VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1308.1         	|  100 %          	|
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run_training_epoch                 	|  2.5237         	|500            	|  1261.8         	|  96.465         	|
run_training_batch                 	|  0.29502        	|1000           	|  295.02         	|  22.554         	|
optimizer_step_with_closure_0      	|  0.29041        	|1000           	|  290.41         	|  22.201         	|
training_step_and_backward         	|  0.22143        	|1000           	|  221.43         	|  16.928         	|
get_train_batch                    	|  0.11576        	|1500           	|  173.64         	|  13.274         	|
fetch_next_train_batch             	|  0.11571        	|1500           	|  173.56         	|  13.269         	|
model_forward                      	|  0.11543        	|1000           	|  115.43         	|  8.824          	|
training_step                      	|  0.11517        	|1000           	|  115.17         	|  8.8046         	|
backward                           	|  0.10437        	|1000           	|  104.37         	|  7.979          	|
run_validate_evaluation            	|  8.2454         	|1              	|  8.2454         	|  0.63034        	|
evaluation_step_and_end            	|  0.10702        	|48             	|  5.1368         	|  0.3927         	|
validation_step                    	|  0.10689        	|48             	|  5.131          	|  0.39225        	|
on_train_batch_end                 	|  0.0029253      	|1000           	|  2.9253         	|  0.22363        	|
zero_grad                          	|  0.0015929      	|1000           	|  1.5929         	|  0.12177        	|
training_batch_to_device           	|  0.00075999     	|1000           	|  0.75999        	|  0.058099       	|
get_validate_batch                 	|  0.013953       	|49             	|  0.68368        	|  0.052266       	|
fetch_next_validate_batch          	|  0.013927       	|49             	|  0.68241        	|  0.052169       	|
on_train_epoch_end                 	|  0.00046192     	|500            	|  0.23096        	|  0.017656       	|
on_train_epoch_start               	|  0.0004359      	|500            	|  0.21795        	|  0.016662       	|
on_train_batch_start               	|  0.00011531     	|1000           	|  0.11531        	|  0.0088154      	|
on_train_end                       	|  0.059466       	|1              	|  0.059466       	|  0.004546       	|
on_batch_start                     	|  5.8322e-05     	|1000           	|  0.058322       	|  0.0044586      	|
on_after_backward                  	|  2.6226e-05     	|1000           	|  0.026226       	|  0.002005       	|
on_before_zero_grad                	|  2.5274e-05     	|1000           	|  0.025274       	|  0.0019321      	|
on_pretrain_routine_start          	|  0.024477       	|1              	|  0.024477       	|  0.0018712      	|
on_batch_end                       	|  1.787e-05      	|1000           	|  0.01787        	|  0.0013661      	|
on_before_optimizer_step           	|  1.6867e-05     	|1000           	|  0.016867       	|  0.0012894      	|
on_before_backward                 	|  1.6338e-05     	|1000           	|  0.016338       	|  0.001249       	|
evaluation_batch_to_device         	|  0.00032145     	|48             	|  0.01543        	|  0.0011796      	|
configure_optimizers               	|  0.01221        	|1              	|  0.01221        	|  0.00093341     	|
training_step_end                  	|  1.0796e-05     	|1000           	|  0.010796       	|  0.00082534     	|
on_epoch_end                       	|  1.1853e-05     	|501            	|  0.0059381      	|  0.00045396     	|
on_epoch_start                     	|  1.1283e-05     	|501            	|  0.0056528      	|  0.00043215     	|
on_validation_model_eval           	|  0.00405        	|1              	|  0.00405        	|  0.00030961     	|
on_validation_batch_end            	|  4.5041e-05     	|48             	|  0.002162       	|  0.00016528     	|
on_train_start                     	|  0.0012277      	|1              	|  0.0012277      	|  9.3857e-05     	|
on_validation_batch_start          	|  1.9319e-05     	|48             	|  0.00092731     	|  7.0891e-05     	|
on_validation_start                	|  0.00056632     	|1              	|  0.00056632     	|  4.3294e-05     	|
validation_step_end                	|  1.0482e-05     	|48             	|  0.00050312     	|  3.8462e-05     	|
on_validation_end                  	|  0.0002387      	|1              	|  0.0002387      	|  1.8248e-05     	|
on_fit_end                         	|  0.00013202     	|1              	|  0.00013202     	|  1.0093e-05     	|
teardown                           	|  5.8379e-05     	|2              	|  0.00011676     	|  8.9259e-06     	|
on_before_accelerator_backend_setup	|  3.7182e-05     	|2              	|  7.4364e-05     	|  5.685e-06      	|
on_fit_start                       	|  5.5796e-05     	|1              	|  5.5796e-05     	|  4.2654e-06     	|
on_configure_sharded_model         	|  2.5826e-05     	|2              	|  5.1651e-05     	|  3.9486e-06     	|
setup                              	|  2.5362e-05     	|2              	|  5.0724e-05     	|  3.8777e-06     	|
on_validation_epoch_end            	|  3.7005e-05     	|1              	|  3.7005e-05     	|  2.829e-06      	|
configure_callbacks                	|  1.3377e-05     	|2              	|  2.6753e-05     	|  2.0452e-06     	|
on_val_dataloader                  	|  1.1138e-05     	|2              	|  2.2275e-05     	|  1.7029e-06     	|
prepare_data                       	|  1.08e-05       	|2              	|  2.1599e-05     	|  1.6512e-06     	|
on_pretrain_routine_end            	|  1.684e-05      	|1              	|  1.684e-05      	|  1.2874e-06     	|
configure_sharded_model            	|  8.3931e-06     	|2              	|  1.6786e-05     	|  1.2833e-06     	|
on_validation_epoch_start          	|  1.2379e-05     	|1              	|  1.2379e-05     	|  9.4636e-07     	|
on_train_dataloader                	|  1.0168e-05     	|1              	|  1.0168e-05     	|  7.7733e-07     	|
