Project-MONAI / Project-MONAI/MONAI

Auto3D refactor code generation for each network architecture

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question
Dominant language
Python
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Avg merge
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Merged PRs (30d)
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Description

Currently Auto3d generates the same exact folders for each fold for each network. the only difference is hte fold arg in the config.

this causes lots of copy pasting across folds folders when there are some modifications / enhancements to add.

Ask
Please simply generate single folder with scripts and code for all folds.

I also noticed the code is very similar across network architectures, may be we can factor that in also

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Research direction

Start by locating the Auto3D code-generation entry point and comparing the generated folders for folds and network architectures. Define the shared folder structure and how fold-specific configuration is selected before changing the generator. Done means one generated folder supports all folds and reduces duplicated architecture code without changing generated behavior.

Written by the indexing model from the issue text.

Assessment

Tech stack
python
Domain
machine-learning, tooling
Issue type
Refactor
Difficulty
5/5
Estimated time
Over a week
Activity status
Stale
Clarity
Mostly clear
Newbie friendliness
30/100

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