VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1689.0         	|  100 %          	|
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run_training_epoch                 	|  9.2449         	|167            	|  1543.9         	|  91.407         	|
run_training_batch                 	|  0.18705        	|8000           	|  1496.4         	|  88.596         	|
training_step_and_backward         	|  0.1768         	|8000           	|  1414.4         	|  83.742         	|
model_forward                      	|  0.093934       	|8000           	|  751.47         	|  44.491         	|
training_step                      	|  0.093797       	|8000           	|  750.38         	|  44.426         	|
backward                           	|  0.082682       	|8000           	|  661.46         	|  39.162         	|
optimizer_step_with_closure_0      	|  0.23587        	|1000           	|  235.87         	|  13.965         	|
run_validate_evaluation            	|  101.4          	|1              	|  101.4          	|  6.0036         	|
evaluation_step_and_end            	|  0.099403       	|1000           	|  99.403         	|  5.8852         	|
validation_step                    	|  0.099351       	|1000           	|  99.351         	|  5.8821         	|
get_train_batch                    	|  0.0033822      	|8167           	|  27.622         	|  1.6354         	|
fetch_next_train_batch             	|  0.0033647      	|8167           	|  27.48          	|  1.6269         	|
on_train_batch_end                 	|  0.0010788      	|8000           	|  8.6305         	|  0.51097        	|
training_batch_to_device           	|  0.00022036     	|8000           	|  1.7628         	|  0.10437        	|
get_validate_batch                 	|  0.0014603      	|1001           	|  1.4618         	|  0.086544       	|
fetch_next_validate_batch          	|  0.0014466      	|1001           	|  1.4481         	|  0.085734       	|
zero_grad                          	|  0.0013375      	|1000           	|  1.3375         	|  0.079187       	|
on_train_batch_start               	|  8.992e-05      	|8000           	|  0.71936        	|  0.04259        	|
evaluation_batch_to_device         	|  0.00020659     	|1000           	|  0.20659        	|  0.012231       	|
on_batch_start                     	|  1.4846e-05     	|8000           	|  0.11877        	|  0.0070318      	|
on_before_backward                 	|  1.3119e-05     	|8000           	|  0.10495        	|  0.0062137      	|
on_batch_end                       	|  1.2929e-05     	|8000           	|  0.10343        	|  0.0061236      	|
on_after_backward                  	|  1.1553e-05     	|8000           	|  0.092423       	|  0.005472       	|
on_train_epoch_start               	|  0.00027884     	|167            	|  0.046566       	|  0.002757       	|
training_step_end                  	|  5.8186e-06     	|8000           	|  0.046549       	|  0.0027559      	|
on_train_epoch_end                 	|  0.00025632     	|167            	|  0.042806       	|  0.0025343      	|
on_train_end                       	|  0.025552       	|1              	|  0.025552       	|  0.0015128      	|
on_pretrain_routine_start          	|  0.023204       	|1              	|  0.023204       	|  0.0013738      	|
on_validation_batch_end            	|  1.8441e-05     	|1000           	|  0.018441       	|  0.0010918      	|
on_before_zero_grad                	|  1.5904e-05     	|1000           	|  0.015904       	|  0.00094158     	|
on_before_optimizer_step           	|  1.282e-05      	|1000           	|  0.01282        	|  0.00075899     	|
on_validation_batch_start          	|  9.8545e-06     	|1000           	|  0.0098545      	|  0.00058344     	|
configure_optimizers               	|  0.0092314      	|1              	|  0.0092314      	|  0.00054655     	|
validation_step_end                	|  4.8429e-06     	|1000           	|  0.0048429      	|  0.00028673     	|
on_validation_model_eval           	|  0.0040206      	|1              	|  0.0040206      	|  0.00023804     	|
on_epoch_end                       	|  1.1006e-05     	|168            	|  0.0018491      	|  0.00010948     	|
on_epoch_start                     	|  1.0519e-05     	|168            	|  0.0017672      	|  0.00010463     	|
on_train_start                     	|  0.00074702     	|1              	|  0.00074702     	|  4.4228e-05     	|
on_validation_start                	|  0.00033741     	|1              	|  0.00033741     	|  1.9977e-05     	|
on_validation_end                  	|  0.00010969     	|1              	|  0.00010969     	|  6.494e-06      	|
on_before_accelerator_backend_setup	|  1.9281e-05     	|2              	|  3.8562e-05     	|  2.2831e-06     	|
teardown                           	|  1.5234e-05     	|2              	|  3.0468e-05     	|  1.8039e-06     	|
on_configure_sharded_model         	|  1.3791e-05     	|2              	|  2.7582e-05     	|  1.633e-06      	|
setup                              	|  1.332e-05      	|2              	|  2.664e-05      	|  1.5772e-06     	|
on_fit_end                         	|  2.0248e-05     	|1              	|  2.0248e-05     	|  1.1988e-06     	|
on_fit_start                       	|  1.8645e-05     	|1              	|  1.8645e-05     	|  1.1039e-06     	|
on_validation_epoch_end            	|  1.8374e-05     	|1              	|  1.8374e-05     	|  1.0878e-06     	|
configure_callbacks                	|  6.502e-06      	|2              	|  1.3004e-05     	|  7.6991e-07     	|
on_val_dataloader                  	|  5.8514e-06     	|2              	|  1.1703e-05     	|  6.9287e-07     	|
prepare_data                       	|  5.6456e-06     	|2              	|  1.1291e-05     	|  6.685e-07      	|
configure_sharded_model            	|  5.0695e-06     	|2              	|  1.0139e-05     	|  6.0029e-07     	|
on_pretrain_routine_end            	|  9.7181e-06     	|1              	|  9.7181e-06     	|  5.7537e-07     	|
on_validation_epoch_start          	|  9.4969e-06     	|1              	|  9.4969e-06     	|  5.6227e-07     	|
on_train_dataloader                	|  4.3379e-06     	|1              	|  4.3379e-06     	|  2.5683e-07     	|
