lincc-frameworks/hyrax

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Hyrax - A low-code framework for rapid experimentation with ML & unsupervised discovery in astronomy

Stars: 41
Forks: 7
Open beginner issues: 0
Indexed issues: 69
Avg merge: 5d 1h
Merged PRs (30d): 8

Dominant language: Python
License: MIT
Last GitHub push: Sep 16, 2026
Latest indexed: Sep 19, 2026
Contributing guide: No contributing guide
Code of conduct: No code of conduct
Beginner labels: No beginner labels indexed

Beginner friendly Everything

Open All

69 open issues indexed

AppleCiderV2 / Astranet follow up tasks Open

lincc-frameworks/hyrax#1047 · 1 assignee · Opened Sep 3, 2026
Incorrect metrics reported at the end of validation epoch Open

Difficulty 3/5 1-2 days Newbie friendliness 68/100

lincc-frameworks/hyrax#1034 · Opened Aug 14, 2026
Using richpool Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 25/100

lincc-frameworks/hyrax#1023 · Opened Aug 9, 2026
rst class warnings Open

Difficulty 3/5 1-2 days Newbie friendliness 55/100

lincc-frameworks/hyrax#994 · Opened Jul 21, 2026
Investigate using `jump-starter` for writing data requests Open

enhancement Investigation

Difficulty 5/5 Over a week Newbie friendliness 35/100

lincc-frameworks/hyrax#980 · Opened Jul 14, 2026
Implement basic performance benchmark Open

lincc-frameworks/hyrax#965 · 1 comment · 1 assignee · Opened Jun 29, 2026
Set up self-hosted GitHub runner Open

lincc-frameworks/hyrax#964 · 1 comment · 1 assignee · Opened Jun 29, 2026
Refactor `transform` logic for reduction algorithm into base class Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 45/100

lincc-frameworks/hyrax#961 · Opened Jun 23, 2026
Improve discoverability of available algorithms for `reduce_dimensions` Open

enhancement Nice to have

Difficulty 3/5 1-2 days Newbie friendliness 68/100

lincc-frameworks/hyrax#960 · Opened Jun 23, 2026
Validate certain configs after `h.set_config` Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

lincc-frameworks/hyrax#952 · Opened Jun 19, 2026
Use Pydantic to validate split/balance/augmentation configs Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 55/100

lincc-frameworks/hyrax#950 · Opened Jun 14, 2026
Use OOP for vector database interactions Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 35/100

lincc-frameworks/hyrax#928 · Opened May 21, 2026
Docs: add "about" page Open

enhancement

Difficulty 2/5 Half a day Newbie friendliness 64/100

lincc-frameworks/hyrax#895 · Opened Apr 24, 2026
Docs: add a "getting help" page Open

documentation enhancement

Difficulty 2/5 1-3 hours Newbie friendliness 62/100

lincc-frameworks/hyrax#894 · Opened Apr 24, 2026
Refactor `resolve_results_dir` Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

lincc-frameworks/hyrax#889 · 1 comment · Opened Apr 23, 2026
Eliminate the concept of metadata tables in dataset classes Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

lincc-frameworks/hyrax#861 · Opened Apr 3, 2026
Allow more flexible returns from `forward` Open

enhancement

lincc-frameworks/hyrax#858 · 1 assignee · Opened Apr 2, 2026
Reintroduce "Scaling and Deployment" documentation Open

documentation

Difficulty 5/5 Over a week Newbie friendliness 25/100

lincc-frameworks/hyrax#844 · Opened Mar 27, 2026
Documenting the existing datasets in Hyrax Open

documentation Nice to have

Difficulty 3/5 1-2 days Newbie friendliness 45/100

lincc-frameworks/hyrax#829 · Opened Mar 26, 2026
Make Stack Traces work in Trace mode Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

lincc-frameworks/hyrax#813 · Opened Mar 23, 2026
Make Trace work with splits Open

Difficulty 4/5 3-5 days Newbie friendliness 48/100

lincc-frameworks/hyrax#811 · Opened Mar 23, 2026
Create a contribution guide Open

documentation

Difficulty 3/5 1-2 days Newbie friendliness 35/100

lincc-frameworks/hyrax#767 · Opened Mar 8, 2026
Remove `raw_data_dimensions` from the Hyrax class Open

Difficulty 3/5 1-2 days Newbie friendliness 50/100

lincc-frameworks/hyrax#756 · 1 comment · Opened Mar 6, 2026
`_log_params()` in `train.py` is not necessarily logging the correct optimizer/criterion and parameters Open

Difficulty 3/5 1-2 days Newbie friendliness 48/100

lincc-frameworks/hyrax#685 · Opened Feb 7, 2026
Refactor function migration code into reusable utility Open

Difficulty 4/5 3-5 days Newbie friendliness 42/100

lincc-frameworks/hyrax#649 · Opened Jan 28, 2026
How Shall Hyrax Handle Users Who Want to Do Clustering Open

enhancement Investigation Nice to have

lincc-frameworks/hyrax#636 · 1 assignee · Opened Jan 27, 2026
Update design: Serialize and allow referencing split indices for reproducibility Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 32/100

lincc-frameworks/hyrax#626 · 2 comments · Opened Jan 22, 2026
Review the use of Pool in Hyrax Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

lincc-frameworks/hyrax#534 · Opened Nov 12, 2025
Review the use of `false` in `hyrax_default_config.toml` Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

lincc-frameworks/hyrax#517 · Opened Oct 28, 2025
Find a home for non-builtin models Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

lincc-frameworks/hyrax#502 · Opened Oct 23, 2025
Document expectations for collate and nan behavior Open

documentation

Difficulty 3/5 1-2 days Newbie friendliness 35/100

lincc-frameworks/hyrax#500 · 2 comments · Opened Oct 23, 2025
Custom Metadata Field(s) Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 30/100

lincc-frameworks/hyrax#467 · Opened Oct 1, 2025
Allow batched datasets Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 35/100

lincc-frameworks/hyrax#459 · Opened Sep 29, 2025
Allow iterable datasets with no known size Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 35/100

lincc-frameworks/hyrax#458 · Opened Sep 29, 2025
Please add a Model baseclass Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 35/100

lincc-frameworks/hyrax#457 · Opened Sep 29, 2025
Docs: explain custom iterable datasets Open

documentation

Difficulty 2/5 1-3 hours Newbie friendliness 58/100

lincc-frameworks/hyrax#450 · 1 comment · Opened Sep 25, 2025
An option to opt-out from using the default configuration file Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 35/100

lincc-frameworks/hyrax#447 · Opened Sep 25, 2025
Make it possible to run hyrax package as a script, aka `python -m hyrax` Open

enhancement

Difficulty 2/5 1-3 hours Newbie friendliness 52/100

lincc-frameworks/hyrax#446 · Opened Sep 25, 2025
Protect Unsafe `to_pandas` conversion Open

lincc-frameworks/hyrax#421 · 1 assignee · Opened Sep 18, 2025
Remove `metadata` and `metadata_fields` from dataset classes Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 35/100

lincc-frameworks/hyrax#418 · 1 comment · Opened Sep 16, 2025
Move dataset-specific configs out of the `data_set` config table. Open

Difficulty 4/5 3-5 days Newbie friendliness 48/100

lincc-frameworks/hyrax#417 · 3 comments · Opened Sep 16, 2025
Investigate collaboration with Hyrax across directory structures Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 25/100

lincc-frameworks/hyrax#415 · Opened Sep 12, 2025
Mechanism for user-defined artifacts in MLFlow Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 25/100

lincc-frameworks/hyrax#393 · Opened Aug 28, 2025
Patch config for a different base directory Open

enhancement

Difficulty 3/5 1-2 days Newbie friendliness 52/100

lincc-frameworks/hyrax#390 · 1 comment · Opened Aug 20, 2025
Write simple test_visualize test suite Open

visualization

Difficulty 3/5 1-2 days Newbie friendliness 48/100

lincc-frameworks/hyrax#384 · Opened Aug 12, 2025
Implement Scarlet RGB Toolkit for visualizations Open

enhancement Investigation visualization

lincc-frameworks/hyrax#378 · 1 comment · 1 assignee · Opened Jul 29, 2025
Investigate if we can remove `metadata` from datasets Open

enhancement Investigation

Difficulty 5/5 Over a week Newbie friendliness 25/100

lincc-frameworks/hyrax#376 · 1 comment · Opened Jul 28, 2025
2D visualisation color mode has a hacky implementation Open

enhancement visualization

Difficulty 4/5 3-5 days Newbie friendliness 35/100

lincc-frameworks/hyrax#373 · Opened Jul 23, 2025
2D visualisation color mode doesn't work with rasterize Open

bug visualization

Difficulty 3/5 1-2 days Newbie friendliness 38/100

lincc-frameworks/hyrax#372 · Opened Jul 23, 2025
Investigate `shard_number` parameter for Qdrant database Open

Investigation

Difficulty 4/5 3-5 days Newbie friendliness 42/100

lincc-frameworks/hyrax#355 · 1 comment · Opened Jul 2, 2025

lincc-frameworks/hyrax

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