Публічний реєстрДобрий
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 1.13.0 · 2026-07-26 09:25 UTC
kozistr / pytorch_optimizer
optimizer & lr scheduler & loss function collections in PyTorch
kozistr/pytorch_optimizer має індекс здоров’я 75 зі 100, що відповідає смузі «Добрий». Найвищий показник — Vitality (86/100), найнижчий — Sustainability & Governance (67/100). Останнє оновлення було 1 день тому. Більшість нещодавньої роботи виконує один учасник.
75
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.
75
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
Hyeongchan KimОсобистий обліковий запис
178 підписників37 публічних репозиторіївз жовт. 2015 р.
Цей репозиторій належить особистому обліковому запису. Проєкт з єдиним власником несе більший ризик безперервності, ніж підтримуваний організацією.
Пакетні екосистеми
Метрики за категоріями
Життєздатність
Чи живий проєкт — чи пишеться код і чи виходять релізи?
86
Активність розробки
77Добрий
Як обчислюється оцінка
| 36/36 | Свіжість push — останній push 1 дн. тому |
| 15.9/36 | Ритм комітів — 23/52 тижнів із комітами |
| 17.6/18 | Обсяг комітів — 89 комітів за останній рік |
| 0/10 | OpenSSF Scorecard: Maintained — немає даних |
Використані вхідні дані
| commits_last_year | 89 |
| human_commit_share | 1 |
| days_since_last_push | 1 |
| active_weeks_last_year | 23 |
Дисципліна релізів
100Відмінний
Як обчислюється оцінка
| 27/27 | Випускає релізи — опубліковано 92 релізів |
| 36/36 | Свіжість релізів — останній реліз 63 дн. тому |
| 27/27 | Ритм релізів — реліз кожні ~43,5 дн. |
| 0/10 | OpenSSF Scorecard: Signed-Releases — немає даних |
Використані вхідні дані
| releases_count | 92 |
| latest_release_tag | v3.10.1 |
| releases_from_tags | ні |
| days_since_latest_release | 63 |
| mean_days_between_releases | 43,5 |
Спільнота та впровадження
Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?
75
Популярність і впровадження
60Помірний
Як обчислюється оцінка
| 42.6/60 | Зірки — 421 зірок |
| 13.4/25 | Форки — 42 форків |
| 3.9/15 | Спостерігачі — 6 спостерігачів |
Використані вхідні дані
| forks | 42 |
| stars | 421 |
| watchers | 6 |
| 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 (Apache-2.0) |
| 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 |
Сталість та врядування
Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?
67
Стійкість мейнтейнерів (бас-фактор)
25Критичний
Як обчислюється оцінка
| 9/54 | Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів |
| 0.2/22.5 | Розподіл комітів — головний контриб’ютор — автор 99% комітів |
| 13.5/13.5 | Широта контриб’юторів — 15 контриб’юторів |
| 0/10 | OpenSSF Scorecard: Contributors — немає даних |
Використані вхідні дані
| bus_factor | 1 |
| contributors_sampled | 15 |
| top_contributor_share | 0,992 |
Реактивність на issue та PR
95Відмінний
Як обчислюється оцінка
| 44.4/46.8 | Вирішення issue — закрито 95% issue |
| 36.1/38.3 | Прийняття PR — злито 350/371 вирішених PR |
| 0/15 | OpenSSF Scorecard: Code-Review — немає даних |
Використані вхідні дані
| merged_prs | 350 |
| open_issues | 7 |
| closed_issues | 133 |
| issue_closed_ratio | 0,95 |
| closed_unmerged_prs | 21 |
Власність та опіка
62Помірний
Як обчислюється оцінка
| 10/30 | Підтримка власника — особистий (користувацький) обліковий запис |
| 0/20 | Верифікований домен — не застосовно до користувацьких облікових записів |
| 16.2/25 | Охоплення власника — 178 підписників у kozistr |
| 23.5/25 | Послужний список — 37 публічних репозиторіїв, вік облікового запису ~10 р. |
Використані вхідні дані
| followers | 178 |
| owner_type | User |
| is_verified | — |
| owner_login | kozistr |
| public_repos | 37 |
| account_age_days | 3 924 |
Виключено з оцінювання (немає даних або не застосовно): Верифікований домен. Залишкові ваги перенормовано.
Супровід пакетів
100Відмінний
Як обчислюється оцінка
| 25/25 | Опубліковано й доступно — 1 пакет(ів) у pypi |
| 35/35 | Свіжість публікацій — остання публікація 63 дн. тому |
| 20/20 | Історія версій — 91 опублікованих версій |
| 20/20 | Не застарілий — активний, не deprecated і не yanked |
Використані вхідні дані
| packages | pytorch_optimizer |
| ecosystems | pypi |
| any_deprecated | ні |
| min_days_since_publish | 63 |
Інженерна якість
Чи наявні базові інженерні практики та документація?
72
Інженерні практики
60Помірний
Як обчислюється оцінка
| 24/24 | Процеси CI — 7 процес(ів) CI |
| 24/24 | Наявні тести |
| 0/16 | Конфігурація лінтера |
| 0/9.6 | Pre-commit-хуки |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — немає даних |
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 — https://pytorch-optimizers.readthedocs.io/en/latest/ |
| 10/10 | Опис репозиторію |
| 10/10 | Теми — 19 тем |
| 0/10 | Wiki |
Використані вхідні дані
| topics | optimizer, pytorch, ranger, adamp, radam, madgrad, adabelief, sam, lookahead, deep-learning, diffgrad, adan, gradient-centralization, adai, learning-rate-scheduling, loss-functions, ademamix, muon, scion |
| has_wiki | ні |
| homepage | https://pytorch-optimizers.readthedocs.io/en/latest/ |
| 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?
74
Стан безпеки
67Помірний
Як обчислюється оцінка
| 30/30 | Політика безпеки (SECURITY.md) |
| 0/25 | Конфігурація Dependabot |
| 0/25 | Файли фіксації залежностей — опублікована бібліотека — lockfile є справою застосунків, не очікується |
| 20/20 | Процес CodeQL |
Використані вхідні дані
| source | file_signals |
| lockfiles | uv.lock |
| manifests | pyproject.toml, requirements-docs.txt |
| has_codeql_workflow | так |
| has_security_policy | так |
| has_dependabot_config | ні |
Виключено з оцінювання (немає даних або не застосовно): Файли фіксації залежностей. 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 | 2 |
| 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:pytorch_optimizer@3.10.1 — тим, що тягне за собою встановлення опублікованого пакета, — 2 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.
71
Контекст і настанови для агентів
85Відмінний
Як обчислюється оцінка
| 45/45 | Інструкції для агентів — CLAUDE.md |
| 0/15 | Машиночитана документація (llms.txt) |
| 40/40 | Читабельна історія комітів — намір зазначено у 100 з 100 людських комітів (структурований заголовок або пояснювальний текст) |
Використані вхідні дані
| has_llms_txt | ні |
| legible_history_share | 1 |
| agent_instruction_files | CLAUDE.md |
| agent_instruction_max_bytes | 4 881 |
Як обчислюється оцінка
| 18/18 | Розгортання однією командою — Makefile |
| 22/22 | Автоматизовані тести |
| 0/11 | Конфігурація лінтера / форматера |
| 11/11 | Статична перевірка типів — pytorch_optimizer/py.typed |
| 10/10 | Відтворюване середовище — lockfile |
| 0/10 | Підтверджена практика роботи з агентами — серед останніх 100 комітів немає створених агентом |
| 0/8 | Автоматизоване супроводження — автоматичних оновлень залежностей не виявлено |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — немає даних |
Використані вхідні дані
| has_nix | ні |
| has_tests | так |
| lockfiles | uv.lock |
| has_dockerfile | ні |
| typed_language | ні |
| bootstrap_files | Makefile |
| has_devcontainer | ні |
| has_linter_config | ні |
| typecheck_configs | pytorch_optimizer/py.typed |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Читабельність коду для моделей
82Добрий
Як обчислюється оцінка
| 27/45 | Типізований код — Python з конфігурацією перевірки типів (pytorch_optimizer/py.typed) |
| 55/55 | Керовані розміри файлів — 0/159 файлів вихідного коду понад 60 КБ |
Використані вхідні дані
| primary_language | Python |
| largest_source_bytes | 35 314 |
| source_files_sampled | 159 |
| oversized_source_files | 0 |
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
421зірок GitHub
15контриб'юторів
89комітів за останні 12 місяців
1днів від останнього пушу
92релізів
1бас-фактор
7відкритих issue
PyPIпакетних екосистем
Попередження щодо збору даних
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- OpenSSF Scorecard did not return a usable result (exit code -9); skipping Scorecard checks
Докладніше
Історія зірок і форків 0 ★ / 42 ⇿
0Зірки
42Форки
80Релізи
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 3Мінорні 30Патчі 47
Кожна точка охоплює 5 днів.
Прямі залежності 5
| Реєстр | Пакет | Обмеження версії | Маніфест |
|---|---|---|---|
| PyPI | numpy | >1.24.4 | pyproject.toml |
| PyPI | numpy | <=1.24.4 | pyproject.toml |
| PyPI | torch | >=1.10,<2.5 | pyproject.toml |
| PyPI | torch | >=1.10,<2.9 | pyproject.toml |
| PyPI | torch | >=1.10 | pyproject.toml |
Усі залежності 41
Повний розв'язаний набір залежностей із графа залежностей GitHub: 3 прямих і 38 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
| Реєстр | Пакет | Версія | Зв'язок |
|---|---|---|---|
| PyPI | numpy | — | пряма |
| PyPI | numpy | 1.24.4 | пряма |
| PyPI | torch | 2.4.1 | пряма |
| PyPI | black | 24.8.0 | непряма |
| PyPI | click | 8.1.8 | непряма |
| PyPI | colorama | 0.4.6 | непряма |
| PyPI | coverage | 7.6.1 | непряма |
| PyPI | exceptiongroup | 1.3.1 | непряма |
| PyPI | filelock | 3.16.1 | непряма |
| PyPI | fsspec | 2025.3.0 | непряма |
| PyPI | hatchling | — | непряма |
| PyPI | iniconfig | 2.1.0 | непряма |
| PyPI | jinja2 | 3.1.6 | непряма |
| PyPI | markdown-include | 0.8.1 | непряма |
| PyPI | markupsafe | 2.1.5 | непряма |
| PyPI | mdx-truly-sane-lists | 1.3 | непряма |
| PyPI | mkdocs | 1.6.1 | непряма |
| PyPI | mkdocs-awesome-nav | 3.3.0 | непряма |
| PyPI | mkdocs-git-revision-date-localized-plugin | 1.5.1 | непряма |
| PyPI | mkdocs-material | 9.7.6 | непряма |
| PyPI | mkdocstrings-python | 2.0.3 | непряма |
| PyPI | mpmath | 1.3.0 | непряма |
| PyPI | mypy-extensions | 1.1.0 | непряма |
| PyPI | networkx | 3.1 | непряма |
| PyPI | nodeenv | 1.10.0 | непряма |
| PyPI | packaging | 26.0 | непряма |
| PyPI | pathspec | 0.12.1 | непряма |
| PyPI | platformdirs | 4.3.6 | непряма |
| PyPI | pluggy | 1.5.0 | непряма |
| PyPI | pygments | 2.19.2 | непряма |
| PyPI | pymdown-extensions | 10.21.2 | непряма |
| PyPI | pyright | 1.1.408 | непряма |
| PyPI | pytest | 8.3.5 | непряма |
| PyPI | pytest-cov | 5.0.0 | непряма |
| PyPI | pytokens | 0.4.1 | непряма |
| PyPI | pytorch-optimizer | 3.10.1 | непряма |
| PyPI | ruff | 0.15.4 | непряма |
| PyPI | setuptools | 82.0.0 | непряма |
| PyPI | sympy | 1.13.3 | непряма |
| PyPI | tomli | 2.4.0 | непряма |
| PyPI | typing-extensions | 4.13.2 | непряма |
Сповіщення про залежності 0
Встановлення pypi:pytorch_optimizer@3.10.1 тягне 2 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": [
"optimizer",
"pytorch",
"ranger",
"adamp",
"radam",
"madgrad",
"adabelief",
"sam",
"lookahead",
"deep-learning",
"diffgrad",
"adan",
"gradient-centralization",
"adai",
"learning-rate-scheduling",
"loss-functions",
"ademamix",
"muon",
"scion"
],
"is_fork": false,
"size_kb": 346752,
"has_wiki": false,
"homepage": "https://pytorch-optimizers.readthedocs.io/en/latest/",
"languages": {
"Python": 1166899,
"Makefile": 728
},
"pushed_at": "2026-07-25T05:03:26Z",
"created_at": "2021-09-21T05:52:24Z",
"owner_type": "User",
"updated_at": "2026-07-08T13:39:46Z",
"description": "optimizer & lr scheduler & loss function collections in PyTorch",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "main",
"license_spdx_raw": "Apache-2.0",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "http://kozistr.tech",
"name": "Hyeongchan Kim",
"type": "User",
"login": "kozistr",
"company": null,
"location": "South Korea, Seoul",
"followers": 178,
"avatar_url": "https://avatars.githubusercontent.com/u/15344796?v=4",
"created_at": "2015-10-27T14:39:03Z",
"is_verified": null,
"public_repos": 37,
"account_age_days": 3924
},
"license": {
"state": "standard",
"spdx_id": "Apache-2.0",
"raw_spdx": "Apache-2.0",
"file_present": true,
"scorecard_found": null,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v3.10.1",
"kind": "patch",
"published_at": "2026-05-23T13:56:51Z"
},
{
"tag": "v3.10.0",
"kind": "minor",
"published_at": "2026-03-01T06:19:53Z"
},
{
"tag": "v3.9.0",
"kind": "minor",
"published_at": "2025-12-21T06:37:41Z"
},
{
"tag": "v3.8.2",
"kind": "patch",
"published_at": "2025-10-26T05:57:47Z"
},
{
"tag": "v3.8.1",
"kind": "patch",
"published_at": "2025-10-18T10:44:08Z"
},
{
"tag": "v3.8.0",
"kind": "minor",
"published_at": "2025-08-13T14:06:03Z"
},
{
"tag": "v3.7.0",
"kind": "minor",
"published_at": "2025-07-28T14:33:10Z"
},
{
"tag": "v3.6.1",
"kind": "patch",
"published_at": "2025-07-05T11:42:34Z"
},
{
"tag": "v3.6.0",
"kind": "minor",
"published_at": "2025-05-17T10:36:17Z"
},
{
"tag": "v3.5.1",
"kind": "patch",
"published_at": "2025-04-26T17:01:24Z"
},
{
"tag": "v3.5.0",
"kind": "minor",
"published_at": "2025-03-16T07:03:07Z"
},
{
"tag": "v3.4.2",
"kind": "patch",
"published_at": "2025-02-22T06:08:05Z"
},
{
"tag": "v3.4.1",
"kind": "patch",
"published_at": "2025-02-14T11:57:43Z"
},
{
"tag": "v3.4.0",
"kind": "minor",
"published_at": "2025-02-02T05:07:24Z"
},
{
"tag": "v3.3.4",
"kind": "patch",
"published_at": "2025-01-19T06:31:10Z"
},
{
"tag": "v3.3.3",
"kind": "patch",
"published_at": "2025-01-13T16:07:59Z"
},
{
"tag": "v3.3.2",
"kind": "patch",
"published_at": "2024-12-21T10:38:27Z"
},
{
"tag": "v3.3.1",
"kind": "patch",
"published_at": "2024-12-21T07:20:44Z"
},
{
"tag": "v3.3.0",
"kind": "minor",
"published_at": "2024-12-06T14:44:28Z"
},
{
"tag": "v3.2.0",
"kind": "minor",
"published_at": "2024-10-28T23:30:23Z"
},
{
"tag": "v3.1.2",
"kind": "patch",
"published_at": "2024-09-10T10:58:30Z"
},
{
"tag": "v3.1.1",
"kind": "patch",
"published_at": "2024-08-14T09:47:37Z"
},
{
"tag": "v3.1.0",
"kind": "minor",
"published_at": "2024-07-21T11:54:35Z"
},
{
"tag": "v3.0.2",
"kind": "patch",
"published_at": "2024-07-06T11:04:37Z"
},
{
"tag": "v3.0.1",
"kind": "patch",
"published_at": "2024-06-22T06:26:26Z"
},
{
"tag": "v3.0.0",
"kind": "major",
"published_at": "2024-05-21T09:02:55Z"
},
{
"tag": "v2.12.0",
"kind": "minor",
"published_at": "2023-10-07T06:06:41Z"
},
{
"tag": "v2.11.2",
"kind": "patch",
"published_at": "2023-09-02T05:57:01Z"
},
{
"tag": "v2.11.1",
"kind": "patch",
"published_at": "2023-07-19T12:00:51Z"
},
{
"tag": "v2.11.0",
"kind": "minor",
"published_at": "2023-06-27T13:48:15Z"
},
{
"tag": "v2.10.1",
"kind": "patch",
"published_at": "2023-06-13T06:37:19Z"
},
{
"tag": "v2.10.0",
"kind": "minor",
"published_at": "2023-06-07T14:18:36Z"
},
{
"tag": "v2.9.1",
"kind": "patch",
"published_at": "2023-05-19T12:09:26Z"
},
{
"tag": "v2.9.0",
"kind": "minor",
"published_at": "2023-05-06T08:07:43Z"
},
{
"tag": "v2.8.0",
"kind": "minor",
"published_at": "2023-04-29T08:51:50Z"
},
{
"tag": "v2.7.0",
"kind": "minor",
"published_at": "2023-04-26T06:31:09Z"
},
{
"tag": "v2.6.1",
"kind": "patch",
"published_at": "2023-04-22T12:14:23Z"
},
{
"tag": "v2.6.0",
"kind": "minor",
"published_at": "2023-04-22T07:56:47Z"
},
{
"tag": "v2.5.2",
"kind": "patch",
"published_at": "2023-04-11T13:47:35Z"
},
{
"tag": "v2.5.1",
"kind": "patch",
"published_at": "2023-03-12T05:48:28Z"
},
{
"tag": "v2.5.0",
"kind": "minor",
"published_at": "2023-02-15T05:41:23Z"
},
{
"tag": "v2.4.2",
"kind": "patch",
"published_at": "2023-02-10T10:57:22Z"
},
{
"tag": "v2.4.1",
"kind": "patch",
"published_at": "2023-02-06T06:34:10Z"
},
{
"tag": "v2.4.0",
"kind": "minor",
"published_at": "2023-02-02T10:52:13Z"
},
{
"tag": "v2.3.1",
"kind": "patch",
"published_at": "2023-01-31T13:20:24Z"
},
{
"tag": "v2.3.0",
"kind": "minor",
"published_at": "2023-01-30T07:42:24Z"
},
{
"tag": "v2.2.1",
"kind": "patch",
"published_at": "2023-01-28T11:50:12Z"
},
{
"tag": "v2.2.0",
"kind": "minor",
"published_at": "2023-01-24T13:25:53Z"
},
{
"tag": "v2.1.1",
"kind": "patch",
"published_at": "2023-01-02T12:18:18Z"
},
{
"tag": "v2.1.0",
"kind": "minor",
"published_at": "2023-01-01T11:53:51Z"
},
{
"tag": "v2.0.1",
"kind": "patch",
"published_at": "2022-11-01T05:22:25Z"
},
{
"tag": "v2.0.0",
"kind": "major",
"published_at": "2022-10-21T01:35:13Z"
},
{
"tag": "v1.3.2",
"kind": "patch",
"published_at": "2022-09-02T10:56:26Z"
},
{
"tag": "v1.3.1",
"kind": "patch",
"published_at": "2022-09-01T12:58:27Z"
},
{
"tag": "v1.3.0",
"kind": "minor",
"published_at": "2022-09-01T12:02:28Z"
},
{
"tag": "v1.2.0",
"kind": "minor",
"published_at": "2022-08-26T03:36:42Z"
},
{
"tag": "v1.1.4",
"kind": "patch",
"published_at": "2022-08-25T04:44:31Z"
},
{
"tag": "v1.1.3",
"kind": "patch",
"published_at": "2022-08-23T11:42:19Z"
},
{
"tag": "v1.1.2",
"kind": "patch",
"published_at": "2022-06-01T05:21:42Z"
},
{
"tag": "v1.1.1",
"kind": "patch",
"published_at": "2022-05-09T10:59:37Z"
},
{
"tag": "v1.1.0",
"kind": "minor",
"published_at": "2022-05-08T05:59:20Z"
},
{
"tag": "v1.0.0",
"kind": "major",
"published_at": "2022-05-07T15:28:17Z"
},
{
"tag": "v0.6.1",
"kind": "patch",
"published_at": "2022-05-07T14:54:43Z"
},
{
"tag": "v0.6.0",
"kind": "minor",
"published_at": "2022-04-02T14:27:12Z"
},
{
"tag": "v0.5.0",
"kind": "minor",
"published_at": "2022-03-05T18:48:09Z"
},
{
"tag": "v0.4.2",
"kind": "patch",
"published_at": "2022-03-05T07:36:40Z"
},
{
"tag": "v0.4.1",
"kind": "patch",
"published_at": "2022-02-20T09:29:02Z"
},
{
"tag": "v0.4.0",
"kind": "minor",
"published_at": "2022-02-19T08:39:37Z"
},
{
"tag": "v0.3.7",
"kind": "patch",
"published_at": "2022-02-01T05:07:20Z"
},
{
"tag": "v0.3.6",
"kind": "patch",
"published_at": "2022-01-31T06:44:31Z"
},
{
"tag": "v0.3.5",
"kind": "patch",
"published_at": "2022-01-30T07:53:29Z"
},
{
"tag": "v0.3.4",
"kind": "patch",
"published_at": "2022-01-29T12:15:37Z"
},
{
"tag": "v0.3.3",
"kind": "patch",
"published_at": "2022-01-29T07:53:05Z"
},
{
"tag": "v0.3.2",
"kind": "patch",
"published_at": "2022-01-28T16:39:47Z"
},
{
"tag": "v0.3.1",
"kind": "patch",
"published_at": "2022-01-28T15:45:02Z"
},
{
"tag": "v0.3.0",
"kind": "minor",
"published_at": "2022-01-28T06:58:13Z"
},
{
"tag": "v0.2.2",
"kind": "patch",
"published_at": "2021-11-29T14:15:14Z"
},
{
"tag": "v0.2.1",
"kind": "patch",
"published_at": "2021-11-22T01:50:16Z"
},
{
"tag": "v0.2.0",
"kind": "minor",
"published_at": "2021-11-15T07:40:28Z"
},
{
"tag": "v0.1.1",
"kind": "patch",
"published_at": "2021-10-09T11:59:29Z"
},
{
"tag": "v0.1.0",
"kind": "minor",
"published_at": "2021-10-06T13:37:16Z"
},
{
"tag": "v0.0.11",
"kind": "patch",
"published_at": "2021-10-06T13:27:34Z"
},
{
"tag": "v0.0.10",
"kind": "patch",
"published_at": "2021-09-25T13:25:30Z"
},
{
"tag": "v0.0.9",
"kind": "patch",
"published_at": "2021-09-23T10:32:58Z"
},
{
"tag": "v0.0.8",
"kind": "patch",
"published_at": "2021-09-23T06:40:43Z"
},
{
"tag": "v0.0.7",
"kind": "patch",
"published_at": "2021-09-22T13:52:09Z"
},
{
"tag": "v0.0.6",
"kind": "patch",
"published_at": "2021-09-22T08:28:10Z"
},
{
"tag": "v0.0.5",
"kind": "patch",
"published_at": "2021-09-22T07:42:06Z"
},
{
"tag": "v0.0.4",
"kind": "patch",
"published_at": "2021-09-22T06:59:19Z"
},
{
"tag": "v0.0.3",
"kind": "patch",
"published_at": "2021-09-22T05:58:22Z"
},
{
"tag": "v0.0.2",
"kind": "patch",
"published_at": "2021-09-21T16:09:40Z"
},
{
"tag": "v0.0.1",
"kind": "patch",
"published_at": "2021-09-21T13:52:26Z"
}
],
"recent_commits": [
{
"oid": "3d08fa02cb6617d4d12365ca0f7d643b72e8cbe8",
"body": null,
"is_bot": false,
"headline": "[skip ci] docs: prepend changelog for v3.10.1 (#509)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2026-05-23T13:56:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "04ce9361589f8727e32245dfa65ff019c0039458",
"body": null,
"is_bot": false,
"headline": "build(version): v3.10.1 (#508)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2026-05-23T13:55:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e800a0fd8cb99c1fba036b7753c0e4e169611cd5",
"body": "* update: codes\n\n* docs: README\n\n* docs: v3.10.1 changelog\n\n* update: codes\n\n* docs: update index.md\n\n* update: codes\n\n* update: codes\n\n* update: codes\n\n* update: codes\n\n* update: codes\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Refactor] codes (#507)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2026-05-23T13:48:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "74002887212d5f1ec6a0d27b3ad8ab527091818e",
"body": null,
"is_bot": false,
"headline": "build(docs): mkdocs (#505)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2026-05-02T11:31:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "80ce729ff1d582b656c406b6b7461223eb743481",
"body": "* feat: implement LoRARite optimizer\n\n* refactor: update pytorch_optimizer/optimizer/lora_rite.py, removing extra bool exclusion\n\nCo-authored-by: Hyeongchan Kim <kozistr@gmail.com>\n\n* test: move LoRARite optimizer test to test_optimizers.py\n\n* refactor: remove runtime bool checks, pair_infos storage, and grad norm device is lazily initialized\n\n* fix: resolve optimizer merge cleanup\n\n* fix: resolve LoRARite CI cleanup\n\n---------\n\nCo-authored-by: Hyeongchan Kim <kozistr@gmail.com>",
"is_bot": false,
"headline": "[Feature] Implement `LoRARite` Optimizer (#504)",
"author_name": "M. Fazri Nizar",
"author_login": "mfazrinizar",
"committed_at": "2026-05-02T11:17:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "216c7a87be6a52b2d0468600d5a0901adc0a02bc",
"body": "* feat(optimizer): add FlashAdamW optimizer implementation\n\n* test: test FlashAdamW optimizer\n\n* build: add FlashAdamW as one of the keywords in pyproject.toml\n\n* docs: update docs to include FlashAdamW optimizer\n\n* refactor: implement FlashAdamW in FlashOptim-style; fused currently unsupported\n\n* r\n[…]\nd adjust test for FlashAdamW to test_optimizers.py\n\n* refactor: use group['step'] and remove unused per-parametr state\n\n* test: update test_load_modules.py with len(get_supported_optimizers()) == 123",
"is_bot": false,
"headline": "[Feature] Implement `FlashAdamW` optimizer (#503)",
"author_name": "M. Fazri Nizar",
"author_login": "mfazrinizar",
"committed_at": "2026-05-01T01:32:30Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "c6d3927a2838aaecf92c1eaa7cfb18bc59432b78",
"body": "* feat(optimizer): add DualAdam optimizer\n\n* build: add DualAdam as keyword in pyproject.toml\n\n* docs: update README to include DualAdam optimizer\n\n* docs: update docs index and optimizer to include DualAdam\n\n* test: DualAdam test coverage",
"is_bot": false,
"headline": "[Feature] Implement `DualAdam` optimizer (#502)",
"author_name": "M. Fazri Nizar",
"author_login": "mfazrinizar",
"committed_at": "2026-04-30T07:18:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b471496377b316fcd1853f174baf2568f0fe1583",
"body": "* build(deps): deps\n\n* feature: implement ROSE optimizer\n\n* docs: README\n\n* update: codes\n\n* docs: update index.md\n\n* update: codes\n\n* docs: update documentation\n\n* update: codes\n\n* update: codes\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Feature] Implement `ROSE` optimizer (#501)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2026-04-25T14:09:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "52cc098f04186a3d52781196850db110a18369d3",
"body": null,
"is_bot": false,
"headline": "[skip ci] docs: prepend changelog for v3.10.0 (#494)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2026-03-01T06:19:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "48882138e6cd945bc602895ab65ea5ee36801ade",
"body": "* docs: v3.10.0 changelog\n\n* build(version): v3.10.0\n\n* docs: README\n\n* docs: update index.md\n\n* docs: benchmarks\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Release] v3.10.0 (#493)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2026-03-01T06:18:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b73235771cca39e2a247d0975784603348a7133d",
"body": "* docs: README\n\n* docs: update index.md\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Docs] Rework README 2 (#492)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2026-02-28T17:02:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "72c0c14d25b94e90e85b6b7154ec413d6895a4f2",
"body": "* docs: citation\n\n* docs: README\n\n* docs: update index.md\n\n* update: remove assets/\n\n* docs: README\n\n* docs: update index.md\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Docs] Rework README.md (#491)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2026-02-28T16:54:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4abe697568a2ea5244584dd4015ceff74f3fd9cd",
"body": "* docs: docstrings\n\n* build(ci): rules",
"is_bot": false,
"headline": "[Docs] Refine the docstrings (#490)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2026-02-28T16:11:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "50682fc1caef19f6facc7ddcb47e9f251fe914fa",
"body": "* fix: compat issue with Accelerate library\n\n* docs: v3.10.0 changelog",
"is_bot": false,
"headline": "[Fix] Compat issue with the `Accelerate` library (#489)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2026-02-28T15:09:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "07cecc44b48aceff98777a6427b40094067edc20",
"body": "* refactor: remove Parameters type\n\n* refactor: Betas\n\n* refactor: types\n\n* fix: type alias\n\n* update: code\n\n* build(deps): update deps\n\n* docs: v3.10.0 changelog\n\n* docs: v3.10.0 changelog\n\n* docs: v3.10.0 changelog\n\n* feature: various coefficients for zero_power_via_newton_schulz_5\n\n* update: distributed env aware\n\n* docs: v3.10.0 changelog\n\n* update: codes",
"is_bot": false,
"headline": "[Refactor] Replace `Parameters` to `ParamsT` (#488)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2026-02-28T14:36:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7a076d2f8f09735e82f9ec1d2d389ec2526bbdbb",
"body": "* docs: fix doc style\n\n* build(deps): uv",
"is_bot": false,
"headline": "[Docs] Fix doc-style (#487)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2026-02-12T13:02:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ec009fe8a9902ca712cb9ca6a99204a0bcf7501b",
"body": "* build(deps): update\n\n* docs: README\n\n* docs: v3.10.0 changelog\n\n* feature: SpectralSphere optimizer\n\n* chore: update-deps recipe\n\n* update: codes\n\n* build(ci): update pyright version to 1.1.408\n\n* build(deps): update the deps\n\n* refactor: remove unused params\n\n* refactor: type stuff\n\n* update: cod\n[…]\nve unused codes\n\n* update: recipe\n\n* docs: docstring\n\n* update: codes\n\n* update: codes\n\n* update: codes\n\n* update: codes\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Feature] Implement `SpectralSphere` optimizer (#485)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2026-02-08T07:28:43Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "bd612f72bf9ef85c3e065140451144b11504e2a1",
"body": "…mizer (#481)\n\n* update: add eps before rsqrt()\n\n* docs: v3.10.0 changelog\n\n* update: code",
"is_bot": false,
"headline": "[Fix] Potential `Nan` issue when performing `rsqrt()` in `AdamP` opti…",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2026-01-22T12:29:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "da46eff6f1294cd83eb07370b59e953d53a049df",
"body": "* fix: add sign\n\n* update: test codes",
"is_bot": false,
"headline": "[Fix] Add `sign` to the update term (#479)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2026-01-03T03:25:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0a35f232cf2a46a186f813262f3578e364239177",
"body": "* update: remove EmoNeco, EmoZeal optimizers\n\n* docs: README\n\n* docs: v3.10.0 changelog\n\n* docs: visualization\n\n* docs: optimizer\n\n* update: Emo-series optimizers\n\n* update: test cases\n\n* docs: update index.md\n\n* update: test cases\n\n* update: test cases\n\n* update: test cases\n\n* update: test cases\n\n* update: test cases\n\n* update: test cases\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Update] Emo-series optimizers (#478)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2026-01-01T14:35:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8ad6367528c1fa4bb5d224065ae6d234bc28982d",
"body": "* update: codes\n\n* update: codes\n\n* docs: v3.10.0 changelog\n\n* feature: adafactor stuff\n\n* update: codes\n\n* update: codes\n\n* style: fix type hint\n\n* fix: ams_bound\n\n* update: test cases\n\n* update: test cases\n\n* update: test cases\n\n* update: remove strinct param\n\n* docs: v3.10.0 changelog",
"is_bot": false,
"headline": "[Feature] More foreach (#477)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2026-01-01T12:58:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "32d5aacaaff3c4bbd3fc042aeec51ebdd51eb2e1",
"body": "* feature: foreach\n\n* feature: foreach\n\n* feature: foreach\n\n* feature: foreach\n\n* add: site/\n\n* refactor: codes\n\n* refactor: codes\n\n* update: codes\n\n* update: codes\n\n* update: codes\n\n* chore: run\n\n* update: codes\n\n* update: codes\n\n* update: codes\n\n* update: codes\n\n* update: codes\n\n* update: codes\n\n*\n[…]\ndate: codes\n\n* update: codes\n\n* build(deps): pyright\n\n* update: codes\n\n* update: codes\n\n* update: codes\n\n* update: codes\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Feature] Implement `foreach` functionality (#476)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-27T16:40:13Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "91b5ea8f63747ffea7da2d5c0e4a65f141154ea3",
"body": "* refactor: codes\n\n* refactor: codes\n\n* style: add more rules\n\n* style: add more rules\n\n* build(deps): dev deps\n\n* build(ci): update\n\n* build(ci): update\n\n* docs: CONTRIBUTING.md\n\n* docs: CONTRIBUTING.md",
"is_bot": false,
"headline": "[Refactor] codes (#475)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-26T14:05:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "09003568f9526cc7a9dc2c9ee8d68c12a8716b8e",
"body": "* docs: CLAUDE.md\n\n* refactor: test case\n\n* refactor: test cases",
"is_bot": false,
"headline": "[Refactor] codes (#474)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-26T13:25:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8f64628521b2ed2abbee32ff2a0b0c5fcc795328",
"body": "* refactor: pyproject\n\n* build(deps): uv\n\n* build(ci): uv\n\n* chore: Makefile\n\n* build(ci): global\n\n* build(ci): global\n\n* build(deps): python>=3.8\n\n* build(deps): requirements.txt\n\n* build(ci): install from requirements\n\n* build(ci): install from requirements\n\n* build(ci): back to sync\n\n* chore: pyt\n[…]\n(ci): fix typo\n\n* style: ignore pyright rule\n\n* build(ci): fix typo\n\n* build(ci): --no-editable\n\n* build(ci): cache\n\n* build(ci): cache\n\n* build(ci): disable pruning\n\n* build(ci): OMP_NUM_THREADS to 8",
"is_bot": false,
"headline": "[Refactor] yet another try to use `uv` (#473)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-26T08:38:23Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "d8659f87bfd2a736b29df41eb36d644d085e65ec",
"body": "* refactor: test cases\n\n* refactor: tests\n\n* refactor: tests\n\n* refactor: tests\n\n* refactor: tests",
"is_bot": false,
"headline": "[Refactor] tests (#471)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-26T05:49:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d3c81db7fa38cb7851b690d778b1482005981134",
"body": null,
"is_bot": false,
"headline": "build(ci): fix release title (#470)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-21T06:44:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d39bd3261d885119e77f97a5857358517ba4a8ca",
"body": null,
"is_bot": false,
"headline": "[skip ci] docs: prepend changelog for v3.9.0 (#469)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-21T06:37:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0716b25d680f21aa97b1694d4f9a7a47f7fffba6",
"body": null,
"is_bot": false,
"headline": "update: codes (#468)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-21T06:36:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e110aa69b55fa9952bde2b17a0e6dc8abf9ba977",
"body": "* build(deps): dev-deps\n\n* build(version): v3.9.0\n\n* docs: v3.9.0 changelog\n\n* docs: README\n\n* docs: v3.9.0 changelog\n\n* docs: CLAUDE.md\n\n* docs: v3.9.0 changelog\n\n* [skip ci] docs: update index.md\n\n* build(ci): remove [skip-ci] prefix\n\n* docs: paper link\n\n* docs: update index.md\n\n* docs: v3.9.0 changelog\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Release] v3.9.0 (#467)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-21T05:56:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2444283b82ca1db9ee514152b1ef6fcf7101a85a",
"body": "* docs: README\n\n* feature: Ano optimizer\n\n* update: Ano optimizer\n\n* update: test cases\n\n* [skip ci] docs: update index.md\n\n* ci: trigger condition\n\n* [skip ci] docs: update documentation\n\n* update: optimize the code\n\n* style: format\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Feature] Implement Ano optimizer (#466)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-20T19:00:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a37468bbeaa7cf30ceb944916de87948e5f43392",
"body": "…ter groups (#465)\n\n* update: code\n\n* docs: v3.9.0 changelog\n\n* fix: potentially access to the wrong key",
"is_bot": false,
"headline": "[Fix] Potentially access the wrong key when there are multiple parame…",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-20T18:27:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "13750694c5828f4c8f779dca70d4675cd0c7b61f",
"body": "* feature: update_docs\n\n* build(ci): ruff rules\n\n* update: code\n\n* docs: documentations\n\n* chore: update-docs\n\n* build(ci): update_docs action\n\n* update: body_items\n\n* chore: remove INP001 rule",
"is_bot": false,
"headline": "[Feature] Update the documentation automatically (#464)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-20T12:55:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5a18a78fe9d9a96248cc06c01ac50e9be1e908d1",
"body": "… when `Dropout` is enabled in `Kohya-ss` (#463)\n\n* docs: v3.9.0 changelog\n\n* build(deps): dev-deps\n\n* refactor: init_group\n\n* refactor: codes\n\n* style: ignore PLC0415",
"is_bot": false,
"headline": "[Fix] Call `init_group` every time to resolve the LoRA training issue…",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-20T12:21:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1b1313b04f95b0f65a13d0be9257385497f63e37",
"body": "* build(deps): dev deps\n\n* update: Emo-series optimizer\n\n* update: Emo-series optimizer\n\n* docs: v3.9.0 changelog\n\n* build(ci): bump CodeQL action version to v4\n\n* update: test cases\n\n* update: test cases\n\n* update: codes\n\n* refactor: codes\n\n* refactor: codes\n\n* build(ci): reportAssignmentType\n\n* fix: type of classes",
"is_bot": false,
"headline": "[Update] Bump Emo-series optimizer to the latest version (#461)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-06T12:35:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "99dc4a536181892e4a8f2f60c292345d6dc1b566",
"body": "* feature: implement Cautious Weight Decay\n\n* update: CWD\n\n* docs: v3.9.0 changelog\n\n* docs: README\n\n* update: codes\n\n* [skip ci] docs: update index.md\n\n* build(ci): static analysis\n\n* docs: badge\n\n* [skip ci] docs: update index.md\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Feature] Implement Cautious Weight Decay (#460)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-11-24T12:21:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7dfcc74d46bc133e0219957f50304ffac5c537f0",
"body": null,
"is_bot": false,
"headline": "docs: fix typo (#459)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-11-24T09:37:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c42cbe6ad4d4cfd57b5324319e5ad7927ab0ff94",
"body": "* docs: v3.9.0 changelog\n\n* chore: keyword\n\n* docs: README\n\n* feature: implement BCOS optimizer\n\n* update: BCOS optimizer\n\n* update: test cases\n\n* docs: BCOS optimizer\n\n* refactor: codes\n\n* build(ci): pyright rules\n\n* [skip ci] docs: update index.md\n\n* docs: visualization\n\n* add: BCOS visualizations\n\n* update: test_get_global_gradient_norm\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Feature] Implement BCOS optimizer (#458)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-11-23T11:33:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d91f0f0e0242494d92b5bc4d06073b57095fba59",
"body": "* update: codes\n\n* update: codes\n\n* build(deps): packages\n\n* update: codes\n\n* build(ci): pyright version\n\n* build(ci): pyright rules\n\n* update: codes\n\n* update: visualizations\n\n* update: visualizations\n\n* update: codes\n\n* update: visualizations\n\n* update: codes\n\n* update: visualizations\n\n* update: v\n[…]\nrequirements-docs.txt\n\n* update: visualizations\n\n* chore: remove duplicated works\n\n* update: visualizations\n\n* update: visualizations\n\n* chore: name\n\n* update: visualizations\n\n* update: visualizations",
"is_bot": false,
"headline": "[Update] Stuff (#457)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-11-23T09:31:08Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "bcee0bae405dffadab477c3605203eb3dbadf383",
"body": "* build(ci): github actions\n\n* build(ci/cd): fix typo",
"is_bot": false,
"headline": "[CI/CD] Update the gh action version to the latest (#452)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-10-26T06:36:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9c185975862c089686f401274e5365b8acdf33ad",
"body": null,
"is_bot": false,
"headline": "[skip ci] docs: prepend changelog for v3.8.2 (#451)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-10-26T05:57:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4b866c24caa2f32990bdc22f6b25737a15638398",
"body": "* build(version): v3.8.2\n\n* docs: v3.8.2 changelog\n\n* docs: v3.8.2 changelog",
"is_bot": false,
"headline": "[Release] v3.8.2 (#450)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-10-26T05:56:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "baa2fd2d1204f31a5c3d02a721b0ae2f13fc8665",
"body": "* docs: google-style docstring\n\n* build(docs): google-style docstring\n\n* build(deps): mkdocstrings-python\n\n* docs: google-style docstring\n\n* docs: google-style docstring\n\n* docs: google-style docstring\n\n* docs: google-style docstring\n\n* docs: v3.8.2 changelog\n\n* docs: docstring\n\n* docs: docstring\n\n* update: test cases\n\n* docs: docstring",
"is_bot": false,
"headline": "[Docs] Convert to google-style docstring (#449)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-10-25T17:52:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0283cf58f7b0d6cfdc7043fe6c54ce9c8c5efc16",
"body": "* update: codes\n\n* build(deps): dev deps\n\n* docs: v3.8.2 changelog\n\n* chore: disable warnings for pytest\n\n* build(ci): split tasks\n\n* fix: TypeAlias\n\n* update: Parameters type\n\n* build(deps): pytorch\n\n* update: test_version_utils\n\n* build(deps): pytorch\n\n* update: test cases\n\n* update: test cases\n\n* update: test cases\n\n* update: test cases\n\n* update: test cases\n\n* update: test cases\n\n* build(ci): refactor publish script\n\n* fix: test_version_utils\n\n* build(ci): remove `check lint`",
"is_bot": false,
"headline": "[Update] Lots of stuff (#448)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-10-25T14:39:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "13ad3e89925ba01408b200e698299797f23ae2b1",
"body": null,
"is_bot": false,
"headline": "[skip ci] docs: prepend changelog for v3.8.1 (#447)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-10-18T10:44:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "657092f29ad49a52c4ccdc0ff146ac70fb21b8dc",
"body": null,
"is_bot": false,
"headline": "build(version): v3.8.1 (#446)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-10-18T10:42:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "56c2be089c97b0a201ed6a41b1282cc64fda7e35",
"body": "…arams of the `Conda` optimizer (#444)\n\n* build(deps): dev deps\n\n* update: expose Galore parameters\n\n* docs: v3.8.1 changelog",
"is_bot": false,
"headline": "[Update] Expose the parameters of the `GaloreProjector` to the init p…",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-10-18T10:33:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "63f66237dc4d599943bc8335fac935d0c334f586",
"body": "* docs: v3.8.1 changelog\n\n* docs: README\n\n* feature: Conda optimizer\n\n* update: test cases\n\n* update: condition\n\n* update: condition\n\n* [skip ci] docs: update index.md\n\n* docs: Conda optimizer\n\n* chore: keyword\n\n* build(deps): dev deps\n\n* ci: bump pyright to 1.1.406\n\n* update: test_galore_projection_type\n\n* update: test_galore_methods\n\n* update: test_galore_methods\n\n* update: test_galore_methods\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Feature] Implement `Conda` optimizer (#441)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-10-03T08:26:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aa70cc97e9dbb5f5951a7647c2561108f3acc178",
"body": "* build(deps): dev deps\n\n* style: fix RUF059\n\n* update: EmoNavi v3 optimizer\n\n* style: fix RUF059\n\n* update: EmoNavi series\n\n* update: recipes\n\n* update: code\n\n* update: recipe\n\n* docs: v3.8.1 changelog\n\n* update: visualize_optimizers\n\n* update: visualizations\n\n* update: visualizations",
"is_bot": false,
"headline": "[Update] EmoNavi optimizer to the latest version (#439)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-09-21T06:22:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0c0f48f1d5c8c92c1ea06b4887896c8165b2a620",
"body": "…rom EXAdam (#438)\n\nRemoved numpy dependency and adjusted step size calculation based on the latest update of the EXAdam paper https://arxiv.org/abs/2412.20302",
"is_bot": false,
"headline": "[Update] Eliminate numpy usage and update learning rate application f…",
"author_name": "Ahmed Mostafa",
"author_login": "AhmedMostafa16",
"committed_at": "2025-09-20T16:28:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9dd83d08adb1811074f04a16895654b27f5f5388",
"body": "* docs: README\n\n* docs: v3.8.1. changelog\n\n* feature: implement AdaGO optimizer\n\n* update: AdaGO optimizer\n\n* docs: AdaGO optimizer\n\n* update: recipe\n\n* update: recipes\n\n* update: recipes\n\n* [skip ci] docs: update index.md\n\n* docs: v3.8.1 changelog\n\n* update: test_muon_use_muon_param\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Feature] Implement `AdaGO` optimizer (#437)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-09-04T15:16:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3ee59259325f0f1d27c3a70f35b1a5ffbba899c7",
"body": "* ci(pyright): add rules\n\n* style: fix pyright errors\n\n* ci(pyright): excludes\n\n* style: fix pyright errors\n\n* ci(pyright): add more rules\n\n* ci(pyright): add more rules\n\n* style: fix pyright errors\n\n* chore: remove init recipe\n\n* ci: update name\n\n* ci: static analysis\n\n* ci: rename to Type Checker\n\n[…]\nortPrivateImportUsage to false\n\n* [skip ci] docs: update index.md\n\n* chore: check recipe\n\n* ci(pyright): update includes\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Update] Introduce `pyright` for type checking (#435)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-08-31T08:05:31Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "0a671c96e614373dfba95d3bc74cf43255f7b0dc",
"body": "* feature: implement FriendlySAM optimizer\n\n* build(deps): dev deps\n\n* update: FriendlySAM optimizer\n\n* update: number of optimizers\n\n* docs: README\n\n* chore: keyword\n\n* docs: v3.8.1 changelog\n\n* fix: value to weight\n\n* update: recipes\n\n* update: recipes\n\n* docs: FriendlySAM optimizer\n\n* [skip ci] docs: update index.md\n\n* docs: FriendlySAM docstring\n\n* update: test_sam_family_methods\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Feature] Implement `FriendlySAM` optimizer (#434)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-08-31T03:52:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "45e00ec031a963c3e478776539eceeb85b2a7210",
"body": "1. Using `torch.linalg.norm` instaed of `torch.norm`\r\ntorch.norm is deprecated and may be removed in a future PyTorch release.\r\n\r\n2. Grad_norm maybe zero. There is no need to update param for such situation.",
"is_bot": false,
"headline": "Update spam.py (#431)",
"author_name": "liveck",
"author_login": "liveck",
"committed_at": "2025-08-19T12:06:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bf711d8ce2aae4053ed978c2a183bef65d7c31bf",
"body": "* chore: remove isort\n\n* build(deps): remove isort",
"is_bot": false,
"headline": "[Dependency] Remove `isort` (#429)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-08-15T08:47:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0d2edb35bd2a53cb91ea2f9026fa982354710915",
"body": "* build(deps): mkdocs-git-revision-date-localized-plugin\n\n* docs: mkdocs configuration\n\n* docs: v3.8.1 changelog\n\n* ci: only run automerge when `automerge` label is assigned\n\n* ci: remove log",
"is_bot": false,
"headline": "[Docs] Upgrade the documentation page (#428)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-08-14T14:37:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b426ba3b343e8aab3b09730cb628dc88941a5b65",
"body": null,
"is_bot": false,
"headline": "ci: refactor GITHUB_OUTPUT",
"author_name": "kozistr",
"author_login": "kozistr",
"committed_at": "2025-08-14T13:44:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8fee357b03326a9b90d4c96aeea4621edaa92b82",
"body": null,
"is_bot": false,
"headline": "ci: remove prepend_changelog",
"author_name": "kozistr",
"author_login": "kozistr",
"committed_at": "2025-08-14T13:36:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "89d919560e40eb6a97d2db993dbf1864b1d66639",
"body": null,
"is_bot": false,
"headline": "[skip ci] docs: prepend changelog for v3.8.0 (#427)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-08-14T13:32:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d647f16f716c3fe01bd0a84b9fa7befd89c2592d",
"body": null,
"is_bot": false,
"headline": "ci: automerge",
"author_name": "kozistr",
"author_login": "kozistr",
"committed_at": "2025-08-14T13:15:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3f5f9acfc3731ae6945dd4964a2f2aa2d081a05e",
"body": null,
"is_bot": false,
"headline": "ci: automerge",
"author_name": "kozistr",
"author_login": "kozistr",
"committed_at": "2025-08-14T13:05:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c1c281b0d73e87dc8a1d352f1efdceef09da1a6c",
"body": null,
"is_bot": false,
"headline": "ci: prepend_changelog",
"author_name": "kozistr",
"author_login": "kozistr",
"committed_at": "2025-08-14T12:51:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d6b449157672384ae38156b70c34bf5b22010465",
"body": null,
"is_bot": false,
"headline": "ci: publish",
"author_name": "kozistr",
"author_login": "kozistr",
"committed_at": "2025-08-13T15:05:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "036814690a2cca045ed2b582deb359e7d06684fa",
"body": null,
"is_bot": false,
"headline": "ci: prepend changelog",
"author_name": "kozistr",
"author_login": "kozistr",
"committed_at": "2025-08-13T14:56:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ae070da439a12cd76b588b31f6b2fa5ab12c9e42",
"body": null,
"is_bot": false,
"headline": "ci: condition",
"author_name": "kozistr",
"author_login": "kozistr",
"committed_at": "2025-08-13T14:49:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cca78eaa76e3ee3451f5241918d3cf26587e1ab7",
"body": null,
"is_bot": false,
"headline": "ci: prepend changelog",
"author_name": "kozistr",
"author_login": "kozistr",
"committed_at": "2025-08-13T14:43:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1c759aeb0332f8e9c42239aa81d03aadd0296207",
"body": null,
"is_bot": false,
"headline": "ci: prepend changelog",
"author_name": "kozistr",
"author_login": "kozistr",
"committed_at": "2025-08-13T14:33:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d00bffa23ad08a2ebee8086e257af9891f0b4e17",
"body": null,
"is_bot": false,
"headline": "ci: prepend changelog",
"author_name": "kozistr",
"author_login": "kozistr",
"committed_at": "2025-08-13T14:30:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a550e44219b2d38c04e92816c7b14acffcf6e7fd",
"body": null,
"is_bot": false,
"headline": "ci: prepend changelog",
"author_name": "kozistr",
"author_login": "kozistr",
"committed_at": "2025-08-13T14:29:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a97807bf3cf9890c5c3681f86a4ea7fa4b658df7",
"body": null,
"is_bot": false,
"headline": "ci: prepend changelog",
"author_name": "kozistr",
"author_login": "kozistr",
"committed_at": "2025-08-13T14:19:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "11c49d5cf8db64e5ce25efa05185f100526e382e",
"body": null,
"is_bot": false,
"headline": "ci: prepend changelog",
"author_name": "kozistr",
"author_login": "kozistr",
"committed_at": "2025-08-13T14:17:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fb80f32d94de558f660e3f89b433dc32e92e4f56",
"body": null,
"is_bot": false,
"headline": "ci: prepend changelog",
"author_name": "kozistr",
"author_login": "kozistr",
"committed_at": "2025-08-13T14:15:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bc4ba1130ac284222a2f391d78ec2cd83f2c66a6",
"body": null,
"is_bot": false,
"headline": "ci(fix): explicit branch name",
"author_name": "kozistr",
"author_login": "kozistr",
"committed_at": "2025-08-13T14:12:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "483a816ac2385b0898ccc717e2d6655fdc182d99",
"body": "* docs: v3.8.0 changelog\n\n* build(version): v3.8.0",
"is_bot": false,
"headline": "[Release] v3.8.0 (#419)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-08-13T14:05:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "75c7945ed87c5f66ba7e0d3e079be5f3455d2831",
"body": "* build(deps): docs requirements\n\n* feature: implement DistributedMuon optimizer\n\n* docs: v3.8.0 changelog\n\n* feature: implement StochasticAccumulator\n\n* update: DistributedMuon optimizer\n\n* docs: DistributedMuon optimizer\n\n* docs: v3.8.0 changelog\n\n* update: test recipe\n\n* refactor: remove unused var\n\n* docs: v3.8.0 changelog\n\n* update: test_stochastic_accumulation_hook\n\n* update: recipes\n\n* refactor: exception message format\n\n* update: mse to bce",
"is_bot": false,
"headline": "[Feature] Implement `DistributedMuon` optimizer (#418)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-08-13T13:50:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6071805d34942e2a665ff4fa6b1ee1c086b167d6",
"body": "* docs: v3.8.0 changelog\n\n* feature: support cautious variant\n\n* update: test recipe\n\n* docs: v3.8.0 changelog\n\n* update: visualize_optimizers\n\n* docs: v3.8.0 changelog\n\n* docs: visualization\n\n* build(deps): mkdocs plugins\n\n* refactor: awesome-nav\n\n* ci: update labeler",
"is_bot": false,
"headline": "[Feature] Support `cautious` variant for `Muon` optimizer (#417)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-08-12T15:09:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6704a2203ec6eafa0265fe6fe91b6701cb6b1986",
"body": "* update: visualization\n\n* update: type annotations",
"is_bot": false,
"headline": "[Update] Optimizer visualization (#416)",
"author_name": "Aidin",
"author_login": "AidinHamedi",
"committed_at": "2025-08-10T12:38:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0b8c7a52828fe57158bfc978b03d57c40b72d9ba",
"body": "* style: enable RUF028\n\n* style: fix RUF028\n\n* refactor: order\n\n* style: max-statements to 60\n\n* style: disable PLR0915\n\n* style: pylint rules\n\n* style: disable PLR0912\n\n* docs: v3.8.0 changelog\n\n* docs: README\n\n* update: modules\n\n* update: number of optimizers\n\n* update: remove wrapper optimizers\n\n\n[…]\n remove bug label\n\n* ci: explicit configuration-path\n\n* ci: add more labels\n\n* ci: checkout repo\n\n* docs: TRAC docstring\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Update] lots of stuff (#415)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-08-10T07:27:35Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "04b37582cd6a5b0f1e14dd6f74969bf78571c3de",
"body": "* docs: v3.8.0 changelog\n\n* docs: README\n\n* feature: support decoupling parameter C\n\n* update: recipe\n\n* docs: update index.md\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Feature] Implement `Refined Schedule-Free AdamW` optimizer (#414)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-08-09T15:49:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4418b8c15d7b1d7999781c56b68a4a5c40dac2aa",
"body": "* ci: rename to copy_readme\n\n* build(ci): pr_labeler action",
"is_bot": false,
"headline": "[CI] Add `pr_labeler` github action (#413)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-08-09T15:20:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3fd7147dd0ef34a681ba185cb4c88da8de1bc4ce",
"body": "* ci: copy readme.md to docs/index.md\n\n* docs: README.md\n\n* ci: push_options\n\n* docs: update index.md\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[CI] Copy `README.md` to `/docs/index.md` automatically (#412)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-08-09T14:54:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cff7179bce0c0de9f1c2333974f9a20c2ee40f35",
"body": "* ci: prepend_changelog\n\n* ci: prepend_changelog\n\n* ci: prepend_changelog\n\n* ci: prepend_changelog\n\n* docs: prepend changelog to CHANGELOG.md\n\n* ci: remove test script\n\n* docs: rollback content\n\n* ci: add prepend-changelog\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Feature] Prepend the changelog automatically (#411)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-08-09T14:30:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "49f75d039363d26111b69fa1726e722b3ead7299",
"body": "* docs: v3.8.0 changelog\n\n* build(deps): packages\n\n* update: reimplement Muon and AdaMuon optimizers\n\n* update: test cases\n\n* update: test_complex_not_supported\n\n* update: test_muon_no_gradient\n\n* update: Muon recipes\n\n* feature: implement prepare_muon_parameters\n\n* update: prepare Muon parameters\n\n* update: test_create_optimizer\n\n* update: BETA_OPTIMIZER_NAMES\n\n* docs: v3.8.0 changelog",
"is_bot": false,
"headline": "[Update] Re-implement `Muon` and `AdaMuon` optimizers (#410)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-08-09T13:39:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "51a175a1a21fd5e3436aefd31759bfd9fef35d4c",
"body": "* feature: EmoNeco, EmoZeal optimizers\n\n* update: EmoNeco, EmoZeal optimizers\n\n* update: test cases\n\n* docs: README\n\n* chore: keywords\n\n* docs: v3.7.1 changelog\n\n* docs: EmoNeco, EmoZeal optimizers\n\n* add: visualizations\n\n* docs: visualization\n\n* update: recipes\n\n* update: recipes",
"is_bot": false,
"headline": "[Feature] Implement `EmoNeco` and `EmoZeal` optimizers (#407)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-08-02T12:48:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5a985ade9c6a887c6507a061d1ce16673882a155",
"body": "* docs: changelog\n\n* docs: PR template\n\n* refactor: semgrep report\n\n* docs: PR template\n\n* build(ci): update codecov-action version to v5\n\n* build(ci): CodeQL\n\n* docs: README",
"is_bot": false,
"headline": "[Update] stuff (#406)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-07-31T13:39:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ecdf6b6644785a2ed43c4f49b783733f363ba43d",
"body": "* build(version): v3.7.0\n\n* update: exclude some optimizers\n\n* add: visualizations\n\n* docs: visualization",
"is_bot": false,
"headline": "[Release] v3.7.0 (#405)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-07-28T14:32:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "53a2880ae3b884cc719d0e2846c974867ce1c676",
"body": "* fix: type-hint\n\n* docs: v3.6.2 changelog\n\n* build(deps): dev dependencies\n\n* fix: type hint\n\n* docs: v3.7.0 changelog\n\n* update: test_version_utils\n\n* fix: test_version_utils\n\n* docs: v3.7.0 changelog",
"is_bot": false,
"headline": "[Fix] type-hint (#404)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-07-28T13:37:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "59522ccb5527629a890184df3d87f615ea2eb98c",
"body": "Hi! Just checking out your project and I've noticed that you claim to support `>= 3.8`, but you never check other versions except 3.12 in CI.\r\n\r\nhttps://github.com/kozistr/pytorch_optimizer/blob/3c02a48389c065f060a26e5486f7e702ff9fd17c/pyproject.toml#L33-L39\r\n\r\nI think that it is important to be sure all version work :)\r\nThey can have different bugs.",
"is_bot": false,
"headline": "Test all versions in CI (#401)",
"author_name": "sobolevn",
"author_login": "sobolevn",
"committed_at": "2025-07-28T13:06:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3c02a48389c065f060a26e5486f7e702ff9fd17c",
"body": "…400)\n\n* docs: EmoNavi optimizer\n\n* feature: EmoNavi optimizer\n\n* chore: keyword\n\n* update: codes\n\n* docs: v3.6.2 changelog\n\n* fix: alpha to weight\n\n* update: closure\n\n* update: recipes\n\n* fix: closure\n\n* update: loss\n\n* refactor: shadow_weight",
"is_bot": false,
"headline": "[Feature] Implement `EmoNavi`, `EmoFact`, and `EmoLynx` optimizers (#…",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-07-28T06:43:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "22abf5a97b6b073a19d44d73e00439d0b1307532",
"body": "* docs: SPlus optimizer\n\n* feature: SPlus optimizer\n\n* docs: v3.6.2 changelog\n\n* update: SPlus optimizer\n\n* update: test cases\n\n* build(deps): update dev deps\n\n* chore: keyword\n\n* docs: SPlus optimizer\n\n* docs: README",
"is_bot": false,
"headline": "[Feature] Implement SPlus optimizer (#399)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-07-26T07:04:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "74db1eb81488f9f25aabb6cd939bf915d42ca998",
"body": "…_ams_bound()` (#398)\n\n* docs: v3.6.2 changelog\n\n* update: exp_avg_sq_eps\n\n* docs: v3.6.2 changelog",
"is_bot": false,
"headline": "[Fix] Use a smaller `eps` value when adding to `exp_avg_sq` in `apply…",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-07-25T08:22:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b0146c2ca652b47132404a08c51bbf5d3d218aa4",
"body": "* feature: AdaMuon optimizer\n\n* update: test cases\n\n* build(deps): update dev-deps\n\n* docs: AdaMuon optimizer\n\n* docs: AdaMuon optimizer\n\n* docs: v3.6.2 changelog\n\n* fix: test_get_supported_optimizers\n\n* fix: recipe\n\n* fix: test_get_supported_optimizers",
"is_bot": false,
"headline": "[Feature] Implement `AdaMuon` optimizer (#395)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-07-20T12:43:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "77098e99af6e37689fba96f20b66e215b151e885",
"body": "* build(version): v3.6.1\n\n* build(deps): update packages\n\n* style: PLC0415\n\n* style: fix RUF005\n\n* update: beta range to `[0, 1)`\n\n* docs: v3.6.1 changelog\n\n* update: default beta3 range to `[0, 1]`\n\n* update: validate_betas\n\n* update: validate_betas\n\n* update: OPTIMIZERS_IGNORE\n\n* update: test_version_utils",
"is_bot": false,
"headline": "[Release] v3.6.1 (#392)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-07-05T11:41:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2a4423dc96321d7235ca8d6b080fe20840992fb8",
"body": "* feature: implement AdamC optimizer\n\n* update: AdamC optimizer\n\n* docs: AdamC optimizer\n\n* docs: AdamC optimizer\n\n* update: recipe\n\n* docs: v3.6.1 changelog\n\n* docs: README\n\n* update: test_get_supported_optimizers\n\n* update: recipe",
"is_bot": false,
"headline": "[Feature] Implement AdamC optimizer (#390)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-06-12T06:18:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "030d303b8f3ef506b4aa96d975d2234d13afa5f5",
"body": "* docs: v3.6.1 changelog\n\n* feature: AdamWSN optimizer\n\n* update: AdamWSN optimizer\n\n* update: recipe\n\n* docs: README\n\n* docs: AdamWSN optimizer\n\n* update: AdamWSN optimizer\n\n* update: test_csd\n\n* update: no cover\n\n* style: skip\n\n* fix: size to ndim\n\n* update: AdamWSN optimizer\n\n* fix: test_get_supported_optimizers\n\n* docs: README",
"is_bot": false,
"headline": "[Feature] Implement AdamWSN optimizer (#389)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-06-08T09:52:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "02fc0af89c4aac1616bf7dcbbb5e08cb65413b5c",
"body": "* feature: lots of cooldown type\n\n* update: test case\n\n* docs: v3.6.1 changelog\n\n* build(deps): packages",
"is_bot": false,
"headline": "[Feature] Implment more cooldown types for WSD lr scheduler (#386)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-05-31T06:22:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5aa4d1309893252876dd6e7a54d842d85f928d87",
"body": "[Fix] momentum in SCION optimizer",
"is_bot": false,
"headline": "Merge pull request #385 from kozistr/fix/scion-optimizer",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-05-28T03:53:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "64a7e7d19e17151ab0f90ef28b665519fa5a6579",
"body": null,
"is_bot": false,
"headline": "docs: v3.6.1 changelog",
"author_name": "kozistr",
"author_login": "kozistr",
"committed_at": "2025-05-28T03:49:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2a74a722329478a8c3156c764d28e922ff1e4a9c",
"body": null,
"is_bot": false,
"headline": "update: recipe",
"author_name": "kozistr",
"author_login": "kozistr",
"committed_at": "2025-05-28T03:46:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ab73a77095a78fa3730810241e1cf248b2459a8f",
"body": null,
"is_bot": false,
"headline": "update: recipe",
"author_name": "kozistr",
"author_login": "kozistr",
"committed_at": "2025-05-28T03:44:54Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 92,
"commits_last_year": 89,
"latest_release_at": "2026-05-23T13:56:51Z",
"latest_release_tag": "v3.10.1",
"releases_from_tags": false,
"days_since_last_push": 1,
"active_weeks_last_year": 23,
"days_since_latest_release": 63,
"mean_days_between_releases": 43.5
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 100,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"ecosystem": {
"packages": [
{
"name": "pytorch_optimizer",
"exists": true,
"license": "Apache-2.0",
"keywords": [
"A2Grad",
"ADOPT",
"APOLLO",
"ASGD",
"AccSGD",
"AdEMAMix",
"AdaBelief",
"AdaBound",
"AdaDelta",
"AdaFactor",
"AdaGC",
"AdaHessian",
"AdaLomo",
"AdaMax",
"AdaMod",
"AdaMuon",
"AdaNorm",
"AdaPNM",
"AdaSmooth",
"Adai",
"Adalite",
"AdamG",
"AdamMini",
"AdamP",
"AdamS",
"Adan",
"AggMo",
"Aida",
"AliG",
"Alice",
"Amos",
"Apollo",
"AvaGrad",
"BCE",
"BCEFocal",
"BCOS",
"Bi-Tempered",
"CAME",
"Conda",
"DAdaptAdaGrad",
"DAdaptAdam",
"DAdaptAdan",
"DAdaptLion",
"DAdaptSGD",
"DeMo",
"Dice",
"DiffGrad",
"DualAdam",
"EXAdam",
"EmoFact",
"EmoLynx",
"EmoNavi",
"EmoNeco",
"EmoZeal",
"FAdam",
"FOCUS",
"FTRL",
"Fira",
"FlashAdamW",
"Focal",
"FocalCosine",
"FocalTversky",
"FriendlySAM",
"Fromage",
"GCSAM",
"GSAM",
"GaLore",
"Grams",
"Gravity",
"GrokFast",
"Jaccard",
"Kate",
"LARS",
"LDAM",
"LOMO",
"LaProp",
"Lamb",
"Lion",
"LoRARite",
"LookSAM",
"Lookahead",
"LovaszHinge",
"MADGRAD",
"MARS",
"MSVAG",
"Muno",
"Nero",
"NovoGrad",
"OrthoGrad",
"PAdam",
"PCGrad",
"PID",
"PNM",
"PSGD",
"Prodigy",
"QGaLore",
"QHAdam",
"QHM",
"RACS",
"RAdam",
"Ranger",
"Ranger21",
"RotoGrad",
"SAM",
"SCION",
"SGDP",
"SGDW",
"SM3",
"SOAP",
"SPAM",
"SPlus",
"SRMM",
"SWATS",
"ScalableShampoo",
"ScheduleFreeAdamW",
"ScheduleFreeRAdam",
"ScheduleFreeSGD",
"Shampoo",
"SignSGD",
"Simplified-AdEMAMix",
"SoftF1",
"SopihaH",
"StableAdamW",
"StableSPAM",
"TAM",
"TRAC",
"Tiger",
"Tversky",
"VSGD",
"WSAM",
"WSD",
"Yogi",
"bSAM",
"bitsandbytes",
"deep-learning",
"lr scheduler",
"optimizer",
"pytorch",
"Development Status :: 5 - Production/Stable",
"Intended Audience :: Developers",
"Intended Audience :: Education",
"Intended Audience :: Science/Research",
"License :: OSI Approved :: Apache Software License",
"Operating System :: OS Independent",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13",
"Programming Language :: Python :: 3.14",
"Programming Language :: Python :: 3.8",
"Programming Language :: Python :: 3.9",
"Topic :: Scientific/Engineering",
"Topic :: Scientific/Engineering :: Artificial Intelligence",
"Topic :: Software Development",
"Topic :: Software Development :: Libraries",
"Topic :: Software Development :: Libraries :: Python Modules"
],
"ecosystem": "pypi",
"matches_repo": null,
"registry_url": "https://pypi.org/project/pytorch_optimizer/",
"is_deprecated": false,
"latest_version": "3.10.1",
"repository_url": null,
"versions_count": 91,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": "2021-09-21T13:53:28.986805Z",
"latest_published_at": "2026-05-23T13:57:09.688002Z",
"latest_version_yanked": null,
"days_since_latest_publish": 63
}
]
},
"popularity": {
"forks": 42,
"stars": 421,
"watchers": 6,
"fork_history": {
"days": [
{
"date": "2021-10-09",
"count": 1
},
{
"date": "2021-10-31",
"count": 1
},
{
"date": "2022-01-13",
"count": 1
},
{
"date": "2022-08-23",
"count": 1
},
{
"date": "2023-03-29",
"count": 1
},
{
"date": "2023-04-01",
"count": 1
},
{
"date": "2023-05-04",
"count": 1
},
{
"date": "2023-06-01",
"count": 1
},
{
"date": "2023-08-21",
"count": 1
},
{
"date": "2023-08-30",
"count": 1
},
{
"date": "2023-11-07",
"count": 1
},
{
"date": "2024-01-01",
"count": 1
},
{
"date": "2024-01-30",
"count": 1
},
{
"date": "2024-02-10",
"count": 1
},
{
"date": "2024-05-29",
"count": 1
},
{
"date": "2024-06-19",
"count": 1
},
{
"date": "2024-10-23",
"count": 1
},
{
"date": "2024-11-27",
"count": 1
},
{
"date": "2024-12-20",
"count": 1
},
{
"date": "2025-01-27",
"count": 1
},
{
"date": "2025-02-14",
"count": 1
},
{
"date": "2025-02-17",
"count": 1
},
{
"date": "2025-06-19",
"count": 1
},
{
"date": "2025-06-28",
"count": 1
},
{
"date": "2025-07-28",
"count": 1
},
{
"date": "2025-08-06",
"count": 1
},
{
"date": "2025-08-19",
"count": 1
},
{
"date": "2025-09-10",
"count": 1
},
{
"date": "2025-09-20",
"count": 1
},
{
"date": "2025-10-15",
"count": 1
},
{
"date": "2025-11-01",
"count": 1
},
{
"date": "2025-12-04",
"count": 1
},
{
"date": "2026-01-20",
"count": 1
},
{
"date": "2026-01-26",
"count": 1
},
{
"date": "2026-02-26",
"count": 1
},
{
"date": "2026-04-28",
"count": 1
},
{
"date": "2026-05-21",
"count": 1
},
{
"date": "2026-05-28",
"count": 1
},
{
"date": "2026-06-29",
"count": 1
},
{
"date": "2026-07-05",
"count": 1
},
{
"date": "2026-07-20",
"count": 1
}
],
"complete": true,
"collected": 41,
"total_forks": 42
},
"star_history": null,
"open_issues_and_prs": 8
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"examples"
],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [
"Makefile"
],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [
"pytorch_optimizer/py.typed"
],
"toolchain_manifests": [],
"largest_source_bytes": 35314,
"source_files_sampled": 159,
"oversized_source_files": 0,
"agent_instruction_files": [
"CLAUDE.md"
],
"agent_instruction_max_bytes": 4881
},
"dependencies": {
"manifests": [
"pyproject.toml",
"requirements-docs.txt"
],
"advisories": {
"error": null,
"scope": "published_package",
"source": "osv",
"findings": [],
"collected": true,
"malicious": [],
"truncated": false,
"by_severity": {},
"advisory_count": 0,
"affected_count": 0,
"assessed_count": 2,
"malicious_count": 0,
"assessed_package": "pypi:pytorch_optimizer@3.10.1",
"unassessed_count": 0,
"direct_affected_count": 0
},
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "numpy",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">1.24.4"
},
{
"name": "numpy",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "<=1.24.4"
},
{
"name": "torch",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.10,<2.5"
},
{
"name": "torch",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.10,<2.9"
},
{
"name": "torch",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.10"
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "numpy",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": true,
"version": "1.24.4",
"ecosystem": "pypi"
},
{
"name": "torch",
"direct": true,
"version": "2.4.1",
"ecosystem": "pypi"
},
{
"name": "black",
"direct": false,
"version": "24.8.0",
"ecosystem": "pypi"
},
{
"name": "click",
"direct": false,
"version": "8.1.8",
"ecosystem": "pypi"
},
{
"name": "colorama",
"direct": false,
"version": "0.4.6",
"ecosystem": "pypi"
},
{
"name": "coverage",
"direct": false,
"version": "7.6.1",
"ecosystem": "pypi"
},
{
"name": "exceptiongroup",
"direct": false,
"version": "1.3.1",
"ecosystem": "pypi"
},
{
"name": "filelock",
"direct": false,
"version": "3.16.1",
"ecosystem": "pypi"
},
{
"name": "fsspec",
"direct": false,
"version": "2025.3.0",
"ecosystem": "pypi"
},
{
"name": "hatchling",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "iniconfig",
"direct": false,
"version": "2.1.0",
"ecosystem": "pypi"
},
{
"name": "jinja2",
"direct": false,
"version": "3.1.6",
"ecosystem": "pypi"
},
{
"name": "markdown-include",
"direct": false,
"version": "0.8.1",
"ecosystem": "pypi"
},
{
"name": "markupsafe",
"direct": false,
"version": "2.1.5",
"ecosystem": "pypi"
},
{
"name": "mdx-truly-sane-lists",
"direct": false,
"version": "1.3",
"ecosystem": "pypi"
},
{
"name": "mkdocs",
"direct": false,
"version": "1.6.1",
"ecosystem": "pypi"
},
{
"name": "mkdocs-awesome-nav",
"direct": false,
"version": "3.3.0",
"ecosystem": "pypi"
},
{
"name": "mkdocs-git-revision-date-localized-plugin",
"direct": false,
"version": "1.5.1",
"ecosystem": "pypi"
},
{
"name": "mkdocs-material",
"direct": false,
"version": "9.7.6",
"ecosystem": "pypi"
},
{
"name": "mkdocstrings-python",
"direct": false,
"version": "2.0.3",
"ecosystem": "pypi"
},
{
"name": "mpmath",
"direct": false,
"version": "1.3.0",
"ecosystem": "pypi"
},
{
"name": "mypy-extensions",
"direct": false,
"version": "1.1.0",
"ecosystem": "pypi"
},
{
"name": "networkx",
"direct": false,
"version": "3.1",
"ecosystem": "pypi"
},
{
"name": "nodeenv",
"direct": false,
"version": "1.10.0",
"ecosystem": "pypi"
},
{
"name": "packaging",
"direct": false,
"version": "26.0",
"ecosystem": "pypi"
},
{
"name": "pathspec",
"direct": false,
"version": "0.12.1",
"ecosystem": "pypi"
},
{
"name": "platformdirs",
"direct": false,
"version": "4.3.6",
"ecosystem": "pypi"
},
{
"name": "pluggy",
"direct": false,
"version": "1.5.0",
"ecosystem": "pypi"
},
{
"name": "pygments",
"direct": false,
"version": "2.19.2",
"ecosystem": "pypi"
},
{
"name": "pymdown-extensions",
"direct": false,
"version": "10.21.2",
"ecosystem": "pypi"
},
{
"name": "pyright",
"direct": false,
"version": "1.1.408",
"ecosystem": "pypi"
},
{
"name": "pytest",
"direct": false,
"version": "8.3.5",
"ecosystem": "pypi"
},
{
"name": "pytest-cov",
"direct": false,
"version": "5.0.0",
"ecosystem": "pypi"
},
{
"name": "pytokens",
"direct": false,
"version": "0.4.1",
"ecosystem": "pypi"
},
{
"name": "pytorch-optimizer",
"direct": false,
"version": "3.10.1",
"ecosystem": "pypi"
},
{
"name": "ruff",
"direct": false,
"version": "0.15.4",
"ecosystem": "pypi"
},
{
"name": "setuptools",
"direct": false,
"version": "82.0.0",
"ecosystem": "pypi"
},
{
"name": "sympy",
"direct": false,
"version": "1.13.3",
"ecosystem": "pypi"
},
{
"name": "tomli",
"direct": false,
"version": "2.4.0",
"ecosystem": "pypi"
},
{
"name": "typing-extensions",
"direct": false,
"version": "4.13.2",
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 41,
"direct_count": 3,
"indirect_count": 38
}
},
"maintainership": {
"issues": {
"open_prs": 1,
"merged_prs": 350,
"open_issues": 7,
"closed_ratio": 0.95,
"closed_issues": 133,
"closed_unmerged_prs": 21
},
"bus_factor": 1,
"bot_contributors": 1,
"top_contributors": [
{
"type": "User",
"login": "kozistr",
"commits": 4017,
"avatar_url": "https://avatars.githubusercontent.com/u/15344796?v=4"
},
{
"type": "User",
"login": "Bing-su",
"commits": 5,
"avatar_url": "https://avatars.githubusercontent.com/u/37621276?v=4"
},
{
"type": "User",
"login": "Vectorrent",
"commits": 5,
"avatar_url": "https://avatars.githubusercontent.com/u/94832312?v=4"
},
{
"type": "User",
"login": "mfazrinizar",
"commits": 3,
"avatar_url": "https://avatars.githubusercontent.com/u/43740735?v=4"
},
{
"type": "User",
"login": "AidinHamedi",
"commits": 3,
"avatar_url": "https://avatars.githubusercontent.com/u/108932477?v=4"
},
{
"type": "User",
"login": "michaldyczko",
"commits": 3,
"avatar_url": "https://avatars.githubusercontent.com/u/48859012?v=4"
},
{
"type": "User",
"login": "georg-wolflein",
"commits": 2,
"avatar_url": "https://avatars.githubusercontent.com/u/4997464?v=4"
},
{
"type": "User",
"login": "kylevedder",
"commits": 2,
"avatar_url": "https://avatars.githubusercontent.com/u/6148088?v=4"
},
{
"type": "User",
"login": "sdbds",
"commits": 2,
"avatar_url": "https://avatars.githubusercontent.com/u/8085926?v=4"
},
{
"type": "User",
"login": "AhmedMostafa16",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/41272326?v=4"
}
],
"contributors_sampled": 15,
"top_contributor_share": 0.992
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"ci.yml",
"copy_readme.yml",
"pr_automerge.yml",
"pr_codeql.yml",
"pr_labeler.yml",
"publish.yml",
"update_docs.yml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"security_signals": {
"lockfiles": [
"uv.lock"
],
"scorecard": null,
"has_codeql_workflow": true,
"has_security_policy": true,
"has_dependabot_config": false
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2026-07-25T04:04:52Z",
"oldest_open_prs": [
{
"number": 511,
"created_at": "2026-07-05T05:55:05Z",
"last_comment_at": "2026-07-05T06:50:44Z",
"last_comment_author": "codecov"
}
],
"last_merged_pr_at": "2026-05-23T13:56:50Z",
"ci_last_conclusion": "SUCCESS",
"oldest_open_issues": [
{
"number": 36,
"created_at": "2021-11-01T12:37:59Z",
"last_comment_at": "2021-11-03T14:38:32Z",
"last_comment_author": "kozistr"
},
{
"number": 111,
"created_at": "2023-02-15T03:45:12Z",
"last_comment_at": "2023-02-15T05:10:08Z",
"last_comment_author": "kozistr"
},
{
"number": 112,
"created_at": "2023-02-15T03:48:44Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 273,
"created_at": "2024-09-11T02:50:53Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 384,
"created_at": "2025-05-24T03:38:01Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 497,
"created_at": "2026-03-28T18:25:34Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 510,
"created_at": "2026-06-18T13:25:49Z",
"last_comment_at": null,
"last_comment_author": null
}
]
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/kozistr/pytorch_optimizer",
"host": "github.com",
"name": "pytorch_optimizer",
"owner": "kozistr"
},
"metrics": {
"overall": {
"key": "overall",
"band": "good",
"name": "Overall health",
"note": null,
"notes": [],
"value": 75,
"inputs": {
"security": 74,
"vitality": 86,
"community": 75,
"governance": 67,
"engineering": 72
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "excellent",
"name": "Vitality",
"value": 86,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "good",
"name": "Development activity",
"note": null,
"notes": [],
"value": 77,
"inputs": {
"commits_last_year": 89,
"human_commit_share": 1,
"days_since_last_push": 1,
"active_weeks_last_year": 23
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 1 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 1
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "23/52 weeks with commits",
"points": 15.9,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 23
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "89 commits in the last year",
"points": 17.6,
"status": "partial",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 89
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "excellent",
"name": "Release discipline",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"releases_count": 92,
"latest_release_tag": "v3.10.1",
"releases_from_tags": false,
"days_since_latest_release": 63,
"mean_days_between_releases": 43.5
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "92 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 92
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 63 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 63
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~43.5 days",
"points": 27,
"status": "met",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 43.5
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "maintained",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": null,
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": 63,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 63 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 63
}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "good",
"name": "Community & Adoption",
"value": 75,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "moderate",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 60,
"inputs": {
"forks": 42,
"stars": 421,
"watchers": 6,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "421 stars",
"points": 42.6,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 421
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "42 forks",
"points": 13.4,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 42
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "6 watchers",
"points": 3.9,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 6
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "excellent",
"name": "Community health",
"note": null,
"notes": [],
"value": 92,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (Apache-2.0)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "Apache-2.0"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 13.5,
"status": "met",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 6.3,
"status": "met",
"details": [],
"max_points": 6.3
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "moderate",
"name": "Sustainability & Governance",
"value": 67,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "critical",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 25,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 15,
"top_contributor_share": 0.992
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 99% of commits",
"points": 0.2,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 99
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "15 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 15
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "excellent",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 95,
"inputs": {
"merged_prs": 350,
"open_issues": 7,
"closed_issues": 133,
"issue_closed_ratio": 0.95,
"closed_unmerged_prs": 21
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "95% of issues closed",
"points": 44.4,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 95
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "350/371 decided PRs merged",
"points": 36.1,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 350,
"decided": 371
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"verified_domain"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 62,
"inputs": {
"followers": 178,
"owner_type": "User",
"is_verified": null,
"owner_login": "kozistr",
"public_repos": 37,
"account_age_days": 3924
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "personal (user) account",
"points": 10,
"status": "partial",
"details": [
{
"code": "owner_personal",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_applicable_to_user_accounts",
"params": {}
}
],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "178 followers of kozistr",
"points": 16.2,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 178,
"login": "kozistr"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "37 public repos, account ~10 yr old",
"points": 23.5,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 37
}
},
{
"code": "account_age_years",
"params": {
"years": 10
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"pytorch_optimizer"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 63
},
"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 63 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 63
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "91 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 91
}
}
],
"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": 72,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "moderate",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 60,
"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": "7 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 7
}
}
],
"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",
"name": "Pre-commit hooks",
"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": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [
"optimizer",
"pytorch",
"ranger",
"adamp",
"radam",
"madgrad",
"adabelief",
"sam",
"lookahead",
"deep-learning",
"diffgrad",
"adan",
"gradient-centralization",
"adai",
"learning-rate-scheduling",
"loss-functions",
"ademamix",
"muon",
"scion"
],
"has_wiki": false,
"homepage": "https://pytorch-optimizers.readthedocs.io/en/latest/",
"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": "https://pytorch-optimizers.readthedocs.io/en/latest/",
"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": "19 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 19
}
}
],
"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": "good",
"name": "Security",
"value": 74,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Dependency lockfiles. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"dependency_lockfiles"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 67,
"inputs": {
"source": "file_signals",
"lockfiles": [
"uv.lock"
],
"manifests": [
"pyproject.toml",
"requirements-docs.txt"
],
"has_codeql_workflow": true,
"has_security_policy": true,
"has_dependabot_config": false
},
"components": [
{
"key": "security_policy_security_md",
"name": "Security policy (SECURITY.md)",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "dependabot_config",
"name": "Dependabot config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 25
},
{
"key": "dependency_lockfiles",
"name": "Dependency lockfiles",
"detail": "published library — lockfiles are an application concern, not expected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "lockfiles_not_expected",
"params": {}
}
],
"max_points": 25
},
{
"key": "codeql_workflow",
"name": "CodeQL workflow",
"detail": null,
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"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:pytorch_optimizer@3.10.1 runtime dependency closure — what installing the published package pulls in — 2 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:pytorch_optimizer@3.10.1",
"assessed": 2
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 2,
"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",
"name": "Indirect dependencies free of known advisories",
"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": 2,
"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": 13
},
"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": "good",
"name": "AI Readiness",
"value": 71,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "excellent",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 85,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 1,
"agent_instruction_files": [
"CLAUDE.md"
],
"agent_instruction_max_bytes": 4881
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "CLAUDE.md"
}
}
],
"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": "100 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 100,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 68,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"uv.lock"
],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
"Makefile"
],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [
"pytorch_optimizer/py.typed"
],
"agent_commit_share": 0,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Makefile"
}
}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "pytorch_optimizer/py.typed",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "pytorch_optimizer/py.typed"
}
}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no agent-authored commits among the last 100",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no automated dependency updates observed",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_dependency_automation",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "good",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 82,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 35314,
"source_files_sampled": 159,
"oversized_source_files": 0
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (pytorch_optimizer/py.typed)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
"files": "pytorch_optimizer/py.typed",
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/159 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 159,
"oversized": 0
}
}
],
"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",
"OpenSSF Scorecard did not return a usable result (exit code -9); skipping Scorecard checks"
],
"report_type": "repository",
"generated_at": "2026-07-26T09:25:56.827388Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/k/kozistr/pytorch_optimizer.svg",
"full_name": "kozistr/pytorch_optimizer",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}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.