NVIDIA-Merlin/models має індекс здоров’я 35 зі 100, що відповідає смузі «У зоні ризику». Найвищий показник — Engineering Quality (84/100), найнижчий — Vitality (19/100). Останнє оновлення було 817 днів тому. Більшість нещодавньої роботи виконують 4 учасники.
35
загалом / 100
У зоні ризику
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.
35
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.
Abandonment Policy applies a 60% multiplier to weighted overall health and gives it a ceiling of 49.
жодного людського коміта за 826 дн.автоматичні коміти не врахованопул-реквести без відповідіішюси без відповідірелізи зупинилисяOpenSSF Scorecard визнає проєкт без супроводуЗагальна оцінка: стеля «У зоні ризику»
Сама лише тиша ніколи не є підставою — невеликій завершеній бібліотеці коміти можуть бути не потрібні роками. Ця ознака вимагає двох умов водночас: тривалої відсутності людських комітів і зобов'язань, які проєкт очевидно не виконує. Автоматичні коміти супроводженням не вважаються.
Прямі залежності без відомих сповіщень — жодна пряма залежність не має відомих сповіщень
0/25
Непрямі залежності без відомих сповіщень — транзитивний набір не відокремлюється від залежностей розробки й тестування в цьому обсязі
0/40
Немає задавнених сповіщень — жодне сповіщення не має дати публікації
Використані вхідні дані
source
osv
advisories
7
affected_packages
2
assessed_packages
13
unassessed_packages
33
affected_by_severity
critical 1, moderate 1
direct_affected_packages
0
Виключено з оцінювання (немає даних або не застосовно): Непрямі залежності без відомих сповіщень, Немає задавнених сповіщень. Залишкові ваги перенормовано. Звірено 13 резолвлених залежностей із OSV. 33 не вдалося оцінити — немає резолвленої версії, непідтримувана екосистема або поза межами звітованого переліку пакетів. Цей репозиторій не публікує пакета, який резолвить індекс, тож натомість оцінено граф залежностей репозиторію. Цей граф змішує закріплені версії для розробки й тестування зі справді постачаними залежностями, тож оцінюються лише задекларовані runtime-залежності; транзитивні знахідки подаються як контекст і в оцінку не входять. Досяжність не аналізується.
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.
Придатні до запуску приклади — examples, notebooks, recipes
Використані вхідні дані
example_dirs
examples, notebooks, recipes
has_mcp_signal
ні
api_schema_files
—
Ключові факти
301зірок GitHub
25контриб'юторів
0комітів за останні 12 місяців
817днів від останнього пушу
18релізів
4бас-фактор
146відкритих 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 ★ / 56 ⇿
0Зірки
56Форки
18Релізи
Коли додано кожну зірку й форк — зібрано з GitHub і згруповано за днями. Кумулятивне зростання розміщено просто над денними додаваннями, з яких воно складається, тож їх видно одне проти одного: рівномірне органічне накопичення виглядає зовсім інакше, ніж різкий короткочасний сплеск. Там, де цю різницю можна виміряти, її подано як автентичність росту.
Мажорні 0Мінорні 17Патчі 1
Кожна точка охоплює 5 днів.
OpenSSF Scorecard 4.0 / 10
4.0сукупно
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 · 2026-07-31 03:12 UTC
Повний розв'язаний набір залежностей із графа залежностей GitHub: 0 прямих і 46 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
Реєстр
Пакет
Версія
Зв'язок
PyPI
attrs
21.4.0
непряма
PyPI
black
20.8b1
непряма
PyPI
bokeh
—
непряма
PyPI
check-manifest
—
непряма
PyPI
colorlog
—
непряма
PyPI
fiddle
0.2.2
непряма
PyPI
flake8
—
непряма
PyPI
gitpython
—
непряма
PyPI
horovod
—
непряма
PyPI
implicit
—
непряма
PyPI
interrogate
1.5.0
непряма
PyPI
ipython
8.2.0
непряма
PyPI
isort
—
непряма
PyPI
jinja2
—
непряма
PyPI
jsonschema
4.17.3
непряма
PyPI
jupyter
—
непряма
PyPI
lightfm
—
непряма
PyPI
lightning-utilities
—
непряма
PyPI
linkify-it-py
1.0.3
непряма
PyPI
markupsafe
2.0.1
непряма
PyPI
merlin-core
—
непряма
PyPI
merlin-dataloader
—
непряма
PyPI
mypy
—
непряма
PyPI
myst-nb
0.17.2
непряма
PyPI
natsort
8.1.0
непряма
PyPI
nbformat
5.9.2
непряма
PyPI
numpy
—
непряма
PyPI
nvtabular
—
непряма
PyPI
optuna
—
непряма
PyPI
plotly
—
непряма
PyPI
pytest
—
непряма
PyPI
pytest-cov
—
непряма
PyPI
pytest-xdist
—
непряма
PyPI
pytorch-lightning
—
непряма
PyPI
recommonmark
0.7.1
непряма
PyPI
scikit-learn
—
непряма
PyPI
sparse-operation-kit
—
непряма
PyPI
sphinx-book-theme
—
непряма
PyPI
sphinx-external-toc
0.2.4
непряма
PyPI
tensorflow
—
непряма
PyPI
testbook
—
непряма
PyPI
torch
—
непряма
PyPI
torchmetrics
—
непряма
PyPI
transformers
—
непряма
PyPI
wandb
—
непряма
PyPI
xgboost
—
непряма
Сповіщення про залежності 2
Цей репозиторій не публікує пакета, який розпізнає індекс, тож оцінено його власний граф залежностей — 13 пакетів, серед яких є й піниї розробки та тестування, що ніколи не постачаються: 2 мають відомі сповіщення, з них 0 прямі. 33 не вдалося оцінити — немає резолвленої версії, непідтримувана екосистема або поза наведеним переліком пакетів.
Пакет
Версія
Зв'язок
Критичність
Сповіщень
Виправлено в
black
20.8b1
непряма
критична
5
26.3.1
ipython
8.2.0
непряма
помірна
2
8.10.0
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": [
"deep-learning",
"machine-learning",
"pytorch",
"recommendation-system",
"recommender-system",
"tensorflow",
"dask",
"gpu",
"rapidsai",
"recsys"
],
"is_fork": false,
"size_kb": 118332,
"has_wiki": true,
"homepage": "https://nvidia-merlin.github.io/models/main/index.html",
"languages": {
"Shell": 3127,
"Python": 2393882,
"Makefile": 4250
},
"pushed_at": "2024-05-04T12:44:50Z",
"created_at": "2021-05-03T18:15:41Z",
"owner_type": "Organization",
"updated_at": "2026-07-19T22:15:20Z",
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]
},
"owner": {
"blog": null,
"name": null,
"type": "Organization",
"login": "NVIDIA-Merlin",
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"followers": 468,
"avatar_url": "https://avatars.githubusercontent.com/u/81591093?v=4",
"created_at": "2021-03-29T20:29:19Z",
"is_verified": null,
"public_repos": 15,
"account_age_days": 1949
},
"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": [
{
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"kind": "minor",
"published_at": "2024-01-09T12:45:38Z"
},
{
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"kind": "patch",
"published_at": "2023-11-14T20:20:26Z"
},
{
"tag": "v23.08.00",
"kind": "minor",
"published_at": "2023-08-29T16:28:11Z"
},
{
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"kind": "minor",
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},
{
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"kind": "minor",
"published_at": "2023-05-31T14:40:21Z"
},
{
"tag": "v23.04.00",
"kind": "minor",
"published_at": "2023-04-26T20:36:40Z"
},
{
"tag": "v23.02.00",
"kind": "minor",
"published_at": "2023-03-08T16:34:14Z"
},
{
"tag": "v0.11.0",
"kind": "minor",
"published_at": "2023-02-03T22:29:44Z"
},
{
"tag": "v0.10.0",
"kind": "minor",
"published_at": "2022-11-22T19:49:34Z"
},
{
"tag": "v0.9.0",
"kind": "minor",
"published_at": "2022-10-24T18:29:36Z"
},
{
"tag": "v0.8.0",
"kind": "minor",
"published_at": "2022-09-26T18:14:17Z"
},
{
"tag": "v0.7.0",
"kind": "minor",
"published_at": "2022-09-06T18:34:49Z"
},
{
"tag": "v0.6.0",
"kind": "minor",
"published_at": "2022-07-19T21:30:23Z"
},
{
"tag": "v0.5.0",
"kind": "minor",
"published_at": "2022-06-15T00:24:13Z"
},
{
"tag": "v0.4.0",
"kind": "minor",
"published_at": "2022-05-10T00:05:15Z"
},
{
"tag": "v0.3.0",
"kind": "minor",
"published_at": "2022-04-06T23:17:20Z"
},
{
"tag": "v0.2.0",
"kind": "minor",
"published_at": "2022-03-03T00:24:27Z"
},
{
"tag": "v0.1.0",
"kind": "minor",
"published_at": "2022-02-02T17:09:40Z"
}
],
"recent_commits": [
{
"oid": "eb1e54196a64a70950b2a7e7744d2150e052d53e",
"body": "Signed-off-by: Mike McKiernan <mmckiernan@nvidia.com>",
"is_bot": false,
"headline": "Add GDPR info to footer (#1237)",
"author_name": "Mike McKiernan",
"author_login": "mikemckiernan",
"committed_at": "2024-04-25T10:51:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "48e0c702afc73d8cbb8067c06074b425cb26725f",
"body": "* move merlin dependecy install in horovod-cpu tests\r\n\r\n* trigger horovod test",
"is_bot": false,
"headline": "move merlin dependecy install in horovod-cpu tests (#1235)",
"author_name": "edknv",
"author_login": "edknv",
"committed_at": "2024-01-08T22:05:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2bec1a5b27e0277bad4b7292d1cfa26ac215b13b",
"body": null,
"is_bot": false,
"headline": "fix dependencies in docs build (#1236)",
"author_name": "edknv",
"author_login": "edknv",
"committed_at": "2024-01-08T20:16:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "162f4984b9b20619f7d504400801bddb8c3ca199",
"body": "* Fix sok import error in ut\r\n\r\n* Update SOK import in backend.py",
"is_bot": false,
"headline": "Fix sok import error in ut (#1232)",
"author_name": "Emma",
"author_login": "EmmaQiaoCh",
"committed_at": "2024-01-07T07:00:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "80b086f34ab6634d19c041c264f173858a0ab669",
"body": "* Remove output_names from base BaseModel.\r\n\r\n* Add assertion for output signature of saved model to test_topk_encoder\r\n\r\n* Move compile method from BaseModel to Model\r\n\r\n* Correct name of structured outputs\r\n\r\n* Move compile method back and add special case for TopKOutput",
"is_bot": false,
"headline": "Ensure TopKEncoder has correct outputs when model is saved (#1225)",
"author_name": "Oliver Holworthy",
"author_login": "oliverholworthy",
"committed_at": "2023-11-10T17:47:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "16d289a77227c73817464c815b6fa8c0c78f56a5",
"body": "…(#1214)\n\nCo-authored-by: rnyak <16246900+rnyak@users.noreply.github.com>",
"is_bot": false,
"headline": "Handle ColumnSchema `target` in serialization of `SequenceTransform` …",
"author_name": "Oliver Holworthy",
"author_login": "oliverholworthy",
"committed_at": "2023-11-02T17:47:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fcc55c27afea0431c54534540e594851287302b6",
"body": "…218)\n\n* Change model call default arg values to None instead of bool vals\r\n\r\nThis fixes an issue with model saving where the concrete function\r\ncannot be matched correctly\r\n\r\n* Add linux-amd64-gpu-p100-latest-1 to actionlint config\r\n\r\n---------\r\n\r\nCo-authored-by: rnyak <16246900+rnyak@users.noreply.github.com>",
"is_bot": false,
"headline": "Change model call default arg values to None instead of bool vals (#1…",
"author_name": "Oliver Holworthy",
"author_login": "oliverholworthy",
"committed_at": "2023-11-01T21:41:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7d99e53e6b8521cfe85c0ab7bbe8ea150289ecf4",
"body": "* improve the hpo test",
"is_bot": false,
"headline": "improve the hpo test (#1222)",
"author_name": "Radek Osmulski",
"author_login": "radekosmulski",
"committed_at": "2023-10-31T03:25:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ba1b77597c8ccf5cfef6c6c1f6cb95d3048d71b5",
"body": "* use rapids infra to run testing\r\n\r\n* remove branch tags from logic\r\n\r\n* remove artifact dupe of jobs field\r\n\r\n* add back in logic for branch identification\r\n\r\n* add gpus flag to container call\r\n\r\n* checking gpu with nvidia-smi\r\n\r\n* using private container test\r\n\r\n* adding correct address for container\r\n\r\n* add new container pull logic to all test sets\r\n\r\n* consolidate testing because all in one container",
"is_bot": false,
"headline": "use rapids infra to run testing (#1216)",
"author_name": "Julio Perez",
"author_login": "jperez999",
"committed_at": "2023-10-15T03:53:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "96fcccedd43cbdf470fe3322ea3978a9c82242d5",
"body": "This PR replaces the `copy_prs` functionality from the `ops-bot` with the new dedicated `copy-pr-bot` GitHub application.\r\n\r\nThorough documentation for the new `copy-pr-bot` application can be viewed below.\r\n\r\n- https://docs.gha-runners.nvidia.com/apps/copy-pr-bot/\r\n\r\n**Important**: `copy-pr-bot` en\n[…]\nha-runners.nvidia.com/cpr/contributors.\r\n\r\nThis information is all included on the documentation page linked above.\r\n\r\n_I've skipped CI on this PR since it's not a change that is tested._\r\n\r\n[skip ci]",
"is_bot": false,
"headline": "Use `copy-pr-bot` (#1209)",
"author_name": "AJ Schmidt",
"author_login": "ajschmidt8",
"committed_at": "2023-09-05T17:03:56Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "a1d0be2a00248696e1c1c6d9b299ae904b94b9aa",
"body": "…rained embeddings) (#1198)\n\n* Making retrieval model to_top_k_model(), candidate_embeddings() and batch_predict() support Loader with transforms for pre-trained embeddings in item tower\r\n\r\n* Fixing test error and ensuring all batch_predict() with the new API support Loader with transforms (which in\n[…]\nhich was using wrong schema to export query and item embeddings\r\n\r\n* Added missing importorskip on torch and pytorch_lightning for torch integration tests\r\n\r\n* Skiping a test if nvtabular is available",
"is_bot": false,
"headline": "Makes RetrievalModelV2 support item tower with transforms (e.g. pre-t…",
"author_name": "Gabriel Moreira",
"author_login": "gabrielspmoreira",
"committed_at": "2023-07-20T22:42:28Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "52c89a4e7a89d80a89f8f366c25ad277a378a030",
"body": "* first impelementation of tabular predict next\r\n\r\n* add unit tests\r\n\r\n* include PR comments\r\n\r\n* fix docstrings description\r\n\r\n* include Marc comments\r\n\r\n* add torchscript support to TabularPredictNextModule\r\n\r\n---------\r\n\r\nCo-authored-by: edknv <109497216+edknv@users.noreply.github.com>",
"is_bot": false,
"headline": "Add TabularPredictNext for causal item prediction task (#1202)",
"author_name": "Sara Rabhi",
"author_login": "sararb",
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"headline": "Add generic map that works on any Module (#1203)",
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"body": "* Adding CrossAttentionBlock\r\n\r\n* Fix failing test by setting dropout=0.0\r\n\r\n* proposed changes\r\n\r\n---------\r\n\r\nCo-authored-by: edknv <edwardk@nvidia.com>\r\nCo-authored-by: edknv <109497216+edknv@users.noreply.github.com>",
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"headline": "Adding CrossAttentionBlock (#1193)",
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"headline": "Adding sequence-defaults in TabularInputBlock (#1200)",
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"headline": "Rename setup_schema to initialize_from_schema in TabularPadding (#1199)",
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"headline": "Introducing BatchBlock (#1192)",
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"author_login": "marcromeyn",
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"body": "* First commit\r\n\r\n* Adding BroadcastToSequence\r\n\r\n* Adding to __init__\r\n\r\n---------\r\n\r\nCo-authored-by: edknv <109497216+edknv@users.noreply.github.com>",
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"headline": "Adding BroadcastToSequence (#1195)",
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"headline": "Apply rename to initialize_from_schema to ContrastiveOutput (#1196)",
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"body": "…ch model properties for training (#1187)\n\n* Making it possible to set optimizer and scheduler via model properties\r\n\r\n* Proposal to change the signature of configure_optimizers to make tests pass\r\n\r\n* Fixed merge issue\r\n\r\n* Ignoring Model.optimizer property in jit tracing\r\n\r\n* Checking PyTorch version for defining LRScheduler based type\r\n\r\n* Fixed LRScheduler dependent version references\r\n\r\n---------\r\n\r\nCo-authored-by: Marc Romeyn <marcromeyn@gmail.com>",
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"headline": "Making it possible to set optimizer and scheduler instances via PyTor…",
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"headline": "Enable lazy module initialization from schema for any module (#1186)",
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"body": "* First pass over MMOEBlock & PLEBlock\r\n\r\n* Adding some simple tests for MMOEBlock\r\n\r\n* Adding some doc-strings\r\n\r\n* Fixing failing tests\r\n\r\n* Increase test-coverage\r\n\r\n* Improving doc-strings\r\n\r\n* Fixing failing tests",
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"headline": "Adding MMOE & PLE (#1173)",
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"headline": "Adding ContrastiveOutput (#1191)",
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"body": "* Add DCN Model\r\n\r\n* improve docstrings\r\n\r\n---------\r\n\r\nCo-authored-by: Marc Romeyn <marcromeyn@gmail.com>",
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"headline": "Add DCN Model (#1185)",
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"body": "* Update docs theme from `sphinx_rtd_theme` to `sphinx_book_theme`\r\n\r\n* Add missing `PrepareListFeatures` to merlin.models.tf module\r\n\r\n* Add upper bound on tensorflow version",
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"headline": "Update docs theme from `sphinx_rtd_theme` to `sphinx_book_theme` (#1189)",
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"body": "* Making schema optional in TabularInputBlock to allow for nesting\r\n\r\n* Adding tests to ensure correct behaviour\r\n\r\n* Fixing failing test\r\n\r\n---------\r\n\r\nCo-authored-by: edknv <109497216+edknv@users.noreply.github.com>",
"is_bot": false,
"headline": "Making input- and output-block lazy to allow for nesting (#1184)",
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"oid": "9922f2522c3ab0644f6ceec422bfae952cf537c4",
"body": "…ased example (#1160)\n\n* Remove 2 examples (move to Merlin)\r\n* Move session-based ecommerce example one level up, from usecases to\r\n examples\r\n* Delete benchmarking (asvdb) test (move to Merlin)\r\n* add link/fix image links",
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"headline": "Remove examples spanning multiple repos / promote ecommerce session-b…",
"author_name": "Radek Osmulski",
"author_login": "radekosmulski",
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"body": "* Adding extra test for leaf\r\n\r\n* Some fixes\r\n\r\n* First commit\r\n\r\n* Adding logits_temperature scaling\r\n\r\n* move schema and metrics from output base to children\r\n\r\n* add docstrings\r\n\r\n* delay class initialization in add_route_for_each\r\n\r\n* add unit tests\r\n\r\n* add docstrings\r\n\r\n* add more unit tests\r\n\n[…]\n\n* Fixing failing tests\r\n\r\n* Fixing failing tests\r\n\r\n* Fixing failing tests\r\n\r\n---------\r\n\r\nCo-authored-by: edknv <edwardk@nvidia.com>\r\nCo-authored-by: edknv <109497216+edknv@users.noreply.github.com>",
"is_bot": false,
"headline": "Add CategoricalOutput (#1158)",
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"headline": "Adding ElementWiseSum (#1183)",
"author_name": "Marc Romeyn",
"author_login": "marcromeyn",
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"body": "… right ToTupleModule (#1182)",
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"headline": "Adding ToTuple function that uses the length of the schema to get the…",
"author_name": "Marc Romeyn",
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"body": "* Create input_schema and output_schema methods on Block\r\n\r\n* Expose schema functions from merlin.models.torch\r\n\r\n* Rename input/output schema and add to top level torch module\r\n\r\n* Revert input/output schema methods on Block\r\n\r\n* Remove whitespace form torch `__init__.py`\r\n\r\n* Re-format schema.py",
"is_bot": false,
"headline": "Rename Schema Inspection names in the torch schema module (#1179)",
"author_name": "Oliver Holworthy",
"author_login": "oliverholworthy",
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"headline": "Adding validation_step and test_step to Model (#1181)",
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"body": "* add padding op\r\n\r\n* remove unused mask prefix\r\n\r\n* Apply suggestions from code review\r\n\r\nCo-authored-by: Marc Romeyn <marcromeyn@gmail.com>\r\n\r\n* Add test for tracing the model with torchscript\r\n\r\n* fix linting\r\n\r\n* add module_test to test_padded_targets\r\n\r\n---------\r\n\r\nCo-authored-by: Marc Romeyn <marcromeyn@gmail.com>\r\nCo-authored-by: edknv <109497216+edknv@users.noreply.github.com>",
"is_bot": false,
"headline": "Add padding operator to the PyTorch API (#1177)",
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"body": "* Adding ToTuple\r\n\r\n* Add Schema to ToTuple-classes to ensure correct order",
"is_bot": false,
"headline": "Adding ToTuple (#1178)",
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"body": "* Change default loss in BinaryOutput to BCELoss\r\n\r\n* Some commit\r\n\r\n* Fixing failing tests\r\n\r\n---------\r\n\r\nCo-authored-by: edknv <109497216+edknv@users.noreply.github.com>",
"is_bot": false,
"headline": "Change default loss in BinaryOutput to BCELoss (#1175)",
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"body": "…eatures (#1169)\n\n* Making retrieval encoders more trustworthy by setting the map_partitions(meta) with the expected output dataframe schema. This fixes the issue when multi-hot features were used in the user / item tower encoding\r\n\r\n* Changing back the schema of music_streaming_data fixture and doing the required changes within test_two_tower_v2_export_item_tower_embeddings_with_seq_item_features",
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"headline": "Fixes retrieval encoders when query / item features have dense list f…",
"author_name": "Gabriel Moreira",
"author_login": "gabrielspmoreira",
"committed_at": "2023-07-04T14:37:40Z",
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"oid": "1782b44db351e1c6d0df085826a4bdd10d531f71",
"body": "* Add DLRM Model\r\n\r\n* make model a class rather a function\r\n\r\n---------\r\n\r\nCo-authored-by: Marc Romeyn <marcromeyn@gmail.com>",
"is_bot": false,
"headline": "Add DLRM Model (#1171)",
"author_name": "edknv",
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"body": "* Adding DCN-V2\r\n\r\n* Merging CrossBlock & CrossLink\r\n\r\n* Merging CrossBlock & CrossLink\r\n\r\n* Adding with_low_rank to CrossBlock",
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"headline": "Adding CrossBlock (used in DCN-v2) (#1172)",
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"oid": "eff55db5498c4be0ba7112188f74d1565b89d9c5",
"body": "* Removing Link in favour of some new Blocks like: ResidualBlock & ShortcutBlock\r\n\r\n* Removing Link in favour of some new Blocks like: ResidualBlock & ShortcutBlock\r\n\r\n* Add conversion test\r\n\r\n* Some bug fixes + 100% test-coverage for block.py\r\n\r\n* Improve doc-strings\r\n\r\n* Remove un-used isblock again",
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"headline": "Remove link, and introduce ShortcutBlock + ResidualBlock (#1170)",
"author_name": "Marc Romeyn",
"author_login": "marcromeyn",
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"body": "* First pass over DLRM-related blocks\r\n\r\n* add a test for dlrm block and fixes to make test pass\r\n\r\n* Add unit tests\r\n\r\n* Initialize default metrics/loss inside ModelOutput instead\r\n\r\n* Update merlin/models/torch/blocks/dlrm.py\r\n\r\nCo-authored-by: Radek Osmulski <rosmulski@gmail.com>\r\n\r\n* fixes and changes for failing tests\r\n\r\n* pass batch to model test\r\n\r\n---------\r\n\r\nCo-authored-by: Marc Romeyn <marcromeyn@gmail.com>\r\nCo-authored-by: Radek Osmulski <rosmulski@gmail.com>",
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"headline": "Add DLRM block (#1162)",
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"body": "…(#1166)\n\nCo-authored-by: edknv <109497216+edknv@users.noreply.github.com>",
"is_bot": false,
"headline": "Replace import of collections.Sequence with collections.abc.Sequence …",
"author_name": "Oliver Holworthy",
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"is_bot": false,
"headline": "Add fixture to cleanup dataloader (#1167)",
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"oid": "1783951391ae800925e05333f4fc82039c12e102",
"body": "* Remove python prefix from tox environment names\r\n\r\n* Move Merlin dependencies to deps configuation of tox environment\r\n\r\n* Use posargs for tests path in tox environments",
"is_bot": false,
"headline": "Rename and update tox environments (#1168)",
"author_name": "Oliver Holworthy",
"author_login": "oliverholworthy",
"committed_at": "2023-07-01T00:57:21Z",
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"headline": "We need to remove README after the hyper link. (#1163)",
"author_name": "tien-nguyen",
"author_login": "tien-nguyen",
"committed_at": "2023-06-30T15:32:55Z",
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"oid": "94f74b55613531e8f0bf2472d5666d7f78b8f90f",
"body": "* Initialize default metrics/loss inside ModelOutput instead\r\n\r\n* Trying to change py38 -> py39 in tox.ini to see if that fixes CI\r\n\r\n* Trying to change py38 -> py39 in tox.ini to see if that fixes CI\r\n\r\n* Trying to change py39 -> py310 in tox.ini to see if that fixes CI\r\n\r\n* Update LD_LIBRARY_PATH",
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"headline": "Initialize default metrics/loss inside ModelOutput instead (#1164)",
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"author_login": "marcromeyn",
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{
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{
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{
"key": "governance",
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"metrics": [
{
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"note": null,
"notes": [],
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"components": [
{
"key": "bus_factor",
"name": "Bus factor",
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{
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}
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{
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{
"key": "openssf_scorecard_contributors",
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]
},
{
"key": "responsiveness",
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{
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{
"key": "pr_acceptance",
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{
"key": "openssf_scorecard_code_review",
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"points": 13.5,
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]
},
{
"key": "stewardship",
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"note": null,
"notes": [],
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"inputs": {
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"components": [
{
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{
"code": "owner_organization",
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}
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{
"key": "verified_domain",
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"detail": null,
"points": 0,
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},
{
"key": "owner_reach",
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"points": 19.2,
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"login": "NVIDIA-Merlin"
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{
"key": "track_record",
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"points": 19.4,
"status": "partial",
"details": [
{
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{
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{
"key": "package_maintenance",
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"note": null,
"notes": [],
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"ecosystems": "pypi",
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"components": [
{
"key": "published_resolvable",
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"points": 25,
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{
"code": "packages_published",
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"ecosystems": "pypi"
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"max_points": 25
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{
"key": "publish_recency",
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"detail": "latest publish 933 days ago",
"points": 4,
"status": "partial",
"details": [
{
"code": "publish_recency",
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"days": 933
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}
],
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{
"key": "version_history",
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"detail": "17 published versions",
"points": 20,
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{
"code": "published_versions",
"params": {
"count": 17
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}
],
"max_points": 20
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{
"key": "not_deprecated",
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"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
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{
"code": "package_not_deprecated",
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],
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]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "good",
"name": "Engineering Quality",
"value": 84,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "good",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 74,
"inputs": {
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"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
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}
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"max_points": 24
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{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": "tox.ini",
"points": 16,
"status": "met",
"details": [
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"code": "file_list",
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"max_points": 16
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{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 9.6,
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{
"key": "editorconfig",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "0 out of 30 merged PRs checked by a CI test -- score normalized to 0",
"points": 0,
"status": "missed",
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"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"topics": [
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"recommender-system",
"tensorflow",
"dask",
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"has_wiki": true,
"homepage": "https://nvidia-merlin.github.io/models/main/index.html",
"has_readme": true,
"has_docs_dir": true,
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"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
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{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
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{
"key": "documentation_homepage_site",
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"points": 15,
"status": "met",
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{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "10 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 10
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}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 52,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"branch_protection",
"packaging"
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 40,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 4
},
"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",
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}
],
"max_points": 7.5
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{
"key": "ci_tests",
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"status": "missed",
"details": [],
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},
{
"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 29/30 approved changesets -- score normalized to 9",
"points": 6.8,
"status": "partial",
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},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 3 contributing companies or organizations -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 13 resolved dependencies against OSV; 33 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
"notes": [
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"code": "excluded_no_data",
"params": {
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}
},
{
"code": "weights_renormalized",
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},
{
"code": "advisories_scope_repository",
"params": {
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},
{
"code": "advisories_unassessed",
"params": {
"count": 33
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},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
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"affected_packages": 2,
"assessed_packages": 13,
"unassessed_packages": 33,
"affected_by_severity": "critical 1, moderate 1",
"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": [
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"code": "no_direct_advisories",
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}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "transitive set not separable from development and test dependencies in this scope",
"points": 0,
"status": "excluded",
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"code": "advisories_scope_not_separable",
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],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
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"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
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],
"max_points": 40
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]
},
{
"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",
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"assessed_packages": 13,
"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",
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}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
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"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",
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}
],
"value": 100,
"inputs": {
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"exposures": [],
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"components": [
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"name": "Policy exposure multiplier",
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"code": "jurisdiction_no_match",
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}
],
"max_points": 100
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]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 55,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
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"note": null,
"notes": [],
"value": 40,
"inputs": {
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"components": [
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"key": "agent_instructions",
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],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 15
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{
"key": "legible_commit_history",
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"details": [
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"code": "legible_history",
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}
],
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]
},
{
"key": "ai_verify_loop",
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"note": null,
"notes": [],
"value": 62,
"inputs": {
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"has_tests": true,
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"components": [
{
"key": "one_command_bootstrap",
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"points": 18,
"status": "met",
"details": [
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"code": "file_list",
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],
"max_points": 18
},
{
"key": "automated_tests",
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"points": 22,
"status": "met",
"details": [],
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},
{
"key": "lint_format_config",
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"status": "met",
"details": [
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}
],
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},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "merlin/models/py.typed",
"points": 11,
"status": "met",
"details": [
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"code": "file_list",
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}
],
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},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
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Пов’язані записи
Перевірені репозиторії, що мають спільні каталожні теги або екосистеми з NVIDIA-Merlin/models. Читати поруч →
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.
