VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  516.72         	|  100 %          	|
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run_training_epoch                 	|  2.1808         	|200            	|  436.15         	|  84.407         	|
run_training_batch                 	|  0.36466        	|1000           	|  364.66         	|  70.572         	|
optimizer_step_with_closure_0      	|  0.36202        	|1000           	|  362.02         	|  70.06          	|
training_step_and_backward         	|  0.28249        	|1000           	|  282.49         	|  54.67          	|
model_forward                      	|  0.1665         	|1000           	|  166.5          	|  32.223         	|
training_step                      	|  0.16635        	|1000           	|  166.35         	|  32.194         	|
backward                           	|  0.11466        	|1000           	|  114.66         	|  22.189         	|
run_validate_evaluation            	|  35.964         	|1              	|  35.964         	|  6.96           	|
evaluation_step_and_end            	|  0.254          	|139            	|  35.306         	|  6.8326         	|
validation_step                    	|  0.25395        	|139            	|  35.298         	|  6.8312         	|
get_train_batch                    	|  0.016692       	|1200           	|  20.031         	|  3.8765         	|
fetch_next_train_batch             	|  0.016667       	|1200           	|  20.0           	|  3.8706         	|
zero_grad                          	|  0.0013057      	|1000           	|  1.3057         	|  0.2527         	|
on_train_batch_end                 	|  0.0012411      	|1000           	|  1.2411         	|  0.24018        	|
training_batch_to_device           	|  0.00034011     	|1000           	|  0.34011        	|  0.065821       	|
get_validate_batch                 	|  0.0023288      	|140            	|  0.32603        	|  0.063096       	|
fetch_next_validate_batch          	|  0.0023141      	|140            	|  0.32398        	|  0.062698       	|
on_train_batch_start               	|  9.6794e-05     	|1000           	|  0.096794       	|  0.018732       	|
on_train_epoch_start               	|  0.00027697     	|200            	|  0.055394       	|  0.01072        	|
on_train_epoch_end                 	|  0.00025608     	|200            	|  0.051216       	|  0.0099118      	|
evaluation_batch_to_device         	|  0.00022671     	|139            	|  0.031513       	|  0.0060986      	|
on_train_end                       	|  0.023735       	|1              	|  0.023735       	|  0.0045933      	|
on_batch_start                     	|  2.2257e-05     	|1000           	|  0.022257       	|  0.0043073      	|
on_pretrain_routine_start          	|  0.022067       	|1              	|  0.022067       	|  0.0042705      	|
on_before_zero_grad                	|  1.5821e-05     	|1000           	|  0.015821       	|  0.0030619      	|
on_batch_end                       	|  1.3608e-05     	|1000           	|  0.013608       	|  0.0026335      	|
on_after_backward                  	|  1.214e-05      	|1000           	|  0.01214        	|  0.0023494      	|
on_before_backward                 	|  1.1605e-05     	|1000           	|  0.011605       	|  0.0022459      	|
on_before_optimizer_step           	|  1.1534e-05     	|1000           	|  0.011534       	|  0.0022322      	|
configure_optimizers               	|  0.0082007      	|1              	|  0.0082007      	|  0.001587       	|
training_step_end                  	|  6.5878e-06     	|1000           	|  0.0065878      	|  0.0012749      	|
on_validation_model_eval           	|  0.0039632      	|1              	|  0.0039632      	|  0.00076699     	|
on_validation_batch_end            	|  2.093e-05      	|139            	|  0.0029092      	|  0.00056301     	|
on_epoch_start                     	|  1.118e-05      	|201            	|  0.0022471      	|  0.00043487     	|
on_epoch_end                       	|  1.0673e-05     	|201            	|  0.0021453      	|  0.00041518     	|
on_validation_batch_start          	|  1.0313e-05     	|139            	|  0.0014335      	|  0.00027743     	|
on_train_start                     	|  0.00078234     	|1              	|  0.00078234     	|  0.0001514      	|
validation_step_end                	|  5.3307e-06     	|139            	|  0.00074097     	|  0.0001434      	|
on_validation_start                	|  0.00031676     	|1              	|  0.00031676     	|  6.1302e-05     	|
on_validation_end                  	|  0.0001148      	|1              	|  0.0001148      	|  2.2218e-05     	|
on_before_accelerator_backend_setup	|  1.9291e-05     	|2              	|  3.8581e-05     	|  7.4665e-06     	|
teardown                           	|  1.569e-05      	|2              	|  3.1379e-05     	|  6.0727e-06     	|
setup                              	|  1.4562e-05     	|2              	|  2.9124e-05     	|  5.6363e-06     	|
on_configure_sharded_model         	|  1.347e-05      	|2              	|  2.6941e-05     	|  5.2138e-06     	|
on_validation_epoch_end            	|  2.1901e-05     	|1              	|  2.1901e-05     	|  4.2384e-06     	|
on_fit_end                         	|  2.123e-05      	|1              	|  2.123e-05      	|  4.1086e-06     	|
on_fit_start                       	|  1.6341e-05     	|1              	|  1.6341e-05     	|  3.1624e-06     	|
on_pretrain_routine_end            	|  1.2604e-05     	|1              	|  1.2604e-05     	|  2.4392e-06     	|
prepare_data                       	|  6.0015e-06     	|2              	|  1.2003e-05     	|  2.3229e-06     	|
on_val_dataloader                  	|  5.6555e-06     	|2              	|  1.1311e-05     	|  2.189e-06      	|
configure_callbacks                	|  5.65e-06       	|2              	|  1.13e-05       	|  2.1868e-06     	|
on_validation_epoch_start          	|  9.8679e-06     	|1              	|  9.8679e-06     	|  1.9097e-06     	|
configure_sharded_model            	|  4.914e-06      	|2              	|  9.828e-06      	|  1.902e-06      	|
on_train_dataloader                	|  3.977e-06      	|1              	|  3.977e-06      	|  7.6965e-07     	|
