VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1697.1         	|  100 %          	|
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run_training_epoch                 	|  9.2928         	|167            	|  1551.9         	|  91.445         	|
run_training_batch                 	|  0.18814        	|8000           	|  1505.1         	|  88.688         	|
training_step_and_backward         	|  0.17775        	|8000           	|  1422.0         	|  83.792         	|
model_forward                      	|  0.09387        	|8000           	|  750.96         	|  44.25          	|
training_step                      	|  0.093733       	|8000           	|  749.87         	|  44.186         	|
backward                           	|  0.083692       	|8000           	|  669.53         	|  39.452         	|
optimizer_step_with_closure_0      	|  0.23793        	|1000           	|  237.93         	|  14.02          	|
run_validate_evaluation            	|  101.75         	|1              	|  101.75         	|  5.9959         	|
evaluation_step_and_end            	|  0.099791       	|1000           	|  99.791         	|  5.8802         	|
validation_step                    	|  0.099741       	|1000           	|  99.741         	|  5.8772         	|
get_train_batch                    	|  0.0033299      	|8167           	|  27.195         	|  1.6025         	|
fetch_next_train_batch             	|  0.0033124      	|8167           	|  27.052         	|  1.594          	|
on_train_batch_end                 	|  0.0010785      	|8000           	|  8.6284         	|  0.50843        	|
training_batch_to_device           	|  0.00021861     	|8000           	|  1.7489         	|  0.10305        	|
get_validate_batch                 	|  0.0014303      	|1001           	|  1.4318         	|  0.084366       	|
fetch_next_validate_batch          	|  0.0014168      	|1001           	|  1.4182         	|  0.083569       	|
zero_grad                          	|  0.0013625      	|1000           	|  1.3625         	|  0.080287       	|
on_train_batch_start               	|  9.0329e-05     	|8000           	|  0.72263        	|  0.042581       	|
evaluation_batch_to_device         	|  0.00020605     	|1000           	|  0.20605        	|  0.012141       	|
on_batch_start                     	|  1.5478e-05     	|8000           	|  0.12382        	|  0.0072962      	|
on_batch_end                       	|  1.3358e-05     	|8000           	|  0.10686        	|  0.0062968      	|
on_before_backward                 	|  1.3209e-05     	|8000           	|  0.10568        	|  0.0062269      	|
on_after_backward                  	|  1.213e-05      	|8000           	|  0.097041       	|  0.0057181      	|
training_step_end                  	|  6.1681e-06     	|8000           	|  0.049345       	|  0.0029076      	|
on_train_epoch_start               	|  0.00028578     	|167            	|  0.047726       	|  0.0028123      	|
on_train_epoch_end                 	|  0.000252       	|167            	|  0.042084       	|  0.0024798      	|
on_train_end                       	|  0.025564       	|1              	|  0.025564       	|  0.0015064      	|
on_pretrain_routine_start          	|  0.022933       	|1              	|  0.022933       	|  0.0013513      	|
on_validation_batch_end            	|  1.8832e-05     	|1000           	|  0.018832       	|  0.0011097      	|
on_before_zero_grad                	|  1.6207e-05     	|1000           	|  0.016207       	|  0.00095498     	|
on_before_optimizer_step           	|  1.343e-05      	|1000           	|  0.01343        	|  0.00079134     	|
on_validation_batch_start          	|  1.0181e-05     	|1000           	|  0.010181       	|  0.00059991     	|
configure_optimizers               	|  0.008776       	|1              	|  0.008776       	|  0.00051713     	|
validation_step_end                	|  4.784e-06      	|1000           	|  0.004784       	|  0.00028189     	|
on_validation_model_eval           	|  0.0041016      	|1              	|  0.0041016      	|  0.00024169     	|
on_epoch_end                       	|  1.1059e-05     	|168            	|  0.001858       	|  0.00010948     	|
on_epoch_start                     	|  1.072e-05      	|168            	|  0.0018009      	|  0.00010612     	|
on_train_start                     	|  0.00077614     	|1              	|  0.00077614     	|  4.5734e-05     	|
on_validation_start                	|  0.00031714     	|1              	|  0.00031714     	|  1.8688e-05     	|
on_validation_end                  	|  0.00011459     	|1              	|  0.00011459     	|  6.7525e-06     	|
on_before_accelerator_backend_setup	|  1.9195e-05     	|2              	|  3.8391e-05     	|  2.2622e-06     	|
teardown                           	|  1.6356e-05     	|2              	|  3.2711e-05     	|  1.9275e-06     	|
on_configure_sharded_model         	|  1.4096e-05     	|2              	|  2.8192e-05     	|  1.6612e-06     	|
setup                              	|  1.4076e-05     	|2              	|  2.8153e-05     	|  1.6589e-06     	|
on_fit_end                         	|  2.0969e-05     	|1              	|  2.0969e-05     	|  1.2356e-06     	|
on_fit_start                       	|  1.9036e-05     	|1              	|  1.9036e-05     	|  1.1217e-06     	|
on_validation_epoch_end            	|  1.8966e-05     	|1              	|  1.8966e-05     	|  1.1176e-06     	|
prepare_data                       	|  6.8325e-06     	|2              	|  1.3665e-05     	|  8.0521e-07     	|
configure_callbacks                	|  5.8605e-06     	|2              	|  1.1721e-05     	|  6.9065e-07     	|
on_val_dataloader                  	|  5.8356e-06     	|2              	|  1.1671e-05     	|  6.8772e-07     	|
on_pretrain_routine_end            	|  1.077e-05      	|1              	|  1.077e-05      	|  6.3462e-07     	|
configure_sharded_model            	|  5.3354e-06     	|2              	|  1.0671e-05     	|  6.2878e-07     	|
on_validation_epoch_start          	|  9.808e-06      	|1              	|  9.808e-06      	|  5.7794e-07     	|
on_train_dataloader                	|  4.2769e-06     	|1              	|  4.2769e-06     	|  2.5201e-07     	|
