VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1025.5         	|  100 %          	|
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run_training_epoch                 	|  1.9788         	|500            	|  989.41         	|  96.481         	|
run_training_batch                 	|  0.28269        	|1000           	|  282.69         	|  27.567         	|
optimizer_step_with_closure_0      	|  0.27837        	|1000           	|  278.37         	|  27.145         	|
training_step_and_backward         	|  0.21534        	|1000           	|  215.34         	|  20.999         	|
get_train_batch                    	|  0.087949       	|1500           	|  131.92         	|  12.864         	|
fetch_next_train_batch             	|  0.087897       	|1500           	|  131.85         	|  12.857         	|
backward                           	|  0.10862        	|1000           	|  108.62         	|  10.592         	|
model_forward                      	|  0.1052         	|1000           	|  105.2          	|  10.259         	|
training_step                      	|  0.10497        	|1000           	|  104.97         	|  10.236         	|
run_validate_evaluation            	|  6.7686         	|1              	|  6.7686         	|  0.66004        	|
evaluation_step_and_end            	|  0.097003       	|48             	|  4.6561         	|  0.45404        	|
validation_step                    	|  0.096893       	|48             	|  4.6509         	|  0.45353        	|
on_train_batch_end                 	|  0.0023377      	|1000           	|  2.3377         	|  0.22796        	|
zero_grad                          	|  0.0014799      	|1000           	|  1.4799         	|  0.14431        	|
training_batch_to_device           	|  0.00070531     	|1000           	|  0.70531        	|  0.068777       	|
get_validate_batch                 	|  0.010121       	|49             	|  0.49592        	|  0.048359       	|
fetch_next_validate_batch          	|  0.010097       	|49             	|  0.49474        	|  0.048244       	|
on_train_epoch_end                 	|  0.00033026     	|500            	|  0.16513        	|  0.016102       	|
on_train_epoch_start               	|  0.00032798     	|500            	|  0.16399        	|  0.015991       	|
on_train_batch_start               	|  0.00011209     	|1000           	|  0.11209        	|  0.01093        	|
on_train_end                       	|  0.052538       	|1              	|  0.052538       	|  0.0051232      	|
on_batch_start                     	|  4.7039e-05     	|1000           	|  0.047039       	|  0.0045869      	|
on_after_backward                  	|  2.6218e-05     	|1000           	|  0.026218       	|  0.0025566      	|
on_before_zero_grad                	|  2.3324e-05     	|1000           	|  0.023324       	|  0.0022744      	|
on_pretrain_routine_start          	|  0.022749       	|1              	|  0.022749       	|  0.0022184      	|
on_before_optimizer_step           	|  1.7151e-05     	|1000           	|  0.017151       	|  0.0016725      	|
on_batch_end                       	|  1.5555e-05     	|1000           	|  0.015555       	|  0.0015169      	|
on_before_backward                 	|  1.4821e-05     	|1000           	|  0.014821       	|  0.0014453      	|
evaluation_batch_to_device         	|  0.00026694     	|48             	|  0.012813       	|  0.0012495      	|
configure_optimizers               	|  0.010527       	|1              	|  0.010527       	|  0.0010265      	|
training_step_end                  	|  8.4048e-06     	|1000           	|  0.0084048      	|  0.00081958     	|
on_epoch_end                       	|  1.1496e-05     	|501            	|  0.0057596      	|  0.00056164     	|
on_epoch_start                     	|  1.0674e-05     	|501            	|  0.0053478      	|  0.00052148     	|
on_validation_model_eval           	|  0.0037848      	|1              	|  0.0037848      	|  0.00036907     	|
on_validation_batch_end            	|  4.1404e-05     	|48             	|  0.0019874      	|  0.0001938      	|
on_train_start                     	|  0.0014871      	|1              	|  0.0014871      	|  0.00014501     	|
on_validation_batch_start          	|  1.5923e-05     	|48             	|  0.00076429     	|  7.4528e-05     	|
on_validation_start                	|  0.00049226     	|1              	|  0.00049226     	|  4.8002e-05     	|
validation_step_end                	|  8.807e-06      	|48             	|  0.00042274     	|  4.1223e-05     	|
on_validation_end                  	|  0.00019689     	|1              	|  0.00019689     	|  1.9199e-05     	|
on_fit_end                         	|  0.00010433     	|1              	|  0.00010433     	|  1.0173e-05     	|
on_before_accelerator_backend_setup	|  3.2937e-05     	|2              	|  6.5874e-05     	|  6.4237e-06     	|
on_configure_sharded_model         	|  2.7475e-05     	|2              	|  5.495e-05      	|  5.3584e-06     	|
setup                              	|  2.7424e-05     	|2              	|  5.4847e-05     	|  5.3484e-06     	|
on_fit_start                       	|  4.3994e-05     	|1              	|  4.3994e-05     	|  4.29e-06       	|
teardown                           	|  2.1361e-05     	|2              	|  4.2722e-05     	|  4.1659e-06     	|
on_validation_epoch_end            	|  2.9292e-05     	|1              	|  2.9292e-05     	|  2.8564e-06     	|
configure_callbacks                	|  1.4013e-05     	|2              	|  2.8025e-05     	|  2.7329e-06     	|
prepare_data                       	|  1.1533e-05     	|2              	|  2.3065e-05     	|  2.2492e-06     	|
on_val_dataloader                  	|  9.8748e-06     	|2              	|  1.975e-05      	|  1.9259e-06     	|
configure_sharded_model            	|  8.4881e-06     	|2              	|  1.6976e-05     	|  1.6554e-06     	|
on_pretrain_routine_end            	|  1.4396e-05     	|1              	|  1.4396e-05     	|  1.4038e-06     	|
on_validation_epoch_start          	|  1.1301e-05     	|1              	|  1.1301e-05     	|  1.102e-06      	|
on_train_dataloader                	|  7.0389e-06     	|1              	|  7.0389e-06     	|  6.8639e-07     	|
