Публічний реєстрВідмінний
Звіт про здоров'я програмного забезпеченнясхема 0.11.0 · метрики 1.13.0 · 2026-07-17 02:39 UTC
tenstorrent / tt-metal
:metal: TT-NN operator library, and TT-Metalium low level kernel programming model.
tenstorrent/tt-metal має індекс здоров’я 86 зі 100, що відповідає смузі «Відмінний». Найвищий показник — Vitality (96/100), найнижчий — Security (54/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконують 25 учасників.
86
загалом / 100Індекс здоров'я програмного забезпечення
Метрики згруповано у зважені категорії на шкалі 1–100. Загальна оцінка починається як їхнє середнє; коли публічні дані активують Політику юрисдикцій високого ризику, рейтинг коригується й отримує верхню межу 49 («Під ризиком»). Готовність до ШІ не входить до індексу.
86
Відмінний85-100Зразковий; відповідає практично всім перевіреним критеріям
Добрий70-84Здоровий; незначні прогалини
Помірний50-69Прийнятний, але з помітними прогалинами; рекомендовано перевірку
У зоні ризику30-49Суттєві слабкі місця; впровадження потребує обережності
Критичний1-29Серйозні проблеми (покинутий, єдиний мейнтейнер, без базової гігієни)
Профіль оцінок
Кожна вісь — окрема категорія. Форма важить більше, ніж середнє: здоровий об'єкт заповнює всю фігуру, тоді як профіль із піками та провалами означає, що сила в одному вимірі маскує ризик в іншому.
Власність
Tenstorrent AIОрганізація
2 011 підписників135 публічних репозиторіївз квіт. 2020 р.
За цим репозиторієм стоїть організація — спільна, підзвітна опіка, здатна пережити будь-якого окремого мейнтейнера.
Пакетні екосистеми
| Реєстр | Пакет | Версія | Завантажень / міс | Версії | Остання публікація | Теги |
|---|---|---|---|---|---|---|
| PyPI | ttnn | 0.74.0 | - | 66 | 3 дні тому | metaliumttnntt-metalmachine-learningtenstorrentlibnumalibhwloc |
Метрики за категоріями
Життєздатність
Чи живий проєкт — чи пишеться код і чи виходять релізи?
96
Активність розробки
100Відмінний
Як обчислюється оцінка
| 36/36 | Свіжість push — останній push 0 дн. тому |
| 36/36 | Ритм комітів — 52/52 тижнів із комітами |
| 18/18 | Обсяг комітів — 11 414 комітів за останній рік |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10 |
Використані вхідні дані
| commits_last_year | 11 414 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 52 |
Дисципліна релізів
90Відмінний
Як обчислюється оцінка
| 27/27 | Випускає релізи — опубліковано 100 релізів |
| 36/36 | Свіжість релізів — останній реліз 0 дн. тому |
| 27/27 | Ритм релізів — реліз кожні ~0,6 дн. |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Використані вхідні дані
| releases_count | 100 |
| latest_release_tag | v0.75.0-dev20260716 |
| releases_from_tags | ні |
| days_since_latest_release | 0 |
| mean_days_between_releases | 0,6 |
Спільнота та впровадження
Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?
87
Популярність і впровадження
82Добрий
Як обчислюється оцінка
| 51.9/60 | Зірки — 1 584 зірок |
| 22.7/25 | Форки — 537 форків |
| 7.4/15 | Спостерігачі — 22 спостерігачів |
Використані вхідні дані
| forks | 537 |
| stars | 1 584 |
| watchers | 22 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Здоров'я спільноти
92Відмінний
Як обчислюється оцінка
| 22.5/22.5 | README |
| 22.5/22.5 | Ліцензія — визнана ліцензія (Apache-2.0) |
| 18/18 | Настанови CONTRIBUTING |
| 13.5/13.5 | Кодекс поведінки |
| 0/7.2 | Шаблон issue |
| 6.3/6.3 | Шаблон PR |
Використані вхідні дані
| has_readme | так |
| has_license | так |
| has_contributing | так |
| has_issue_template | ні |
| has_code_of_conduct | так |
| has_pull_request_template | так |
Сталість та врядування
Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?
91
Стійкість мейнтейнерів (бас-фактор)
99Відмінний
Як обчислюється оцінка
| 54/54 | Бас-фактор — на 25 контриб’ютор(ів) припадає половина всіх комітів |
| 21.1/22.5 | Розподіл комітів — головний контриб’ютор — автор 6% комітів |
| 13.5/13.5 | Широта контриб’юторів — 100 контриб’юторів |
| 10/10 | OpenSSF Scorecard: Contributors — project has 10 contributing companies or organizations |
Використані вхідні дані
| bus_factor | 25 |
| contributors_sampled | 100 |
| top_contributor_share | 0,063 |
Реактивність на issue та PR
85Відмінний
Як обчислюється оцінка
| 38/46.8 | Вирішення issue — закрито 81% issue |
| 31.7/38.3 | Прийняття PR — злито 22 360/26 950 вирішених PR |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Використані вхідні дані
| merged_prs | 22 360 |
| open_issues | 3 964 |
| closed_issues | 17 264 |
| issue_closed_ratio | 0,813 |
| closed_unmerged_prs | 4 590 |
Власність та опіка
79Добрий
Як обчислюється оцінка
| 30/30 | Підтримка власника — у власності організації |
| 0/20 | Верифікований домен |
| 23.8/25 | Охоплення власника — 2 011 підписників у tenstorrent |
| 25/25 | Послужний список — 135 публічних репозиторіїв, вік облікового запису ~6 р. |
Використані вхідні дані
| followers | 2 011 |
| owner_type | Organization |
| is_verified | — |
| owner_login | tenstorrent |
| public_repos | 135 |
| account_age_days | 2 276 |
Супровід пакетів
100Відмінний
Як обчислюється оцінка
| 25/25 | Опубліковано й доступно — 1 пакет(ів) у pypi |
| 35/35 | Свіжість публікацій — остання публікація 3 дн. тому |
| 20/20 | Історія версій — 66 опублікованих версій |
| 20/20 | Не застарілий — активний, не deprecated і не yanked |
Використані вхідні дані
| packages | ttnn |
| ecosystems | pypi |
| any_deprecated | ні |
| min_days_since_publish | 3 |
Інженерна якість
Чи наявні базові інженерні практики та документація?
92
Інженерні практики
94Відмінний
Як обчислюється оцінка
| 24/24 | Процеси CI — 201 процес(ів) CI |
| 24/24 | Наявні тести |
| 16/16 | Конфігурація лінтера |
| 9.6/9.6 | Pre-commit-хуки |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
Використані вхідні дані
| has_ci | так |
| has_tests | так |
| has_editorconfig | ні |
| has_linter_config | так |
| has_precommit_config | так |
Документація
90Відмінний
Як обчислюється оцінка
| 30/30 | README |
| 25/25 | Каталог документації |
| 15/15 | Сайт документації / домашня сторінка — https://docs.tenstorrent.com/tt-metal/latest/ttnn/ |
| 10/10 | Опис репозиторію |
| 10/10 | Теми — 14 тем |
| 0/10 | Wiki |
Використані вхідні дані
| topics | llama, llm, metal, stable-diffusion, tenstorrent, accelerator, scale-out, kernels, ai, deepseek, gpu, img-gen, video-gen, cuda |
| has_wiki | ні |
| homepage | https://docs.tenstorrent.com/tt-metal/latest/ttnn/ |
| has_readme | так |
| has_docs_dir | так |
| has_description | так |
Безпека
Чи міцні видимі практики безпеки й ланцюга постачання, без непослабленої пов’язаності з юрисдикціями високого ризику?
54
Стан безпеки
54Помірний
Як обчислюється оцінка
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 3/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 10 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Ліцензія — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 1/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 84 existing vulnerabilities detected |
Використані вхідні дані
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 5,4 |
Готовність до ШІ
Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Незалежний, експериментальний бейдж — вага 0.0, тож він подається окремо і не впливає на загальний індекс здоров'я.
88
Контекст і настанови для агентів
75Добрий
Як обчислюється оцінка
| 45/45 | Інструкції для агентів — .cursor/rules/diagnose-config-hash-mismatch.mdc, .cursor/rules/fix-sweep-trace-match.mdc, .cursor/rules/validate-sweep-trace.mdc, .github/copilot-instructions.md, .github/instructions/build-system.instructions.md, .github/instructions/ci-cd.instructions.md, .github/instructions/cpp.instructions.md, .github/instructions/fabric-distributed.instructions.md, .github/instructions/llk-kernels.instructions.md, .github/instructions/metal-api.instructions.md, .github/instructions/metal-dispatch.instructions.md, .github/instructions/metal-runtime.instructions.md, .github/instructions/models.instructions.md, .github/instructions/nanobind.instructions.md, .github/instructions/python.instructions.md, .github/instructions/tt-stl.instructions.md, .github/instructions/tt-train.instructions.md, .github/instructions/ttnn-core.instructions.md, .github/instructions/ttnn-ops.instructions.md, .github/instructions/ttnn.instructions.md, tt_metal/tt-llk/.claude/CLAUDE.md |
| 0/15 | Машиночитана документація (llms.txt) |
| 0/40 | Читабельна історія комітів — немає даних |
Використані вхідні дані
| has_llms_txt | ні |
| legible_history_share | — |
| agent_instruction_files | .cursor/rules/diagnose-config-hash-mismatch.mdc, .cursor/rules/fix-sweep-trace-match.mdc, .cursor/rules/validate-sweep-trace.mdc, .github/copilot-instructions.md, .github/instructions/build-system.instructions.md, .github/instructions/ci-cd.instructions.md, .github/instructions/cpp.instructions.md, .github/instructions/fabric-distributed.instructions.md, .github/instructions/llk-kernels.instructions.md, .github/instructions/metal-api.instructions.md, .github/instructions/metal-dispatch.instructions.md, .github/instructions/metal-runtime.instructions.md, .github/instructions/models.instructions.md, .github/instructions/nanobind.instructions.md, .github/instructions/python.instructions.md, .github/instructions/tt-stl.instructions.md, .github/instructions/tt-train.instructions.md, .github/instructions/ttnn-core.instructions.md, .github/instructions/ttnn-ops.instructions.md, .github/instructions/ttnn.instructions.md, tt_metal/tt-llk/.claude/CLAUDE.md |
| agent_instruction_max_bytes | 10 291 |
Виключено з оцінювання (немає даних або не застосовно): Читабельна історія комітів. Залишкові ваги перенормовано.
Як обчислюється оцінка
| 18/18 | Розгортання однією командою — docs/Makefile, tt_metal/tt-llk/tests/python_tests/Makefile |
| 22/22 | Автоматизовані тести |
| 11/11 | Конфігурація лінтера / форматера |
| 11/11 | Статична перевірка типів — tools/triage/mypy.ini, tools/triage/pyrightconfig.json |
| 10/10 | Відтворюване середовище — Dockerfile |
| 0/10 | Підтверджена практика роботи з агентами — немає даних |
| 0/8 | Автоматизоване супроводження — немає даних |
| 2/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2 |
Використані вхідні дані
| has_nix | ні |
| has_tests | так |
| lockfiles | — |
| has_dockerfile | так |
| typed_language | так |
| bootstrap_files | docs/Makefile, tt_metal/tt-llk/tests/python_tests/Makefile |
| has_devcontainer | ні |
| has_linter_config | так |
| typecheck_configs | tools/triage/mypy.ini, tools/triage/pyrightconfig.json |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Виключено з оцінювання (немає даних або не застосовно): Підтверджена практика роботи з агентами, Автоматизоване супроводження. Залишкові ваги перенормовано.
Читабельність коду для моделей
99Відмінний
Як обчислюється оцінка
| 45/45 | Типізований код — C++ (статично типізована) |
| 54/55 | Керовані розміри файлів — 278/14 823 файлів вихідного коду понад 60 КБ |
Використані вхідні дані
| primary_language | C++ |
| largest_source_bytes | 771 575 |
| source_files_sampled | 14 823 |
| oversized_source_files | 278 |
Машиночитні інтерфейси
100Відмінний
Як обчислюється оцінка
| 40/40 | Схема API (OpenAPI/GraphQL/proto) — tools/scaleout/cabling_descriptor/schemas/cluster_config.proto, tools/scaleout/cabling_descriptor/schemas/node_config.proto, tools/scaleout/deployment_descriptor/schemas/deployment.proto, tools/scaleout/factory_system_descriptor/schemas/factory_system_descriptor.proto, tools/scaleout/validation/schemas/ethernet_link_metrics.proto, tt_metal/fabric/protobuf/intermesh_connection_table.proto, tt_metal/fabric/protobuf/mesh_graph_descriptor.proto, tt_metal/fabric/protobuf/physical_grouping_descriptor.proto, tt_metal/fabric/protobuf/physical_system_descriptor.proto, tt_metal/fabric/protobuf/port_descriptor_table.proto, tt_metal/fabric/protobuf/router_port_directions.proto, tt_metal/impl/internal/disaggregation/protobuf/kv_chunk_address_table.proto |
| 20/20 | Сервер MCP |
| 40/40 | Придатні до запуску приклади — demos, example, examples, notebooks |
Використані вхідні дані
| example_dirs | demos, example, examples, notebooks |
| has_mcp_signal | так |
| api_schema_files | tools/scaleout/cabling_descriptor/schemas/cluster_config.proto, tools/scaleout/cabling_descriptor/schemas/node_config.proto, tools/scaleout/deployment_descriptor/schemas/deployment.proto, tools/scaleout/factory_system_descriptor/schemas/factory_system_descriptor.proto, tools/scaleout/validation/schemas/ethernet_link_metrics.proto, tt_metal/fabric/protobuf/intermesh_connection_table.proto, tt_metal/fabric/protobuf/mesh_graph_descriptor.proto, tt_metal/fabric/protobuf/physical_grouping_descriptor.proto, tt_metal/fabric/protobuf/physical_system_descriptor.proto, tt_metal/fabric/protobuf/port_descriptor_table.proto, tt_metal/fabric/protobuf/router_port_directions.proto, tt_metal/impl/internal/disaggregation/protobuf/kv_chunk_address_table.proto |
Ключові факти
1 584зірок GitHub
100контриб'юторів
11 414комітів за останні 12 місяців
0днів від останнього пушу
100релізів
25бас-фактор
3 964відкритих issue
PyPIпакетних екосистем
Докладніше
OpenSSF Scorecard 5.4 / 10
5.4сукупно
Незалежна, не прив'язана до інструментів оцінка безпеки від відкритого проєкту OpenSSF Scorecard. Кожна перевірка винагороджує практику безпеки, а не інструмент конкретного постачальника. Перевірки, які Scorecard не зміг визначити, позначено н/д і виключено з оцінки безпеки (вони ніколи не зараховуються як нуль).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 4 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 10 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 2 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 2 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 84 existing vulnerabilities detected |
Прямі залежності 9
| Реєстр | Пакет | Обмеження версії | Маніфест |
|---|---|---|---|
| PyPI | numpy | >=1.24.4,<2 | pyproject.toml |
| PyPI | loguru | >=0.6.0 | pyproject.toml |
| PyPI | networkx | >=3.1 | pyproject.toml |
| PyPI | graphviz | >=0.20.3 | pyproject.toml |
| PyPI | pyyaml | >=5.4 | pyproject.toml |
| PyPI | click | >=8.1.7 | pyproject.toml |
| PyPI | pandas | >=2.0.3 | pyproject.toml |
| PyPI | seaborn | >=0.13.2 | pyproject.toml |
| PyPI | ml_dtypes | — | pyproject.toml |
Усі залежності 205
Повний розв'язаний набір залежностей із графа залежностей GitHub: 20 прямих і 185 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
| Реєстр | Пакет | Версія | Зв'язок |
|---|---|---|---|
| PyPI | click | — | пряма |
| PyPI | click | 8.1.7 | пряма |
| PyPI | graphviz | — | пряма |
| PyPI | loguru | — | пряма |
| PyPI | loguru | 0.6.0 | пряма |
| PyPI | loguru | 0.7.3 | пряма |
| PyPI | ml-dtypes | — | пряма |
| PyPI | ml-dtypes | 0.5.4 | пряма |
| PyPI | networkx | — | пряма |
| PyPI | networkx | 3.1 | пряма |
| PyPI | networkx | 3.4.2 | пряма |
| PyPI | numpy | — | пряма |
| PyPI | numpy | 1.26.4 | пряма |
| PyPI | numpy | 2.2.6 | пряма |
| PyPI | pandas | — | пряма |
| PyPI | pandas | 2.3.3 | пряма |
| PyPI | pyyaml | — | пряма |
| PyPI | pyyaml | 6.0.3 | пряма |
| PyPI | seaborn | — | пряма |
| PyPI | seaborn | 0.13.2 | пряма |
| npm | @actions/core | 1.10.0 | непряма |
| npm | @actions/core | ^1.10.0 | непряма |
| npm | @actions/github | 5.1.1 | непряма |
| npm | @actions/github | ^5.1.1 | непряма |
| npm | @octokit/rest | ^21.1.1 | непряма |
| PyPI | accelerate | — | непряма |
| PyPI | accelerate | 1.7.0 | непряма |
| PyPI | ansible | — | непряма |
| PyPI | ansible-lint | — | непряма |
| PyPI | anthropic | 0.91.0 | непряма |
| PyPI | antlr4-python3-runtime | 4.9.3 | непряма |
| PyPI | av | — | непряма |
| PyPI | av | 17.0.1 | непряма |
| PyPI | basedpyright | 1.39.6 | непряма |
| PyPI | beautifultable | — | непряма |
| PyPI | bert-score | 0.3.12 | непряма |
| PyPI | black | 26.3.1 | непряма |
| PyPI | blobfile | 3.1.0 | непряма |
| PyPI | bokeh | 3.8.2 | непряма |
| PyPI | breathe | 4.35.0 | непряма |
| PyPI | build | 0.10.0 | непряма |
| PyPI | check-copyright | — | непряма |
| PyPI | clang-format | 19.1.4 | непряма |
| PyPI | coverage | 7.10.5 | непряма |
| PyPI | dash | 2.15.0 | непряма |
| PyPI | datasets | — | непряма |
| PyPI | decord | 0.6.0 | непряма |
| PyPI | defusedxml | — | непряма |
| PyPI | diffusers | — | непряма |
| PyPI | diffusers | 0.38.0 | непряма |
| PyPI | docopt | 0.6.2 | непряма |
| PyPI | docutils | 0.18.1 | непряма |
| PyPI | easydict | — | непряма |
| PyPI | efficientnet-pytorch | 0.7.1 | непряма |
| PyPI | einops | 0.6.1 | непряма |
| PyPI | enlighten | 1.12.4 | непряма |
| PyPI | evaluate | 0.4.0 | непряма |
| PyPI | exceptiongroup | 1.3.0 | непряма |
| PyPI | fairscale | — | непряма |
| PyPI | fastapi | — | непряма |
| PyPI | faster-fifo | — | непряма |
| PyPI | fiftyone | 0.25.2 | непряма |
| PyPI | filelock | 3.20.3 | непряма |
| PyPI | fsspec | 2023.9.2 | непряма |
| PyPI | fsspec | 2025.7.0 | непряма |
| PyPI | ftfy | 6.1.1 | непряма |
| PyPI | fvcore | — | непряма |
| PyPI | gitpython | 3.1.50 | непряма |
| PyPI | gluonts | — | непряма |
| PyPI | gunicorn | 21.2.0 | непряма |
| PyPI | hf-xet | 1.5.1 | непряма |
| PyPI | huggingface-hub | — | непряма |
| PyPI | huggingface-hub | 1.20.1 | непряма |
| PyPI | ijson | — | непряма |
| PyPI | imageio-ffmpeg | 0.6.0 | непряма |
| PyPI | iniconfig | 2.1.0 | непряма |
| PyPI | ipdb | — | непряма |
| PyPI | ipython | 8.12.3 | непряма |
| PyPI | ipywidgets | 8.1.1 | непряма |
| PyPI | jinja2 | 3.1.6 | непряма |
| PyPI | jiwer | 3.0.5 | непряма |
| PyPI | jsbeautifier | 1.14.7 | непряма |
| PyPI | junitparser | 4.0.2 | непряма |
| PyPI | jupyterlab | 4.5.9 | непряма |
| PyPI | kagglehub | 0.2.9 | непряма |
| PyPI | librosa | 0.10.0 | непряма |
| PyPI | lvis | — | непряма |
| PyPI | lxml | 6.1.0 | непряма |
| PyPI | markupsafe | 3.0.2 | непряма |
| PyPI | matplotlib | — | непряма |
| PyPI | medpy | 0.5.2 | непряма |
| PyPI | mpmath | 1.3.0 | непряма |
| PyPI | msgpack | — | непряма |
| PyPI | msgpack-numpy | — | непряма |
| PyPI | multiprocess | 0.70.14 | непряма |
| PyPI | mypy | 1.9.0 | непряма |
| PyPI | mypy | 2.1.0 | непряма |
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| PyPI | nbsphinx | 0.9.3 | непряма |
| PyPI | nltk | — | непряма |
| PyPI | numba | — | непряма |
| PyPI | omegaconf | — | непряма |
| PyPI | open-clip-torch | — | непряма |
| PyPI | open-clip-torch | 2.26.1 | непряма |
| PyPI | openai-clip | 1.0.1 | непряма |
| PyPI | opencv-python | — | непряма |
| PyPI | opencv-python-headless | 4.8.1.78 | непряма |
| PyPI | packaging | 25.0 | непряма |
| PyPI | pandoc | 2.3 | непряма |
| PyPI | peft | 0.18.1 | непряма |
| PyPI | pillow | — | непряма |
| PyPI | pillow | 12.2.0 | непряма |
| PyPI | platformdirs | — | непряма |
| PyPI | plotly | — | непряма |
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| PyPI | plotly | 6.5.0 | непряма |
| PyPI | pluggy | 1.6.0 | непряма |
| PyPI | pre-commit | 3.5.0 | непряма |
| PyPI | pre-commit | 4.5.0 | непряма |
| PyPI | protobuf | 5.29.6 | непряма |
| PyPI | psycopg2-binary | 2.9.11 | непряма |
| PyPI | pyarrow | — | непряма |
| PyPI | pyarrow | 24.0.0 | непряма |
| PyPI | pycapnp | 2.0.0 | непряма |
| PyPI | pycocoevalcap | — | непряма |
| PyPI | pydantic | — | непряма |
| PyPI | pydantic | 2.12.5 | непряма |
| PyPI | pydantic | 2.9.2 | непряма |
| PyPI | pygments | 2.20.0 | непряма |
| PyPI | pyiqa | — | непряма |
| PyPI | pytest | — | непряма |
| PyPI | pytest | 9.0.3 | непряма |
| PyPI | pytest-benchmark | 5.2.3 | непряма |
| PyPI | pytest-cov | — | непряма |
| PyPI | pytest-cov | 6.1.1 | непряма |
| PyPI | pytest-cov | 7.0.0 | непряма |
| PyPI | pytest-forked | 1.6.0 | непряма |
| PyPI | pytest-github-actions-annotate-failures | 0.3.0 | непряма |
| PyPI | pytest-github-actions-annotate-failures | 0.4.0 | непряма |
| PyPI | pytest-progress | 1.4.0 | непряма |
| PyPI | pytest-random-order | 1.2.0 | непряма |
| PyPI | pytest-repeat | 0.9.4 | непряма |
| PyPI | pytest-split | 0.11.0 | непряма |
| PyPI | pytest-sugar | 1.1.1 | непряма |
| PyPI | pytest-timeout | 2.4.0 | непряма |
| PyPI | pytest-xdist | 3.8.0 | непряма |
| PyPI | python-multipart | — | непряма |
| PyPI | qwen-vl-utils | — | непряма |
| PyPI | requests | — | непряма |
| PyPI | safetensors | — | непряма |
| PyPI | safetensors | 0.8.0 | непряма |
| PyPI | scipy | — | непряма |
| PyPI | sentencepiece | — | непряма |
| PyPI | sentencepiece | 0.2.1 | непряма |
| PyPI | setuptools | 80.10.2 | непряма |
| PyPI | sphinx | 7.1.2 | непряма |
| PyPI | sphinx-rtd-theme | 1.3.0 | непряма |
| PyPI | sphinxcontrib-email | 0.3.5 | непряма |
| PyPI | sphinxcontrib-jquery | 4.1 | непряма |
| PyPI | streamlit | — | непряма |
| PyPI | streamlit | 1.54.0 | непряма |
| PyPI | streamlit-webrtc | — | непряма |
| PyPI | sympy | 1.14.0 | непряма |
| PyPI | tabulate | 0.9.0 | непряма |
| PyPI | termcolor | — | непряма |
| PyPI | termcolor | 3.2.0 | непряма |
| PyPI | tiktoken | 0.7.0 | непряма |
| PyPI | timm | — | непряма |
| PyPI | tokenizers | 0.21.1 | непряма |
| PyPI | tokenizers | 0.22.2 | непряма |
| PyPI | tomli | 2.2.1 | непряма |
| PyPI | toolz | — | непряма |
| PyPI | toolz | 0.12.0 | непряма |
| PyPI | torch | — | непряма |
| PyPI | torch | 2.11.0 | непряма |
| PyPI | torch | 2.11.0+cpu | непряма |
| PyPI | torch | 2.9.1 | непряма |
| PyPI | torch-fidelity | 0.3.0 | непряма |
| PyPI | torchmetrics | 1.9.0 | непряма |
| PyPI | torchvision | — | непряма |
| PyPI | torchvision | 0.26.0 | непряма |
| PyPI | torchvision | 0.26.0+cpu | непряма |
| PyPI | tqdm | — | непряма |
| PyPI | tqdm | 4.66.3 | непряма |
| PyPI | transformers | — | непряма |
| PyPI | transformers | 4.46.2 | непряма |
| PyPI | transformers | 4.51.3 | непряма |
| PyPI | transformers | 5.10.2 | непряма |
| PyPI | transformers | 5.12.1 | непряма |
| PyPI | triton | 3.5.1 | непряма |
| PyPI | tt-exalens | 0.3.20 | непряма |
| PyPI | tt-exalens | 0.3.27 | непряма |
| PyPI | tt-smi | 3.1.1 | непряма |
| PyPI | tt-umd | 0.9.5 | непряма |
| PyPI | tt-umd | 0.9.9 | непряма |
| PyPI | twine | 4.0.2 | непряма |
| PyPI | types-docopt | 0.6.11.20241107 | непряма |
| PyPI | typing-extensions | 4.15.0 | непряма |
| PyPI | uvicorn | — | непряма |
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| PyPI | websockets | 16.0 | непряма |
| PyPI | xlsxwriter | 3.0.8 | непряма |
| PyPI | yamllint | 1.32.0 | непряма |
Звіт у форматі JSON машиночитний
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}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 v0.11.0 — повна методологія · вікі метрик.
Як окремий результат виглядає на тлі всього реєстру: сукупна статистика — PyPI.