VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1437.6         	|  100 %          	|
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run_training_epoch                 	|  2.7499         	|500            	|  1374.9         	|  95.641         	|
run_training_batch                 	|  0.384          	|1000           	|  384.0          	|  26.711         	|
optimizer_step_with_closure_0      	|  0.38051        	|1000           	|  380.51         	|  26.468         	|
training_step_and_backward         	|  0.27625        	|1000           	|  276.25         	|  19.216         	|
get_train_batch                    	|  0.10494        	|1500           	|  157.4          	|  10.949         	|
fetch_next_train_batch             	|  0.10489        	|1500           	|  157.34         	|  10.944         	|
model_forward                      	|  0.14605        	|1000           	|  146.05         	|  10.159         	|
training_step                      	|  0.14582        	|1000           	|  145.82         	|  10.143         	|
backward                           	|  0.12868        	|1000           	|  128.68         	|  8.9507         	|
run_validate_evaluation            	|  30.75          	|1              	|  30.75          	|  2.139          	|
evaluation_step_and_end            	|  0.22014        	|125            	|  27.518         	|  1.9141         	|
validation_step                    	|  0.22002        	|125            	|  27.502         	|  1.913          	|
on_train_batch_end                 	|  0.0022722      	|1000           	|  2.2722         	|  0.15805        	|
zero_grad                          	|  0.0014748      	|1000           	|  1.4748         	|  0.10259        	|
get_validate_batch                 	|  0.00567        	|126            	|  0.71442        	|  0.049695       	|
fetch_next_validate_batch          	|  0.005642       	|126            	|  0.7109         	|  0.04945        	|
training_batch_to_device           	|  0.00062023     	|1000           	|  0.62023        	|  0.043143       	|
on_train_epoch_end                 	|  0.00036619     	|500            	|  0.1831         	|  0.012736       	|
on_train_epoch_start               	|  0.00035368     	|500            	|  0.17684        	|  0.012301       	|
on_train_batch_start               	|  0.00011078     	|1000           	|  0.11078        	|  0.0077057      	|
on_batch_start                     	|  4.4745e-05     	|1000           	|  0.044745       	|  0.0031125      	|
on_train_end                       	|  0.043485       	|1              	|  0.043485       	|  0.0030248      	|
evaluation_batch_to_device         	|  0.00032065     	|125            	|  0.040082       	|  0.0027881      	|
on_after_backward                  	|  2.3524e-05     	|1000           	|  0.023524       	|  0.0016364      	|
on_before_zero_grad                	|  2.3032e-05     	|1000           	|  0.023032       	|  0.0016021      	|
on_pretrain_routine_start          	|  0.022078       	|1              	|  0.022078       	|  0.0015357      	|
on_before_backward                 	|  1.8945e-05     	|1000           	|  0.018945       	|  0.0013178      	|
on_before_optimizer_step           	|  1.6568e-05     	|1000           	|  0.016568       	|  0.0011525      	|
on_batch_end                       	|  1.6421e-05     	|1000           	|  0.016421       	|  0.0011422      	|
configure_optimizers               	|  0.0096013      	|1              	|  0.0096013      	|  0.00066786     	|
training_step_end                  	|  8.5065e-06     	|1000           	|  0.0085065      	|  0.00059171     	|
on_epoch_end                       	|  1.219e-05      	|501            	|  0.0061074      	|  0.00042483     	|
on_validation_batch_end            	|  4.6017e-05     	|125            	|  0.0057522      	|  0.00040012     	|
on_epoch_start                     	|  1.1163e-05     	|501            	|  0.0055928      	|  0.00038904     	|
on_validation_model_eval           	|  0.0037449      	|1              	|  0.0037449      	|  0.0002605      	|
on_validation_batch_start          	|  1.9358e-05     	|125            	|  0.0024198      	|  0.00016832     	|
on_train_start                     	|  0.0023292      	|1              	|  0.0023292      	|  0.00016202     	|
validation_step_end                	|  9.9738e-06     	|125            	|  0.0012467      	|  8.6722e-05     	|
on_validation_start                	|  0.00039775     	|1              	|  0.00039775     	|  2.7667e-05     	|
on_validation_end                  	|  0.00022339     	|1              	|  0.00022339     	|  1.5539e-05     	|
on_before_accelerator_backend_setup	|  3.037e-05      	|2              	|  6.0741e-05     	|  4.2251e-06     	|
setup                              	|  2.9199e-05     	|2              	|  5.8398e-05     	|  4.0621e-06     	|
teardown                           	|  2.8539e-05     	|2              	|  5.7079e-05     	|  3.9704e-06     	|
on_configure_sharded_model         	|  2.5611e-05     	|2              	|  5.1223e-05     	|  3.5631e-06     	|
on_fit_end                         	|  3.9203e-05     	|1              	|  3.9203e-05     	|  2.727e-06      	|
on_validation_epoch_end            	|  3.5401e-05     	|1              	|  3.5401e-05     	|  2.4625e-06     	|
on_pretrain_routine_end            	|  3.3034e-05     	|1              	|  3.3034e-05     	|  2.2978e-06     	|
on_fit_start                       	|  2.6464e-05     	|1              	|  2.6464e-05     	|  1.8409e-06     	|
configure_sharded_model            	|  8.8401e-06     	|2              	|  1.768e-05      	|  1.2298e-06     	|
configure_callbacks                	|  7.9554e-06     	|2              	|  1.5911e-05     	|  1.1067e-06     	|
on_val_dataloader                  	|  7.8538e-06     	|2              	|  1.5708e-05     	|  1.0926e-06     	|
prepare_data                       	|  7.363e-06      	|2              	|  1.4726e-05     	|  1.0243e-06     	|
on_validation_epoch_start          	|  9.7509e-06     	|1              	|  9.7509e-06     	|  6.7828e-07     	|
on_train_dataloader                	|  5.8375e-06     	|1              	|  5.8375e-06     	|  4.0606e-07     	|
