VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  581.79         	|  100 %          	|
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run_training_epoch                 	|  8.1087         	|63             	|  510.85         	|  87.806         	|
run_training_batch                 	|  0.37422        	|1000           	|  374.22         	|  64.321         	|
optimizer_step_with_closure_0      	|  0.37159        	|1000           	|  371.59         	|  63.869         	|
training_step_and_backward         	|  0.26586        	|1000           	|  265.86         	|  45.697         	|
model_forward                      	|  0.13814        	|1000           	|  138.14         	|  23.743         	|
training_step                      	|  0.13796        	|1000           	|  137.96         	|  23.713         	|
backward                           	|  0.12622        	|1000           	|  126.22         	|  21.694         	|
get_train_batch                    	|  0.029344       	|1063           	|  31.193         	|  5.3615         	|
fetch_next_train_batch             	|  0.02932        	|1063           	|  31.168         	|  5.3572         	|
run_validate_evaluation            	|  30.97          	|1              	|  30.97          	|  5.3231         	|
evaluation_step_and_end            	|  0.22122        	|125            	|  27.652         	|  4.753          	|
validation_step                    	|  0.22111        	|125            	|  27.639         	|  4.7506         	|
on_train_batch_end                 	|  0.00181        	|1000           	|  1.81           	|  0.31111        	|
zero_grad                          	|  0.0014787      	|1000           	|  1.4787         	|  0.25416        	|
get_validate_batch                 	|  0.0069565      	|126            	|  0.87652        	|  0.15066        	|
fetch_next_validate_batch          	|  0.0069304      	|126            	|  0.87323        	|  0.15009        	|
training_batch_to_device           	|  0.00025311     	|1000           	|  0.25311        	|  0.043505       	|
on_train_batch_start               	|  9.6173e-05     	|1000           	|  0.096173       	|  0.01653        	|
on_train_end                       	|  0.043602       	|1              	|  0.043602       	|  0.0074945      	|
evaluation_batch_to_device         	|  0.00030891     	|125            	|  0.038614       	|  0.0066371      	|
on_train_epoch_start               	|  0.0003725      	|63             	|  0.023468       	|  0.0040337      	|
on_train_epoch_end                 	|  0.00035214     	|63             	|  0.022185       	|  0.0038132      	|
on_pretrain_routine_start          	|  0.022024       	|1              	|  0.022024       	|  0.0037856      	|
on_batch_start                     	|  2.1202e-05     	|1000           	|  0.021202       	|  0.0036442      	|
on_after_backward                  	|  2.0389e-05     	|1000           	|  0.020389       	|  0.0035046      	|
on_before_zero_grad                	|  1.5561e-05     	|1000           	|  0.015561       	|  0.0026746      	|
on_batch_end                       	|  1.541e-05      	|1000           	|  0.01541        	|  0.0026488      	|
on_before_optimizer_step           	|  1.3152e-05     	|1000           	|  0.013152       	|  0.0022606      	|
on_before_backward                 	|  1.2304e-05     	|1000           	|  0.012304       	|  0.0021149      	|
configure_optimizers               	|  0.010665       	|1              	|  0.010665       	|  0.0018332      	|
training_step_end                  	|  9.5614e-06     	|1000           	|  0.0095614      	|  0.0016434      	|
on_validation_batch_end            	|  4.1897e-05     	|125            	|  0.0052372      	|  0.00090017     	|
on_validation_model_eval           	|  0.0044568      	|1              	|  0.0044568      	|  0.00076604     	|
on_validation_batch_start          	|  1.758e-05      	|125            	|  0.0021975      	|  0.00037771     	|
on_train_start                     	|  0.0019731      	|1              	|  0.0019731      	|  0.00033914     	|
validation_step_end                	|  9.2918e-06     	|125            	|  0.0011615      	|  0.00019964     	|
on_epoch_end                       	|  1.1214e-05     	|64             	|  0.00071768     	|  0.00012336     	|
on_epoch_start                     	|  1.1087e-05     	|64             	|  0.00070958     	|  0.00012196     	|
on_validation_start                	|  0.00056401     	|1              	|  0.00056401     	|  9.6944e-05     	|
on_validation_end                  	|  0.00018333     	|1              	|  0.00018333     	|  3.151e-05      	|
teardown                           	|  3.7162e-05     	|2              	|  7.4323e-05     	|  1.2775e-05     	|
on_before_accelerator_backend_setup	|  2.7367e-05     	|2              	|  5.4734e-05     	|  9.4078e-06     	|
on_fit_end                         	|  5.2087e-05     	|1              	|  5.2087e-05     	|  8.9528e-06     	|
on_configure_sharded_model         	|  2.5662e-05     	|2              	|  5.1323e-05     	|  8.8216e-06     	|
setup                              	|  2.4796e-05     	|2              	|  4.9593e-05     	|  8.5241e-06     	|
on_fit_start                       	|  4.4998e-05     	|1              	|  4.4998e-05     	|  7.7343e-06     	|
on_validation_epoch_end            	|  3.5752e-05     	|1              	|  3.5752e-05     	|  6.1451e-06     	|
on_val_dataloader                  	|  1.2265e-05     	|2              	|  2.4529e-05     	|  4.2161e-06     	|
configure_sharded_model            	|  8.3838e-06     	|2              	|  1.6768e-05     	|  2.882e-06      	|
prepare_data                       	|  8.3791e-06     	|2              	|  1.6758e-05     	|  2.8804e-06     	|
configure_callbacks                	|  7.5204e-06     	|2              	|  1.5041e-05     	|  2.5853e-06     	|
on_pretrain_routine_end            	|  1.4104e-05     	|1              	|  1.4104e-05     	|  2.4242e-06     	|
on_validation_epoch_start          	|  1.2221e-05     	|1              	|  1.2221e-05     	|  2.1005e-06     	|
on_train_dataloader                	|  6.2305e-06     	|1              	|  6.2305e-06     	|  1.0709e-06     	|
