VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1342.3         	|  100 %          	|
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run_training_epoch                 	|  2.5429         	|500            	|  1271.4         	|  94.718         	|
run_training_batch                 	|  0.37888        	|1000           	|  378.88         	|  28.225         	|
optimizer_step_with_closure_0      	|  0.37501        	|1000           	|  375.01         	|  27.937         	|
training_step_and_backward         	|  0.26973        	|1000           	|  269.73         	|  20.094         	|
get_train_batch                    	|  0.095294       	|1500           	|  142.94         	|  10.649         	|
fetch_next_train_batch             	|  0.095255       	|1500           	|  142.88         	|  10.644         	|
model_forward                      	|  0.1378         	|1000           	|  137.8          	|  10.265         	|
training_step                      	|  0.13757        	|1000           	|  137.57         	|  10.249         	|
backward                           	|  0.13037        	|1000           	|  130.37         	|  9.7121         	|
run_validate_evaluation            	|  30.525         	|1              	|  30.525         	|  2.274          	|
evaluation_step_and_end            	|  0.22202        	|125            	|  27.752         	|  2.0674         	|
validation_step                    	|  0.22189        	|125            	|  27.737         	|  2.0663         	|
on_train_batch_end                 	|  0.002147       	|1000           	|  2.147          	|  0.15995        	|
zero_grad                          	|  0.0015159      	|1000           	|  1.5159         	|  0.11293        	|
training_batch_to_device           	|  0.000624       	|1000           	|  0.624          	|  0.046486       	|
get_validate_batch                 	|  0.0047908      	|126            	|  0.60364        	|  0.044969       	|
fetch_next_validate_batch          	|  0.0047649      	|126            	|  0.60038        	|  0.044726       	|
on_train_epoch_start               	|  0.00035333     	|500            	|  0.17666        	|  0.013161       	|
on_train_epoch_end                 	|  0.00034693     	|500            	|  0.17346        	|  0.012922       	|
on_train_batch_start               	|  0.00010912     	|1000           	|  0.10912        	|  0.0081289      	|
on_batch_start                     	|  5.7826e-05     	|1000           	|  0.057826       	|  0.0043078      	|
on_train_end                       	|  0.042277       	|1              	|  0.042277       	|  0.0031495      	|
evaluation_batch_to_device         	|  0.00028123     	|125            	|  0.035154       	|  0.0026188      	|
on_after_backward                  	|  2.3652e-05     	|1000           	|  0.023652       	|  0.001762       	|
on_before_zero_grad                	|  2.3141e-05     	|1000           	|  0.023141       	|  0.0017239      	|
on_pretrain_routine_start          	|  0.022688       	|1              	|  0.022688       	|  0.0016902      	|
on_batch_end                       	|  1.7517e-05     	|1000           	|  0.017517       	|  0.001305       	|
on_before_optimizer_step           	|  1.6959e-05     	|1000           	|  0.016959       	|  0.0012634      	|
on_before_backward                 	|  1.3134e-05     	|1000           	|  0.013134       	|  0.00097844     	|
configure_optimizers               	|  0.011321       	|1              	|  0.011321       	|  0.00084334     	|
training_step_end                  	|  8.4609e-06     	|1000           	|  0.0084609      	|  0.00063031     	|
on_epoch_end                       	|  1.1479e-05     	|501            	|  0.0057508      	|  0.00042841     	|
on_validation_batch_end            	|  4.5926e-05     	|125            	|  0.0057407      	|  0.00042766     	|
on_epoch_start                     	|  1.131e-05      	|501            	|  0.0056663      	|  0.00042212     	|
on_validation_model_eval           	|  0.0045868      	|1              	|  0.0045868      	|  0.0003417      	|
on_train_start                     	|  0.0035274      	|1              	|  0.0035274      	|  0.00026277     	|
on_validation_batch_start          	|  1.7571e-05     	|125            	|  0.0021964      	|  0.00016363     	|
validation_step_end                	|  9.8247e-06     	|125            	|  0.0012281      	|  9.1488e-05     	|
on_validation_start                	|  0.00055772     	|1              	|  0.00055772     	|  4.1548e-05     	|
on_validation_end                  	|  0.00018559     	|1              	|  0.00018559     	|  1.3826e-05     	|
on_fit_start                       	|  0.00013484     	|1              	|  0.00013484     	|  1.0045e-05     	|
setup                              	|  3.1712e-05     	|2              	|  6.3425e-05     	|  4.7249e-06     	|
on_before_accelerator_backend_setup	|  2.8879e-05     	|2              	|  5.7759e-05     	|  4.3028e-06     	|
on_fit_end                         	|  5.6788e-05     	|1              	|  5.6788e-05     	|  4.2305e-06     	|
on_configure_sharded_model         	|  2.6471e-05     	|2              	|  5.2942e-05     	|  3.944e-06      	|
teardown                           	|  2.4842e-05     	|2              	|  4.9684e-05     	|  3.7013e-06     	|
on_validation_epoch_end            	|  4.1746e-05     	|1              	|  4.1746e-05     	|  3.1099e-06     	|
on_val_dataloader                  	|  1.4091e-05     	|2              	|  2.8182e-05     	|  2.0994e-06     	|
prepare_data                       	|  8.9956e-06     	|2              	|  1.7991e-05     	|  1.3403e-06     	|
configure_sharded_model            	|  8.2981e-06     	|2              	|  1.6596e-05     	|  1.2364e-06     	|
configure_callbacks                	|  7.9004e-06     	|2              	|  1.5801e-05     	|  1.1771e-06     	|
on_pretrain_routine_end            	|  1.3659e-05     	|1              	|  1.3659e-05     	|  1.0175e-06     	|
on_validation_epoch_start          	|  1.2042e-05     	|1              	|  1.2042e-05     	|  8.9708e-07     	|
on_train_dataloader                	|  9.8161e-06     	|1              	|  9.8161e-06     	|  7.3127e-07     	|
