Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 1.13.0 · 2026-07-25 08:48 UTC

google / pyglove

Manipulating Python Programs

PythonApache-2.0★ 717 зірок⑂ 39 форківз трав. 2022 р.Переглянути на GitHub ↗

google/pyglove має індекс здоров’я 68 зі 100, що відповідає смузі «Помірний». Найвищий показник — Community & Adoption (74/100), найнижчий — AI Readiness (30/100). Останнє оновлення було 4 дні тому. Більшість нещодавньої роботи виконує один учасник.

68
загалом / 100
Помірний

Індекс 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.

68
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)
ЖиттєздатністьСпільнота тавпровадженняСталість таврядуванняІнженернаякістьБезпекаГотовність доШІ

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

GoogleОрганізація
75 920 підписників2 888 публічних репозиторіївз січ. 2012 р.

За цим репозиторієм стоїть організація — спільна, підзвітна опіка, здатна пережити будь-якого окремого мейнтейнера.

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікаціяТеги
PyPIpyglove0.4.5-1 463374 дні томуaimachinelearningautomlmutablesymbolicframeworkmeta-programming

Метрики за категоріями

Життєздатність

Чи живий проєкт — чи пишеться код і чи виходять релізи?

68Помірний · 22% загального індексу
Як обчислюється оцінка
36/36Свіжість push — останній push 4 дн. тому
13.2/36Ритм комітів — 19/52 тижнів із комітами
14.5/18Обсяг комітів — 40 комітів за останній рік
9/10OpenSSF Scorecard: Maintained — 11 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 9
Використані вхідні дані
commits_last_year40
human_commit_share1
days_since_last_push4
active_weeks_last_year19
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 10 релізів
7.2/36Свіжість релізів — останній реліз 374 дн. тому
19.8/27Ритм релізів — реліз кожні ~112,1 дн.
0/10OpenSSF Scorecard: Signed-Releases — немає даних
Використані вхідні дані
releases_count10
latest_release_tagv0.4.5
releases_from_tagsні
days_since_latest_release374
mean_days_between_releases112,1
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: Signed-Releases. Залишкові ваги перенормовано.

Спільнота та впровадження

Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?

74Добрий · 18% загального індексу
Як обчислюється оцінка
46.3/60Зірки — 717 зірок
13.2/25Форки — 39 форків
4.7/15Спостерігачі — 8 спостерігачів
Використані вхідні дані
forks39
stars717
watchers8
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (Apache-2.0)
18/18Настанови CONTRIBUTING
13.5/13.5Кодекс поведінки
0/7.2Шаблон issue
0/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
has_contributingтак
has_issue_templateні
has_code_of_conductтак
has_pull_request_templateні

Сталість та врядування

Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?

61Помірний · 24% загального індексу
Як обчислюється оцінка
9/54Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів
1.7/22.5Розподіл комітів — головний контриб’ютор — автор 92% комітів
13.5/13.5Широта контриб’юторів — 12 контриб’юторів
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Використані вхідні дані
bus_factor1
contributors_sampled12
top_contributor_share0,924
Як обчислюється оцінка
45/46.8Вирішення issue — закрито 96% issue
20.6/38.3Прийняття PR — злито 208/386 вирішених PR
4.5/15OpenSSF Scorecard: Code-Review — Found 9/30 approved changesets -- score normalized to 3
Використані вхідні дані
merged_prs208
open_issues1
closed_issues25
issue_closed_ratio0,962
closed_unmerged_prs178
Як обчислюється оцінка
30/30Підтримка власника — у власності організації
0/20Верифікований домен
25/25Охоплення власника — 75 920 підписників у google
25/25Послужний список — 2 888 публічних репозиторіїв, вік облікового запису ~14 р.
Використані вхідні дані
followers75 920
owner_typeOrganization
is_verified
owner_logingoogle
public_repos2 888
account_age_days5 302
Як обчислюється оцінка
25/25Опубліковано й доступно — 1 пакет(ів) у pypi
14/35Свіжість публікацій — остання публікація 374 дн. тому
20/20Історія версій — 1 463 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagespyglove
ecosystemspypi
any_deprecatedні
min_days_since_publish374

Інженерна якість

Чи наявні базові інженерні практики та документація?

71Добрий · 20% загального індексу
Як обчислюється оцінка
24/24Процеси CI — 4 процес(ів) CI
24/24Наявні тести
0/16Конфігурація лінтера
0/9.6Pre-commit-хуки
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 20 out of 20 merged PRs checked by a CI test -- score normalized to 10
Використані вхідні дані
has_ciтак
has_testsтак
has_editorconfigні
has_linter_configні
has_precommit_configні
Як обчислюється оцінка
30/30README
25/25Каталог документації
0/15Сайт документації / домашня сторінка
10/10Опис репозиторію
10/10Теми — 8 тем
0/10Wiki
Використані вхідні дані
topicsautoml, evolution, machine-learning, meta-learning, meta-programming, symbolic-programming, manipulation, python
has_wikiні
homepage
has_readmeтак
has_docs_dirтак
has_descriptionтак

Безпека

Чи міцні видимі практики безпеки й ланцюга постачання, без непослабленої пов’язаності з юрисдикціями високого ризику?

67Помірний · 16% загального індексу

Стан безпеки

59Помірний
Як обчислюється оцінка
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — немає даних
2.5/2.5CI-Tests — 20 out of 20 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
2.2/7.5Code-Review — Found 9/30 approved changesets -- score normalized to 3
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Ліцензія — license file detected
6.8/7.5Maintained — 11 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 9
0/5Packaging — немає даних
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
5/5SAST — SAST tool is run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — немає даних
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate5,9
Виключено з оцінювання (немає даних або не застосовно): branch_protection, packaging, signed_releases. Залишкові ваги перенормовано.
Як обчислюється оцінка
35/35Прямі залежності без відомих сповіщень — жодна пряма залежність не має відомих сповіщень
25/25Непрямі залежності без відомих сповіщень — жодна непряма залежність не має відомих сповіщень
0/40Немає задавнених сповіщень — жодне сповіщення не має дати публікації
Використані вхідні дані
sourceosv
advisories0
affected_packages0
assessed_packages2
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Виключено з оцінювання (немає даних або не застосовно): Немає задавнених сповіщень. Залишкові ваги перенормовано. Звірено з runtime-замиканням залежностей pypi:pyglove@0.4.5 — 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.

30У зоні ризику · 0% загального індексу
Як обчислюється оцінка
0/45Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора
0/15Машиночитана документація (llms.txt)
24.5/40Читабельна історія комітів — намір зазначено у 46 з 100 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,46
agent_instruction_files
agent_instruction_max_bytes
Як обчислюється оцінка
0/18Розгортання однією командою
22/22Автоматизовані тести
0/11Конфігурація лінтера / форматера
0/11Статична перевірка типів
0/10Відтворюване середовище
0/10Підтверджена практика роботи з агентами — серед останніх 100 комітів немає створених агентом
0/8Автоматизоване супроводження — автоматичних оновлень залежностей не виявлено
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Використані вхідні дані
has_nixні
has_testsтак
lockfiles
has_dockerfileні
typed_languageні
bootstrap_files
has_devcontainerні
has_linter_configні
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Як обчислюється оцінка
0/45Типізований код — Python без конфігурації перевірки типів
53.2/55Керовані розміри файлів — 8/241 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languagePython
largest_source_bytes131 170
source_files_sampled241
oversized_source_files8
Як обчислюється оцінка
0/40Схема API (OpenAPI/GraphQL/proto)
0/20Сервер MCP
40/40Придатні до запуску приклади — examples, notebooks
Використані вхідні дані
example_dirsexamples, notebooks
has_mcp_signalні
api_schema_files

Ключові факти

717зірок GitHub
12контриб'юторів
40комітів за останні 12 місяців
4днів від останнього пушу
10релізів
1бас-фактор
1відкритих issue
PyPIпакетних екосистем

Попередження щодо збору даних

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

Докладніше

Історія зірок і форків 0 ★ / 39 ⇿
0Зірки
39Форки
10Релізи

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.

0102030403932022-072024-072026-07
Мажорні 0Мінорні 3Патчі 7

Кожна точка охоплює 4 днів.

OpenSSF Scorecard 5.9 / 10
5.9сукупно

Незалежна, не прив'язана до інструментів оцінка безпеки від відкритого проєкту OpenSSF Scorecard. Кожна перевірка винагороджує практику безпеки, а не інструмент конкретного постачальника. Перевірки, які Scorecard не зміг визначити, позначено н/д і виключено з оцінки безпеки (вони ніколи не зараховуються як нуль).Scorecard v5.5.0 · 2026-07-25 08:48 UTC

10Binary-Artifactsno binaries found in the repo
н/дBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests20 out of 20 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
3Code-ReviewFound 9/30 approved changesets -- score normalized to 3
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
9Maintained11 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 9
н/дPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
н/дSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Усі залежності 10

Повний розв'язаний набір залежностей із графа залежностей GitHub: 0 прямих і 10 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
PyPIabsl-pyнепряма
PyPIautodocsummнепряма
PyPIdocstring-parserнепряма
PyPIfsspecнепряма
PyPIfuroнепряма
PyPIjinja2непряма
PyPImyst-nbнепряма
PyPIsphinx-autodoc-typehintsнепряма
PyPIsphinx-copybuttonнепряма
PyPItermcolorнепряма
Сповіщення про залежності 0

Встановлення pypi:pyglove@0.4.5 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": [
        "automl",
        "evolution",
        "machine-learning",
        "meta-learning",
        "meta-programming",
        "symbolic-programming",
        "manipulation",
        "python"
      ],
      "is_fork": false,
      "size_kb": 4163,
      "has_wiki": false,
      "homepage": null,
      "languages": {
        "Python": 2915182
      },
      "pushed_at": "2026-07-20T13:52:56Z",
      "created_at": "2022-05-12T23:46:21Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-21T09:25:24Z",
      "description": "Manipulating Python Programs",
      "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"
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    "owner": {
      "blog": "https://opensource.google/",
      "name": "Google",
      "type": "Organization",
      "login": "google",
      "company": null,
      "location": "United States of America",
      "followers": 75920,
      "avatar_url": "https://avatars.githubusercontent.com/u/1342004?v=4",
      "created_at": "2012-01-18T01:30:18Z",
      "is_verified": null,
      "public_repos": 2888,
      "account_age_days": 5302
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.4.5",
          "kind": "patch",
          "published_at": "2025-07-15T19:08:11Z"
        },
        {
          "tag": "v0.4.4",
          "kind": "patch",
          "published_at": "2024-01-04T19:14:19Z"
        },
        {
          "tag": "v0.4.3",
          "kind": "patch",
          "published_at": "2023-09-13T23:14:00Z"
        },
        {
          "tag": "v0.4.2",
          "kind": "patch",
          "published_at": "2023-07-28T17:52:51Z"
        },
        {
          "tag": "v0.4.1",
          "kind": "patch",
          "published_at": "2023-07-22T03:53:10Z"
        },
        {
          "tag": "v0.4.0",
          "kind": "minor",
          "published_at": "2023-07-13T17:09:02Z"
        },
        {
          "tag": "v0.3.0",
          "kind": "minor",
          "published_at": "2023-03-17T21:34:39Z"
        },
        {
          "tag": "v0.2.1",
          "kind": "patch",
          "published_at": "2023-01-18T17:26:51Z"
        },
        {
          "tag": "v0.2.0",
          "kind": "minor",
          "published_at": "2022-10-13T18:23:30Z"
        },
        {
          "tag": "v0.1.1",
          "kind": "patch",
          "published_at": "2022-10-10T17:29:10Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "19cbc7381e339063917096cf14ee76d71bf2e168",
          "body": "PiperOrigin-RevId: 950808435",
          "is_bot": false,
          "headline": "Suppress pyrefly errors",
          "author_name": "Hana Joo",
          "author_login": "h-joo",
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          "body": "`pg.from_json_str` (and the underlying `utils.json_conversion.from_json` and\n`resolve_typenames`).\n\nThe default (`trusted=True`) is fully backward-compatible and leaves existing\nbehavior unchanged. Passing `trusted=False` deserializes untrusted JSON safely:\n`function`/`method`/`type` symbol resolution is rejected, `_type` resolution is\nrestricted to the explicit registry allowlist (no `auto_import`), and\nopaque-object pickle is disabled.\n\nPiperOrigin-RevId: 948699299",
          "is_bot": false,
          "headline": "Add an explicit `trusted: bool = True` parameter to `pg.from_json` and",
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          "author_login": "yifenglou",
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        {
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          "body": "… exception cause chains.\n\nPiperOrigin-RevId: 945391399",
          "is_bot": false,
          "headline": "Fix unbounded memory growth (OOM) in ErrorInfo._compute_tag on cyclic…",
          "author_name": "Yifeng Lu",
          "author_login": "yifenglou",
          "committed_at": "2026-07-10T00:09:53Z",
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          "is_bot": false,
          "headline": "Automated Code Change",
          "author_name": "Hana Joo",
          "author_login": "h-joo",
          "committed_at": "2026-07-07T23:49:32Z",
          "body_truncated": false,
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          "is_bot": false,
          "headline": "Automated Code Change",
          "author_name": "Hana Joo",
          "author_login": "h-joo",
          "committed_at": "2026-07-02T08:37:24Z",
          "body_truncated": false,
          "is_coding_agent": false
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          "body": "PiperOrigin-RevId: 941543639",
          "is_bot": false,
          "headline": "Automated Code Change",
          "author_name": "Hana Joo",
          "author_login": "h-joo",
          "committed_at": "2026-07-02T08:23:09Z",
          "body_truncated": false,
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        },
        {
          "oid": "a6cf30d1b6faf1f21c73e736ec73d326a19b18d1",
          "body": "…TTRIBUTES\n\nPiperOrigin-RevId: 939377284",
          "is_bot": false,
          "headline": "Support dynamic attributes for Pyrefly in classes using HAS_DYNAMIC_A…",
          "author_name": "Amer Elsheikh",
          "author_login": "QEDady",
          "committed_at": "2026-06-28T12:53:17Z",
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        {
          "oid": "ef92fb6dc2392d1156ec22ed6b8d29cb72d3de31",
          "body": "backward compatibility, but provide disallow_opaque_pickle() for\nsecurity-sensitive contexts (e.g. cloud services handling untrusted\nJSON) to opt out.\n\nChanges:\n- auto_register = False on _OpaqueObject: removes it from the type\n  registry so it is harder to discover during deserialization.\n- _opaque\n[…]\nallow_opaque_pickle(): context manager for security contexts\n  to disable _OpaqueObject pickle deserialization.\n- from_json gate: raises TypeError when pickle is disabled.\nPiperOrigin-RevId: 925476219",
          "is_bot": false,
          "headline": "Keep _OpaqueObject pickle deserialization enabled by default for",
          "author_name": "Yifeng Lu",
          "author_login": "yifenglou",
          "committed_at": "2026-06-02T18:22:20Z",
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        {
          "oid": "f325a00bc818489c2e03480c03ccd9c5b5ac8e6a",
          "body": "Also fix types.UnionType (e.g. int | str) being incorrectly\nhandled as an opaque object instead of a typing annotation.\n\nPiperOrigin-RevId: 923677252",
          "is_bot": false,
          "headline": "Fix critical RCE via pickle in _OpaqueObject deserialization.",
          "author_name": "Yifeng Lu",
          "author_login": "yifenglou",
          "committed_at": "2026-05-30T00:21:34Z",
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          "body": "Also fix types.UnionType (e.g. int | str) being incorrectly\nhandled as an opaque object instead of a typing annotation.\n\nPiperOrigin-RevId: 923631121",
          "is_bot": false,
          "headline": "Fix critical RCE via pickle in _OpaqueObject deserialization.",
          "author_name": "Yifeng Lu",
          "author_login": "yifenglou",
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        },
        {
          "oid": "3c9466762dbc9efb1e44c8c39fd0a0e9f3b665f7",
          "body": "…porting module reloading.\n\nPiperOrigin-RevId: 918722127",
          "is_bot": false,
          "headline": "PyGlove: deprecate Python version 3.9 and release pyglove/dev for sup…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2026-05-20T23:59:46Z",
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          "body": "PiperOrigin-RevId: 856198394",
          "is_bot": false,
          "headline": "Replace unicode escaped characters in ipynb files",
          "author_name": "Matej Aleksandrov",
          "author_login": "AleksMat",
          "committed_at": "2026-01-14T15:08:20Z",
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          "body": "PiperOrigin-RevId: 840411251",
          "is_bot": false,
          "headline": "Add pg.io.getctime() and pg.io.getmtime().",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-12-04T22:47:30Z",
          "body_truncated": false,
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        },
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          "oid": "72ca141be77d59ca2c859b5b42fa735c4a09353a",
          "body": "PiperOrigin-RevId: 838930644",
          "is_bot": false,
          "headline": "Add `pg.io.copy`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-12-01T22:19:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "921336a234db3a94ca17143de52079a998628203",
          "body": "We're introducing the option to use `pg.from_json(..., convert_unknown=True)` to allow deserialization to proceed even when the original Python class, function, or method definitions are not available at runtime.\n\n## Motivation: the problem of missing type definitions\n\nWhen serializing and deseriali\n[…]\n.b.name)\n# Output: '__main__.foo'\n\n# Verification of types:\nassert isinstance(v.a, pg.symbolic.UnknownTypedObject)\nassert isinstance(v.b, pg.symbolic.UnknownFunction)\n```\n\nPiperOrigin-RevId: 833908094",
          "is_bot": false,
          "headline": "# Enabling Flexible Deserialization with Unknown Types in PyGlove",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-11-18T19:49:57Z",
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        },
        {
          "oid": "272e4a71f5899dcb3a0ac8eea55947c9afdb6d8e",
          "body": "With this CL, users could use `pg.io` APIs to access various filesystems (S3, GCP) when fsspec is installed.\n\nPiperOrigin-RevId: 833501879",
          "is_bot": false,
          "headline": "`pg.io`: Add optional fsspec support.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-11-17T22:41:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4e14f06bbd79c8ac143a89bc4ec104b0748b2f69",
          "body": "PiperOrigin-RevId: 833393220",
          "is_bot": false,
          "headline": "`pg.io`: Path check is not necessary for `StdFile.close`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-11-17T18:17:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4601ad34a7f0eaa89b3f103861608d8624deab15",
          "body": "Some file systems (especially those under heavy load) write to temporary paths and use an atomic rename operation upon closing the file. By polling for the final path's existence, we guarantee the file is fully finalized and visible before proceeding with subsequent operations like `os.chmod()` or reading.\n\nPiperOrigin-RevId: 832993526",
          "is_bot": false,
          "headline": "[pg.io] Wait for the file path to exist after closing.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-11-16T16:43:34Z",
          "body_truncated": false,
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        },
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          "body": "PiperOrigin-RevId: 831502697",
          "is_bot": false,
          "headline": "Add `pg.io.FileSystem.rename` and `pg.io.rename`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-11-12T20:54:10Z",
          "body_truncated": false,
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          "body": "PiperOrigin-RevId: 830687509",
          "is_bot": false,
          "headline": "Add `pg.io.FileSystem.glob` and `pg.io.glob`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-11-11T02:58:18Z",
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          "body": "PiperOrigin-RevId: 828010956",
          "is_bot": false,
          "headline": "Fix Python 3.9 and 3.10 test error.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-11-04T17:35:44Z",
          "body_truncated": false,
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          "body": "PiperOrigin-RevId: 826946280",
          "is_bot": false,
          "headline": "Python 3.14 support.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-11-01T22:03:01Z",
          "body_truncated": false,
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        },
        {
          "oid": "fb41346465307af8952afbacac196a9d51cc5104",
          "body": null,
          "is_bot": false,
          "headline": "Support Python 3.14.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-11-01T21:27:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "oid": "67968bdf1a91a6fc7110b335e439953e4d51e5d1",
          "body": "PiperOrigin-RevId: 825810047",
          "is_bot": false,
          "headline": "Fix flaky evolution test when mutation happens on the last DNA.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-30T02:28:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c1524726ee2f2a4e869a795b96c4c423bdce9ff6",
          "body": "PiperOrigin-RevId: 825765785",
          "is_bot": false,
          "headline": "TabControl to support `remove` method.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-29T23:57:11Z",
          "body_truncated": false,
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        },
        {
          "oid": "b9b1818a57fee04095a7f737d4d3f66696b14194",
          "body": "Example:\n\n```\nclass A(pg.Object):\n  # pg.Ref[B] is a `pg.typing.ValueSpec` object.\n  x: dict[int, pg.Ref[B]]\n```\n\nPiperOrigin-RevId: 822725527",
          "is_bot": false,
          "headline": "Allow pg.typing.ValueSpec to be used as sub-type annotations.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-22T20:48:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fb31092f3dfcd76ecab0eaf17628fb3f42e57eb1",
          "body": "… Objects\n\nThis enhancement introduces formal serialization support for pg.Ref, allowing PyGlove to correctly serialize and deserialize objects that share references.\n\nExample:\n```\nclass Foo(pg.Object):\n  x: Any\n\nclass Bar(pg.Object):\n  y: int\n\nfoo = Foo(Bar(1))\nfoo2 = Foo(foo.x)          # foo.x is\n[…]\nhe exact same shared instances.\n\nThis change greatly extends PyGlove's ability to handle complex object structures and common programming patterns involving shared state.\n\nPiperOrigin-RevId: 822584923",
          "is_bot": false,
          "headline": "Formal Serialization for `pg.Ref`: Enhancing PyGlove to Handle Shared…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-22T14:42:55Z",
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        },
        {
          "oid": "e732a084ac245bc8c2c2c4e68a3017d4cb772aaf",
          "body": "With this change, `Dict.get()`, `Dict.values()`, `Dict.items()` will evaluate element value if the element is `pg.Inferential`. This also aligns the semantics with `List.__getitem__()` `List.__getattr__` and `List.__iter__()`.\n\nExample:\n```\nclass A(pg.Object):\n pass\n\nd = pg.Dict(x=pg.Ref(A())\nassert\n[…]\n          # Instead of `pg.Ref`\nassert isinstance(list(d.values())[0], A)     # Instead of `pg.Ref`\nassert isinstance(list(d.items())[0][1], A)   # Instead of `pg.Ref`\n```\nPiperOrigin-RevId: 821712306",
          "is_bot": false,
          "headline": "`pg.Dict`: Evaluate inferential value for standard dict operations.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-20T17:45:58Z",
          "body_truncated": true,
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        },
        {
          "oid": "7802e4f1d93693718637894daf097e615fd6d3d9",
          "body": "PiperOrigin-RevId: 821361894",
          "is_bot": false,
          "headline": "No public description",
          "author_name": "PyGlove Authors",
          "author_login": null,
          "committed_at": "2025-10-19T18:20:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "650ad917ddc08a43b7247eb821903fd2ef65e3c3",
          "body": "With this change, `Dict.get()`, `Dict.values()`, `Dict.items()` will evaluate element value if the element is `pg.Inferential`. This also aligns the semantics with `List.__getitem__()` `List.__getattr__` and `List.__iter__()`.\n\nExample:\n```\nclass A(pg.Object):\n pass\n\nd = pg.Dict(x=pg.Ref(A())\nassert\n[…]\n          # Instead of `pg.Ref`\nassert isinstance(list(d.values())[0], A)     # Instead of `pg.Ref`\nassert isinstance(list(d.items())[0][1], A)   # Instead of `pg.Ref`\n```\nPiperOrigin-RevId: 821342698",
          "is_bot": false,
          "headline": "`pg.Dict`: Evaluate inferential value for standard dict operations.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-19T16:33:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ea13a507bbfbdf70c6beb0e2a1900df8145d7365",
          "body": "PiperOrigin-RevId: 820474675",
          "is_bot": false,
          "headline": "`with_contextual_override` to support coroutines.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-17T01:43:10Z",
          "body_truncated": false,
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        },
        {
          "oid": "779e9b1cf2fa8a779693d51cc12d62fe8a51c22c",
          "body": "- `pg.ValueSpec.to_json_schema()` to support default value.\n- Introduce `pg.ValueSpec.from_json_schema()` / `pg.Schema.from_json_schema()` to allow creation of ValueSpec from JSON schema.\n\nPiperOrigin-RevId: 820048200",
          "is_bot": false,
          "headline": "`pg.typing`: Enhancements to JSON schema conversion.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-16T04:29:39Z",
          "body_truncated": false,
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        },
        {
          "oid": "e7c8e81c40a225a8c4f0541acb3a9f936d769d9c",
          "body": "* Counters are metrics that track the number of times an event occurs. It's\nmonotonically increasing over time.\n\n* Scalars are metrics that track a single value at a given time, for example,\navailable memory size. It does not accumulate over time like counters.\n\n* Distributions are metrics that track the distribution of a numerical value.\nFor example, the latency of an operation.\n\nPiperOrigin-RevId: 816976497",
          "is_bot": false,
          "headline": "Formalize monitoring metrics: Counter, Scalar and Distributions.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-09T03:14:09Z",
          "body_truncated": false,
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        },
        {
          "oid": "4a1e8b45a3982a727f9abfbf87a2ef5882ccb055",
          "body": "…duration`.\n\nPiperOrigin-RevId: 814384615",
          "is_bot": false,
          "headline": "[pg.monitoring] Handle empty error with `pg.monitoring.Scalar.record_…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-02T21:22:12Z",
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        },
        {
          "oid": "ef07d6af69fcbeb6b983a5a458375326c0344ead",
          "body": "PiperOrigin-RevId: 814368980",
          "is_bot": false,
          "headline": "[pg.monitoring] Scalar.record_duration to optionally track error.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-02T20:45:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "46304868d813ddcce575163a58d9579844f340da",
          "body": "PiperOrigin-RevId: 814064958",
          "is_bot": false,
          "headline": "Add `pg.monitoring.Scalar.record_duration()`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-02T05:02:07Z",
          "body_truncated": false,
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        },
        {
          "oid": "e9edd54ca5d16218ec264e9636e86136d2e0afc4",
          "body": "…() by providing an empty dict as a fallback.\n\nPiperOrigin-RevId: 813104024",
          "is_bot": false,
          "headline": "This change ensures that hyper_dict is not None before calling .items…",
          "author_name": "PyGlove Authors",
          "author_login": null,
          "committed_at": "2025-09-30T06:11:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5a187bafd52d2cc0843679f977633c2826a92991",
          "body": "…ecution.\n\n```python\ncollection = pg.monitoring.metric_collection('/myapp')\nfoo = collection.get_counter('foo', 'description for foo')\nassert foo.increment() == 1\n\nbar = collection.get_scalar('bar', 'description for bar', parameters={'module': str})\nbar.record(10, module='module1')\nassert bar.distribution(module='module1').mean == 10.0\n```\nPiperOrigin-RevId: 811946930",
          "is_bot": false,
          "headline": "Introduce `pg.monitoring`: MetricCollection for monitoring program ex…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-09-26T21:01:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a4c17fe82eeee8bb84fa4d37484a0c51292f4396",
          "body": "This allows user to redirect loggers to custom IOs.\n\nPiperOrigin-RevId: 811115465",
          "is_bot": false,
          "headline": "Introduce `pg.logging.use_stream`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-09-25T01:18:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "oid": "c6819c42469f36e31eab2ff09d3f18c3dd33c8d1",
          "body": "PiperOrigin-RevId: 805921677",
          "is_bot": false,
          "headline": "Extract `pg.match_error` from `pg.catch_errors`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-09-11T18:34:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c080ff49620cd427c7230fa5e9bdd24cb9582e55",
          "body": "PiperOrigin-RevId: 786880724",
          "is_bot": false,
          "headline": "`JsonConvertible.add_module_alias` to support multiple aliases",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-07-24T23:47:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5f38cad20384fdcc6eb848284e82e6934e2f1aaa",
          "body": "PiperOrigin-RevId: 783503779",
          "is_bot": false,
          "headline": "Merge pull request #372 from google:daiyip-patch-1",
          "author_name": "pyglove authors",
          "author_login": null,
          "committed_at": "2025-07-15T22:58:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0f4c7f73dd41c9c814b94f0c374db1a30efc65e5",
          "body": null,
          "is_bot": false,
          "headline": "Bump PyGlove dev version to 0.5.0",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-07-15T19:11:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d655ea0f60c22add8a43fe3024ce1801bdc27e78",
          "body": "PiperOrigin-RevId: 782393896",
          "is_bot": false,
          "headline": "Python 3.13 Support.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-07-12T20:43:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4809eb5314420d1969c7528b43ac80a304fa9c92",
          "body": null,
          "is_bot": false,
          "headline": "Python 3.13 support",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-07-12T17:33:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "976ecbfb2800d7119ef835feec8c37a00ac05419",
          "body": "…ues=True`.\n\n`np.ndarray == <number>` will return a `np.ndarray` which does not evaluate to a bool value. By putting `field.default_value` on the left, the `__eq__` method of `field.default_value` will take higher priority than `np.ndarray.__eq__`.\n\nPiperOrigin-RevId: 761832755",
          "is_bot": false,
          "headline": "Make `pg.to_json` compatible with `np.ndarray` with `hide_default_val…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-05-22T07:08:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e55ea669df8dce6b2fdb1f92494da1ca080b7445",
          "body": "PiperOrigin-RevId: 759654174",
          "is_bot": false,
          "headline": "Expose `pg.ErrorInfo`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-05-16T16:57:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "28c9b51d35d4390ae68e0487d6428e7754d32272",
          "body": "Previous pg.utils.ErrorInfo is not HTML friendly. To fix this issue, we introduce\nsymbolic ErrorInfo class. Besides HTML support, it inherits all the benefits of PyGlove objects, e.g. automatic serialization support, flexible formatting, symbolic traversal etc.\n\nThis CL also fix pytype errors for python files under docs.\n\nPiperOrigin-RevId: 759385485",
          "is_bot": false,
          "headline": "Introduce symbolic ErrorInfo.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-05-16T01:23:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f7390c120b0c173ee73c97c239c7668def226723",
          "body": "```python\nclass Foo(metadata=abc.ABCMeta):\n  @property\n  @abc.abstractmethod\n  def bar(self):\n    pass\n\nclass Bar(pg.Object, Foo):\n  # `bar` will introduce property `bar` that overrides the abstract `Foo.bar`.\n  bar: int\n\nassert Bar(1).bar == 1\n```\n\nPiperOrigin-RevId: 759224544",
          "is_bot": false,
          "headline": "Allow symbolic attribute to override abstract properties.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-05-15T18:18:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9018f2589b4ef861a02100bb03b67e07187e5509",
          "body": "```python\nclass A(pg.Object):\n  x: int\n  y: str\n\n# Schema to JSON schema.\nA.__schema__.to_json_schema()\n\n# ValueSpec to JSON schema.\nA.__schema__['x'].value.to_json_schema()\n```\n\nPiperOrigin-RevId: 754047380",
          "is_bot": false,
          "headline": "Add PyGlove schema to JSON Schema conversion.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-05-02T17:16:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d1f94c9120ce50db9180f618bfbaf44a6c72a86e",
          "body": "To make composition of child HTML elements easier, we make\n1. Html.element to support nestable list of child elements.\n2. LabelGroup to support nestable list of Labels that contains None.\n3. TabControl to support nestable list of Tabs that contains None. `select` supports name and name list.\n\nPiperOrigin-RevId: 752953428",
          "is_bot": false,
          "headline": "Enhancement to PyGlove HTML controls.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-04-30T01:03:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cb9964e8651f363a93273dde0d1a1769ddca9f58",
          "body": "Allow passing `is_noneable` and `use_none_as_default` arguments. We also unset the default value for Union converted from annotation without default value.\n\nPiperOrigin-RevId: 752777826",
          "is_bot": false,
          "headline": "Enhancing `pg.typing.ValueSpec.noneable()`",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-04-29T16:59:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4b9c25fb57b76a1669cec783dca343e77fb37f05",
          "body": "PiperOrigin-RevId: 752414465",
          "is_bot": false,
          "headline": "Automated Code Change",
          "author_name": "Hana Joo",
          "author_login": "h-joo",
          "committed_at": "2025-04-28T19:55:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c0086afd0220248732973ed485749f3a70fde46",
          "body": "…pers.\n\nPiperOrigin-RevId: 751851424",
          "is_bot": false,
          "headline": "Add `pg.logging.register_frame_to_skip` to better support logger wrap…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-04-26T23:04:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5f0aa14a8fa3e83d09cf605687f51150bea87dba",
          "body": "Allow passing `is_noneable` and `use_none_as_default` arguments. We also unset the default value for Union converted from annotation without default value.\n\nPiperOrigin-RevId: 750812311",
          "is_bot": false,
          "headline": "Enhancing `pg.typing.ValueSpec.noneable()`",
          "author_name": "Joe Richey",
          "author_login": "josephlr",
          "committed_at": "2025-04-24T02:31:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9209f971c82736d5e569a933a4410dc8a4bbc121",
          "body": "Allow passing `is_noneable` and `use_none_as_default` arguments. We also unset the default value for Union converted from annotation without default value.\n\nPiperOrigin-RevId: 750779137",
          "is_bot": false,
          "headline": "Enhancing `pg.typing.ValueSpec.noneable()`",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-04-24T00:24:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "29591ea564770b0080fb12aae15b6c4c60571fb9",
          "body": "Also `pg.print` now supports variable positional arguments.\n\nPiperOrigin-RevId: 750352628",
          "is_bot": false,
          "headline": "`pg.format` to handle recursive structures.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-04-22T22:44:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b3ad22583c65e630a5dfb8ff524789e91e19ced4",
          "body": "This allows exceptions like SystemExit to be caught from bad code.\n\nPiperOrigin-RevId: 749911071",
          "is_bot": false,
          "headline": "Catch BaseException for pg.coding.evaluate.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-04-21T21:02:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "86aad872fc60c8c16ee64e8b8e414e0e6c68b3f2",
          "body": "PiperOrigin-RevId: 740822511",
          "is_bot": false,
          "headline": "Internal change.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-03-26T17:37:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fd75005974e56fd64e446633832afc949e7bef90",
          "body": "PiperOrigin-RevId: 739010067",
          "is_bot": false,
          "headline": "Set the default file/sequence permissions to world readable.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-03-21T01:39:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2e8981da77f89b8743659998b0a7336fa54d91f8",
          "body": "… default.\n\nPiperOrigin-RevId: 736539531",
          "is_bot": false,
          "headline": "Set the default value of arg `exist_ok` for `pg.io.mkdirs` to True by…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-03-13T16:50:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "65c7e520cb8aa0ca5c8bf7d7f1cc9ab72123d5b2",
          "body": "PiperOrigin-RevId: 723558958",
          "is_bot": false,
          "headline": "Improve annotation inference to be compatible with module reloading.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-02-05T18:17:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "97d6446a2dea91c67f5f39335e0509573ccb8cdd",
          "body": "With this CL, PyGlove is compatible with `__future__.annotations`.\nFor example:\n\n```python\nfrom __future__ import annotations\n\nclass A(pg.Object):\n  child: A | None\n```\n\nPiperOrigin-RevId: 723114026",
          "is_bot": false,
          "headline": "pg.typing to support `__future__.annotations`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-02-04T17:20:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "50d8a38b0328222c2570c95c93caf934b7354966",
          "body": "Protocol is a special base class, which cannot be tested via `issubclass` and `isinstance` (without @typing.runtime_checkable). Before this change, PyGlove does not treat Protocol subclasses correctly for typing. This CL fixes this by:\n1) pg.typing.is_subclass(cls, protocol_cls) always returns True \n[…]\n\nclass Foo(Protocol):\n  def __call__(self) -> int:\n    ...\n\nclass A(pg.Object):\n  foo: Foo\n\nclass Bar:\n  def __call__(self) -> int:\n   return 0\n\nA(Bar()) # Will work.\n```\n\nPiperOrigin-RevId: 722370929",
          "is_bot": false,
          "headline": "`pg.typing` to support Protocol subclassses.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-02-02T17:32:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c8c5d1ca9e5a750ed828b07c0668bc56da30dd94",
          "body": "… at the last expression.\n\nPiperOrigin-RevId: 721812914",
          "is_bot": false,
          "headline": "`pg.coding.evaluate`: Fix raise when attribute assignment takes place…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-31T18:09:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ddeb5932ba0c26cdc58e76f99800726bf644f974",
          "body": "PiperOrigin-RevId: 718981795",
          "is_bot": false,
          "headline": "Fix stuck multiprocessing sandbox on large STDOUT.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-23T21:00:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d31a11938dabb9f518cf41986e9d3e469b6161f7",
          "body": "PiperOrigin-RevId: 716236530",
          "is_bot": false,
          "headline": "cleanup of deprecated test methods",
          "author_name": "PyGlove Authors",
          "author_login": null,
          "committed_at": "2025-01-16T15:59:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "063caf94dd80587954d9206126e382760ace7d34",
          "body": "…narios.\n\n```\nclass A(pg.Object):\n  x: str\n\n  def foo(self):\n    return 1\n\nclass B(A):\n  pass\n\nclass C(pg.Object):\n  x: Literal['a', 'b']\n\n  def foo(self):\n    return 2\n\nclass D(B, C):\n  pass\n\n# D.foo will be C.foo.\n# Like-wise, D.x shall be Literal['a', 'b'] as B doesn't override A.x.\n# Before this CL D.x is str (B takes precedence of C in multi-inheritance order).\n```\n\nPiperOrigin-RevId: 716220803",
          "is_bot": false,
          "headline": "Fix symbolic attribute inheritance behavior for multi-inheritance sce…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-16T15:03:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ba91fc783b079bc8fb783256a00d6c3bf0a7c670",
          "body": "Contextual objects are objects whose attribute values could be manipulated by context manager `pg.contextual_override` and/or accessed from parent objects via `pg.contextual_attribute` placeholder.\n\nExample:\n\n```\nclass A(pg.ContextualObject):\n  x: int\n  y: Any = pg.contextual_attribute()\n\na = A(1)\nprint(a.x) # 1\nwith pg.contextual_override(x=2):\n  print(a.x) # 2\nprint(a.x) #1\n\npg.Dict(y=3, a=a)\nprint(a.y) # 3. (Accessing parent's y)\n```\n\nPiperOrigin-RevId: 716013142",
          "is_bot": false,
          "headline": "Introduce `pg.ContextualObject`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-16T01:35:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "264cfa133d400aeb3b6df548f8df6b317d0565d8",
          "body": "With this change, the following code is valid, and the reported elapsed time for the 'task' status will be aggregated accordingly.\n\n```\n  with pg.timeit() as t:\n    with pg.timeit('task'):\n      time.sleep(1)\n    time.sleep(1)\n    with pg.timeit('task'):\n      time.sleep(1)\n  print(t.status()['task'].elapse)\n  # Will print a number around 2.\n```\n\nPiperOrigin-RevId: 715540752",
          "is_bot": false,
          "headline": "`pg.time` now supports aggregating sub-timers with the same name.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-14T22:53:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "20cf7607bb2bdb1edc8c51a039d3461a09ca7c8e",
          "body": "PiperOrigin-RevId: 715083241",
          "is_bot": false,
          "headline": "Expose `lf.coding.permission` and `lf.coding.maybe_sandbox_call`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-13T21:16:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "faca119a9c80361e8bbe4c0d91d23ddd4a3f8572",
          "body": "PiperOrigin-RevId: 713385689",
          "is_bot": false,
          "headline": "Expose `pg.colored` and `pg.decolor` from the root module.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-08T20:52:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "23ca0c221051622a9f95d2c95e5988c8e2443473",
          "body": "…ontrol.\n\nPiperOrigin-RevId: 713290439",
          "is_bot": false,
          "headline": "`pg.coding`: Add support for Python code evaluation with permission c…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-08T15:52:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1125d6dc869ac64820954bdc0bd98d81ca1b5f4b",
          "body": "PiperOrigin-RevId: 713009923",
          "is_bot": false,
          "headline": "Add `pg.utils.text_color` submodule.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-07T20:50:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f3f06ae0b764419843cbd2e49db7ca2db0eabac0",
          "body": "Currently this sub-module has been expanded with utilities beyond dealing with objects. This rename allows better organization of code.\n\n`pg.object_utils` is kept as an alias to `pg.utils` for backward-compatibility.\n\nPiperOrigin-RevId: 712329689",
          "is_bot": false,
          "headline": "Rename `pg.object_utils` sub-module to `pg.utils`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-06T00:00:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a4e5373717e2ace65a9880de4ef2609b72f4f90f",
          "body": "Move `make_function` from `pg.object_utils` to `pg.coding`.\n\nPiperOrigin-RevId: 711543408",
          "is_bot": false,
          "headline": "Introduce `pg.coding` sub-module.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-02T23:50:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "feb3d56ac1ffa6a8f89c439e46b043cab55ea95c",
          "body": "PiperOrigin-RevId: 708384259",
          "is_bot": false,
          "headline": "Retire `pg.Object.schema` and `pg.Object.type_name`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-12-20T19:46:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "005ec584be43146d0306dfbaa72b4fb1ce451080",
          "body": "- Support using `typing.ClassVar` to annotate class-level attributes.\n- Support using `typing.Final` to annotate frozen field.\n- Support using `pg.Ref[Type]` for automatic conversion of symbolic object to `pg.Ref` object.\n- Add `pg.typing.ValueSpec.__call__` as a shortcut to instantiate values of the spec, so `pg.typing.ValueSpec` could be used as types.\n\nPiperOrigin-RevId: 706239534",
          "is_bot": false,
          "headline": "Enhancements to PyGlove's typing system.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-12-14T17:37:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "120e8bd6533b51181b29254fa26fb91d0a376394",
          "body": "This CL also allows serializing/deserializing dict of int keys through `pg.to_json_str` and `pg.from_json_str`.\n\nPiperOrigin-RevId: 706121854",
          "is_bot": false,
          "headline": "pg.Dict to support int keys.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-12-14T06:43:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "31153b10190ad9f962f152b239e7bf7ea2869f6d",
          "body": "This CL also allows serializing/deserializing dict of int keys through `pg.to_json_str` and `pg.from_json_str`.\n\nPiperOrigin-RevId: 705925836",
          "is_bot": false,
          "headline": "pg.Dict to support int keys.",
          "author_name": "Yifeng Lu",
          "author_login": "yifenglou",
          "committed_at": "2024-12-13T18:27:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "06a636328dc356ee88893d3d093f13f454e7e3c5",
          "body": "This CL also allows serializing/deserializing dict of int keys through `pg.to_json_str` and `pg.from_json_str`.\n\nPiperOrigin-RevId: 705885077",
          "is_bot": false,
          "headline": "pg.Dict to support int keys.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-12-13T16:02:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "212ce7def611f1707173b51e6a66a5c6df49f8d2",
          "body": "PiperOrigin-RevId: 705357818",
          "is_bot": false,
          "headline": "Add \"View PyGlove Objects in HTML\" notebook in examples.",
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                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "1463 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 1463
                    }
                  }
                ],
                "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": 71,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 68,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "4 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "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": "20 out of 20 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [
                "automl",
                "evolution",
                "machine-learning",
                "meta-learning",
                "meta-programming",
                "symbolic-programming",
                "manipulation",
                "python"
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              "has_wiki": false,
              "homepage": null,
              "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
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              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": "8 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 8
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                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 67,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "packaging",
                    "signed_releases"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 59,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 15,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 3,
              "scorecard_aggregate": 5.9
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "20 out of 20 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 9/30 approved changesets -- score normalized to 3",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "11 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 9",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is run on all commits",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:pyglove@0.4.5 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:pyglove@0.4.5",
                  "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": 6
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 30,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 24,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.46,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
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                ],
                "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": "46 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 24.5,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 46,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "critical",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 22,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 53,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 131170,
              "source_files_sampled": 241,
              "oversized_source_files": 8
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "8/241 source files over 60KB",
                "points": 53.2,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 241,
                      "oversized": 8
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "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, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-25T08:48:34.421399Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/google/pyglove.svg",
  "full_name": "google/pyglove",
  "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 статистикаPyPI.