VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1239.4         	|  100 %          	|
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run_training_epoch                 	|  2.4042         	|500            	|  1202.1         	|  96.989         	|
run_training_batch                 	|  0.2686         	|1000           	|  268.6          	|  21.671         	|
optimizer_step_with_closure_0      	|  0.26516        	|1000           	|  265.16         	|  21.394         	|
training_step_and_backward         	|  0.20158        	|1000           	|  201.58         	|  16.264         	|
get_train_batch                    	|  0.11903        	|1500           	|  178.54         	|  14.405         	|
fetch_next_train_batch             	|  0.11897        	|1500           	|  178.46         	|  14.399         	|
model_forward                      	|  0.10452        	|1000           	|  104.52         	|  8.4328         	|
training_step                      	|  0.10428        	|1000           	|  104.28         	|  8.414          	|
backward                           	|  0.095582       	|1000           	|  95.582         	|  7.7119         	|
run_validate_evaluation            	|  6.9689         	|1              	|  6.9689         	|  0.56228        	|
evaluation_step_and_end            	|  0.097725       	|48             	|  4.6908         	|  0.37847        	|
validation_step                    	|  0.09761        	|48             	|  4.6853         	|  0.37802        	|
on_train_batch_end                 	|  0.0022967      	|1000           	|  2.2967         	|  0.1853         	|
zero_grad                          	|  0.0014442      	|1000           	|  1.4442         	|  0.11652        	|
training_batch_to_device           	|  0.00069236     	|1000           	|  0.69236        	|  0.055862       	|
get_validate_batch                 	|  0.012465       	|49             	|  0.61079        	|  0.049281       	|
fetch_next_validate_batch          	|  0.01244        	|49             	|  0.60958        	|  0.049183       	|
on_train_epoch_start               	|  0.00032766     	|500            	|  0.16383        	|  0.013218       	|
on_train_epoch_end                 	|  0.00032209     	|500            	|  0.16104        	|  0.012994       	|
on_train_batch_start               	|  0.00011167     	|1000           	|  0.11167        	|  0.0090097      	|
on_batch_start                     	|  5.2855e-05     	|1000           	|  0.052855       	|  0.0042646      	|
on_train_end                       	|  0.04348        	|1              	|  0.04348        	|  0.0035082      	|
on_after_backward                  	|  2.7782e-05     	|1000           	|  0.027782       	|  0.0022415      	|
on_before_zero_grad                	|  2.3434e-05     	|1000           	|  0.023434       	|  0.0018907      	|
on_pretrain_routine_start          	|  0.022427       	|1              	|  0.022427       	|  0.0018095      	|
on_before_optimizer_step           	|  1.6577e-05     	|1000           	|  0.016577       	|  0.0013375      	|
on_before_backward                 	|  1.5774e-05     	|1000           	|  0.015774       	|  0.0012727      	|
on_batch_end                       	|  1.56e-05       	|1000           	|  0.0156         	|  0.0012587      	|
evaluation_batch_to_device         	|  0.00027345     	|48             	|  0.013126       	|  0.001059       	|
configure_optimizers               	|  0.01093        	|1              	|  0.01093        	|  0.00088184     	|
training_step_end                  	|  9.8383e-06     	|1000           	|  0.0098383      	|  0.00079379     	|
on_epoch_start                     	|  1.1033e-05     	|501            	|  0.0055277      	|  0.000446       	|
on_epoch_end                       	|  1.09e-05       	|501            	|  0.0054607      	|  0.00044059     	|
on_validation_model_eval           	|  0.0039266      	|1              	|  0.0039266      	|  0.00031682     	|
on_validation_batch_end            	|  4.2565e-05     	|48             	|  0.0020431      	|  0.00016485     	|
on_train_start                     	|  0.0009934      	|1              	|  0.0009934      	|  8.0152e-05     	|
on_validation_batch_start          	|  1.7489e-05     	|48             	|  0.00083948     	|  6.7733e-05     	|
on_validation_start                	|  0.0005203      	|1              	|  0.0005203      	|  4.1979e-05     	|
validation_step_end                	|  9.3446e-06     	|48             	|  0.00044854     	|  3.619e-05      	|
on_validation_end                  	|  0.00023284     	|1              	|  0.00023284     	|  1.8786e-05     	|
on_fit_end                         	|  6.4587e-05     	|1              	|  6.4587e-05     	|  5.2111e-06     	|
teardown                           	|  2.6063e-05     	|2              	|  5.2126e-05     	|  4.2057e-06     	|
on_before_accelerator_backend_setup	|  2.5419e-05     	|2              	|  5.0837e-05     	|  4.1017e-06     	|
on_configure_sharded_model         	|  2.3285e-05     	|2              	|  4.657e-05      	|  3.7574e-06     	|
on_fit_start                       	|  4.3901e-05     	|1              	|  4.3901e-05     	|  3.5421e-06     	|
setup                              	|  2.155e-05      	|2              	|  4.31e-05       	|  3.4775e-06     	|
on_validation_epoch_end            	|  3.0221e-05     	|1              	|  3.0221e-05     	|  2.4384e-06     	|
prepare_data                       	|  8.8476e-06     	|2              	|  1.7695e-05     	|  1.4277e-06     	|
on_val_dataloader                  	|  8.5421e-06     	|2              	|  1.7084e-05     	|  1.3784e-06     	|
configure_callbacks                	|  8.1351e-06     	|2              	|  1.627e-05      	|  1.3127e-06     	|
configure_sharded_model            	|  7.1023e-06     	|2              	|  1.4205e-05     	|  1.1461e-06     	|
on_pretrain_routine_end            	|  1.359e-05      	|1              	|  1.359e-05      	|  1.0965e-06     	|
on_validation_epoch_start          	|  1.0714e-05     	|1              	|  1.0714e-05     	|  8.6444e-07     	|
on_train_dataloader                	|  7.6611e-06     	|1              	|  7.6611e-06     	|  6.1812e-07     	|
