|
on_before_backward                 	|  1.4592e-05     	|1000           	|  0.014592       	|  0.0036012      	|
on_before_optimizer_step           	|  1.3972e-05     	|1000           	|  0.013972       	|  0.0034481      	|
on_train_epoch_end                 	|  0.00051884     	|25             	|  0.012971       	|  0.003201       	|
on_train_epoch_start               	|  0.00047019     	|25             	|  0.011755       	|  0.0029009      	|
configure_optimizers               	|  0.0097018      	|1              	|  0.0097018      	|  0.0023943      	|
training_step_end                  	|  8.1253e-06     	|1000           	|  0.0081253      	|  0.0020052      	|
on_validation_batch_end            	|  4.6659e-05     	|139            	|  0.0064856      	|  0.0016006      	|
on_validation_model_eval           	|  0.0049478      	|1              	|  0.0049478      	|  0.001221       	|
on_validation_batch_start          	|  1.8268e-05     	|139            	|  0.0025392      	|  0.00062664     	|
validation_step_end                	|  1.108e-05      	|139            	|  0.0015401      	|  0.00038007     	|
on_train_start                     	|  0.0010332      	|1              	|  0.0010332      	|  0.00025498     	|
on_validation_start                	|  0.00075695     	|1              	|  0.00075695     	|  0.00018681     	|
on_epoch_end                       	|  1.3264e-05     	|26             	|  0.00034486     	|  8.5106e-05     	|
on_validation_end                  	|  0.00031066     	|1              	|  0.00031066     	|  7.6666e-05     	|
on_epoch_start                     	|  1.1831e-05     	|26             	|  0.00030759     	|  7.591e-05      	|
teardown                           	|  4.1412e-05     	|2              	|  8.2824e-05     	|  2.044e-05      	|
on_fit_end                         	|  6.9698e-05     	|1              	|  6.9698e-05     	|  1.7201e-05     	|
setup                              	|  3.3526e-05     	|2              	|  6.7052e-05     	|  1.6547e-05     	|
on_configure_sharded_model         	|  3.1961e-05     	|2              	|  6.3922e-05     	|  1.5775e-05     	|
on_validation_epoch_end            	|  5.5492e-05     	|1              	|  5.5492e-05     	|  1.3695e-05     	|
on_before_accelerator_backend_setup	|  2.6706e-05     	|2              	|  5.3411e-05     	|  1.3181e-05     	|
on_fit_start                       	|  4.4482e-05     	|1              	|  4.4482e-05     	|  1.0977e-05     	|
on_val_dataloader                  	|  1.4753e-05     	|2              	|  2.9506e-05     	|  7.2817e-06     	|
configure_sharded_model            	|  1.2947e-05     	|2              	|  2.5894e-05     	|  6.3904e-06     	|
prepare_data                       	|  9.37e-06       	|2              	|  1.874e-05      	|  4.6248e-06     	|
configure_callbacks                	|  8.9379e-06     	|2              	|  1.7876e-05     	|  4.4115e-06     	|
on_validation_epoch_start          	|  1.6924e-05     	|1              	|  1.6924e-05     	|  4.1766e-06     	|
on_pretrain_routine_end            	|  1.6905e-05     	|1              	|  1.6905e-05     	|  4.172e-06      	|
on_train_dataloader                	|  8.0355e-06     	|1              	|  8.0355e-06     	|  1.983e-06      	|
