VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  419.49         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  17.098         	|21             	|  359.06         	|  85.595         	|
run_training_batch                 	|  0.31182        	|1000           	|  311.82         	|  74.333         	|
optimizer_step_with_closure_0      	|  0.30791        	|1000           	|  307.91         	|  73.402         	|
training_step_and_backward         	|  0.23535        	|1000           	|  235.35         	|  56.105         	|
backward                           	|  0.11863        	|1000           	|  118.63         	|  28.28          	|
model_forward                      	|  0.11495        	|1000           	|  114.95         	|  27.403         	|
training_step                      	|  0.11472        	|1000           	|  114.72         	|  27.348         	|
run_validate_evaluation            	|  16.591         	|1              	|  16.591         	|  3.9552         	|
evaluation_step_and_end            	|  0.10828        	|125            	|  13.536         	|  3.2267         	|
validation_step                    	|  0.10814        	|125            	|  13.518         	|  3.2224         	|
get_train_batch                    	|  0.0094168      	|1021           	|  9.6145         	|  2.292          	|
fetch_next_train_batch             	|  0.0093897      	|1021           	|  9.5869         	|  2.2854         	|
on_train_batch_end                 	|  0.002514       	|1000           	|  2.514          	|  0.59932        	|
zero_grad                          	|  0.0017322      	|1000           	|  1.7322         	|  0.41294        	|
get_validate_batch                 	|  0.0058668      	|126            	|  0.73922        	|  0.17622        	|
fetch_next_validate_batch          	|  0.0058371      	|126            	|  0.73548        	|  0.17533        	|
on_train_end                       	|  0.71803        	|1              	|  0.71803        	|  0.17117        	|
training_batch_to_device           	|  0.00030752     	|1000           	|  0.30752        	|  0.073308       	|
on_train_batch_start               	|  0.00011454     	|1000           	|  0.11454        	|  0.027306       	|
evaluation_batch_to_device         	|  0.00032906     	|125            	|  0.041132       	|  0.0098054      	|
on_after_backward                  	|  2.9878e-05     	|1000           	|  0.029878       	|  0.0071226      	|
on_batch_start                     	|  2.4055e-05     	|1000           	|  0.024055       	|  0.0057345      	|
on_pretrain_routine_start          	|  0.022496       	|1              	|  0.022496       	|  0.0053629      	|
configure_optimizers               	|  0.022448       	|1              	|  0.022448       	|  0.0053512      	|
on_before_zero_grad                	|  2.0824e-05     	|1000           	|  0.020824       	|  0.0049642      	|
on_batch_end                       	|  1.8826e-05     	|1000           	|  0.018826       	|  0.0044879      	|
on_before_optimizer_step           	|  1.5268e-05     	|1000           	|  0.015268       	|  0.0036397      	|
on_before_backward                 	|  1.4712e-05     	|1000           	|  0.014712       	|  0.0035072      	|
on_train_epoch_end                 	|  0.00039521     	|21             	|  0.0082995      	|  0.0019785      	|
training_step_end                  	|  8.1977e-06     	|1000           	|  0.0081977      	|  0.0019542      	|
on_train_epoch_start               	|  0.00038437     	|21             	|  0.0080718      	|  0.0019242      	|
on_validation_batch_end            	|  5.1279e-05     	|125            	|  0.0064099      	|  0.001528       	|
on_validation_model_eval           	|  0.0044773      	|1              	|  0.0044773      	|  0.0010673      	|
on_validation_batch_start          	|  2.0182e-05     	|125            	|  0.0025227      	|  0.00060139     	|
on_train_start                     	|  0.0016833      	|1              	|  0.0016833      	|  0.00040127     	|
validation_step_end                	|  1.0927e-05     	|125            	|  0.0013659      	|  0.00032561     	|
on_validation_start                	|  0.00055421     	|1              	|  0.00055421     	|  0.00013212     	|
on_epoch_end                       	|  1.2729e-05     	|22             	|  0.00028004     	|  6.6757e-05     	|
on_epoch_start                     	|  1.1881e-05     	|22             	|  0.00026139     	|  6.2313e-05     	|
on_validation_end                  	|  0.00024818     	|1              	|  0.00024818     	|  5.9162e-05     	|
teardown                           	|  4.2503e-05     	|2              	|  8.5006e-05     	|  2.0264e-05     	|
on_fit_end                         	|  7.2408e-05     	|1              	|  7.2408e-05     	|  1.7261e-05     	|
on_before_accelerator_backend_setup	|  3.2065e-05     	|2              	|  6.4129e-05     	|  1.5288e-05     	|
setup                              	|  2.8186e-05     	|2              	|  5.6373e-05     	|  1.3439e-05     	|
on_configure_sharded_model         	|  2.7291e-05     	|2              	|  5.4581e-05     	|  1.3011e-05     	|
on_validation_epoch_end            	|  5.0228e-05     	|1              	|  5.0228e-05     	|  1.1974e-05     	|
on_fit_start                       	|  4.3992e-05     	|1              	|  4.3992e-05     	|  1.0487e-05     	|
on_val_dataloader                  	|  1.3204e-05     	|2              	|  2.6409e-05     	|  6.2955e-06     	|
configure_sharded_model            	|  1.053e-05      	|2              	|  2.1059e-05     	|  5.0202e-06     	|
configure_callbacks                	|  9.9801e-06     	|2              	|  1.996e-05      	|  4.7582e-06     	|
prepare_data                       	|  7.1041e-06     	|2              	|  1.4208e-05     	|  3.3871e-06     	|
on_pretrain_routine_end            	|  1.4171e-05     	|1              	|  1.4171e-05     	|  3.3782e-06     	|
on_validation_epoch_start          	|  1.1912e-05     	|1              	|  1.1912e-05     	|  2.8396e-06     	|
on_train_dataloader                	|  7.6871e-06     	|1              	|  7.6871e-06     	|  1.8325e-06     	|
