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Auto3DSeg ensembler module doesn't work with Bundle Algorithms generated by the HPO Module #5558

@mingxin-zheng

Description

@mingxin-zheng

Describe the bug

Auto3DSeg HPO module generates bundle algos and append the hyperparameters in the name of the bundle root folder

For examples, to perform a grid_search on learning rate (lr), folders will be like
.
├── dints_0_lr_0.0001
├── dints_0_lr_0.001
├── dints_0_lr_0.01
└── dints_0_lr_0.1

In the integration test and some possible usage scenarios, these bundle algorithms need to be ensembled by fold, and the HPO folder name would break Auto3DSeg AutoRunner.

Related line:

identifier = algo[AlgoEnsembleKeys.ID].split("_")[-1]

Related issue: #5523 #5555

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