scio-pypi


Namescio-pypi JSON
Version 1.0.0a1 PyPI version JSON
download
home_pageNone
SummaryStatistical Confidence from Internal Observations
upload_time2025-07-25 12:24:17
maintainerÉlie Goudout
docs_urlNone
authorÉlie Goudout
requires_python<3.14,>=3.12
licenseCopyright 2024–2025 THALES Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the “Software”), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
keywords out-of-distribution detection machine learning statistics
VCS
bugtrack_url
requirements No requirements were recorded.
Travis-CI No Travis.
coveralls test coverage No coveralls.
            <!-- [![os][os_img]][os_target] Temporarily disabled (requires faiss fix) -->
[![python][python_img]][python_target]
[![pypi][pypi_img]][pypi_target]
[![typed][typed_img]][typed_target]
[![license][license_img]][license_target]
[![pipeline][pipeline_img]][pipeline_target]
[![coverage][coverage_img]][coverage_target]
[![ruff][ruff_img]][ruff_target]
[![uv][uv_img]][uv_target]

[os_img]: https://img.shields.io/badge/OS_Independant-%E2%9C%93-blue "Tested on Ubuntu, Windows & MacOS"
[os_target]: https://github.com/ThalesGroup/scio#readme

[python_img]: https://img.shields.io/badge/python-3.12%20|%203.13-blue "Compatible Python versions"
[python_target]: https://devguide.python.org/versions

[pypi_img]: https://img.shields.io/pypi/v/scio-pypi "Latest PyPI release"
[pypi_target]: https://pypi.org/project/scio-pypi

[typed_img]: https://img.shields.io/pypi/types/scio-pypi "This package is typed"
[typed_target]: https://peps.python.org/pep-0561

[license_img]: https://img.shields.io/github/license/ThalesGroup/scio "Distributed under"
[license_target]: https://github.com/ThalesGroup/scio?tab=MIT-1-ov-file#MIT-1-ov-file

[pipeline_img]: https://github.com/ThalesGroup/scio/actions/workflows/ci.yml/badge.svg "Pipeline status"
[pipeline_target]: https://github.com/ThalesGroup/scio/actions

[coverage_img]: https://codecov.io/github/ThalesGroup/scio/graph/badge.svg?token=7L1KWAHGR6 "Test coverage"
[coverage_target]: https://codecov.io/github/ThalesGroup/scio

[ruff_img]: https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json "Linted and formatted with Ruff"
[ruff_target]: https://github.com/astral-sh/ruff#readme

[uv_img]: https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/uv/main/assets/badge/v0.json "Developed with uv"
[uv_target]: https://github.com/astral-sh/uv#readme

<!-- End of Badges -->


# `scio`

<div align="center">
  <h3 align="center">Confidence scores for Neural Networks, made easy!</h3>

  <p align="center">
    <a href="https://sciortd.readthedocs.io/en/latest/index.html"><strong>Explore the docs »</strong></a>
    <br />
    <a href="https://github.com/ThalesGroup/scio/issues/new?labels=question">Ask Help</a>
    &middot;
    <a href="https://github.com/ThalesGroup/scio/issues/new?labels=enhancement">Request Feature</a>
    &middot;
    <a href="https://github.com/ThalesGroup/scio/issues/new?labels=bug">Report Bug</a>
  </p>
</div>

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

----

### Demo 🎮
*Coming soon...*

### Documentation 📖
The full documentation can be found [here][docs]. You may specifically refer to [tutorials], [API references][api] or scientific literature [references].

### Citing `scio` 🎓
See [citing].

### Contributing 💫
Questions, [issues], [discussions] and [pull requests][pulls] are welcome! Read our [Contributing Guide](CONTRIBUTING.md) and join our team of [contributors](CONTRIBUTORS.md) ✨

For development, we recommend using `uv` since we ship `uv.lock` for better development reproducibility.

### License ⚖️
This package is distributed under the [MIT license](LICENSE). The use of nvidia proprietary modules (for GPU acceleration) is optional.

<!-- References -->
[docs]: https://sciortd.readthedocs.io/en/latest/index.html
[tutorials]: https://sciortd.readthedocs.io/en/latest/auto_tutorials/index.html
[api]: https://sciortd.readthedocs.io/en/latest/api_references.html
[references]: https://sciortd.readthedocs.io/en/latest/bib_references.html
[citing]:  https://sciortd.readthedocs.io/en/latest/citing_scio.html
[issues]: https://github.com/ThalesGroup/scio/issues
[discussions]: https://github.com/ThalesGroup/scio/discussions
[pulls]: https://github.com/ThalesGroup/scio/pulls

            

Raw data

            {
    "_id": null,
    "home_page": null,
    "name": "scio-pypi",
    "maintainer": "\u00c9lie Goudout",
    "docs_url": null,
    "requires_python": "<3.14,>=3.12",
    "maintainer_email": "\u00c9lie Goudout <elie.goudout@thalesgroup.com>",
    "keywords": "out-of-distribution detection, machine learning, statistics",
    "author": "\u00c9lie Goudout",
    "author_email": "\u00c9lie Goudout <elie.goudout@thalesgroup.com>",
    "download_url": "https://files.pythonhosted.org/packages/88/2f/37bf088a0db1c87a140e3deb2552d331f85d7983c8624e53334516794a8d/scio_pypi-1.0.0a1.tar.gz",
    "platform": null,
    "description": "<!-- [![os][os_img]][os_target] Temporarily disabled (requires faiss fix) -->\n[![python][python_img]][python_target]\n[![pypi][pypi_img]][pypi_target]\n[![typed][typed_img]][typed_target]\n[![license][license_img]][license_target]\n[![pipeline][pipeline_img]][pipeline_target]\n[![coverage][coverage_img]][coverage_target]\n[![ruff][ruff_img]][ruff_target]\n[![uv][uv_img]][uv_target]\n\n[os_img]: https://img.shields.io/badge/OS_Independant-%E2%9C%93-blue \"Tested on Ubuntu, Windows & MacOS\"\n[os_target]: https://github.com/ThalesGroup/scio#readme\n\n[python_img]: https://img.shields.io/badge/python-3.12%20|%203.13-blue \"Compatible Python versions\"\n[python_target]: https://devguide.python.org/versions\n\n[pypi_img]: https://img.shields.io/pypi/v/scio-pypi \"Latest PyPI release\"\n[pypi_target]: https://pypi.org/project/scio-pypi\n\n[typed_img]: https://img.shields.io/pypi/types/scio-pypi \"This package is typed\"\n[typed_target]: https://peps.python.org/pep-0561\n\n[license_img]: https://img.shields.io/github/license/ThalesGroup/scio \"Distributed under\"\n[license_target]: https://github.com/ThalesGroup/scio?tab=MIT-1-ov-file#MIT-1-ov-file\n\n[pipeline_img]: https://github.com/ThalesGroup/scio/actions/workflows/ci.yml/badge.svg \"Pipeline status\"\n[pipeline_target]: https://github.com/ThalesGroup/scio/actions\n\n[coverage_img]: https://codecov.io/github/ThalesGroup/scio/graph/badge.svg?token=7L1KWAHGR6 \"Test coverage\"\n[coverage_target]: https://codecov.io/github/ThalesGroup/scio\n\n[ruff_img]: https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json \"Linted and formatted with Ruff\"\n[ruff_target]: https://github.com/astral-sh/ruff#readme\n\n[uv_img]: https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/uv/main/assets/badge/v0.json \"Developed with uv\"\n[uv_target]: https://github.com/astral-sh/uv#readme\n\n<!-- End of Badges -->\n\n\n# `scio`\n\n<div align=\"center\">\n  <h3 align=\"center\">Confidence scores for Neural Networks, made easy!</h3>\n\n  <p align=\"center\">\n    <a href=\"https://sciortd.readthedocs.io/en/latest/index.html\"><strong>Explore the docs \u00bb</strong></a>\n    <br />\n    <a href=\"https://github.com/ThalesGroup/scio/issues/new?labels=question\">Ask Help</a>\n    &middot;\n    <a href=\"https://github.com/ThalesGroup/scio/issues/new?labels=enhancement\">Request Feature</a>\n    &middot;\n    <a href=\"https://github.com/ThalesGroup/scio/issues/new?labels=bug\">Report Bug</a>\n  </p>\n</div>\n\n```bash\n# Install from PyPI\npip install scio-pypi  # the `-pypi` suffix will be removed soon\n```\n\n----\n\n### Demo \ud83c\udfae\n*Coming soon...*\n\n### Documentation \ud83d\udcd6\nThe full documentation can be found [here][docs]. You may specifically refer to [tutorials], [API references][api] or scientific literature [references].\n\n### Citing `scio` \ud83c\udf93\nSee [citing].\n\n### Contributing \ud83d\udcab\nQuestions, [issues], [discussions] and [pull requests][pulls] are welcome! Read our [Contributing Guide](CONTRIBUTING.md) and join our team of [contributors](CONTRIBUTORS.md) \u2728\n\nFor development, we recommend using `uv` since we ship `uv.lock` for better development reproducibility.\n\n### License \u2696\ufe0f\nThis package is distributed under the [MIT license](LICENSE). The use of nvidia proprietary modules (for GPU acceleration) is optional.\n\n<!-- References -->\n[docs]: https://sciortd.readthedocs.io/en/latest/index.html\n[tutorials]: https://sciortd.readthedocs.io/en/latest/auto_tutorials/index.html\n[api]: https://sciortd.readthedocs.io/en/latest/api_references.html\n[references]: https://sciortd.readthedocs.io/en/latest/bib_references.html\n[citing]:  https://sciortd.readthedocs.io/en/latest/citing_scio.html\n[issues]: https://github.com/ThalesGroup/scio/issues\n[discussions]: https://github.com/ThalesGroup/scio/discussions\n[pulls]: https://github.com/ThalesGroup/scio/pulls\n",
    "bugtrack_url": null,
    "license": "Copyright 2024\u20132025 THALES  Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the \u201cSoftware\u201d), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:  The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.  THE SOFTWARE IS PROVIDED \u201cAS IS\u201d, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.",
    "summary": "Statistical Confidence from Internal Observations",
    "version": "1.0.0a1",
    "project_urls": null,
    "split_keywords": [
        "out-of-distribution detection",
        " machine learning",
        " statistics"
    ],
    "urls": [
        {
            "comment_text": null,
            "digests": {
                "blake2b_256": "257ba30bc48fbcda74899487fd837ee18c62cf3b5c72f4377a4fc79ab04c3c76",
                "md5": "c4ca0b659b4a9e4eacfb3716d2b11bb0",
                "sha256": "ed1b70a5945773363fdcfaeee86a82f548b7dc2317675b6cd500a6f016d99a09"
            },
            "downloads": -1,
            "filename": "scio_pypi-1.0.0a1-py3-none-any.whl",
            "has_sig": false,
            "md5_digest": "c4ca0b659b4a9e4eacfb3716d2b11bb0",
            "packagetype": "bdist_wheel",
            "python_version": "py3",
            "requires_python": "<3.14,>=3.12",
            "size": 85927,
            "upload_time": "2025-07-25T12:24:13",
            "upload_time_iso_8601": "2025-07-25T12:24:13.361913Z",
            "url": "https://files.pythonhosted.org/packages/25/7b/a30bc48fbcda74899487fd837ee18c62cf3b5c72f4377a4fc79ab04c3c76/scio_pypi-1.0.0a1-py3-none-any.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": null,
            "digests": {
                "blake2b_256": "882f37bf088a0db1c87a140e3deb2552d331f85d7983c8624e53334516794a8d",
                "md5": "ac6dcdf92fc75f91dbfa87ec8fe356bf",
                "sha256": "473948c9af5366e7f3d5350b2f188ea4839104516c0290c90053731a943c8afc"
            },
            "downloads": -1,
            "filename": "scio_pypi-1.0.0a1.tar.gz",
            "has_sig": false,
            "md5_digest": "ac6dcdf92fc75f91dbfa87ec8fe356bf",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": "<3.14,>=3.12",
            "size": 64092,
            "upload_time": "2025-07-25T12:24:17",
            "upload_time_iso_8601": "2025-07-25T12:24:17.578066Z",
            "url": "https://files.pythonhosted.org/packages/88/2f/37bf088a0db1c87a140e3deb2552d331f85d7983c8624e53334516794a8d/scio_pypi-1.0.0a1.tar.gz",
            "yanked": false,
            "yanked_reason": null
        }
    ],
    "upload_time": "2025-07-25 12:24:17",
    "github": false,
    "gitlab": false,
    "bitbucket": false,
    "codeberg": false,
    "lcname": "scio-pypi"
}
        
Elapsed time: 0.53188s