VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1930.9         	|  100 %          	|
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run_training_epoch                 	|  3.4979         	|500            	|  1748.9         	|  90.579         	|
run_training_batch                 	|  0.20764        	|8000           	|  1661.1         	|  86.031         	|
training_step_and_backward         	|  0.19634        	|8000           	|  1570.7         	|  81.347         	|
model_forward                      	|  0.11053        	|8000           	|  884.25         	|  45.796         	|
training_step                      	|  0.11039        	|8000           	|  883.15         	|  45.739         	|
backward                           	|  0.085614       	|8000           	|  684.91         	|  35.472         	|
optimizer_step_with_closure_0      	|  0.25643        	|1000           	|  256.43         	|  13.281         	|
run_validate_evaluation            	|  137.85         	|1              	|  137.85         	|  7.1393         	|
evaluation_step_and_end            	|  0.13586        	|1000           	|  135.86         	|  7.0362         	|
validation_step                    	|  0.13581        	|1000           	|  135.81         	|  7.0336         	|
get_train_batch                    	|  0.0068444      	|8500           	|  58.178         	|  3.013          	|
fetch_next_train_batch             	|  0.0068255      	|8500           	|  58.017         	|  3.0047         	|
on_train_batch_end                 	|  0.0011063      	|8000           	|  8.8508         	|  0.45839        	|
training_batch_to_device           	|  0.00023385     	|8000           	|  1.8708         	|  0.096889       	|
get_validate_batch                 	|  0.001456       	|1001           	|  1.4575         	|  0.075485       	|
fetch_next_validate_batch          	|  0.0014428      	|1001           	|  1.4443         	|  0.0748         	|
zero_grad                          	|  0.0013813      	|1000           	|  1.3813         	|  0.071538       	|
on_train_batch_start               	|  9.3191e-05     	|8000           	|  0.74553        	|  0.038611       	|
evaluation_batch_to_device         	|  0.00020706     	|1000           	|  0.20706        	|  0.010724       	|
on_train_epoch_start               	|  0.00028767     	|500            	|  0.14383        	|  0.0074492      	|
on_batch_start                     	|  1.7158e-05     	|8000           	|  0.13726        	|  0.007109       	|
on_train_epoch_end                 	|  0.00026444     	|500            	|  0.13222        	|  0.0068478      	|
on_batch_end                       	|  1.3585e-05     	|8000           	|  0.10868        	|  0.0056286      	|
on_before_backward                 	|  1.3262e-05     	|8000           	|  0.1061         	|  0.0054949      	|
on_after_backward                  	|  1.1669e-05     	|8000           	|  0.093353       	|  0.0048348      	|
training_step_end                  	|  6.0593e-06     	|8000           	|  0.048475       	|  0.0025105      	|
on_train_end                       	|  0.024659       	|1              	|  0.024659       	|  0.0012771      	|
on_pretrain_routine_start          	|  0.022438       	|1              	|  0.022438       	|  0.0011621      	|
on_before_zero_grad                	|  2.0711e-05     	|1000           	|  0.020711       	|  0.0010726      	|
on_validation_batch_end            	|  1.9266e-05     	|1000           	|  0.019266       	|  0.00099779     	|
on_before_optimizer_step           	|  1.6161e-05     	|1000           	|  0.016161       	|  0.00083697     	|
on_validation_batch_start          	|  1.0555e-05     	|1000           	|  0.010555       	|  0.00054664     	|
configure_optimizers               	|  0.0081484      	|1              	|  0.0081484      	|  0.00042201     	|
on_epoch_start                     	|  1.1383e-05     	|501            	|  0.0057028      	|  0.00029535     	|
on_epoch_end                       	|  1.0423e-05     	|501            	|  0.0052219      	|  0.00027045     	|
validation_step_end                	|  5.211e-06      	|1000           	|  0.005211       	|  0.00026988     	|
on_validation_model_eval           	|  0.0045044      	|1              	|  0.0045044      	|  0.00023329     	|
on_train_start                     	|  0.00072921     	|1              	|  0.00072921     	|  3.7766e-05     	|
on_validation_start                	|  0.0003296      	|1              	|  0.0003296      	|  1.707e-05      	|
on_validation_end                  	|  0.00010945     	|1              	|  0.00010945     	|  5.6682e-06     	|
setup                              	|  2.4275e-05     	|2              	|  4.855e-05      	|  2.5144e-06     	|
on_before_accelerator_backend_setup	|  2.0097e-05     	|2              	|  4.0194e-05     	|  2.0817e-06     	|
on_configure_sharded_model         	|  1.7377e-05     	|2              	|  3.4755e-05     	|  1.8e-06        	|
teardown                           	|  1.6792e-05     	|2              	|  3.3583e-05     	|  1.7393e-06     	|
on_fit_end                         	|  2.4185e-05     	|1              	|  2.4185e-05     	|  1.2526e-06     	|
on_validation_epoch_end            	|  1.7723e-05     	|1              	|  1.7723e-05     	|  9.1789e-07     	|
on_fit_start                       	|  1.6741e-05     	|1              	|  1.6741e-05     	|  8.6702e-07     	|
prepare_data                       	|  6.848e-06      	|2              	|  1.3696e-05     	|  7.0932e-07     	|
configure_sharded_model            	|  6.2214e-06     	|2              	|  1.2443e-05     	|  6.4441e-07     	|
on_val_dataloader                  	|  6.1565e-06     	|2              	|  1.2313e-05     	|  6.377e-07      	|
configure_callbacks                	|  5.8661e-06     	|2              	|  1.1732e-05     	|  6.0761e-07     	|
on_pretrain_routine_end            	|  1.0309e-05     	|1              	|  1.0309e-05     	|  5.3391e-07     	|
on_validation_epoch_start          	|  1.0069e-05     	|1              	|  1.0069e-05     	|  5.2148e-07     	|
on_train_dataloader                	|  4.3081e-06     	|1              	|  4.3081e-06     	|  2.2312e-07     	|
