pymc-devs / pymc-devs/nutpie

Better error message for missing optional dependencies

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Dominant language
Python
Stars
207
Forks
28
Avg merge
7d 21h
Merged PRs (30d)
1

Description

If you enable the normalizing flow adaptation, but don't have the required dependencies installed, the error only shows up once it tries to sample in one of the child processes:

RuntimeError: All initialization points failed

Caused by:
    Could not initialize state because of bad initial gradient: Anyhow(ImportError: The 'flowjax' package is required to use normalizing flow adaptation.)

We should check this earlier.

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Research direction

Locate the normalizing flow adaptation setup and its dependency handling, then reproduce the failure without the required flowjax package. The work is done when the missing dependency is reported before sampling starts in a child process, rather than as an initialization failure.

Written by the indexing model from the issue text.

Assessment

Tech stack
python
Domain
machine-learning
Issue type
Bug
Difficulty
3/5
Estimated time
1-2 days
Activity status
Stale
Clarity
Mostly clear
Newbie friendliness
45/100

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