v1.1.0

What's Changed

• ROC can now work with -inf scores (455b0ef)
• ⚠️BREAKING (#43)⚠️ scio.eval.summary() option optimal_only is replaced with topk:

topk (int) – Use to prune the summary. If metrics is provided and 0 < topk <= n_scores, only the scores achieving top topk performance for at least one OoD scenario and one metric are shown. See topk_evals() for more details and the interaction with baseline ─ which is passed. Defaults to 0, showing all the results.

Use topk=1 to recover optimal_only=True behaviour.

• In relation with the above change, scio.eval.summary_* have a new keep option and topk_evals() is a new utility to automatically generate the value to emulate topk in summary.
• Created the doc dependency group (#39). Build doc with the following on uv

uv run --group=doc make -C docs

As such, mypy can run with or without --group=doc (in which case some stubs are logically not loaded and checked against).

• RTD builds on 3.14 (e9774ab)

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Full Changelog: v1.0.1...v1.1.0

v1.0.1

scio is now compatible with Python 3.14 🥳

• Compliance with stdlib enum.Enum and inspect.signature internal changes
• Minor housekeeping
• Attention. The tutorial Visualizing & Evaluating OoD Detection algorithms uses the third party datasets library, which is not yet fully compatible
• ReadTheDocs does not yet support Python 3.14

Tracking issue for the last two items: #38.

Full Changelog: v1.0.0...v1.0.1

v1.0.0

First stable release of scio 💫

What's Changed

• [FIX] Windows OpenMP duplicate issue + tutorials torch.hub rate limit issues (monkeypatch) by @eliegoudout in #20
• [GH] Added a gif demo and star history graph to the gh landing page
• [ENH] Added copy button for code blocks in docs
• [ENH] Benchmarking: add show and optimal_only options by @ego-thales in #29
• [MIX] CI timeout + RTD for uv + dissemination contribs by @eliegoudout in #32
• [DOI] Connected to Zenodo archiving service and provided BibTeX citation key + DOI button

@software{ThalesGroup/scio,
  title = {scio: {C}onfidence scores for {N}eural {N}etworks, made easy!},
  author = {Élie Goudout and the scio community},
  url = {github.com/ThalesGroup/scio},
  doi = {10.5281/zenodo.17160013},
  year = {2025}
}

Full Changelog: v1.0.0rc2...v1.0.0

v1.0.0rc2

Hot fix

• Added forgotten dim=1 in FeatureSqueezing, which yielded irrelevant and batch-wise constant result (216a356).

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Full Changelog: v1.0.0rc1...v1.0.0rc2

v1.0.0rc1

Most updates target the Documentation.

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Software updates

• New table style for summary_table and ScoreTimer.report (6005f9d in v1.0.0a2 and e7f19c9)
• New opt-in show_convex_hull option for scio.eval ROC plotting functions + clean viz (85b5751)
• torch.bfloat16 are officially not supported (9b6a7fd) (but torch.float16 i.e. torch.half are)

Documentation updates

• 🤩 Pretty Contributors ✨ page (dynamically generated by parsing CONTRIBUTRS.md)
• Pretty landing page + cards
• About scio
• Getting started
• Important tutorials: Inferring with Confidence and Visualizing & Evaluating OoD Detection algorithms.

Other updates

• Issue templates for feature requests and bug reports (e7fde85)
• Temporarily disable --resolution=lowest in CI (#9)

New Contributors

• @ego-thales made their first contribution in #7
• @Lap0u made their first contribution in #8

Full list here.

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Full Changelog: v1.0.0a2...v1.0.0rc1

v1.0.0a2

• Monkeypatch OpenMP duplicate loading error on Windows with faiss-related features (read this for interesting information): now sets KMP_DUPLICATE_LIB_OK=TRUE and issues warning. Small side-effect: sys.modules contains a dummy "faiss" key even is faiss is not imported. This dummy module is responsible for issuing the warning and setting env variable, and replace itself with actual faiss upon loading.
• Temporarily disable MacOS CI (need dev env...)
• Add GitHub and PyPI icon links to doc
• Handle develop/release branches (badges, sphinx/rtd)

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Full Changelog: v1.0.0a1...v1.0.0a2

v1.0.0a1

First opensource release of scio 💫

• Now available on PyPI 👍

# Install from PyPI
pip install scio-pypi  # the `-pypi` suffix will be removed soon

• Documentation is available at sciortd.readthedocs.io.
• Refer to GH_ROADMAP for v1.0.0 milestones.

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Full Changelog: https://github.com/ThalesGroup/scio/commits/v1.0.0a1