VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1693.2         	|  100 %          	|
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run_training_epoch                 	|  9.2653         	|167            	|  1547.3         	|  91.386         	|
run_training_batch                 	|  0.1874         	|8000           	|  1499.2         	|  88.544         	|
training_step_and_backward         	|  0.17731        	|8000           	|  1418.5         	|  83.779         	|
model_forward                      	|  0.094142       	|8000           	|  753.14         	|  44.481         	|
training_step                      	|  0.094006       	|8000           	|  752.05         	|  44.417         	|
backward                           	|  0.082983       	|8000           	|  663.87         	|  39.209         	|
optimizer_step_with_closure_0      	|  0.23563        	|1000           	|  235.63         	|  13.917         	|
run_validate_evaluation            	|  101.42         	|1              	|  101.42         	|  5.9899         	|
evaluation_step_and_end            	|  0.099397       	|1000           	|  99.397         	|  5.8706         	|
validation_step                    	|  0.099346       	|1000           	|  99.346         	|  5.8675         	|
get_train_batch                    	|  0.0034134      	|8167           	|  27.877         	|  1.6465         	|
fetch_next_train_batch             	|  0.0033958      	|8167           	|  27.734         	|  1.638          	|
on_train_batch_end                 	|  0.0010824      	|8000           	|  8.6593         	|  0.51143        	|
training_batch_to_device           	|  0.00021772     	|8000           	|  1.7418         	|  0.10287        	|
get_validate_batch                 	|  0.001466       	|1001           	|  1.4674         	|  0.086668       	|
fetch_next_validate_batch          	|  0.0014525      	|1001           	|  1.4539         	|  0.085871       	|
zero_grad                          	|  0.0013478      	|1000           	|  1.3478         	|  0.079604       	|
on_train_batch_start               	|  9.093e-05      	|8000           	|  0.72744        	|  0.042964       	|
evaluation_batch_to_device         	|  0.00021923     	|1000           	|  0.21923        	|  0.012948       	|
on_batch_start                     	|  1.5403e-05     	|8000           	|  0.12323        	|  0.0072779      	|
on_batch_end                       	|  1.3542e-05     	|8000           	|  0.10834        	|  0.0063984      	|
on_before_backward                 	|  1.3223e-05     	|8000           	|  0.10579        	|  0.006248       	|
on_after_backward                  	|  1.2266e-05     	|8000           	|  0.098127       	|  0.0057955      	|
training_step_end                  	|  6.209e-06      	|8000           	|  0.049672       	|  0.0029337      	|
on_train_epoch_start               	|  0.00028141     	|167            	|  0.046996       	|  0.0027756      	|
on_train_epoch_end                 	|  0.00025778     	|167            	|  0.043049       	|  0.0025425      	|
on_train_end                       	|  0.025176       	|1              	|  0.025176       	|  0.001487       	|
on_pretrain_routine_start          	|  0.022964       	|1              	|  0.022964       	|  0.0013563      	|
on_validation_batch_end            	|  1.8966e-05     	|1000           	|  0.018966       	|  0.0011202      	|
on_before_zero_grad                	|  1.5865e-05     	|1000           	|  0.015865       	|  0.000937       	|
on_before_optimizer_step           	|  1.3507e-05     	|1000           	|  0.013507       	|  0.00079774     	|
on_validation_batch_start          	|  1.0088e-05     	|1000           	|  0.010088       	|  0.00059581     	|
configure_optimizers               	|  0.0086417      	|1              	|  0.0086417      	|  0.00051039     	|
validation_step_end                	|  4.6968e-06     	|1000           	|  0.0046968      	|  0.0002774      	|
on_validation_model_eval           	|  0.0039527      	|1              	|  0.0039527      	|  0.00023345     	|
on_epoch_start                     	|  1.1239e-05     	|168            	|  0.0018881      	|  0.00011151     	|
on_epoch_end                       	|  1.0282e-05     	|168            	|  0.0017273      	|  0.00010202     	|
on_train_start                     	|  0.00075307     	|1              	|  0.00075307     	|  4.4477e-05     	|
on_validation_start                	|  0.00030214     	|1              	|  0.00030214     	|  1.7845e-05     	|
on_validation_end                  	|  0.00010226     	|1              	|  0.00010226     	|  6.0397e-06     	|
on_before_accelerator_backend_setup	|  1.9472e-05     	|2              	|  3.8943e-05     	|  2.3e-06        	|
teardown                           	|  1.599e-05      	|2              	|  3.1979e-05     	|  1.8887e-06     	|
on_configure_sharded_model         	|  1.4668e-05     	|2              	|  2.9335e-05     	|  1.7326e-06     	|
setup                              	|  1.4096e-05     	|2              	|  2.8192e-05     	|  1.6651e-06     	|
on_fit_end                         	|  2.0188e-05     	|1              	|  2.0188e-05     	|  1.1923e-06     	|
on_validation_epoch_end            	|  1.8956e-05     	|1              	|  1.8956e-05     	|  1.1196e-06     	|
on_fit_start                       	|  1.7563e-05     	|1              	|  1.7563e-05     	|  1.0373e-06     	|
on_pretrain_routine_end            	|  1.3185e-05     	|1              	|  1.3185e-05     	|  7.7872e-07     	|
prepare_data                       	|  6.1265e-06     	|2              	|  1.2253e-05     	|  7.2368e-07     	|
configure_callbacks                	|  5.8316e-06     	|2              	|  1.1663e-05     	|  6.8884e-07     	|
on_val_dataloader                  	|  5.831e-06      	|2              	|  1.1662e-05     	|  6.8878e-07     	|
configure_sharded_model            	|  5.6756e-06     	|2              	|  1.1351e-05     	|  6.7042e-07     	|
on_validation_epoch_start          	|  9.899e-06      	|1              	|  9.899e-06      	|  5.8465e-07     	|
on_train_dataloader                	|  4.1279e-06     	|1              	|  4.1279e-06     	|  2.438e-07      	|
