VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1340.6         	|  100 %          	|
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run_training_epoch                 	|  2.5961         	|500            	|  1298.0         	|  96.822         	|
run_training_batch                 	|  0.29559        	|1000           	|  295.59         	|  22.048         	|
optimizer_step_with_closure_0      	|  0.291          	|1000           	|  291.0          	|  21.706         	|
training_step_and_backward         	|  0.22203        	|1000           	|  222.03         	|  16.562         	|
get_train_batch                    	|  0.11536        	|1500           	|  173.03         	|  12.907         	|
fetch_next_train_batch             	|  0.11531        	|1500           	|  172.97         	|  12.902         	|
model_forward                      	|  0.11581        	|1000           	|  115.81         	|  8.6385         	|
training_step                      	|  0.11555        	|1000           	|  115.55         	|  8.6194         	|
backward                           	|  0.10459        	|1000           	|  104.59         	|  7.8017         	|
run_validate_evaluation            	|  8.0709         	|1              	|  8.0709         	|  0.60202        	|
evaluation_step_and_end            	|  0.1039         	|48             	|  4.9874         	|  0.37202        	|
validation_step                    	|  0.10379        	|48             	|  4.9818         	|  0.3716         	|
on_train_batch_end                 	|  0.0028795      	|1000           	|  2.8795         	|  0.21479        	|
zero_grad                          	|  0.0015883      	|1000           	|  1.5883         	|  0.11847        	|
training_batch_to_device           	|  0.00072413     	|1000           	|  0.72413        	|  0.054014       	|
get_validate_batch                 	|  0.014032       	|49             	|  0.68756        	|  0.051286       	|
fetch_next_validate_batch          	|  0.014005       	|49             	|  0.68623        	|  0.051187       	|
on_train_epoch_end                 	|  0.00045057     	|500            	|  0.22528        	|  0.016804       	|
on_train_epoch_start               	|  0.00042103     	|500            	|  0.21052        	|  0.015703       	|
on_train_batch_start               	|  0.00011889     	|1000           	|  0.11889        	|  0.0088681      	|
on_batch_start                     	|  5.4597e-05     	|1000           	|  0.054597       	|  0.0040725      	|
on_train_end                       	|  0.043123       	|1              	|  0.043123       	|  0.0032166      	|
on_after_backward                  	|  2.724e-05      	|1000           	|  0.02724        	|  0.0020318      	|
on_before_zero_grad                	|  2.5317e-05     	|1000           	|  0.025317       	|  0.0018884      	|
on_pretrain_routine_start          	|  0.02394        	|1              	|  0.02394        	|  0.0017857      	|
on_before_optimizer_step           	|  1.7814e-05     	|1000           	|  0.017814       	|  0.0013288      	|
on_before_backward                 	|  1.7012e-05     	|1000           	|  0.017012       	|  0.001269       	|
on_batch_end                       	|  1.6844e-05     	|1000           	|  0.016844       	|  0.0012564      	|
evaluation_batch_to_device         	|  0.00030166     	|48             	|  0.01448        	|  0.0010801      	|
training_step_end                  	|  1.0833e-05     	|1000           	|  0.010833       	|  0.00080808     	|
configure_optimizers               	|  0.010536       	|1              	|  0.010536       	|  0.00078592     	|
on_epoch_end                       	|  1.4788e-05     	|501            	|  0.0074087      	|  0.00055263     	|
on_epoch_start                     	|  1.1552e-05     	|501            	|  0.0057873      	|  0.00043169     	|
on_validation_model_eval           	|  0.0045415      	|1              	|  0.0045415      	|  0.00033875     	|
on_validation_batch_end            	|  4.4434e-05     	|48             	|  0.0021329      	|  0.00015909     	|
on_validation_batch_start          	|  1.8506e-05     	|48             	|  0.0008883      	|  6.6259e-05     	|
on_train_start                     	|  0.00078667     	|1              	|  0.00078667     	|  5.8679e-05     	|
on_validation_start                	|  0.00062996     	|1              	|  0.00062996     	|  4.699e-05      	|
validation_step_end                	|  9.7841e-06     	|48             	|  0.00046964     	|  3.5031e-05     	|
on_validation_end                  	|  0.00013595     	|1              	|  0.00013595     	|  1.0141e-05     	|
teardown                           	|  5.5782e-05     	|2              	|  0.00011156     	|  8.3218e-06     	|
on_configure_sharded_model         	|  3.2706e-05     	|2              	|  6.5412e-05     	|  4.8792e-06     	|
on_before_accelerator_backend_setup	|  2.9096e-05     	|2              	|  5.8193e-05     	|  4.3407e-06     	|
setup                              	|  2.6433e-05     	|2              	|  5.2866e-05     	|  3.9433e-06     	|
on_fit_end                         	|  4.0825e-05     	|1              	|  4.0825e-05     	|  3.0452e-06     	|
on_fit_start                       	|  2.7075e-05     	|1              	|  2.7075e-05     	|  2.0196e-06     	|
on_validation_epoch_end            	|  2.6315e-05     	|1              	|  2.6315e-05     	|  1.9629e-06     	|
on_val_dataloader                  	|  1.2518e-05     	|2              	|  2.5036e-05     	|  1.8675e-06     	|
configure_sharded_model            	|  9.6476e-06     	|2              	|  1.9295e-05     	|  1.4393e-06     	|
configure_callbacks                	|  8.3195e-06     	|2              	|  1.6639e-05     	|  1.2411e-06     	|
on_pretrain_routine_end            	|  1.4955e-05     	|1              	|  1.4955e-05     	|  1.1155e-06     	|
prepare_data                       	|  7.296e-06      	|2              	|  1.4592e-05     	|  1.0884e-06     	|
on_validation_epoch_start          	|  1.1807e-05     	|1              	|  1.1807e-05     	|  8.8073e-07     	|
on_train_dataloader                	|  9.6094e-06     	|1              	|  9.6094e-06     	|  7.1678e-07     	|
