Публічний реєстрДобрий
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 1.13.0 · 2026-07-26 22:11 UTC
deepinv / deepinv
DeepInverse: a PyTorch library for solving imaging inverse problems using deep learning
deepinv/deepinv має індекс здоров’я 77 зі 100, що відповідає смузі «Добрий». Найвищий показник — Vitality (93/100), найнижчий — AI Readiness (43/100). Останнє оновлення було 2 дні тому. Більшість нещодавньої роботи виконують 2 учасники.
77
загалом / 100Індекс здоров'я програмного забезпечення
Метрики згруповано у зважені категорії на шкалі 1–100. Загальна оцінка починається як їхнє середнє; коли публічні дані активують Політику юрисдикцій високого ризику, рейтинг коригується й отримує верхню межу 49 («Під ризиком»). Готовність до ШІ не входить до індексу.
77
Відмінний85-100Зразковий; відповідає практично всім перевіреним критеріям
Добрий70-84Здоровий; незначні прогалини
Помірний50-69Прийнятний, але з помітними прогалинами; рекомендовано перевірку
У зоні ризику30-49Суттєві слабкі місця; впровадження потребує обережності
Критичний1-29Серйозні проблеми (покинутий, єдиний мейнтейнер, без базової гігієни)
Профіль оцінок
Кожна вісь — окрема категорія. Форма важить більше, ніж середнє: здоровий об'єкт заповнює всю фігуру, тоді як профіль із піками та провалами означає, що сила в одному вимірі маскує ризик в іншому.
Власність
deepinvОрганізація
46 підписників4 публічні репозиторіїз лют. 2023 р.
За цим репозиторієм стоїть організація — спільна, підзвітна опіка, здатна пережити будь-якого окремого мейнтейнера.
Пакетні екосистеми
| Реєстр | Пакет | Версія | Завантажень / міс | Версії | Остання публікація |
|---|---|---|---|---|---|
| PyPI | deepinv | 0.4.1 | 4 843 | 17 | 50 днів тому |
Метрики за категоріями
Життєздатність
Чи живий проєкт — чи пишеться код і чи виходять релізи?
93
Активність розробки
99Відмінний
Як обчислюється оцінка
| 36/36 | Свіжість push — останній push 2 дн. тому |
| 34.6/36 | Ритм комітів — 50/52 тижнів із комітами |
| 18/18 | Обсяг комітів — 317 комітів за останній рік |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 16 issue activity found in the last 90 days -- score normalized to 10 |
Використані вхідні дані
| commits_last_year | 317 |
| human_commit_share | 0,98 |
| days_since_last_push | 2 |
| active_weeks_last_year | 50 |
Дисципліна релізів
83Добрий
Як обчислюється оцінка
| 27/27 | Випускає релізи — опубліковано 16 релізів |
| 36/36 | Свіжість релізів — останній реліз 50 дн. тому |
| 19.8/27 | Ритм релізів — реліз кожні ~46,6 дн. |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Використані вхідні дані
| releases_count | 16 |
| latest_release_tag | v0.4.1 |
| releases_from_tags | ні |
| days_since_latest_release | 50 |
| mean_days_between_releases | 46,6 |
Спільнота та впровадження
Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?
76
Популярність і впровадження
71Добрий
Як обчислюється оцінка
| 46.9/60 | Зірки — 784 зірок |
| 18.9/25 | Форки — 185 форків |
| 5/15 | Спостерігачі — 9 спостерігачів |
Використані вхідні дані
| forks | 185 |
| stars | 784 |
| watchers | 9 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Здоров'я спільноти
92Відмінний
Як обчислюється оцінка
| 22.5/22.5 | README |
| 22.5/22.5 | Ліцензія — визнана ліцензія (BSD-3-Clause) |
| 18/18 | Настанови CONTRIBUTING |
| 13.5/13.5 | Кодекс поведінки |
| 0/7.2 | Шаблон issue |
| 6.3/6.3 | Шаблон PR |
Використані вхідні дані
| has_readme | так |
| has_license | так |
| has_contributing | так |
| has_issue_template | ні |
| has_code_of_conduct | так |
| has_pull_request_template | так |
Впровадження в екосистемі (завантаження)
61Помірний
Як обчислюється оцінка
| 49.1/80 | Щомісячні завантаження — 4 843 завантажень/місяць у pypi |
| 0/20 | Залежні пакети в реєстрі — ця екосистема цього не повідомляє |
Використані вхідні дані
| packages | deepinv |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 4 843 |
Виключено з оцінювання (немає даних або не застосовно): Залежні пакети в реєстрі. Залишкові ваги перенормовано.
Сталість та врядування
Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?
72
Стійкість мейнтейнерів (бас-фактор)
63Помірний
Як обчислюється оцінка
| 25.2/54 | Бас-фактор — на 2 контриб’ютор(ів) припадає половина всіх комітів |
| 14.5/22.5 | Розподіл комітів — головний контриб’ютор — автор 35% комітів |
| 13.5/13.5 | Широта контриб’юторів — 64 контриб’юторів |
| 10/10 | OpenSSF Scorecard: Contributors — project has 15 contributing companies or organizations |
Використані вхідні дані
| bus_factor | 2 |
| contributors_sampled | 64 |
| top_contributor_share | 0,354 |
Реактивність на issue та PR
80Добрий
Як обчислюється оцінка
| 33.3/46.8 | Вирішення issue — закрито 71% issue |
| 31.8/38.3 | Прийняття PR — злито 646/778 вирішених PR |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Використані вхідні дані
| merged_prs | 646 |
| open_issues | 125 |
| closed_issues | 310 |
| issue_closed_ratio | 0,713 |
| closed_unmerged_prs | 132 |
Власність та опіка
54Помірний
Як обчислюється оцінка
| 30/30 | Підтримка власника — у власності організації |
| 0/20 | Верифікований домен |
| 12/25 | Охоплення власника — 46 підписників у deepinv |
| 12/25 | Послужний список — 4 публічних репозиторіїв, вік облікового запису ~3 р. |
Використані вхідні дані
| followers | 46 |
| owner_type | Organization |
| is_verified | — |
| owner_login | deepinv |
| public_repos | 4 |
| account_age_days | 1 262 |
Супровід пакетів
100Відмінний
Як обчислюється оцінка
| 25/25 | Опубліковано й доступно — 1 пакет(ів) у pypi |
| 35/35 | Свіжість публікацій — остання публікація 50 дн. тому |
| 20/20 | Історія версій — 17 опублікованих версій |
| 20/20 | Не застарілий — активний, не deprecated і не yanked |
Використані вхідні дані
| packages | deepinv |
| ecosystems | pypi |
| any_deprecated | ні |
| min_days_since_publish | 50 |
Інженерна якість
Чи наявні базові інженерні практики та документація?
77
Інженерні практики
68Помірний
Як обчислюється оцінка
| 24/24 | Процеси CI — 11 процес(ів) CI |
| 24/24 | Наявні тести |
| 0/16 | Конфігурація лінтера |
| 0/9.6 | Pre-commit-хуки |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
Використані вхідні дані
| has_ci | так |
| has_tests | так |
| has_editorconfig | ні |
| has_linter_config | ні |
| has_precommit_config | ні |
Документація
90Відмінний
Як обчислюється оцінка
| 30/30 | README |
| 25/25 | Каталог документації |
| 15/15 | Сайт документації / домашня сторінка — http://deepinv.org/ |
| 10/10 | Опис репозиторію |
| 10/10 | Теми — 15 тем |
| 0/10 | Wiki |
Використані вхідні дані
| topics | computational-imaging, deep-learning, deblurring, mri, super-resolution, diffusion-models, image-reconstruction, pytorch, denoising, medical-imaging, microscopy, plug-and-play-priors, self-supervised, tomography, unrolled-algorithms |
| has_wiki | ні |
| homepage | http://deepinv.org/ |
| has_readme | так |
| has_docs_dir | так |
| has_description | так |
Безпека
Чи міцні видимі практики безпеки й ланцюга постачання, без непослабленої пов’язаності з юрисдикціями високого ризику?
66
Стан безпеки
57Помірний
Як обчислюється оцінка
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — немає даних |
| 2.5/2.5 | CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 15 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Ліцензія — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 16 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — немає даних |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Використані вхідні дані
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 5,7 |
Виключено з оцінювання (немає даних або не застосовно): branch_protection, packaging. Залишкові ваги перенормовано.
Сповіщення про залежності
100Відмінний
Як обчислюється оцінка
| 35/35 | Прямі залежності без відомих сповіщень — жодна пряма залежність не має відомих сповіщень |
| 25/25 | Непрямі залежності без відомих сповіщень — жодна непряма залежність не має відомих сповіщень |
| 0/40 | Немає задавнених сповіщень — жодне сповіщення не має дати публікації |
Використані вхідні дані
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 25 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Виключено з оцінювання (немає даних або не застосовно): Немає задавнених сповіщень. Залишкові ваги перенормовано. Звірено з runtime-замиканням залежностей pypi:deepinv@0.4.1 — тим, що тягне за собою встановлення опублікованого пакета, — 25 пакетів. Досяжність не аналізується.
Готовність до ШІ
Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Незалежний, експериментальний бейдж — вага 0.0, тож він подається окремо і не впливає на загальний індекс здоров'я.
43
Контекст і настанови для агентів
40У зоні ризику
Як обчислюється оцінка
| 0/45 | Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора |
| 0/15 | Машиночитана документація (llms.txt) |
| 40/40 | Читабельна історія комітів — намір зазначено у 97 з 98 людських комітів (структурований заголовок або пояснювальний текст) |
Використані вхідні дані
| has_llms_txt | ні |
| legible_history_share | 0,99 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Цикл верифікації (збірка / тести / перевірка типів)
42У зоні ризику
Як обчислюється оцінка
| 18/18 | Розгортання однією командою — docs/Makefile |
| 22/22 | Автоматизовані тести |
| 0/11 | Конфігурація лінтера / форматера |
| 0/11 | Статична перевірка типів |
| 0/10 | Відтворюване середовище |
| 2/10 | Підтверджена практика роботи з агентами — 1 з останніх 100 комітів створено агентом або з його зазначенням |
| 0/8 | Автоматизоване супроводження — автоматичних оновлень залежностей не виявлено |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Використані вхідні дані
| has_nix | ні |
| has_tests | так |
| lockfiles | — |
| has_dockerfile | ні |
| typed_language | ні |
| bootstrap_files | docs/Makefile |
| has_devcontainer | ні |
| has_linter_config | ні |
| typecheck_configs | — |
| agent_commit_share | 0,01 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Читабельність коду для моделей
54Помірний
Як обчислюється оцінка
| 0/45 | Типізований код — Python без конфігурації перевірки типів |
| 54/55 | Керовані розміри файлів — 6/330 файлів вихідного коду понад 60 КБ |
Використані вхідні дані
| primary_language | Python |
| largest_source_bytes | 135 874 |
| source_files_sampled | 330 |
| oversized_source_files | 6 |
Машиночитні інтерфейси
40У зоні ризику
Як обчислюється оцінка
| 0/40 | Схема API (OpenAPI/GraphQL/proto) |
| 0/20 | Сервер MCP |
| 40/40 | Придатні до запуску приклади — examples |
Використані вхідні дані
| example_dirs | examples |
| has_mcp_signal | ні |
| api_schema_files | — |
Ключові факти
784зірок GitHub
64контриб'юторів
317комітів за останні 12 місяців
2днів від останнього пушу
16релізів
2бас-фактор
125відкритих issue
PyPIпакетних екосистем
Попередження щодо збору даних
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
Докладніше
Історія зірок і форків 0 ★ / 185 ⇿
0Зірки
185Форки
16Релізи
Коли додано кожну зірку й форк — зібрано з GitHub і згруповано за днями. Кумулятивне зростання розміщено просто над денними додаваннями, з яких воно складається, тож їх видно одне проти одного: рівномірне органічне накопичення виглядає зовсім інакше, ніж різкий короткочасний сплеск. Там, де цю різницю можна виміряти, її подано як автентичність росту.
Мажорні 0Мінорні 2Патчі 9
Кожна точка охоплює 3 днів.
OpenSSF Scorecard 5.7 / 10
5.7сукупно
Незалежна, не прив'язана до інструментів оцінка безпеки від відкритого проєкту OpenSSF Scorecard. Кожна перевірка винагороджує практику безпеки, а не інструмент конкретного постачальника. Перевірки, які Scorecard не зміг визначити, позначено н/д і виключено з оцінки безпеки (вони ніколи не зараховуються як нуль).
| 10 | Binary-Artifacts | no binaries found in the repo |
| н/д | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 10 | CI-Tests | 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 15 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 16 issue activity found in the last 90 days -- score normalized to 10 |
| н/д | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Прямі залежності 10
| Реєстр | Пакет | Обмеження версії | Маніфест |
|---|---|---|---|
| PyPI | numpy | — | pyproject.toml |
| PyPI | matplotlib | — | pyproject.toml |
| PyPI | tqdm | — | pyproject.toml |
| PyPI | torch | >=2.2.0 | pyproject.toml |
| PyPI | torchvision | — | pyproject.toml |
| PyPI | torchmetrics | — | pyproject.toml |
| PyPI | einops | — | pyproject.toml |
| PyPI | requests | — | pyproject.toml |
| PyPI | h5py | — | pyproject.toml |
| PyPI | natsort | — | pyproject.toml |
Усі залежності 8
Повний розв'язаний набір залежностей із графа залежностей GitHub: 1 прямих і 7 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
| Реєстр | Пакет | Версія | Зв'язок |
|---|---|---|---|
| PyPI | torch | — | пряма |
| PyPI | astra-toolbox | — | непряма |
| PyPI | bm4d | — | непряма |
| PyPI | datasets | — | непряма |
| PyPI | numba | — | непряма |
| PyPI | setuptools | — | непряма |
| PyPI | sphinx-sitemap | — | непряма |
| PyPI | spyrit | — | непряма |
Сповіщення про залежності 0
Встановлення pypi:deepinv@0.4.1 тягне 25 пакетів, прямих і транзитивних: 0 мають відомі сповіщення, з них 0 — прямі залежності.
Жодне відоме сповіщення не стосується оцінених залежностей.
Сповіщення означає, що версія, записана в графі залежностей, потрапляє в уражений діапазон. Досяжність не аналізується, а граф містить піниї розробки й тестування — знахідка може стосуватися інструментів, а не поставленого коду.
Звіт у форматі JSON машиночитний
{
"data": {
"repo": {
"topics": [
"computational-imaging",
"deep-learning",
"deblurring",
"mri",
"super-resolution",
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"body": "* add fast bm3d, reformat w black, fix ruff complain\n\n* try to fix ci fail on scipy import\n\n* fix shape mismatch, add test, loosen psnr assertion\n\n* add docstring, add to changelog\n\n* try again\n\n* Apply suggestions from code review\n\nCo-authored-by: Minh Hai Nguyen <43115712+mh-nguyen712@users.norepl\n[…]\n test fail\n\nSigned-off-by: Kaibo Tang <tangkaibo@gmail.com>\n\n---------\n\nSigned-off-by: Kaibo Tang <tangkaibo@gmail.com>\nCo-authored-by: Minh Hai Nguyen <43115712+mh-nguyen712@users.noreply.github.com>",
"is_bot": false,
"headline": "Re-implement BM3D in PyTorch (#1195)",
"author_name": "Kaibo Tang",
"author_login": "kvttt",
"committed_at": "2026-05-31T14:19:31Z",
"body_truncated": true,
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"oid": "3101165954cb873815a8b24821ee29646dac9865",
"body": "…xes (#1107)\n\n* Add DEALReconstructor module and helper function\n\n* Add basic unit test for DEALReconstructor\n\n* Format DEALReconstructor files using Black\n\n* Refactor DEAL as a DeepInverse model and update test\n\n* Update DEAL model\n\n* Fix DEAL type hints for Python 3.9\n\n* Expose DEAL model in model\n[…]\n2449813+Tmodrzyk@users.noreply.github.com>\nCo-authored-by: Minh Hai Nguyen <43115712+mh-nguyen712@users.noreply.github.com>\nCo-authored-by: Julián Tachella <38355592+tachella@users.noreply.github.com>",
"is_bot": false,
"headline": "Re-integrate DEAL reconstruction model with improved structure and fi…",
"author_name": "Hossein Alimohammadi",
"author_login": "Holimmo7",
"committed_at": "2026-05-29T15:50:25Z",
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"oid": "2ea6eb20078ee16e7f8849bdec49adcaeacefc26",
"body": null,
"is_bot": false,
"headline": "Fix regex pattern (#1206)",
"author_name": "Romain Vo",
"author_login": "romainvo",
"committed_at": "2026-05-28T16:18:08Z",
"body_truncated": false,
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{
"oid": "c5590a40304f47976bd68b2bee00fadc7af8c11a",
"body": "…h pretrained Gaussian denoisers (#1185)\n\n* anscombe\n\n* anscombe\n\n* robustify inverse + improve example docs\n\n* fix mini-bugs + add tests\n\n* black\n\n* fix typo in anscombe equation\n\n* add tips and notes\n\n* fix docstring\n\n* fix docstring and demo\n\n* fix docstring and demo\n\n* small fix\n\n* hai's comment\n[…]\n\n* black\n\n* re-trigger CI\n\nCo-authored-by: Minh Hai Nguyen <43115712+mh-nguyen712@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Minh Hai Nguyen <43115712+mh-nguyen712@users.noreply.github.com>",
"is_bot": false,
"headline": "Add Generalized Anscombe Transform for Poisson-Gaussian denoising wit…",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-05-27T07:35:48Z",
"body_truncated": true,
"is_coding_agent": false
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{
"oid": "6a058d41432f07019f9789b8b7e7b3ce150ac77d",
"body": "* fix\n\n* adjust range\n\n* also update link in docstring",
"is_bot": false,
"headline": "Fix broken download Flickr2k (#1201)",
"author_name": "Vicky De Ridder",
"author_login": "nucli-vicky",
"committed_at": "2026-05-26T12:43:10Z",
"body_truncated": false,
"is_coding_agent": false
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"oid": "15f6530f52c0635453605ae807b9c719e1cd9c35",
"body": null,
"is_bot": false,
"headline": "Add SRResNet (#1164)",
"author_name": "Vicky De Ridder",
"author_login": "nucli-vicky",
"committed_at": "2026-05-24T13:56:58Z",
"body_truncated": false,
"is_coding_agent": false
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"oid": "bb9e60aca8b2b65a5086074833106d26b7c723ad",
"body": null,
"is_bot": false,
"headline": "NIQE without pyiqa (#911)",
"author_name": "Vicky De Ridder",
"author_login": "nucli-vicky",
"committed_at": "2026-05-24T11:34:15Z",
"body_truncated": false,
"is_coding_agent": false
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"oid": "e78fd49e6f88e42e58e77966d93f302a3db6adea",
"body": "Signed-off-by: Yoshiki <yosinn1@gmail.com>",
"is_bot": false,
"headline": "docs: fix alongside spelling in contributing guide (#1202)",
"author_name": "yosinn1-blip",
"author_login": "yosinn1-blip",
"committed_at": "2026-05-24T09:11:57Z",
"body_truncated": false,
"is_coding_agent": false
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"oid": "74b77e9ca1e209bcae1e86c1ccdcebd00ac70233",
"body": "* GMSD code\n\n* docs\n\n* tests basic\n\n* fix typo\n\n* population std\n\n* changelog\n\n* test\n\n* multichannel gmsd\n\n* other comments\n\n* improve doc, include gmsd in multichannel tests",
"is_bot": false,
"headline": "Add Gradient Magnitude Similarity Deviation metric (#1171)",
"author_name": "Vicky De Ridder",
"author_login": "nucli-vicky",
"committed_at": "2026-05-23T19:39:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5352fb3c1f9a1680c665f3f68b569c1bbb789878",
"body": "* restormer\n\n* temporal\n\n* phase retrieval\n\n* fconv\n\n* prior\n\n* utils/mixins\n\n* generator blur\n\n* radon\n\n* model utils\n\n* physics / radio\n\n* mri\n\n* func hist\n\n* regularizers\n\n* remote sensing\n\n* single pixel\n\n* loss scheduler\n\n* noisy datafid\n\n* model wrapper\n\n* physics forward\n\n* perceptual\n\n* diff\n[…]\nd pragma\n\n* improve error message\n\n* fix patch prior ref\n\n* fix merge\n\n* fix merge again\n\n* fix merge yet again\n\n---------\n\nCo-authored-by: Thibaut Modrzyk <52449813+Tmodrzyk@users.noreply.github.com>",
"is_bot": false,
"headline": "Assert -> error raises part 1 (#1132)",
"author_name": "Vicky De Ridder",
"author_login": "nucli-vicky",
"committed_at": "2026-05-23T14:21:33Z",
"body_truncated": true,
"is_coding_agent": false
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"oid": "3831fb4864779c8160bd0120d882e97f77b15a90",
"body": "Fixed: it was not getting passed along in the construction of WaveletDenoiser.\nAdded: option 'mode' to WaveletDictDenoiser.",
"is_bot": false,
"headline": "Wavelet transform, option \"mode\" (#1162)",
"author_name": "IWalds",
"author_login": "IWalds",
"committed_at": "2026-05-21T16:12:24Z",
"body_truncated": false,
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"oid": "28e97618a3daef301d8416c9b2d310baaeaa8f97",
"body": "* fix and refactor\n\n* fixes\n\n* fixes\n\n* latex\n\n* fixes\n\n* test\n\n* test\n\n* updates\n\n* scaling\n\n* OK\n\n* test\n\n* Samuel's comments\n\n* ref\n\n* title underline\n\n---------\n\nCo-authored-by: mh-nguyen712 <minh-hai.nguyen@irit.fr>\nCo-authored-by: Samuel Hurault <34220759+samuro95@users.noreply.github.com>",
"is_bot": false,
"headline": "Close #1124 and refactor DPS implementation (#1127)",
"author_name": "Minh Hai Nguyen",
"author_login": "mh-nguyen712",
"committed_at": "2026-05-20T19:18:04Z",
"body_truncated": false,
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"oid": "a40d6854934ad62db6ea38482e51c3ce978d1154",
"body": "…nels is not 3 (#1192)\n\n* fix and\n\n* fix typo\n\n* add to changelog.rst",
"is_bot": false,
"headline": "Fix BM3D silently breaks for multi-channel images when number of chan…",
"author_name": "Kaibo Tang",
"author_login": "kvttt",
"committed_at": "2026-05-19T20:30:42Z",
"body_truncated": false,
"is_coding_agent": false
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"oid": "d6a72cbf18d8f935ef67c3437a20a6b590e01518",
"body": null,
"is_bot": false,
"headline": "Fix noise model not updating int param (#1189)",
"author_name": "Andrew Wang",
"author_login": "Andrewwango",
"committed_at": "2026-05-17T12:21:10Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "b7074d25c9001fbce7a373f6631860058d1cc50e",
"body": "* fix bug drunet 3d\n\n* add ffdnet\n\n* add error raise for invalid norm\n\n* tests\n\n* add to docs\n\n* changelog\n\n* address comments\n\n* fix conflict with #1056\n\n* fix bib\n\n* fix\n\n* fix test_pad not triggered when dim=3 and third spatial dimension <32\n\n* tests + fix drunet for s in range[32,64] but s%8!=0\n\n* pr identifier\n\n* add torch.full too when sigma is float",
"is_bot": false,
"headline": "Add FFDNet + bugfix DRUNet forward dim==3 (#1174)",
"author_name": "Vicky De Ridder",
"author_login": "nucli-vicky",
"committed_at": "2026-05-16T11:16:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e05cb6a036335768e76c46cb3189d8d0c928ec04",
"body": "* hot CI fixes\n\n* fix docs\n\n* Fix deterministic setting\n\n* black .\n\n* hot fix\n\n* fix pixi install dir\n\n---------\n\nCo-authored-by: romainvo <romain.vo@hotmail.fr>",
"is_bot": false,
"headline": "hot CI fixes (#1186)",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-05-08T14:59:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f57742165fa9452ef7981a2950ca3a5b5afdf167",
"body": null,
"is_bot": false,
"headline": "update the ref for SEI (#1183)",
"author_name": "Jérémy Scanvic",
"author_login": "jscanvic",
"committed_at": "2026-05-07T09:41:17Z",
"body_truncated": false,
"is_coding_agent": false
},
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"oid": "aff1560a5b30647f99c211beca42b4a592bf391a",
"body": "* Add ability to pass noise_level_map to DRUNet\n\n* rerun CI\n\n* Andrewwango comment\n\n* fix lint issue\n\n* Fix test PRs\n\n* Support noise map for RAM\n\n* edit changlog.rst\n\n* Add tests for noise map, fix ComplexDenoiserWrapper and bug fix ram\n\n* fix test\n\n* Tachella's comments\n\n* update docs\n\n* matthieutrs's comments\n\n* rerun CI\n\n* Andrewwango's comment\n\n* rerun CI",
"is_bot": false,
"headline": "Add ability to pass noise_level_map to DRUNet (#1056)",
"author_name": "LeRaton",
"author_login": "LeRatonLaveurSolitaire",
"committed_at": "2026-05-06T08:01:29Z",
"body_truncated": false,
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},
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"oid": "86d659865ea9c39cdb2ac443ce120dd4fb32cad0",
"body": "…nBlurGenerator (#1152)\n\n* add gaussian_blur_nd\n\n* move gaussian_blur_nd into functional. Add docstring\n\n* Add tests\n\n* Match old gaussian_blur method signature\n\n* fix typo\n\n* Fix tests\n\n* ruff\n\n* black .\n\n* Passing dtype properly to gaussian_blur_nd\n\n* Fix PR #1093 --> push self.cum_probs on the sp\n[…]\nur.gaussian_blur with new implem\n\n* Factorize internals of generator\n\n* Docs\n\n* Add to .rst\n\n* Add to .rst\n\n* changelog\n\n* Fix documentation\n\n* Add import torch to plot directive\n\n* Fix plot directive",
"is_bot": false,
"headline": "Add extensions of gaussian_blur to 1 and 3 dimensions and add Gaussia…",
"author_name": "Romain Vo",
"author_login": "romainvo",
"committed_at": "2026-05-05T20:30:06Z",
"body_truncated": true,
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"oid": "78d86a91391710c914ce8d3e8139186adfa6860c",
"body": null,
"is_bot": false,
"headline": "Update conf.py (#1172)",
"author_name": "Andrew Wang",
"author_login": "Andrewwango",
"committed_at": "2026-05-02T17:14:06Z",
"body_truncated": false,
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{
"oid": "4d880ca8f28db462bfacab3a520c01a353205c41",
"body": "* Update MICCAI tutorial date + locatio\n\n* Update community.rst",
"is_bot": false,
"headline": "Update MICCAI tutorial date + location (#1173)",
"author_name": "Andrew Wang",
"author_login": "Andrewwango",
"committed_at": "2026-05-02T17:14:00Z",
"body_truncated": false,
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"oid": "b9b60ac64b1ac04df092c6ab6db1c11dd5e80a6d",
"body": "* small fixes perceptual\n\n* fix ci issue",
"is_bot": false,
"headline": "Doc + Error + Typing fixes perceptual (#1165)",
"author_name": "Vicky De Ridder",
"author_login": "nucli-vicky",
"committed_at": "2026-04-27T09:08:17Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "1d4d6f83303632893704ff5b16aac29050585cf2",
"body": "…n-leaf tensor (#1146)\n\n* fixes\n\n* tol = 1e-4\n\n* changelog\n\n---------\n\nCo-authored-by: mh-nguyen712 <minh-hai.nguyen@irit.fr>",
"is_bot": false,
"headline": "Close #1145: fix bug in custom backward of least square solver for no…",
"author_name": "Minh Hai Nguyen",
"author_login": "mh-nguyen712",
"committed_at": "2026-04-23T20:28:16Z",
"body_truncated": false,
"is_coding_agent": false
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"oid": "5000d427993f54faed5b30268d804fa853ef78d3",
"body": "* fix gpu install via pixi, remove conflicting FrEIA dep\n\n* fix gpu install via pixi, remove conflicting FrEIA dep\n\n* fix gpu install via pixi, remove conflicting FrEIA dep\n\n* fix gpu install via pixi, remove conflicting FrEIA dep\n\n* use device fixture in astra test, fix cuda str check\n\n* Monkeypatc\n[…]\nnx\n\n* fix glow docs\n\n* fix doctest-gpu\n\n* linting\n\n* hai final comment\n\n---------\n\nCo-authored-by: romainvo <romain.vo@hotmail.fr>\nCo-authored-by: romainvo <43675867+romainvo@users.noreply.github.com>",
"is_bot": false,
"headline": "GPU fixes + remove FrEIA dependency + fix patchNR demo (#1158)",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-04-23T16:49:00Z",
"body_truncated": true,
"is_coding_agent": false
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"oid": "a18b9ae69ba9cac661a4c0846c467fb6d6390a06",
"body": "* warning + notes and docstring, asserts -> if + raise\n\n* same error handling in PoissonGaussian\n\n* Poisson-> PoissonGaussian\n\n* properly test negative input in noise\n\n* changelog",
"is_bot": false,
"headline": "BlurFFT + Poisson noise doc/error message for negative values (#1155)",
"author_name": "Thibaut Modrzyk",
"author_login": "Tmodrzyk",
"committed_at": "2026-04-22T20:16:43Z",
"body_truncated": false,
"is_coding_agent": false
},
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"oid": "90dd81618f1776ae960a6be101c8b9083486d89b",
"body": "* no noise last step\n\n* Revert \"no noise last step\"\n\nThis reverts commit d2af83615009d1e5e99edb3b102807fd39af5791.\n\n* patch dataset\n\n* patch dataset\n\n* cont..\n\n* refactor\n\n* refactor\n\n* functional API\n\n* lint\n\n* fices\n\n* rst\n\n* merge\n\n* lint\n\n* tests\n\n* pad\n\n* Romain's comments\n\n* tests\n\n* reuse resolve params\n\n* ruff\n\n* docs\n\n* romain\n\n---------\n\nCo-authored-by: mh-nguyen712 <minh-hai.nguyen@irit.fr>",
"is_bot": false,
"headline": "Unify patching / tiling (#1104)",
"author_name": "Minh Hai Nguyen",
"author_login": "mh-nguyen712",
"committed_at": "2026-04-22T20:16:18Z",
"body_truncated": false,
"is_coding_agent": false
},
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"oid": "e1f49bdd4b5941633371b8e2a777adacdc35febb",
"body": null,
"is_bot": false,
"headline": "put all cache in /local/ (#1160)",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-04-22T13:46:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b887f0fe893df468be58a4e6c74e864d01cff1ca",
"body": "* Register probs and cum_probs as buffer to avoid device mismathc at runtime. Extend test to actually test compatible generators in GeneratorMixture.\n\n* Remove :func: markup around deepinv.utils.get_data_home in changelog.rst",
"is_bot": false,
"headline": "HOTFIX GeneratorMixture (#1156)",
"author_name": "romainvo",
"author_login": "romainvo",
"committed_at": "2026-04-20T11:50:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "61175605b00c1dccf045084e6202d72b3504aa24",
"body": "* types + docstring in utils\n\n* types + docstring optimizers.py\n\n* types phase retrieval\n\n* types in potential\n\n* ruff\n\n* fix docs\n\n* optim iterators typing\n\n* ruff\n\n* fix doc\n\n* prior typing\n\n* annotations top of files\n\n* Tensor to torch.Tensor\n\n* deepinv/optim/linear types + docstring\n\n* ruff\n\n* str_to_class typing\n\n* revert to torch.Tensor in optimizers\n\n* fix Tensor\n\n* torch.Tensor -> Tensor where notations are heavy\n\n* revert Torch to torch.Tensor\n\n* ruff",
"is_bot": false,
"headline": "Typing in deepinv/optim (#1117)",
"author_name": "Thibaut Modrzyk",
"author_login": "Tmodrzyk",
"committed_at": "2026-04-20T07:22:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "66e06b3295d44023f7040eb716b55fd33562215b",
"body": "* add DEEPINV_CACHE_DIR\n\n* revert accidentially removed eamples\n\n* refactor\n\n* fixes\n\n* fixes\n\n* fix nbu\n\n* user guide\n\n* update\n\n* fixes\n\n* fixes\n\n* fix nbu\n\n* fix kohler\n\n* get_cache_home\n\n* updates\n\n* black\n\n---------\n\nCo-authored-by: mh-nguyen712 <minh-hai.nguyen@irit.fr>",
"is_bot": false,
"headline": "add DEEPINV_CACHE_DIR (#1105)",
"author_name": "Minh Hai Nguyen",
"author_login": "mh-nguyen712",
"committed_at": "2026-04-17T15:45:01Z",
"body_truncated": false,
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"oid": "4b87736d8143f255f0aaa87660ae960130715703",
"body": "* add instructions related to the changelog\n\n* changelog\n\n* Update docs/source/contributing.rst\n\nCo-authored-by: Jérémy Scanvic <95454914+jscanvic@users.noreply.github.com>\n\n* Update docs/source/contributing.rst\n\nCo-authored-by: Jérémy Scanvic <95454914+jscanvic@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Jérémy Scanvic <95454914+jscanvic@users.noreply.github.com>",
"is_bot": false,
"headline": "Add changelog section to the contributing instructions (#1153)",
"author_name": "Thibaut Modrzyk",
"author_login": "Tmodrzyk",
"committed_at": "2026-04-16T13:49:25Z",
"body_truncated": false,
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"oid": "61080af02e94bc135ffecca815de03d8c66d4d38",
"body": "…093)\n\n* Add device argument to GeneratorMixture\n\n* Fix test_generators.py: use fixtures from conftest, add fixture for random Generator. Add test for GeneratorMixture. Add batch sampling within GeneratorMixture when possible\n\n* changelog\n\n* Add warnings\n\n* black .\n\n* Remove unecessary arbitrary arg\n[…]\n @mh-nguyen712\n\nCo-authored-by: Minh Hai Nguyen <43115712+mh-nguyen712@users.noreply.github.com>\n\n* black .\n\n---------\n\nCo-authored-by: Minh Hai Nguyen <43115712+mh-nguyen712@users.noreply.github.com>",
"is_bot": false,
"headline": "Fix generator mixture and extend test suite in test_generators.py (#1…",
"author_name": "romainvo",
"author_login": "romainvo",
"committed_at": "2026-04-16T12:44:40Z",
"body_truncated": true,
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"oid": "a4b38e861b136caf7713578b0e33b41bb269d4fa",
"body": "* add ESLoss\n\n* add opt out reynolds averaging\n\n* use a more fitting filename\n\n* export ESLoss in deepinv.loss\n\n* use ei demo as a base for es\n\n* change EILoss to ESLoss\n\n* make the demo run\n\n* add ESLoss to the list of generic loss tests\n\n* tune the parameters a bit\n\n* reformat\n\n* move reconstructo\n[…]\nhe docs\n\n* trigger ci\n\n* prevent overlapping text\n\n* update the path\n\n* add a line for EquivariantReconstructor\n\n---------\n\nCo-authored-by: Julián Tachella <38355592+tachella@users.noreply.github.com>",
"is_bot": false,
"headline": "Add the Equivariant Splitting loss (#881)",
"author_name": "Jérémy Scanvic",
"author_login": "jscanvic",
"committed_at": "2026-04-15T16:21:27Z",
"body_truncated": true,
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"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"deepinv"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 50
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 50 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 50
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "17 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 17
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "good",
"name": "Engineering Quality",
"value": 77,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "moderate",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 68,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "11 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
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}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [
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"deep-learning",
"deblurring",
"mri",
"super-resolution",
"diffusion-models",
"image-reconstruction",
"pytorch",
"denoising",
"medical-imaging",
"microscopy",
"plug-and-play-priors",
"self-supervised",
"tomography",
"unrolled-algorithms"
],
"has_wiki": false,
"homepage": "http://deepinv.org/",
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "http://deepinv.org/",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "15 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 15
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 66,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"branch_protection",
"packaging"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 57,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 5.7
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "all changesets reviewed",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 15 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 16 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:deepinv@0.4.1 runtime dependency closure — what installing the published package pulls in — 25 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"no_advisories_left_outstanding"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:deepinv@0.4.1",
"assessed": 25
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 25,
"unassessed_packages": 0,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
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"detail": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 25,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 6
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "at_risk",
"name": "AI Readiness",
"value": 43,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "at_risk",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.99,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "97 of 98 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 97,
"sampled": 98
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 42,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
"docs/Makefile"
],
"has_devcontainer": false,
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"typecheck_configs": [],
"agent_commit_share": 0.01,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "docs/Makefile",
"points": 18,
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"details": [
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"code": "file_list",
"params": {
"files": "docs/Makefile"
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}
],
"max_points": 18
},
{
"key": "automated_tests",
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"points": 22,
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},
{
"key": "lint_format_config",
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"status": "missed",
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},
{
"key": "static_type_checking",
"name": "Static type checking",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "1 of the last 100 commits agent-authored or agent-credited",
"points": 2,
"status": "partial",
"details": [
{
"code": "agent_authored_commits",
"params": {
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}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
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"detail": "no automated dependency updates observed",
"points": 0,
"status": "missed",
"details": [
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"code": "no_dependency_automation",
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}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
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}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 54,
"inputs": {
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"largest_source_bytes": 135874,
"source_files_sampled": 330,
"oversized_source_files": 6
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "6/330 source files over 60KB",
"points": 54,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
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"sampled": 330,
"oversized": 6
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
],
"report_type": "repository",
"generated_at": "2026-07-26T22:11:27.920875Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/deepinv/deepinv.svg",
"full_name": "deepinv/deepinv",
"license_state": "standard",
"license_spdx": "BSD-3-Clause"
}Оцінки — це сигнали, а не гарантії. Вони відображають публічно видимі практики на GitHub — це не аудит коду й не гарантія безпеки.
Відсутні дані виключаються, а ваги перенормовуються — нуль за відсутність ніколи не ставиться. Методологія версіонована й відкрита: метрики v1.13.0, схема v0.27.0 — повна методологія · вікі метрик.
Як окремий результат виглядає на тлі всього реєстру: сукупна статистика — PyPI.