shader-slang/slangpy має індекс здоров’я 91 зі 100, що відповідає смузі «Відмінний». Найвищий показник — Vitality (93/100), найнижчий — Security (58/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконують 2 учасники.
91
загалом / 100
Відмінний
Індекс здоров'я програмного забезпечення
Метрики згруповано у зважені категорії на шкалі 1–100. Загальна оцінка починається як їхнє зважене середнє, відкаліброване за розподілом публічного реєстру, тож діапазони мають перцентильний зміст; коли публічні дані активують Політику юрисдикцій високого ризику, рейтинг коригується й отримує верхню межу 34 («У зоні ризику»).
91
Винятковий93-100Верхній щабель реєстру (≈ топ-5%); відповідає практично всім перевіреним критеріям
Відмінний80-92Сильний за всіма напрямами; незначні прогалини
Добрий65-79Здоровий; прогалини обмежені та керовані
Помірний50-64Прийнятний, але з помітними прогалинами; рекомендовано перевірку
Слабкий35-49Суттєві недоліки в кількох сферах
У зоні ризику20-34Суттєві слабкі місця; впровадження потребує обережності
Критичний1-19Серйозні 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.
Зважений загальний бал 77 калібровано до 91 за шкалою опублікованого індексу (калібрування реєстру 2026-08-02).
Прямі залежності без відомих сповіщень — жодна пряма залежність не має відомих сповіщень
25/25
Непрямі залежності без відомих сповіщень — жодна непряма залежність не має відомих сповіщень
0/40
Немає задавнених сповіщень — жодне сповіщення не має дати публікації
Використані вхідні дані
source
osv
advisories
0
affected_packages
0
assessed_packages
2
unassessed_packages
0
affected_by_severity
none
direct_affected_packages
0
Виключено з оцінювання (немає даних або не застосовно): Немає задавнених сповіщень. Залишкові ваги перенормовано. Звірено з runtime-замиканням залежностей pypi:slangpy@0.43.1 — тим, що тягне за собою встановлення опублікованого пакета, — 2 пакетів. Досяжність не аналізується.
Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Має свідомо малу вагу (4%): агентний інструментарій — реальний сигнал супроводу, але репозиторій без нього все одно може отримати 100/100.
Придатні до запуску приклади — examples, notebooks
Використані вхідні дані
example_dirs
examples, notebooks
has_mcp_signal
ні
api_schema_files
—
Ключові факти
153зірок GitHub
34контриб'юторів
438комітів за останні 12 місяців
0днів від останнього пушу
6релізів
2бас-фактор
108відкритих 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 ★ / 43 ⇿
0Зірки
43Форки
3Релізи
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 0Патчі 3
Кожна точка охоплює 2 днів.
OpenSSF Scorecard 4.7 / 10
4.7сукупно
Незалежна, не прив'язана до інструментів оцінка безпеки від відкритого проєкту OpenSSF Scorecard. Кожна перевірка винагороджує практику безпеки, а не інструмент конкретного постачальника. Перевірки, які Scorecard не зміг визначити, позначено н/д і виключено з оцінки безпеки (вони ніколи не зараховуються як нуль).Scorecard v5.5.0 · 2026-07-24 10:54 UTC
Повний розв'язаний набір залежностей із графа залежностей GitHub: 2 прямих і 19 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
Реєстр
Пакет
Версія
Зв'язок
PyPI
numpy
—
пряма
PyPI
typing-extensions
—
пряма
PyPI
autoflake
—
непряма
PyPI
cmake
3.31.6
непряма
PyPI
deepdiff
—
непряма
PyPI
furo
—
непряма
PyPI
imageio
—
непряма
PyPI
isort
—
непряма
PyPI
libcst
—
непряма
PyPI
nbsphinx
—
непряма
PyPI
pandoc
—
непряма
PyPI
pre-commit
—
непряма
PyPI
pymongo
—
непряма
PyPI
pyright
—
непряма
PyPI
pytest
—
непряма
PyPI
pytest-cov
—
непряма
PyPI
pytest-xdist
—
непряма
PyPI
setuptools
—
непряма
PyPI
slangpy-torch
0.7.0
непряма
PyPI
sphinx
—
непряма
PyPI
sphinx-copybutton
—
непряма
Сповіщення про залежності 0
Встановлення pypi:slangpy@0.43.1 тягне 2 пакетів, прямих і транзитивних: 0 мають відомі сповіщення, з них 0 — прямі залежності.
Жодне відоме сповіщення не стосується оцінених залежностей.
Сповіщення означає, що версія, записана в графі залежностей, потрапляє в уражений діапазон. Досяжність не аналізується, а граф містить піниї розробки й тестування — знахідка може стосуватися інструментів, а не поставленого коду.
Звіт у форматі JSON машиночитний
{
"data": {
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"topics": [],
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"size_kb": 30313,
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"CMake": 116711,
"Shell": 1506,
"Slang": 360986,
"Python": 1825575,
"Batchfile": 773,
"Objective-C++": 14618,
"Wolfram Language": 1119
},
"pushed_at": "2026-07-24T04:46:26Z",
"created_at": "2025-01-06T12:20:32Z",
"owner_type": "Organization",
"updated_at": "2026-07-22T20:25:20Z",
"description": "Making it easier to work with slang in python",
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"owner": {
"blog": "https://shader-slang.org/",
"name": "The Slang Shading Language",
"type": "Organization",
"login": "shader-slang",
"company": null,
"location": null,
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"license": {
"state": "custom",
"spdx_id": null,
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"activity": {
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"kind": "patch",
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},
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{
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}
],
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"oid": "5a1b34b63a78904aeb092bc6475744edc500a83c",
"body": "* Add regression test for ITensor with [BackwardDerivative]\n\nRegression test for https://github.com/shader-slang/slangpy/issues/639.\nTests forward and backward passes for functions using ITensor interface\nparameters with both [Differentiable] and [BackwardDerivative] attributes.\n\nMade-with: Cursor\n\n\n[…]\n Keep only the [BackwardDerivative]\ntests that directly guard against the slangpy#639 regression.\n\nMade-with: Cursor\n\n---------\n\nCo-authored-by: Jay Kwak <82421531+jkwak-work@users.noreply.github.com>",
"is_bot": false,
"headline": "Add regression test for ITensor with [BackwardDerivative] (#918)",
"author_name": "James Helferty (NVIDIA)",
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"committed_at": "2026-07-22T20:25:12Z",
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"oid": "6b8c2d2141a93e787ea5d372ce639bbab470d6ab",
"body": "* Enable Metal in pointer test suite\n\nAdd DeviceType.metal to POINTER_DEVICE_TYPES so pointer tests run on\nMetal hardware. This exercises the slang-rhi argument buffer pointer\ndata path that was previously broken (see shader-slang/slang#10841).\n\nMade-with: Cursor\n\n* Disable `&` pointer tests\n\nThe `&\n[…]\nes. Verified passing on both the\nMTLResidencySet and useResources fallback paths.\n\nMade-with: Cursor\n\n---------\n\nCloses shader-slang/slang#10841.\n\nCo-authored-by: James Helferty <jhelferty@nvidia.com>",
"is_bot": true,
"headline": "Enable Metal in pointer test suite (rebased takeover of #958) (#1071)",
"author_name": "nv-slang-bot[bot]",
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"committed_at": "2026-07-22T13:26:25Z",
"body_truncated": true,
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},
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"oid": "7e8c09cb0e2c6f7b97ce86bab0afa4ee725e5e87",
"body": "…g (#1049)\n\n* Fix DDS loader mipmap pitch calculations and 3D texture depth handling\n\n* Add BC7 texture test cases and validate subresource mip calculations",
"is_bot": false,
"headline": "Fix DDS loader mipmap pitch calculations and 3D texture depth handlin…",
"author_name": "guoxx",
"author_login": "guoxx",
"committed_at": "2026-07-20T15:29:18Z",
"body_truncated": false,
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},
{
"oid": "e5e8cb439668b20f0bdb03264a4c3373850d0d34",
"body": "* wheels: add Python 3.14 support\n\nPip on Python 3.14 was falling back to v0.23.0 because newer releases\nshipped no cp314 wheels. Add cp314 to the slangpy build matrix and\nbump cibuildwheel to 3.4.1 (>=3.1.0 needed for cp314 by default).\nAlso extend the slangpy-torch matrices, excluding torch 2.7.0/\n[…]\nignored file so the required ci matrix runs (see #1066).\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\nCo-authored-by: James Helferty (NVIDIA) <jhelferty@nvidia.com>",
"is_bot": false,
"headline": "wheels: add Python 3.14 support (#1002)",
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},
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"oid": "c961d1b16e4425a3dc5f46bbcda73bba8b1981a2",
"body": "* device: expose enable_cuda_launch_from_gfx and enable_ray_tracing flags\n\nMirror slang-rhi's new DeviceDesc::enableCUDALaunchFromGfx and\nDeviceDesc::enableRayTracing flags through sgl::DeviceDesc and the\nPython binding (slangpy.DeviceDesc).\n\nBoth default true to preserve historical behavior. Applic\n[…]\n alongside the version. Left unchanged when the date is still a\nplaceholder.\n\n* Release 0.43.0\n\n---------\n\nCo-authored-by: William Lew <wlew@nvidia.com>\nCo-authored-by: kaizhangNV <kazhang@nvidia.com>",
"is_bot": false,
"headline": "Merge 0.43.0 (#1065)",
"author_name": "James Helferty (NVIDIA)",
"author_login": "jhelferty-nv",
"committed_at": "2026-07-15T21:14:56Z",
"body_truncated": true,
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},
{
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"body": "* Initial profiler implementation\n\n* Fix docs\n\n* Fix pathtracer device type\n\n* Compiler fixes\n\n* Fix compact_function_name on apple clang\n\n* Fix test\n\n* Reuse colors + cleanup\n\n* Add clarifying comment\n\n* Renaming macros\n\n* Use __VA_OPT__\n\n* Add platform::current_thread_id\n\n* Optimize python profiler calls\n\n* Add thread_id check\n\n* Cleanup\n\n* Cleanup comments / docs\n\n* Cleanup",
"is_bot": false,
"headline": "Profiler (#1063)",
"author_name": "Simon Kallweit",
"author_login": "skallweitNV",
"committed_at": "2026-07-13T17:02:08Z",
"body_truncated": false,
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},
{
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"body": "* Improve device close callback\n\n* Address review w.r.t. device stack cleanup",
"is_bot": false,
"headline": "Improve device close callback (#1035)",
"author_name": "Simon Kallweit",
"author_login": "skallweitNV",
"committed_at": "2026-07-06T13:11:16Z",
"body_truncated": false,
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},
{
"oid": "9ecac43c48e81958c7f9b74d6a71ffeee806f3f8",
"body": "* Update slang-rhi\n\n* Minor improvements to SHA1 implementation",
"is_bot": false,
"headline": "Update slang-rhi (#1048)",
"author_name": "Simon Kallweit",
"author_login": "skallweitNV",
"committed_at": "2026-07-06T09:55:13Z",
"body_truncated": false,
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"body": "Co-authored-by: Simon Kallweit <64953474+skallweitNV@users.noreply.github.com>",
"is_bot": false,
"headline": "Fix device leak from cached reflection layouts (#1047)",
"author_name": "tdavidovicNV",
"author_login": "tdavidovicNV",
"committed_at": "2026-07-06T08:35:41Z",
"body_truncated": false,
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},
{
"oid": "20c01705a4ed7b3b8ea6d3e671d686d1d7b701c7",
"body": "* Switch to vm based bridge\n\n* Disable cache tests\n\n* Another fix samples attempt\n\n* GCov error fix\n\n* Slang+benchmarks to new bridges\n\n* Try disabling linux package installs\n\n* Disable gpu clock locking for now on linux\n\n* PR cleanup\n\n* Re-enable tests\n\n* Restore tests\n\n* Restore correct slang-rhi\n\n* Set temp dir\n\n* Temp disable test\n\n* Make temp dir\n\n* Proxy aware url test in samples",
"is_bot": false,
"headline": "Restore vm tests (#1041)",
"author_name": "ccummingsNV",
"author_login": "ccummingsNV",
"committed_at": "2026-07-03T11:01:52Z",
"body_truncated": false,
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},
{
"oid": "914f6213c7e1e3ec39eb68e669cca1746617ed09",
"body": "The build-pr job in ci-latest-slang.yml was missed in the switch to\nthe VM based bridge (#1038) and still targeted the old nvrgfx runner\ngroup, causing SlangPy test failures on shader-slang/slang PRs. Use\nthe same nvrgfx-kernelvm-bridge labels as the nightly build job.\n\nCo-authored-by: Claude <noreply@anthropic.com>",
"is_bot": false,
"headline": "Fix SlangPy test runner labels for slang PR testing (#1043)",
"author_name": "Jay Kwak",
"author_login": "jkwak-work",
"committed_at": "2026-07-03T05:44:33Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "6ceb97ce5425438b4a2c0d840e46728c2ae21d18",
"body": "* Update slang-rhi\n\n* Add new feature",
"is_bot": false,
"headline": "Update slang-rhi (#1042)",
"author_name": "Simon Kallweit",
"author_login": "skallweitNV",
"committed_at": "2026-07-02T13:31:49Z",
"body_truncated": false,
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},
{
"oid": "5c60a6216a44fde191b1488642fc241a37bbdf64",
"body": "* Switch to vm based bridge\n\n* Disable cache tests\n\n* Another fix samples attempt\n\n* GCov error fix\n\n* Slang+benchmarks to new bridges\n\n* Try disabling linux package installs\n\n* Disable gpu clock locking for now on linux\n\n* PR cleanup",
"is_bot": false,
"headline": "Switch to vm based bridge (#1038)",
"author_name": "ccummingsNV",
"author_login": "ccummingsNV",
"committed_at": "2026-07-02T07:44:29Z",
"body_truncated": false,
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},
{
"oid": "451327b2990f2ded8fe6c4df69fcdf055af78c14",
"body": "* copy the Slang standard module directory into the SlangPy install/wheel output next to the bundled Slang compiler library\n* add coverage for importing both slangpy and slang.neural",
"is_bot": false,
"headline": "Package Slang standard module in wheels (#1034)",
"author_name": "kaizhangNV",
"author_login": "kaizhangNV",
"committed_at": "2026-07-02T03:37:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "687386e389b0d88a7b1a31914dbf3e364164daef",
"body": "Co-authored-by: Simon Kallweit <simon.kallweit@gmail.com>",
"is_bot": false,
"headline": "Setup thread names for worker threads (#1039)",
"author_name": "Simon Kallweit",
"author_login": "skallweitNV",
"committed_at": "2026-07-01T19:24:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b261c175fbf2cb759a73b3bd66b3447ccfe1412b",
"body": "* Update slang-rhi\n\n* Update to slang 2026.12\n\n* Update feature enum",
"is_bot": false,
"headline": "Update to slang 2026.12 (#1037)",
"author_name": "Simon Kallweit",
"author_login": "skallweitNV",
"committed_at": "2026-06-30T15:48:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b4b9ddf5f5ea2150a39e4e0cc679088eed3d3994",
"body": "* Add LMDBCache::get_readonly and touch methods\n\n* Add CacheWriter\n\n* Use CacheWriter for module and persistent shader/pipeline caching\n\n* Fix test\n\n* Cleanup module cache writing\n\n* Cleanup error handling",
"is_bot": false,
"headline": "Add CacheWriter (#1036)",
"author_name": "Simon Kallweit",
"author_login": "skallweitNV",
"committed_at": "2026-06-30T13:33:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6b7e20bad0554382b6bdd942f7bdd696a0a4f359",
"body": null,
"is_bot": false,
"headline": "Fix handling float16_t scalar values (#1029)",
"author_name": "Simon Kallweit",
"author_login": "skallweitNV",
"committed_at": "2026-06-23T19:16:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d73373d4d6c05214ce5b6e47fb12b57b03c4975c",
"body": null,
"is_bot": false,
"headline": "Add slangpy to set of repos on the PR tracking project board (#1025)",
"author_name": "Shannon Woods",
"author_login": "swoods-nv",
"committed_at": "2026-06-23T16:49:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2c253730768a8438b635064a9737c39ddfe8b100",
"body": "The begin_render_pass/begin_compute_pass/begin_ray_tracing_pass methods on\nCommandEncoder dereferenced the underlying rhi command encoder without first\nchecking that the encoder was still open. Reusing a finished/closed encoder\ntherefore crashed with an opaque native backtrace instead of a clean error.\n\nAdd the same SGL_CHECK(m_open, ...) guard already used by every other\nCommandEncoder method, and a regression test.\n\nFixes #253",
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"headline": "Downgrade slang to version 2026.5.2 (#1016)",
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"body": "* Add compilation reports API\n\n* Cleanup",
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"headline": "Add compilation reports API (#1015)",
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"headline": "Update slang to version 2026.10.2 (#1012)",
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"headline": "Honor deferred target compilation option (#1013)",
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"is_bot": false,
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"headline": "Add SGL_LOCAL_RHI cmake option to use a local slang-rhi checkout (#999)",
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"body": "* Delete nd buffer\n\n* Native tensor v1\n\n* wip\n\n* Cleanup\n\n* Remove native tensor\n\n* Cleanup\n\n* Fix tensor crash",
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"headline": "Native tensor (#1000)",
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"headline": "Add min_wave_size/max_wave_size to DeviceLimits (#1003)",
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"headline": "Support large dispatches (#995)",
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"body": "* Add ImGUI SW rasterizer for CUDA\n\n* Fix example\n\n* Fix overlap\n\n* Speed up uniforms\n\n* Cleanup\n\n* Turn vsync off in window.py example\n\n* Fixes\n\n* sRGB handling\n\n* Fix",
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"headline": "ImGUI SW rasterizer (CUDA fallback) (#992)",
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"body": "* Unify wheels and wheels-dev workflows (#943)\n\nCollapse the two separate wheel-building workflows into a single\n`wheels.yml` driven by a `build_type` choice input.\n\nModes:\n- `dev` (default): .devN version -> Artifactory, includes slangpy-torch.\n- `artifactory-release`: sgl.h version -> Artifactory,\n[…]\nelse.\n\nCo-Authored-By: Harsh Aggarwal <haaggarwal@nvidia.com>\n\n---------\n\nCo-authored-by: nv-slang-bot <nv-slang-bot@users.noreply.github.com>\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
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"body": "* Expose function user attributes in reflection (#983)\n\n* wip plan\n\n* Test format acknowledgement (#985)\n\n* Test format acknowledgement\n\n* Apply automatic formatting\n\n* Include pre-commit version in failure comment\n\n---------\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.n\n[…]\nialized functions\n\n---------\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>\nCo-authored-by: Simon Kallweit <64953474+skallweitNV@users.noreply.github.com>",
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"headline": "Native conversion (#989)",
"author_name": "ccummingsNV",
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"headline": "Update slang-rhi (#988)",
"author_name": "Simon Kallweit",
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"body": "* Test format acknowledgement\n\n* Apply automatic formatting\n\n* Include pre-commit version in failure comment\n\n---------\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
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"headline": "Test format acknowledgement (#985)",
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"headline": "Expose function user attributes in reflection (#983)",
"author_name": "ccummingsNV",
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"body": "* Test pre-commit failure comment\n\n* Apply automatic formatting\n\n* Post quick acknowledgement for format command\n\n---------\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
"is_bot": false,
"headline": "Test pre-commit failure comment (#984)",
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"body": "* Test remote formatting command\n\n* Apply automatic formatting\n\n* Fix pre-commit PR failure comments\n\n---------\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
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"headline": "Test remote formatting command (#982)",
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"body": "* Extend RGB textures for renderable usage\n\nTextureLoader could select rgb32_float for RGB float bitmaps when the device advertised sampled texture support. Later, generate_mips adds render-target usage on raster backends, or unordered-access usage otherwise. On D3D12, R32G32B32_FLOAT can be sampled\n[…]\nhetic BoolGenericType<let Enabled: bool> regression in the SlangPy reflection tests so the fix is covered without relying on downstream Falcor types such as AnisotropicGGXPolicy.\n\n* Applied suggestion",
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"headline": "Dev/tdavidovic/enable generic bool (#978)",
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"headline": "Add hit_group_names argument to ray_tracing() (#975)",
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"body": "* Fix setting up raytracing pipeline entry points\n\n- Filter out duplicate entrypoints\n- Filter out OptiX builtin entrypoints\n\n* Cleanup",
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"headline": "Fix setting up raytracing pipeline entry points (#974)",
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"body": "* reinterpret_cursor\n\n* add doc and test\n\n* tests\n\n* shader cursor reinterpret\n\n* fix\n\n* reinterprete stride fix\n\n* remove duplicated test\n\n* Revert \"reinterprete stride fix\"\n\nThis reverts commit 33d5790c56ed9eca1a8a7ea6e0b921f1804e0f92.\n\n* fix d3d reinterpret test\n\n* fix formating\n\n* format\n\n* check null\n\n---------\n\nCo-authored-by: James Helferty (NVIDIA) <jhelferty@nvidia.com>\nCo-authored-by: ccummingsNV <ccummings@nvidia.com>",
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"headline": "reinterpret cursor (#789)",
"author_name": "Lukas Lipp",
"author_login": "fknfilewalker",
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"body": "* dlss ext\n\n* wip\n\n* Expose native callbacks correctly\n\n* Native test + slangrhi update\n\n* Tests for callback\n\n* doc strings\n\n* Cleanup",
"is_bot": false,
"headline": "Update slang-rhi, expose new callbacks+features lists (#973)",
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"body": "* Support structured numpy dtypes in NDBuffer and Tensor (#636)\n\nHandle numpy arrays created with np.dtype (structured/record dtypes) that\npreviously failed at the nanobind binding layer due to DLPack not supporting\nvoid dtype kinds. Structured arrays are now automatically reinterpreted as\nuint8 byt\n[…]\nred init paths\n into shared buffer creation instead of early-return pattern\n- Replace NDBuffer tests with Tensor-only equivalents\n\n* Fix pre-commit: replace Unicode arrow with ASCII in test docstring",
"is_bot": false,
"headline": "Support structured numpy dtypes in NDBuffer and Tensor (#636) (#907)",
"author_name": "NV-xiaoyongs",
"author_login": "NV-xiaoyongs",
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"oid": "965a0eec6c28c5226d4afc0ed5936c0a9cf2c49e",
"body": "Mirrors shader-slang/slang's CodeRabbit config, adapted for slangpy:\ndisables PR description rewrites, auto-titles, poems, and unwanted\nfinishing touches; tunes path_instructions and tools for slangpy's\nPython + pybind11/C++ layout.\n\nCloses #912.",
"is_bot": false,
"headline": "Add .coderabbit.yaml to control review behavior (#972)",
"author_name": "Janne Kiviluoto (NVIDIA)",
"author_login": "jkiviluoto-nv",
"committed_at": "2026-05-06T00:49:57Z",
"body_truncated": false,
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"oid": "e209f7ed1dd156f6c88c12cbec350467794e6be6",
"body": "* Improve SHA1 performance\n\n* Add additional sha1 testcase\n\n* Add arm64 implementation\n\n* Fix gcc build\n\n* Fix windows include\n\n* Fix static initialization\n\n* More heavy inlining",
"is_bot": false,
"headline": "Improve SHA1 performance (#971)",
"author_name": "Simon Kallweit",
"author_login": "skallweitNV",
"committed_at": "2026-05-05T09:52:33Z",
"body_truncated": false,
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"body": "Co-authored-by: ccummingsNV <ccummings@nvidia.com>",
"is_bot": false,
"headline": "Add ASTC format support to the format enumeration and info table (#953)",
"author_name": "guoxx",
"author_login": "guoxx",
"committed_at": "2026-05-05T01:37:42Z",
"body_truncated": false,
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"oid": "c409e5c4e84450b72cf9fadfa9b7a2fb4ec551b2",
"body": "…age (#937)\n\nnp.flipud returns a view with negative strides, which copy_from_numpy\nrejects. Ensure the returned array is always C-contiguous.\n\nRelates to #928\n\nMade-with: Cursor\n\nCo-authored-by: Jay Kwak <82421531+jkwak-work@users.noreply.github.com>",
"is_bot": false,
"headline": "Fix flip_y producing non-contiguous array in load_buffer_data_from_im…",
"author_name": "James Helferty (NVIDIA)",
"author_login": "jhelferty-nv",
"committed_at": "2026-05-05T00:42:10Z",
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"body": "…#858)\n\n* Expose low-level ImGui draw-data rendering in slangpy UI\n\n* Exclude imgui_bundle example from pyright type checking\n\n* Apply pre-commit formatting (black + clang-format)\n\n* Forward slangpy events to imgui_bundle.\n\n* Fix external ImGui texture and draw-data handling\n\n* Fix imgui_bundle font\n[…]\n* Refactor UI end_frame draw data path\n\n* Simplify example\n\n* Move texture registry to python\n\n* Use native ImDrawData\n\n* Clang build fix\n\n---------\n\nCo-authored-by: ccummingsNV <ccummings@nvidia.com>",
"is_bot": false,
"headline": "Add external ImGui draw data rendering and imgui_bundle integration (…",
"author_name": "Mykhailo Moroz",
"author_login": "MichaelMoroz",
"committed_at": "2026-05-03T10:57:04Z",
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"oid": "e65840a0e80c5b625e7a416dc5f38ec852cb1f50",
"body": "* done\n\n* add tests\n\n* rename test\n\n* format\n\n---------\n\nCo-authored-by: ccummingsNV <ccummings@nvidia.com>",
"is_bot": false,
"headline": "Cursor: read ptrs as uint (#817)",
"author_name": "Lukas Lipp",
"author_login": "fknfilewalker",
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"headline": "Replace Slang address-of operator `&` usage with `__getAddress` (#955)",
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"body": "Co-authored-by: ccummingsNV <ccummings@nvidia.com>",
"is_bot": false,
"headline": "Avoid forward-referencing generic parameters (#945)",
"author_name": "Julius Ikkala",
"author_login": "juliusikkala",
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"is_bot": false,
"headline": "Fix SlangSession::load_module_from_source (#966)",
"author_name": "Simon Kallweit",
"author_login": "skallweitNV",
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"body": "* Update github actions\n\n* Update actions/cache",
"is_bot": false,
"headline": "Update github actions (#964)",
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"author_login": "skallweitNV",
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"body": "* Automatically marshall Python objects with get_this()\n\n* The get_this unpack is now last effort before failure, rather than being the first.\n\n* Removed the custom unpack\n\n* Added a safeguard against self returning get_this",
"is_bot": false,
"headline": "Automatically marshall Python objects with get_this() (#961)",
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"is_bot": false,
"headline": "Add free-standing device API (#960)",
"author_name": "Simon Kallweit",
"author_login": "skallweitNV",
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"headline": "Enable ImGui docking (#957)",
"author_name": "Simon Kallweit",
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"body": null,
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"headline": "Update slang rhi",
"author_name": "Chris Cummings",
"author_login": "ccummingsNV",
"committed_at": "2026-04-24T14:45:47Z",
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"headline": "handle layout exception (#956)",
"author_name": "ccummingsNV",
"author_login": "ccummingsNV",
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"body": "* Add more input event bindings to allow creating events for tests\n\n* Cleanup\n\n* Update pydoc",
"is_bot": false,
"headline": "Add more input event bindings to allow creating events for tests (#952)",
"author_name": "Simon Kallweit",
"author_login": "skallweitNV",
"committed_at": "2026-04-23T10:01:45Z",
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"body": null,
"is_bot": false,
"headline": "Updated slang-rhi that is compatible with clang 22.1 (#951)",
"author_name": "tdavidovicNV",
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"body_truncated": false,
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"body": "* Fix imgui.slang to blend in linear space\n\n* Add support for setting cursor shape\n\n* Add support for updating cursor shape from UI\n\n* Tweak style\n\n* Cache GLFW cursors\n\n* Resolve CursorShape name collision with X11\n\n* Cleanup\n\n---------\n\nCo-authored-by: Simon Kallweit <simon.kallweit@gmail.com>",
"is_bot": false,
"headline": "UI improvements (#949)",
"author_name": "Simon Kallweit",
"author_login": "skallweitNV",
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"body": "* cleaner fallback impl\n\n* Fix pyproject + export setter\n\n* Fix fallback",
"is_bot": false,
"headline": "Tweak torch fallback (#946)",
"author_name": "ccummingsNV",
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"body": "This fixes build warnings on clang.",
"is_bot": false,
"headline": "Add _CRT_SECURE_NO_WARNINGS to nanobind/nanothread targets (#947)",
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"body": "* Update imgui to 1.92.7-docking\n\n* Update to new API\n\n* Fix clearing texture in App\n\n* Migrate to new texture API",
"is_bot": false,
"headline": "Update ImGUI (#944)",
"author_name": "Simon Kallweit",
"author_login": "skallweitNV",
"committed_at": "2026-04-17T15:46:26Z",
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"oid": "d0818c56e6ce04c27c60d0dc3a88a09915f767f8",
"body": "… (#942)\n\n* Fix aarch64 wheel build: override nanothread -march=native under QEMU\n\nnanothread's cmake-defaults uses -march=native, which under QEMU aarch64\nemulation expands to an architecture string with extensions (lse128, gcs)\nthat the container toolchain's assembler doesn't support. Override wit\n[…]\nlds from QEMU emulation on x86_64 to the\nnative ubuntu-24.04-arm runner, matching wheels-dev.yml. This eliminates\nthe ~2 hour QEMU build time and the -march=native assembler errors.\n\nMade-with: Cursor",
"is_bot": false,
"headline": "Fix aarch64 wheel build: override nanothread -march=native under QEMU…",
"author_name": "kaizhangNV",
"author_login": "kaizhangNV",
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"oid": "b6615708b43989c70d5d51e60757e93198b12ff1",
"body": "* Silence unused param on Mac\n* Use SGL_UNUSED as suggested on review feedback",
"is_bot": false,
"headline": "Silence unused param on Mac (#911)",
"author_name": "Jay Kwak",
"author_login": "jkwak-work",
"committed_at": "2026-04-15T21:41:20Z",
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"oid": "0f4e2bd837ce4167fcfcd4db99782f315bfdd68b",
"body": "Bump version to 0.41.0 and add changelog for all changes since 0.40.1.\n\nMade-with: Cursor",
"is_bot": false,
"headline": "Release 0.41.0 (#941)",
"author_name": "kaizhangNV",
"author_login": "kaizhangNV",
"committed_at": "2026-04-15T16:36:10Z",
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"oid": "b7fb2c6712b4a033c413e3ebd288db8425e506d9",
"body": "Fixes #900\n- Raise `RuntimeError` when torch tensors are used without `slangpy-torch` installed (was a `UserWarning` that was easy to miss)\n- Differentiate between \"missing\" and \"incompatible\" `slangpy-torch` with tailored error messages\n- Set `SLANGPY_ALLOW_TORCH_FALLBACK=1` to opt into the slower Python fallback\n- Add `slangpy[torch]` optional dependency group in `pyproject.toml` (installs `slangpy-torch>=0.7.0`)\n- Expose `get_torch_bridge_fallback_reason()` from the native layer to Python",
"is_bot": false,
"headline": "Change missing slangpy-torch to error with distinct messages (#936)",
"author_name": "Harsh Aggarwal (NVIDIA)",
"author_login": "szihs",
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"oid": "be894612583a37d63aa114ca0e6d3fa3c11afe51",
"body": "Fixes #923\n\nThis override was never called from get_value_signature because DiffPair\nobjects are created AFTER the cache key signature is built. The call\nordering has been this way since the override was first added (73473aa2):\n\n 1. get_args_signature(builder, args, kwargs) <- raw torch tensors\n \n[…]\nhe cache key from the raw tensor (dtype, shape, strides) is sufficient\nfor kernel selection. DiffPair primal/grad configuration only affects\ndispatch-time data binding, not which kernel gets compiled.",
"is_bot": false,
"headline": "Remove dead NativeTorchTensorDiffPair::read_signature override (#935)",
"author_name": "Harsh Aggarwal (NVIDIA)",
"author_login": "szihs",
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"body": null,
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"headline": "Add extra safety on flags_to_string_list/string_list_to_flags (#933)",
"author_name": "Simon Kallweit",
"author_login": "skallweitNV",
"committed_at": "2026-04-10T15:02:20Z",
"body_truncated": false,
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"oid": "af09686dddaecbc95f40d5fc4a61f3bbc2df0efb",
"body": "* Add SGL_ENUM_FLAGS_INFO for tagging enum flag types\n\n* Add tests\n\n* Use SGL_ENUM_FLAGS_INFO\n\n* Improve nanobind helper checks\n\n* Bind KeyModifierFlags as flags",
"is_bot": false,
"headline": "Add SGL_ENUM_FLAGS_INFO (#932)",
"author_name": "Simon Kallweit",
"author_login": "skallweitNV",
"committed_at": "2026-04-10T09:14:30Z",
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"oid": "608e2d4057cbd9ae09e786feb27bbdee08929af8",
"body": "If any code before sgl::static_init() used the logger (asserts, checks) we ended up in a recursive loop.",
"is_bot": false,
"headline": "Initialize logger on first use (#931)",
"author_name": "Simon Kallweit",
"author_login": "skallweitNV",
"committed_at": "2026-04-10T07:58:44Z",
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"oid": "d5d881deaf736a7fb7a683e59247fcfd967470dc",
"body": "* Add check_ascii_hook to pre-commit\n\n* Fix files\n\n* Move custom hooks before auto-formatters",
"is_bot": false,
"headline": "Filter unicode in source files (#930)",
"author_name": "Simon Kallweit",
"author_login": "skallweitNV",
"committed_at": "2026-04-10T07:01:13Z",
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"oid": "5304eae3c2531f70b4c7258b8fbd29dfb669c0e4",
"body": "* Added <=> for quat, matrix, and vector\n\n* Refactored the code to avoid an extra comparison just to return equal.\n\n---------\n\nCo-authored-by: Simon Kallweit <64953474+skallweitNV@users.noreply.github.com>",
"is_bot": false,
"headline": "Added <=> for quat, matrix, and vector (#927)",
"author_name": "tdavidovicNV",
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"committed_at": "2026-04-10T06:41:49Z",
"body_truncated": false,
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"oid": "514bdf74393a0e4796c9809e3944151b232dd363",
"body": "* Support reinterpreting torch.Tensor as Tensor<StructType, N>\n\nAllow scalar torch tensors to bind to Slang functions expecting\nTensor<MyStruct, N> parameters by treating the last dimension as\npacked struct storage. Also supports auto-vectorized bare struct\nparameters (e.g. MyStruct input) where the\n[…]\nling\npipeline with zero changes to type resolution, codegen, or C++ dispatch.\n\nExample usage:\n input = spy.Tensor.from_torch(device, torch_tensor, dtype=module.Vec2)\n module.my_kernel(input, output)",
"is_bot": false,
"headline": "Support reinterpreting torch.Tensor as Tensor<StructType, N> (#906)",
"author_name": "NV-xiaoyongs",
"author_login": "NV-xiaoyongs",
"committed_at": "2026-04-09T18:27:13Z",
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"oid": "9f9b467321ba5ac5e022253e961ae0e232ad9d1f",
"body": "* Add Bitmap::resample() functions and reconstruction filters\n\n* Fix mirror boundary condition\n\n* Address review",
"is_bot": false,
"headline": "Add Bitmap::resample() functions and reconstruction filters (#926)",
"author_name": "Simon Kallweit",
"author_login": "skallweitNV",
"committed_at": "2026-04-09T16:45:09Z",
"body_truncated": false,
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"oid": "75fc53d1419a372eca27f44939a93effc23c4d8a",
"body": "The generated Slang struct for DiffPairMarshall had two bugs preventing\nscalar backward passes from working:\n\n1. Used bare `load`/`store` method names instead of `__slangpy_load`/\n `__slangpy_store` (the convention used by all SlangPy Slang types).\n\n2. Generated `__slangpy_load` that output `Diffe\n[…]\nthe derivative buffer.\n\nRemoves the \"Awaiting auto-diff changes\" skip markers from\ntest_call_with_diff_scalars and test_call_with_diff_pairs, which now\npass on both Vulkan and CUDA.\n\nMade-with: Cursor",
"is_bot": false,
"headline": "Fix scalar DiffPair backward pass codegen (#917)",
"author_name": "James Helferty (NVIDIA)",
"author_login": "jhelferty-nv",
"committed_at": "2026-04-09T14:05:49Z",
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"body": "…4, #896) (#921)\n\nClear tensor refs (primal/grad) from diff pairs at the end of\nautograd_backward(), mirroring what autograd_forward() already does.\nThis both fixes the VRAM leak (#896) and enables retain_graph=True (#914):\n\n- VRAM leak: pairs no longer hold tensor refs between iterations\n- retain_graph: pairs survive as metadata containers; next backward\n restores them from saved_tensors (managed by PyTorch)\n\nNo Python-side ctx cleanup needed — the C++ cleanup is sufficient.",
"is_bot": false,
"headline": "Support retain_graph=True and fix VRAM leak in autograd backward (#91…",
"author_name": "Harsh Aggarwal (NVIDIA)",
"author_login": "szihs",
"committed_at": "2026-04-07T13:30:07Z",
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"oid": "06412749042cde70f8b5e62fb78b4942d746cac9",
"body": "extract_tensor_field_offsets had the cursor pointing at the right sub-field\n(primal or diff), but when is_tensorview was true it threw away that position\n— it only stored is_valid and is_tensorview, no offset. Then\nwrite_native_tensor_fields had no sub-field offset to use, so it fell back\nto m_cache\n[…]\nfrom the torch path since\nthe general loop now works correctly for both TensorView and DiffTensorView.\n\nAdds slangpy.Tensor test coverage for DiffTensorView (forward copy, forward\nadd, backward diff).",
"is_bot": false,
"headline": "Fix #919 - slangpy.Tensor backward pass through DiffTensorView (#920)",
"author_name": "Mukund Keshava",
"author_login": "mkeshavaNV",
"committed_at": "2026-04-07T08:13:13Z",
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"oid": "bcc393cbcb82449daf5a4b651a67dc3cf2679c9a",
"body": "…#910)\n\n* Add loadOnce/loadUniform to DiffTensor and backward pass benchmark (#570)\n\nAdd loadOnce (plain store backward, no atomics) and loadUniform\n(wave-level gradient reduction) to DiffTensor/RWDiffTensor, matching\nthe existing DiffTensorView variants.\n\nIncludes a benchmark demonstrating atomic c\n[…]\ncessary atomics, 0.18ms at 4M\n- loadOnce: plain store, 0.14ms at 4M (25% faster)\n\nAll tests verify gradient correctness before benchmarking.\n\n* Add unit tests for DiffTensor load_once and load_uniform",
"is_bot": false,
"headline": "Add loadOnce/loadUniform to DiffTensor and backward pass benchmark (…",
"author_name": "Mukund Keshava",
"author_login": "mkeshavaNV",
"committed_at": "2026-04-02T09:55:51Z",
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"points": 2.5,
"status": "met",
"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 19/29 approved changesets -- score normalized to 6",
"points": 4.5,
"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": [],
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},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.2,
"status": "partial",
"details": [],
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},
{
"key": "maintained",
"name": "Maintained",
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"points": 7.5,
"status": "met",
"details": [],
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{
"key": "packaging",
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"points": 5,
"status": "met",
"details": [],
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{
"key": "pinned_dependencies",
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"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
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},
{
"key": "sast",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"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": [],
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},
{
"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": "2 existing vulnerabilities detected",
"points": 6,
"status": "partial",
"details": [],
"max_points": 7.5
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]
},
{
"key": "dependency_advisories",
"band": "exceptional",
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"notes": [
{
"code": "excluded_no_data",
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{
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"advisories": 0,
"affected_packages": 0,
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"unassessed_packages": 0,
"affected_by_severity": "none",
"direct_affected_packages": 0
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"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
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{
"key": "indirect_dependencies_free_of_known_advisories",
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"detail": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
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{
"key": "no_advisories_left_outstanding",
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"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
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],
"max_points": 40
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]
},
{
"key": "malicious_dependencies",
"band": "exceptional",
"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
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"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",
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"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
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},
{
"key": "high_risk_jurisdiction_exposure",
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"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"
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"commit_weight_rule": {
"min_commits": 50,
"min_commit_share": 0.1
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"review_only_matches": 0,
"below_threshold_exposures": [],
"assessed_self_published_locations": 5
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "good",
"name": "AI Readiness",
"value": 66,
"weight": 0.04,
"metrics": [
{
"key": "ai_agent_context",
"band": "excellent",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 85,
"inputs": {
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"legible_history_share": 0.99,
"agent_instruction_files": [
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"agent_instruction_max_bytes": 13401
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"components": [
{
"key": "agent_instructions",
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"points": 45,
"status": "met",
"details": [
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"code": "file_list",
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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": "98 of 99 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 98,
"sampled": 99
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 50,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": true,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": 0.03,
"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": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "C++ (statically typed)",
"points": 11,
"status": "met",
"details": [
{
"code": "statically_typed_language",
"params": {
"language": "C++"
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}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
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{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "3 of the last 100 commits agent-authored or agent-credited",
"points": 6,
"status": "partial",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 3,
"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": "exceptional",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 98,
"inputs": {
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"largest_source_bytes": 551485,
"source_files_sampled": 547,
"oversized_source_files": 17
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "C++ (statically typed)",
"points": 45,
"status": "met",
"details": [
{
"code": "statically_typed_language",
"params": {
"language": "C++"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "17/547 source files over 60KB",
"points": 53.3,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 547,
"oversized": 17
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "weak",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples",
"notebooks"
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"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"
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],
"max_points": 40
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]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
}
],
"classification": {
"top": [
"library"
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"labels": [
"library"
],
"scores": {
"library": 6
},
"primary": "library",
"evidence": [
{
"tier": "distribution",
"label": "library",
"source": "registry:pypi",
"weight": 6
}
],
"artifacts": [],
"confidence": "medium",
"host_extension": false,
"runs_as_process": false,
"consumed_by_code": true
},
"metrics_version": "2.5.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
],
"report_type": "repository",
"generated_at": "2026-07-24T10:54:36.290227Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/shader-slang/slangpy.svg",
"full_name": "shader-slang/slangpy",
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}
Пов’язані записи
Перевірені репозиторії, що мають спільні каталожні теги або екосистеми з shader-slang/slangpy. 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 v2.5.0, схема v0.27.0 — повна методологія · вікі метрик.
