VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  516.41         	|  100 %          	|
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run_training_epoch                 	|  2.1785         	|200            	|  435.7          	|  84.371         	|
run_training_batch                 	|  0.36466        	|1000           	|  364.66         	|  70.615         	|
optimizer_step_with_closure_0      	|  0.36202        	|1000           	|  362.02         	|  70.103         	|
training_step_and_backward         	|  0.28325        	|1000           	|  283.25         	|  54.85          	|
model_forward                      	|  0.16684        	|1000           	|  166.84         	|  32.307         	|
training_step                      	|  0.16669        	|1000           	|  166.69         	|  32.278         	|
backward                           	|  0.11509        	|1000           	|  115.09         	|  22.286         	|
run_validate_evaluation            	|  36.068         	|1              	|  36.068         	|  6.9844         	|
evaluation_step_and_end            	|  0.25471        	|139            	|  35.405         	|  6.856          	|
validation_step                    	|  0.25466        	|139            	|  35.397         	|  6.8545         	|
get_train_batch                    	|  0.016655       	|1200           	|  19.986         	|  3.8703         	|
fetch_next_train_batch             	|  0.01663        	|1200           	|  19.956         	|  3.8645         	|
zero_grad                          	|  0.0013004      	|1000           	|  1.3004         	|  0.25182        	|
on_train_batch_end                 	|  0.0012546      	|1000           	|  1.2546         	|  0.24295        	|
get_validate_batch                 	|  0.0025269      	|140            	|  0.35377        	|  0.068506       	|
fetch_next_validate_batch          	|  0.0025121      	|140            	|  0.35169        	|  0.068103       	|
training_batch_to_device           	|  0.00034318     	|1000           	|  0.34318        	|  0.066454       	|
on_train_batch_start               	|  9.9077e-05     	|1000           	|  0.099077       	|  0.019186       	|
on_train_epoch_start               	|  0.00027751     	|200            	|  0.055502       	|  0.010748       	|
on_train_epoch_end                 	|  0.00024792     	|200            	|  0.049585       	|  0.0096019      	|
evaluation_batch_to_device         	|  0.00023427     	|139            	|  0.032563       	|  0.0063057      	|
on_train_end                       	|  0.023936       	|1              	|  0.023936       	|  0.0046352      	|
on_batch_start                     	|  2.2567e-05     	|1000           	|  0.022567       	|  0.00437        	|
on_pretrain_routine_start          	|  0.022137       	|1              	|  0.022137       	|  0.0042867      	|
on_before_zero_grad                	|  1.6491e-05     	|1000           	|  0.016491       	|  0.0031934      	|
on_batch_end                       	|  1.3688e-05     	|1000           	|  0.013688       	|  0.0026507      	|
on_before_backward                 	|  1.1915e-05     	|1000           	|  0.011915       	|  0.0023072      	|
on_after_backward                  	|  1.1588e-05     	|1000           	|  0.011588       	|  0.002244       	|
on_before_optimizer_step           	|  1.1218e-05     	|1000           	|  0.011218       	|  0.0021723      	|
configure_optimizers               	|  0.0088468      	|1              	|  0.0088468      	|  0.0017131      	|
training_step_end                  	|  6.5361e-06     	|1000           	|  0.0065361      	|  0.0012657      	|
on_validation_model_eval           	|  0.0039695      	|1              	|  0.0039695      	|  0.00076867     	|
on_validation_batch_end            	|  2.1501e-05     	|139            	|  0.0029886      	|  0.00057873     	|
on_epoch_start                     	|  1.0349e-05     	|201            	|  0.0020802      	|  0.00040282     	|
on_epoch_end                       	|  1.0218e-05     	|201            	|  0.0020538      	|  0.0003977      	|
on_validation_batch_start          	|  1.0361e-05     	|139            	|  0.0014402      	|  0.00027888     	|
on_train_start                     	|  0.00077363     	|1              	|  0.00077363     	|  0.00014981     	|
validation_step_end                	|  5.3166e-06     	|139            	|  0.00073901     	|  0.00014311     	|
on_validation_start                	|  0.00029664     	|1              	|  0.00029664     	|  5.7442e-05     	|
on_validation_end                  	|  0.00012115     	|1              	|  0.00012115     	|  2.3459e-05     	|
on_before_accelerator_backend_setup	|  1.9578e-05     	|2              	|  3.9155e-05     	|  7.5822e-06     	|
teardown                           	|  1.596e-05      	|2              	|  3.1921e-05     	|  6.1813e-06     	|
setup                              	|  1.4702e-05     	|2              	|  2.9405e-05     	|  5.6941e-06     	|
on_configure_sharded_model         	|  1.3516e-05     	|2              	|  2.7031e-05     	|  5.2344e-06     	|
on_fit_end                         	|  2.2633e-05     	|1              	|  2.2633e-05     	|  4.3828e-06     	|
on_validation_epoch_end            	|  1.7893e-05     	|1              	|  1.7893e-05     	|  3.4649e-06     	|
on_fit_start                       	|  1.7022e-05     	|1              	|  1.7022e-05     	|  3.2962e-06     	|
prepare_data                       	|  7.0235e-06     	|2              	|  1.4047e-05     	|  2.7201e-06     	|
on_pretrain_routine_end            	|  1.3846e-05     	|1              	|  1.3846e-05     	|  2.6812e-06     	|
configure_callbacks                	|  5.6105e-06     	|2              	|  1.1221e-05     	|  2.1729e-06     	|
on_val_dataloader                  	|  5.4504e-06     	|2              	|  1.0901e-05     	|  2.1109e-06     	|
configure_sharded_model            	|  5.37e-06       	|2              	|  1.074e-05      	|  2.0798e-06     	|
on_validation_epoch_start          	|  9.097e-06      	|1              	|  9.097e-06      	|  1.7616e-06     	|
on_train_dataloader                	|  4.057e-06      	|1              	|  4.057e-06      	|  7.8561e-07     	|
