VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1675.6         	|  100 %          	|
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run_training_epoch                 	|  9.1624         	|167            	|  1530.1         	|  91.32          	|
run_training_batch                 	|  0.18536        	|8000           	|  1482.9         	|  88.5           	|
training_step_and_backward         	|  0.17533        	|8000           	|  1402.7         	|  83.712         	|
model_forward                      	|  0.094228       	|8000           	|  753.83         	|  44.989         	|
training_step                      	|  0.094093       	|8000           	|  752.74         	|  44.925         	|
backward                           	|  0.08092        	|8000           	|  647.36         	|  38.635         	|
optimizer_step_with_closure_0      	|  0.23246        	|1000           	|  232.46         	|  13.874         	|
run_validate_evaluation            	|  101.73         	|1              	|  101.73         	|  6.0711         	|
evaluation_step_and_end            	|  0.099742       	|1000           	|  99.742         	|  5.9527         	|
validation_step                    	|  0.099691       	|1000           	|  99.691         	|  5.9497         	|
get_train_batch                    	|  0.0033522      	|8167           	|  27.378         	|  1.6339         	|
fetch_next_train_batch             	|  0.0033348      	|8167           	|  27.235         	|  1.6254         	|
on_train_batch_end                 	|  0.0010824      	|8000           	|  8.6593         	|  0.5168         	|
training_batch_to_device           	|  0.00021739     	|8000           	|  1.7392         	|  0.1038         	|
get_validate_batch                 	|  0.0014476      	|1001           	|  1.449          	|  0.086479       	|
fetch_next_validate_batch          	|  0.001434       	|1001           	|  1.4355         	|  0.085671       	|
zero_grad                          	|  0.0013207      	|1000           	|  1.3207         	|  0.078819       	|
on_train_batch_start               	|  9.2972e-05     	|8000           	|  0.74378        	|  0.04439        	|
evaluation_batch_to_device         	|  0.00020397     	|1000           	|  0.20397        	|  0.012173       	|
on_batch_start                     	|  1.5206e-05     	|8000           	|  0.12165        	|  0.0072602      	|
on_batch_end                       	|  1.3379e-05     	|8000           	|  0.10703        	|  0.0063876      	|
on_before_backward                 	|  1.3305e-05     	|8000           	|  0.10644        	|  0.0063526      	|
on_after_backward                  	|  1.1803e-05     	|8000           	|  0.094423       	|  0.0056353      	|
training_step_end                  	|  6.3905e-06     	|8000           	|  0.051124       	|  0.0030511      	|
on_train_epoch_start               	|  0.00028976     	|167            	|  0.048389       	|  0.002888       	|
on_train_epoch_end                 	|  0.00026178     	|167            	|  0.043717       	|  0.0026091      	|
on_train_end                       	|  0.02589        	|1              	|  0.02589        	|  0.0015452      	|
on_pretrain_routine_start          	|  0.02294        	|1              	|  0.02294        	|  0.0013691      	|
on_validation_batch_end            	|  1.9138e-05     	|1000           	|  0.019138       	|  0.0011422      	|
on_before_zero_grad                	|  1.5669e-05     	|1000           	|  0.015669       	|  0.00093513     	|
on_before_optimizer_step           	|  1.2764e-05     	|1000           	|  0.012764       	|  0.00076178     	|
on_validation_batch_start          	|  1.0329e-05     	|1000           	|  0.010329       	|  0.00061646     	|
configure_optimizers               	|  0.0076949      	|1              	|  0.0076949      	|  0.00045924     	|
validation_step_end                	|  4.7543e-06     	|1000           	|  0.0047543      	|  0.00028375     	|
on_validation_model_eval           	|  0.0041529      	|1              	|  0.0041529      	|  0.00024785     	|
on_epoch_end                       	|  1.1619e-05     	|168            	|  0.001952       	|  0.0001165      	|
on_epoch_start                     	|  1.0552e-05     	|168            	|  0.0017727      	|  0.0001058      	|
on_train_start                     	|  0.0007144      	|1              	|  0.0007144      	|  4.2636e-05     	|
on_validation_start                	|  0.00031845     	|1              	|  0.00031845     	|  1.9005e-05     	|
on_validation_end                  	|  0.00011682     	|1              	|  0.00011682     	|  6.972e-06      	|
on_before_accelerator_backend_setup	|  1.7983e-05     	|2              	|  3.5966e-05     	|  2.1465e-06     	|
teardown                           	|  1.567e-05      	|2              	|  3.1339e-05     	|  1.8704e-06     	|
setup                              	|  1.4017e-05     	|2              	|  2.8033e-05     	|  1.6731e-06     	|
on_configure_sharded_model         	|  1.3245e-05     	|2              	|  2.649e-05      	|  1.581e-06      	|
on_fit_end                         	|  2.2512e-05     	|1              	|  2.2512e-05     	|  1.3435e-06     	|
on_validation_epoch_end            	|  1.8144e-05     	|1              	|  1.8144e-05     	|  1.0829e-06     	|
on_fit_start                       	|  1.6681e-05     	|1              	|  1.6681e-05     	|  9.9554e-07     	|
on_val_dataloader                  	|  6.1864e-06     	|2              	|  1.2373e-05     	|  7.3843e-07     	|
on_pretrain_routine_end            	|  1.2033e-05     	|1              	|  1.2033e-05     	|  7.1814e-07     	|
configure_callbacks                	|  5.6856e-06     	|2              	|  1.1371e-05     	|  6.7865e-07     	|
prepare_data                       	|  5.6605e-06     	|2              	|  1.1321e-05     	|  6.7565e-07     	|
configure_sharded_model            	|  5.0945e-06     	|2              	|  1.0189e-05     	|  6.0809e-07     	|
on_validation_epoch_start          	|  9.578e-06      	|1              	|  9.578e-06      	|  5.7163e-07     	|
on_train_dataloader                	|  4.4291e-06     	|1              	|  4.4291e-06     	|  2.6434e-07     	|
