公开记录
软件健康报告模式 0.34.0 · 指标 2.10.0 · 2026-09-27 23:06 UTC

flwrlabs / flower

Flower: A Friendly Federated AI Framework

Python · Jupyter NotebookApache-2.0★ 7,149 星标⑂ 1,230 复刻始于 2020年2月在 GitHub 上查看 ↗
类型网络服务命令行工具库移动应用如何判定
#flower#federated-learning#federated-learning-framework#federated-analytics#fleet-learning#fleet-intelligence#deep-learning#machine-learning#pytorch#scikit-learn#tensorflow#framework#grpc#python#ai#artificial-intelligence#raspberry-pi#android#cpp#ios

flwrlabs/flower 的健康指数为 100 分中的 96 分，处于「卓越」区间。 其得分最高的类别是Vitality（100/100），最低的是Security（52/100）。 最近一次更新在今天。 近期的大部分工作由 3 位贡献者完成。

96
总分 / 100
卓越

软件健康指数

指标归入加权类别，统一采用 1–100 量表。总体分先取类别加权平均，再依据公开记录的分布进行校准，使各等级具有百分位含义；当公开证据触发高风险司法辖区政策时，评级会按政策调整，并设置 34（存在风险）的上限。

96
卓越93-100公开记录中的最高层级（约前 5%）；基本满足所有检验标准
优秀80-92各方面均表现强劲；仅有少量不足
良好65-79健康；不足之处有限且可控
中等50-64可接受，但存在明显不足；建议进行审查
薄弱35-49多个领域存在实质性薄弱环节
存在风险20-34存在重大薄弱环节；采用时应保持审慎
危急1-19问题严重（项目被弃置、仅有单一维护者、缺乏基本工程规范）
活力社区与采用可持续性与治理工程质量安全AI 就绪度

评分画像

每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形，而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。

加权总体分 83 经校准后在公布的指数量表上为 96（记录校准 2026-08-02）。

所有权

Flower Labs组织 · 域名已验证
31 关注者3 个公开仓库始于 2023年1月

该仓库由组织支持——共同承担、可问责的托管责任，可延续于任何单一维护者之后。

软件包生态系统

注册表软件包版本月下载量版本数最近发布标签
PyPIdevtool指向其他仓库——不计分0.0.24932070 天前—
PyPIflwr-datasets0.6.113,802919 天前artificial-intelligencedatasetfederated-aifederated-analyticsfederated-datasetsfederated-evaluationfederated-learningflowermachine-learning
PyPIflwr1.38.074,715675 天前artificial-intelligencefederated-aifederated-analyticsfederated-evaluationfederated-learningflowermachine-learning

按类别列示的指标

活力

项目是否仍有生命——是否仍在编写代码，是否仍在发布版本？

100卓越 · 占总体的 21%

开发活跃度

100卓越
评分方式
36/36推送新近度 — 最近一次推送于 0 天前
36/36提交节奏 — 52 周中有 52 周有提交
18/18提交量 — 最近一年 1,702 次提交
0/10OpenSSF Scorecard：Maintained — 无数据
所用输入
commits_last_year1,702
human_commit_share1
days_since_last_push0
active_weeks_last_year52

发布纪律

100卓越
评分方式
27/27有发布版本 — 已发布 55 个发布版本
36/36发布时效 — 最近一次发布版本于 5 天前
27/27发布节奏 — 约每 13.9 天发布一次
0/10OpenSSF Scorecard：Signed-Releases — 无数据
所用输入
releases_count55
latest_release_tagframework-1.38.0
releases_from_tags否
days_since_latest_release5
mean_days_between_releases13.9

社区与采用

项目是否拥有用户、下载量与关注度，并具备欢迎贡献者参与的配置？

90优秀 · 占总体的 17%

流行度与采用

94卓越
评分方式
60/60星标 — 7,149 个星标
25/25复刻 — 1,230 个复刻
9/15关注者 — 42 位关注者
所用输入
forks1,230
stars7,149
watchers42
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

92优秀
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证（Apache-2.0）
18/18CONTRIBUTING 指南
13.5/13.5行为准则
0/7.2议题模板
6.3/6.3PR 模板
所用输入
has_readme是
has_license是
readme_badges5
has_contributing是
has_issue_template否
has_code_of_conduct是
readme_badge_servicesgithub.com, shields.io
has_pull_request_template是

生态采用（下载量）

82优秀
评分方式
66/80月度下载量 — pypi 合计每月 88,517 次下载
0/20注册表被依赖数 — 该生态系统不报告此项
所用输入
packagesflwr-datasets, flwr
dependents—
ecosystemspypi
total_downloads—
monthly_downloads88,517
unverified_packages_excluded—
已排除计分（无数据或不适用）：注册表被依赖数。 其余权重已重新归一化。

可持续性与治理

项目能否在其成员之外延续——巴士系数、响应能力、由谁支持，以及软件包的维护状况？

80优秀 · 占总体的 23%

维护者韧性（巴士系数）

76良好
评分方式
36/54巴士系数 — 3 位贡献者贡献了半数提交
18.5/22.5提交分布 — 头号贡献者编写了 18% 的提交
13.5/13.5贡献者广度 — 98 位贡献者
0/10OpenSSF Scorecard：Contributors — 无数据
所用输入
bus_factor3
contributors_sampled98
top_contributor_share0.179

议题与 PR 响应能力

76良好
评分方式
39.1/42议题解决 — 93% 的议题已关闭
25.6/30PR 接受 — 已裁定的 PR 中 5,972/6,999 已合并
0/13Newcomer PR acceptance — 30 天内首次贡献者的 PR 已合并 0/4
0/15OpenSSF Scorecard：Code-Review — 无数据
所用输入
merged_prs5,972
open_issues46
closed_issues630
prs_merged_7d43
prs_decided_7d47
prs_merged_30d53
prs_decided_30d59
issue_closed_ratio0.932
closed_unmerged_prs1,027
first_time_authors_30d3
first_time_prs_merged_30d0
first_time_prs_decided_30d4

所有权与托管责任

73良好
评分方式
30/30所有权背书 — 组织持有
20/20已验证域名
10.8/25所有者影响力 — flwrlabs 有 31 位关注者
11.8/25既往记录 — 3 个公开仓库，账户约 3 年
所用输入
followers31
owner_typeOrganization
is_verified是
owner_loginflwrlabs
public_repos3
account_age_days1,360

软件包维护

100卓越
评分方式
25/25已发布且可解析 — pypi 上有 2 个软件包
35/35发布时效 — 最近一次发布于 5 天前
20/20版本历史 — 67 个已发布版本
20/20未被弃用 — 活跃，未被弃用或撤回
所用输入
packagesflwr-datasets, flwr
ecosystemspypi
any_deprecated否
min_days_since_publish5

工程质量

基础的工程与文档实践是否到位？

86优秀 · 占总体的 19%

工程实践

100卓越
评分方式
24/24CI 工作流 — 25 个工作流
24/24存在测试
16/16Linter 配置 — datasets/pyproject.toml ([tool.ruff], [tool.pylint], [tool.black], [tool.isort]), dev/pyproject.toml ([tool.pylint], [tool.black], [tool.isort]), framework/pyproject.toml ([tool.ruff], [tool.pylint], [tool.black], [tool.isort])
9.6/9.6Pre-commit 钩子
6.4/6.4.editorconfig
0/20OpenSSF Scorecard：CI-Tests — 无数据
所用输入
has_ci是
has_tests是
has_editorconfig是
has_linter_config是
has_precommit_config是

文档

65良好
评分方式
30/30README
0/25文档目录
15/15文档 / 主页站点 — https://flower.ai
10/10仓库描述
10/10主题标签 — 20 个主题标签
0/10Wiki
所用输入
topicsflower, federated-learning, federated-learning-framework, federated-analytics, fleet-learning, fleet-intelligence, deep-learning, machine-learning, pytorch, scikit-learn, tensorflow, framework, grpc, python, ai, artificial-intelligence, raspberry-pi, android, cpp, ios
has_wiki否
homepagehttps://flower.ai
docs_sitehttps://flower.ai
has_readme是
has_docs_dir否
has_description是

安全

可见的安全与供应链实践是否稳固，且不存在未解决的高风险司法辖区暴露？

52中等 · 占总体的 16%

安全态势

50中等
评分方式
0/30安全策略（SECURITY.md）
25/25Dependabot 配置
25/25依赖锁定文件 — uv.lock
0/20CodeQL 工作流
所用输入
sourcefile_signals
lockfilesuv.lock
manifestsagent/pyproject.toml, datasets/pyproject.toml, dev/pyproject.toml, framework/pyproject.toml
has_codeql_workflow否
has_security_policy否
has_dependabot_config是

依赖安全公告

58中等
评分方式
6.2/35直接依赖不含已知公告 — 2 个受影响：pyyaml 5.1.1 (critical 9.8), setuptools 41.0.1 (high 8.8)
25/25间接依赖不含已知公告 — 没有间接依赖携带已知公告
27.3/40没有长期未处理的公告 — 2 个携带公告的软件包超过 90 天未处理；最早一条发布于 2,412 天前
所用输入
sourceosv
advisories14
affected_packages2
assessed_packages5
unassessed_packages0
affected_by_severitycritical 1, high 1
direct_affected_packages2
比对的是 pypi:devtool@0.0.2 的运行时依赖闭包——安装已发布的软件包时真正被拉取进来的内容——共 5 个软件包。 未对可达性进行分析。

AI 就绪度

该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件？权重刻意设小（4%）：代理工具链是一项真实的维护信号，但完全不具备的仓库仍可达到 100/100。

85优秀 · 占总体的 4%

AI 代理上下文与指引

85优秀
评分方式
45/45代理指令 — AGENTS.md, framework/AGENTS.md
0/15机器可读文档（llms.txt）
40/40可读的提交历史 — 100 次人类提交中有 100 次说明了意图（结构化标题或解释性正文）
所用输入
has_llms_txt否
llms_txt_url—
legible_history_share1
agent_instruction_filesAGENTS.md, framework/AGENTS.md
agent_instruction_max_bytes8,345

验证循环（构建 / 测试 / 类型检查）

88优秀
评分方式
18/18一条命令的引导启动 — agent/docs/Makefile, baselines/docs/Makefile, datasets/docs/Makefile, examples/docs/Makefile, framework/docs/Makefile, hub/docs/Makefile, model/docs/Makefile
22/22自动化测试
11/11Lint / 格式化配置 — datasets/pyproject.toml ([tool.ruff], [tool.pylint], [tool.black], [tool.isort]), dev/pyproject.toml ([tool.pylint], [tool.black], [tool.isort]), framework/pyproject.toml ([tool.ruff], [tool.pylint], [tool.black], [tool.isort])
11/11静态类型检查 — framework/py/flwr/py.typed
10/10可复现环境 — devcontainer, Dockerfile, lockfile
2/10已体现的代理实践 — 最近 100 次提交中有 1 次由代理编写或署名代理
5/8自动化维护 — 已配置依赖自动化，但在抽样提交中未观察到
0/10OpenSSF Scorecard：Pinned-Dependencies — 无数据
所用输入
has_nix否
has_tests是
lockfilesuv.lock
has_dockerfile是
typed_language否
bootstrap_filesagent/docs/Makefile, baselines/docs/Makefile, datasets/docs/Makefile, examples/docs/Makefile, framework/docs/Makefile, hub/docs/Makefile, model/docs/Makefile
has_devcontainer是
has_linter_config是
typecheck_configsframework/py/flwr/py.typed
agent_commit_share0.01
toolchain_manifestsexamples/android-kotlin/client/app/build.gradle, examples/android-kotlin/client/build.gradle, examples/android-kotlin/client/flower_tflite/build.gradle, examples/android/client/app/build.gradle, examples/android/client/build.gradle, examples/android/client/transfer_api/build.gradle, framework/kotlin/build.gradle.kts, framework/kotlin/flwr/build.gradle.kts
dependency_bot_commit_share0

面向模型的代码可读性

81优秀
评分方式
27/45可类型检查的代码 — Python，已配置类型检查（framework/py/flwr/py.typed）
54.4/55可控的文件大小 — 采样的 1,686 个源文件中有 19 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes928,302
source_files_sampled1,686
oversized_source_files19

机器可读接口

80优秀
评分方式
40/40API 模式（OpenAPI/GraphQL/proto） — examples/android-kotlin/client/flower_tflite/src/main/proto/transport.proto, examples/android/client/app/src/main/proto/transport.proto, examples/ios/FLiOS/CoreMLProto/ArrayFeatureExtractor.proto, examples/ios/FLiOS/CoreMLProto/AudioFeaturePrint.proto, examples/ios/FLiOS/CoreMLProto/BayesianProbitRegressor.proto, examples/ios/FLiOS/CoreMLProto/CategoricalMapping.proto, examples/ios/FLiOS/CoreMLProto/CustomModel.proto, examples/ios/FLiOS/CoreMLProto/DataStructures.proto, examples/ios/FLiOS/CoreMLProto/DictVectorizer.proto, examples/ios/FLiOS/CoreMLProto/FeatureTypes.proto, examples/ios/FLiOS/CoreMLProto/FeatureVectorizer.proto, examples/ios/FLiOS/CoreMLProto/GLMClassifier.proto, examples/ios/FLiOS/CoreMLProto/GLMRegressor.proto, examples/ios/FLiOS/CoreMLProto/Gazetteer.proto, examples/ios/FLiOS/CoreMLProto/Identity.proto, examples/ios/FLiOS/CoreMLProto/Imputer.proto, examples/ios/FLiOS/CoreMLProto/ItemSimilarityRecommender.proto, examples/ios/FLiOS/CoreMLProto/LinkedModel.proto, examples/ios/FLiOS/CoreMLProto/MIL.proto, examples/ios/FLiOS/CoreMLProto/Model.proto, examples/ios/FLiOS/CoreMLProto/NearestNeighbors.proto, examples/ios/FLiOS/CoreMLProto/NeuralNetwork.proto, examples/ios/FLiOS/CoreMLProto/NonMaximumSuppression.proto, examples/ios/FLiOS/CoreMLProto/Normalizer.proto, examples/ios/FLiOS/CoreMLProto/OneHotEncoder.proto, examples/ios/FLiOS/CoreMLProto/Parameters.proto, examples/ios/FLiOS/CoreMLProto/SVM.proto, examples/ios/FLiOS/CoreMLProto/Scaler.proto, examples/ios/FLiOS/CoreMLProto/SoundAnalysisPreprocessing.proto, examples/ios/FLiOS/CoreMLProto/TextClassifier.proto, examples/ios/FLiOS/CoreMLProto/TreeEnsemble.proto, examples/ios/FLiOS/CoreMLProto/VisionFeaturePrint.proto, examples/ios/FLiOS/CoreMLProto/WordEmbedding.proto, examples/ios/FLiOS/CoreMLProto/WordTagger.proto, framework/proto/flwr/proto/control.proto, framework/proto/flwr/proto/error.proto, framework/proto/flwr/proto/fab.proto, framework/proto/flwr/proto/federation.proto, framework/proto/flwr/proto/federation_config.proto, framework/proto/flwr/proto/fleet.proto, framework/proto/flwr/proto/grpcadapter.proto, framework/proto/flwr/proto/heartbeat.proto, framework/proto/flwr/proto/log.proto, framework/proto/flwr/proto/message.proto, framework/proto/flwr/proto/node.proto, framework/proto/flwr/proto/recorddict.proto, framework/proto/flwr/proto/run.proto, framework/proto/flwr/proto/runseries.proto, framework/proto/flwr/proto/runtime.proto, framework/proto/flwr/proto/task.proto, framework/proto/flwr/proto/transport.proto
0/20MCP 服务器
40/40可运行示例 — examples, notebooks
所用输入
example_dirsexamples, notebooks
has_mcp_signal否
api_schema_filesexamples/android-kotlin/client/flower_tflite/src/main/proto/transport.proto, examples/android/client/app/src/main/proto/transport.proto, examples/ios/FLiOS/CoreMLProto/ArrayFeatureExtractor.proto, examples/ios/FLiOS/CoreMLProto/AudioFeaturePrint.proto, examples/ios/FLiOS/CoreMLProto/BayesianProbitRegressor.proto, examples/ios/FLiOS/CoreMLProto/CategoricalMapping.proto, examples/ios/FLiOS/CoreMLProto/CustomModel.proto, examples/ios/FLiOS/CoreMLProto/DataStructures.proto, examples/ios/FLiOS/CoreMLProto/DictVectorizer.proto, examples/ios/FLiOS/CoreMLProto/FeatureTypes.proto, examples/ios/FLiOS/CoreMLProto/FeatureVectorizer.proto, examples/ios/FLiOS/CoreMLProto/GLMClassifier.proto, examples/ios/FLiOS/CoreMLProto/GLMRegressor.proto, examples/ios/FLiOS/CoreMLProto/Gazetteer.proto, examples/ios/FLiOS/CoreMLProto/Identity.proto, examples/ios/FLiOS/CoreMLProto/Imputer.proto, examples/ios/FLiOS/CoreMLProto/ItemSimilarityRecommender.proto, examples/ios/FLiOS/CoreMLProto/LinkedModel.proto, examples/ios/FLiOS/CoreMLProto/MIL.proto, examples/ios/FLiOS/CoreMLProto/Model.proto, examples/ios/FLiOS/CoreMLProto/NearestNeighbors.proto, examples/ios/FLiOS/CoreMLProto/NeuralNetwork.proto, examples/ios/FLiOS/CoreMLProto/NonMaximumSuppression.proto, examples/ios/FLiOS/CoreMLProto/Normalizer.proto, examples/ios/FLiOS/CoreMLProto/OneHotEncoder.proto, examples/ios/FLiOS/CoreMLProto/Parameters.proto, examples/ios/FLiOS/CoreMLProto/SVM.proto, examples/ios/FLiOS/CoreMLProto/Scaler.proto, examples/ios/FLiOS/CoreMLProto/SoundAnalysisPreprocessing.proto, examples/ios/FLiOS/CoreMLProto/TextClassifier.proto, examples/ios/FLiOS/CoreMLProto/TreeEnsemble.proto, examples/ios/FLiOS/CoreMLProto/VisionFeaturePrint.proto, examples/ios/FLiOS/CoreMLProto/WordEmbedding.proto, examples/ios/FLiOS/CoreMLProto/WordTagger.proto, framework/proto/flwr/proto/control.proto, framework/proto/flwr/proto/error.proto, framework/proto/flwr/proto/fab.proto, framework/proto/flwr/proto/federation.proto, framework/proto/flwr/proto/federation_config.proto, framework/proto/flwr/proto/fleet.proto, framework/proto/flwr/proto/grpcadapter.proto, framework/proto/flwr/proto/heartbeat.proto, framework/proto/flwr/proto/log.proto, framework/proto/flwr/proto/message.proto, framework/proto/flwr/proto/node.proto, framework/proto/flwr/proto/recorddict.proto, framework/proto/flwr/proto/run.proto, framework/proto/flwr/proto/runseries.proto, framework/proto/flwr/proto/runtime.proto, framework/proto/flwr/proto/task.proto, framework/proto/flwr/proto/transport.proto
interfaces_expected_ofnetwork-service

关键数据

7,149GitHub 星标
98贡献者
1,702最近 12 个月提交数
0距最近推送天数
55发布版本数
3巴士系数（bus factor）
46开放议题
PyPI软件包生态系统数

数据采集警告

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • pypi package 'devtool' points at a different repository (https://github.com/guchengxi1994/dev-tool-for-python); excluded from ecosystem scoring
  • Could not fetch pypi package 'flower-agent-docs' from its registry
  • OpenSSF Scorecard did not return a usable result (killed by SIGKILL — most likely the container's memory limit; 2026/09/27 23:05:00 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks

更多细节

Star 与 Fork 历史 0 ★ / 1,230 ⇿
0Star
1,230Fork
46发布

每颗 star 和每个 fork 的添加时间，来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方，二者可相互对照：稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时，它会作为增长真实性予以报告。

仅显示最近的历史——该仓库超出采集窗口，因此未采集最早的历史记录。

02505007501,0001,2501,230122022-052024-072026-09
主版本 1次版本 27修订 5

每个点涵盖 5 天。

直接依赖 38
注册表软件包版本约束清单文件
PyPIfuro==2024.8.6agent/pyproject.toml
PyPImyst-parser==3.0.1agent/pyproject.toml
PyPIsphinx==7.4.7agent/pyproject.toml
PyPIsphinx-substitution-extensions==2022.2.16agent/pyproject.toml
PyPInumpy>=1.26.0,<3.0.0datasets/pyproject.toml
PyPIdatasets>=4.0.0,<5.0.0datasets/pyproject.toml
PyPItqdm>=4.66.1,<5.0.0datasets/pyproject.toml
PyPIrich>=14.0.0,<15.0.0datasets/pyproject.toml
PyPImatplotlib>=3.7.5,<4.0.0datasets/pyproject.toml
PyPIseaborn>=0.13.0,<0.14.0datasets/pyproject.toml
PyPIblack==25.11.0dev/pyproject.toml
PyPIgrpcio-tools==1.70.0dev/pyproject.toml
PyPImypy-protobuf==3.6.0dev/pyproject.toml
PyPIPyYAML>=6.0.2,<7.0.0dev/pyproject.toml
PyPInumpy>=1.26.0,<3.0.0framework/pyproject.toml
PyPIgrpcio>=1.70.0,<2.0.0framework/pyproject.toml
PyPIgrpcio-health-checking>=1.70.0,<2.0.0framework/pyproject.toml
PyPIprotobuf>=5.28.0,<7.0.0framework/pyproject.toml
PyPIcryptography>=46.0.7,<47.0.0framework/pyproject.toml
PyPIpycryptodome>=3.18.0,<4.0.0framework/pyproject.toml
PyPIiterators>=0.0.2,<0.0.3framework/pyproject.toml
PyPItyper>=0.13.0,<0.21.0framework/pyproject.toml
PyPIuv>=0.11.15,<0.12.0framework/pyproject.toml
PyPItomli>=2.0.1,<3.0.0framework/pyproject.toml
PyPItomli-w>=1.0.0,<2.0.0framework/pyproject.toml
PyPIpathspec>=1.0.4,<2.0.0framework/pyproject.toml
PyPIprompt-toolkit>=3.0.52,<4.0.0framework/pyproject.toml
PyPIrich>=14.0.0,<15.0.0framework/pyproject.toml
PyPIpyyaml>=6.0.2,<7.0.0framework/pyproject.toml
PyPIrequests>=2.33.0,<3.0.0framework/pyproject.toml
PyPIhttpx>=0.28.1,<1.0.0framework/pyproject.toml
PyPIclick>=8.0.0,<9.0.0framework/pyproject.toml
PyPIpackaging>=24.0,<26.0framework/pyproject.toml
PyPISQLAlchemy>=2.0.45,<3.0.0framework/pyproject.toml
PyPIalembic>=1.18.1,<2.0.0framework/pyproject.toml
PyPIuvicorn>=0.49.0,<0.50.0framework/pyproject.toml
PyPIfastapi>=0.138.0,<0.139.0framework/pyproject.toml
PyPIstarlette>=1.3.1,<1.4.0framework/pyproject.toml
全部依赖 1,000

来自 GitHub 依赖图的完整解析依赖集合：96 个直接依赖与 904 个间接（传递）软件包。仓库提交锁文件时，传递闭包才是完整的。

注册表软件包版本关系
PyPIalembic1.18.4直接
PyPIalembic1.18.5直接
PyPIblack—直接
PyPIblack23.1.0直接
PyPIblack24.2.0直接
PyPIblack24.3.0直接
PyPIblack25.11.0直接
PyPIclick8.1.8直接
PyPIclick8.3.1直接
PyPIclick8.4.2直接
PyPIcryptography—直接
PyPIcryptography41.0.7直接
PyPIcryptography42.0.8直接
PyPIcryptography44.0.3直接
PyPIcryptography46.0.7直接
PyPIdatasets—直接
PyPIdatasets2.20.0直接
PyPIdatasets4.5.0直接
PyPIdatasets4.7.0直接
PyPIfastapi0.138.1直接
PyPIfuro2024.8.6直接
PyPIgrpcio1.70.0直接
PyPIgrpcio1.76.0直接
PyPIgrpcio1.78.0直接
PyPIgrpcio1.80.0直接
PyPIgrpcio1.82.1直接
PyPIgrpcio-health-checking1.62.3直接
PyPIgrpcio-health-checking1.71.2直接
PyPIgrpcio-health-checking1.81.1直接
PyPIgrpcio-tools1.70.0直接
PyPIhttpx0.28.1直接
PyPIiterators0.0.2直接
PyPImatplotlib—直接
PyPImatplotlib3.10.8直接
PyPImatplotlib3.10.9直接
PyPImatplotlib3.5.3直接
PyPImatplotlib3.7.1直接
PyPImatplotlib3.7.5直接
PyPImypy-protobuf3.6.0直接
PyPImyst-parser3.0.1直接
PyPInumpy—直接
PyPInumpy1.22.0直接
PyPInumpy1.23.0直接
PyPInumpy1.24.4直接
PyPInumpy1.26.4直接
PyPInumpy2.0.2直接
PyPInumpy2.2.6直接
PyPInumpy2.4.2直接
PyPInumpy2.4.3直接
PyPIpackaging25.0直接
PyPIpackaging26.0直接
PyPIpackaging26.2直接
PyPIpathspec0.12.1直接
PyPIpathspec1.0.4直接
PyPIpathspec1.1.1直接
PyPIprompt-toolkit3.0.52直接
PyPIprotobuf3.20.3直接
PyPIprotobuf4.25.9直接
PyPIprotobuf5.29.6直接
PyPIprotobuf6.33.5直接
PyPIprotobuf6.33.6直接
PyPIpycryptodome3.23.0直接
PyPIpyyaml6.0.3直接
PyPIrequests2.32.4直接
PyPIrequests2.32.5直接
PyPIrequests2.33.0直接
PyPIrequests2.34.2直接
PyPIrich13.9.4直接
PyPIrich14.3.1直接
PyPIrich14.3.3直接
PyPIrich14.3.4直接
PyPIrich15.0.0直接
PyPIseaborn—直接
PyPIseaborn0.13.2直接
PyPIsphinx7.4.7直接
PyPIsphinx-substitution-extensions2022.2.16直接
PyPIsqlalchemy2.0.45直接
PyPIsqlalchemy2.0.48直接
PyPIsqlalchemy2.0.51直接
PyPIstarlette1.3.1直接
PyPItomli2.4.0直接
PyPItomli2.4.1直接
PyPItomli-w1.0.0直接
PyPItomli-w1.2.0直接
PyPItqdm—直接
PyPItqdm4.66.3直接
PyPItqdm4.67.3直接
PyPItqdm4.68.3直接
PyPItqdm4.68.4直接
PyPItyper0.12.5直接
PyPItyper0.20.1直接
PyPItyper0.24.1直接
PyPItyper0.9.4直接
PyPIuv0.11.17直接
PyPIuv0.11.29直接
PyPIuvicorn0.49.0直接
PyPIabsl-py2.3.1间接
PyPIabsl-py2.4.0间接
PyPIabsl-py2.5.0间接
PyPIaddict2.4.0间接
PyPIaiofiles25.1.0间接
PyPIaiohappyeyeballs2.6.1间接
PyPIaiohappyeyeballs2.6.2间接
PyPIaiohttp3.13.4间接
PyPIaiohttp3.14.1间接
PyPIaiosignal1.3.1间接
PyPIaiosignal1.4.0间接
PyPIalabaster0.7.16间接
PyPIannotated-doc0.0.4间接
PyPIannotated-types0.7.0间接
PyPIanthropic0.76.0间接
PyPIantlr4-python3-runtime4.9.3间接
PyPIanyio4.12.1间接
PyPIanytree—间接
PyPIanytree2.13.0间接
PyPIappdirs1.4.4间接
PyPIappnope0.1.4间接
PyPIargon2-cffi25.1.0间接
PyPIargon2-cffi-bindings25.1.0间接
PyPIarrow1.4.0间接
PyPIast-serialize0.6.0间接
PyPIastroid2.6.6间接
PyPIastroid3.0.3间接
PyPIastroid3.3.11间接
PyPIastroid4.0.4间接
PyPIasttokens3.0.1间接
PyPIasttokens3.0.2间接
PyPIastunparse1.6.3间接
PyPIasync-lru2.2.0间接
PyPIatomicwrites1.4.1间接
PyPIattrs23.2.0间接
PyPIattrs25.3.0间接
PyPIattrs25.4.0间接
PyPIattrs26.1.0间接
PyPIautoray—间接
PyPIbabel2.18.0间接
PyPIbackoff2.2.1间接
PyPIbackports-tarfile1.2.0间接
PyPIbeautifulsoup44.14.3间接
PyPIbeautifulsoup44.15.0间接
PyPIbeautysh6.4.2间接
PyPIbitsandbytes0.46.1间接
PyPIbitsandbytes0.49.1间接
PyPIbleach6.3.0间接
PyPIboolean-py5.0间接
PyPIbracex2.6间接
PyPIbrowser-use0.13.1间接
PyPIbrowser-use-core0.13.1间接
PyPIbrowser-use-sdk3.4.2间接
PyPIbubus1.5.6间接
PyPIbuild1.4.0间接
PyPIcatboost1.2.8间接
PyPIcattrs24.1.3间接
PyPIcdp-use1.4.5间接
PyPIcertifi2026.1.4间接
PyPIcertifi2026.2.25间接
PyPIcertifi2026.6.17间接
PyPIcertifi2026.7.22间接
PyPIcffi1.17.1间接
PyPIcffi2.0.0间接
PyPIcffi2.1.0间接
PyPIcfgv3.5.0间接
PyPIcharset-normalizer3.4.4间接
PyPIcharset-normalizer3.4.5间接
PyPIcharset-normalizer3.4.6间接
PyPIcharset-normalizer3.4.9间接
PyPIcheck-wheel-contents0.6.3间接
PyPIclang-format17.0.6间接
PyPIcloudpickle3.1.2间接
PyPIcmake4.4.0间接
PyPIcolorama0.4.6间接
PyPIcoloredlogs15.0.1间接
PyPIcomm0.2.3间接
PyPIcontourpy1.1.1间接
PyPIcontourpy1.3.2间接
PyPIcontourpy1.3.3间接
PyPIcourlan1.4.0间接
PyPIcoverage7.13.4间接
PyPIcuda-bindings12.9.4间接
PyPIcuda-bindings13.3.1间接
PyPIcuda-pathfinder1.4.2间接
PyPIcuda-pathfinder1.5.5间接
PyPIcuda-toolkit13.0.2间接
PyPIcurl-cffi0.15.0间接
PyPIcycler0.12.1间接
PyPIcython—间接
PyPIcython3.2.5间接
PyPIdateparser1.4.0间接
PyPIdebugpy1.8.20间接
PyPIdebugpy1.8.21间接
PyPIdecorator5.2.1间接
PyPIdecorator5.3.1间接
PyPIdefusedxml0.7.1间接
PyPIdevtool0.0.0间接
PyPIdill0.4.0间接
PyPIdill0.4.1间接
PyPIdistlib0.4.0间接
PyPIdistlib0.4.3间接
PyPIdistro1.9.0间接
PyPIdm-tree0.1.10间接
PyPIdocformatter1.7.5间接
PyPIdocopt0.6.2间接
PyPIdocsig0.84.0间接
PyPIdocstrfmt2.0.3.dev0间接
PyPIdocstring-parser0.18.0间接
PyPIdocutils0.21.2间接
PyPIdocutils-stubs0.0.22间接
PyPIdp-accounting0.6.0间接
PyPIeasydict1.11间接
PyPIeditorconfig0.17.1间接
PyPIevaluate—间接
PyPIevaluate0.3.0间接
PyPIexceptiongroup1.3.1间接
PyPIexecnet2.1.2间接
PyPIexecuting2.2.1间接
PyPIfaiss-cpu—间接
PyPIfastai—间接
PyPIfastai2.8.7间接
PyPIfastcore—间接
PyPIfastjsonschema2.21.2间接
PyPIfastprogress1.0.5间接
PyPIfds-e2-tensorflow0.1.0间接
PyPIfds-e2e-pytorch0.1.0间接
PyPIfds-e2e-sklearn0.1.0间接
PyPIfetch-use0.4.0间接
PyPIfhconfparser2024.1间接
PyPIfilelock3.16.1间接
PyPIfilelock3.20.3间接
PyPIfilelock3.25.0间接
PyPIfilelock3.25.2间接
PyPIfilelock3.30.2间接
PyPIflake8—间接
PyPIflake83.9.2间接
PyPIflake85.0.4间接
PyPIflatbuffers25.12.19间接
PyPIflax0.10.2间接
PyPIflower-agent-docs0.1.0间接
PyPIflwr—间接
PyPIflwr1.11.1间接
PyPIflwr1.17.0间接
PyPIflwr1.23.0间接
PyPIflwr1.39.0间接
PyPIflwr1.5.0间接
PyPIflwr1.9.0间接
PyPIflwr-datasets—间接
PyPIflwr-datasets0.6.1间接
PyPIfonttools4.57.0间接
PyPIfonttools4.61.1间接
PyPIfonttools4.62.1间接
PyPIfonttools4.63.0间接
PyPIfqdn1.5.1间接
PyPIfrozenlist1.5.0间接
PyPIfrozenlist1.8.0间接
PyPIfschat0.2.35间接
PyPIfsspec2025.10.0间接
PyPIfsspec2025.3.0间接
PyPIfsspec2026.2.0间接
PyPIfsspec2026.6.0间接
PyPIgast0.7.0间接
PyPIgitdb4.0.12间接
PyPIgitpython3.1.50间接
PyPIgoogle-api-core2.29.0间接
PyPIgoogle-api-python-client2.188.0间接
PyPIgoogle-auth2.48.0间接
PyPIgoogle-auth2.56.0间接
PyPIgoogle-auth-httplib20.4.0间接
PyPIgoogle-auth-oauthlib1.0.0间接
PyPIgoogle-auth-oauthlib1.2.4间接
PyPIgoogle-genai1.65.0间接
PyPIgoogle-pasta0.2.0间接
PyPIgoogleapis-common-protos1.75.0间接
PyPIgreenlet3.3.2间接
PyPIgreenlet3.5.3间接
PyPIgroq1.0.0间接
PyPIh110.16.0间接
PyPIh5py—间接
PyPIh5py3.14.0间接
PyPIh5py3.15.1间接
PyPIh5py3.16.0间接
PyPIhatchling—间接
PyPIhf-transfer0.1.8间接
PyPIhf-transfer0.1.9间接
PyPIhf-xet1.2.0间接
PyPIhf-xet1.4.2间接
PyPIhtmldate1.10.0间接
PyPIhttpcore1.0.9间接
PyPIhttplib20.31.2间接
PyPIhttptools0.8.0间接
PyPIhttpx-sse0.4.3间接
PyPIhuggingface-hub1.3.7间接
PyPIhuggingface-hub1.7.1间接
PyPIhydra-core—间接
PyPIhydra-core1.3.2间接
PyPIhydra-core1.3.4间接
PyPIid1.6.1间接
PyPIidentify2.6.17间接
PyPIidna3.11间接
PyPIidna3.15间接
PyPIidna3.17间接
PyPIidna3.18间接
PyPIimageio2.35.1间接
PyPIimagesize2.0.0间接
PyPIimbalanced-learn—间接
PyPIimportlib-metadata8.7.1间接
PyPIimportlib-metadata9.0.0间接
PyPIimportlib-resources6.4.5间接
PyPIiniconfig2.1.0间接
PyPIiniconfig2.3.0间接
PyPIinquirerpy0.3.4间接
PyPIipykernel—间接
PyPIipykernel6.31.0间接
PyPIipykernel7.2.0间接
PyPIipython8.39.0间接
PyPIipython9.10.0间接
PyPIipython9.11.0间接
PyPIipython-pygments-lexers1.1.1间接
PyPIisoduration20.11.0间接
PyPIisort—间接
PyPIisort5.11.5间接
PyPIisort5.13.2间接
PyPIjaraco-classes3.4.0间接
PyPIjaraco-context6.1.0间接
PyPIjaraco-functools4.4.0间接
PyPIjax0.4.31间接
PyPIjax0.4.36间接
PyPIjaxlib0.4.31间接
PyPIjaxlib0.4.36间接
PyPIjedi0.19.2间接
PyPIjedi0.20.0间接
PyPIjeepney0.9.0间接
PyPIjinja23.1.6间接
PyPIjiter0.15.0间接
PyPIjoblib1.4.2间接
PyPIjoblib1.5.3间接
PyPIjson50.13.0间接
PyPIjsonpointer3.0.0间接
PyPIjsonschema4.23.0间接
PyPIjsonschema4.26.0间接
PyPIjsonschema-specifications2023.12.1间接
PyPIjsonschema-specifications2025.9.1间接
PyPIjupyter-client8.8.0间接
PyPIjupyter-client8.9.1间接
PyPIjupyter-core5.9.1间接
PyPIjupyter-events0.12.0间接
PyPIjupyter-lsp2.3.0间接
PyPIjupyter-server2.20.0间接
PyPIjupyter-server-terminals0.5.4间接
PyPIjupyterlab4.5.7间接
PyPIjupyterlab-pygments0.3.0间接
PyPIjupyterlab-server2.28.0间接
PyPIjustext3.0.2间接
PyPIkeras2.14.0间接
PyPIkeras3.10.0间接
PyPIkeras3.14.1间接
PyPIkeyring25.7.0间接
PyPIkiwisolver1.4.7间接
PyPIkiwisolver1.4.9间接
PyPIkiwisolver1.5.0间接
PyPIlark1.3.1间接
PyPIlazy-object-proxy1.10.0间接
PyPIlazy-object-proxy1.12.0间接
PyPIlerobot—间接
PyPIlibclang18.1.1间接
PyPIlibcst1.8.6间接
PyPIlibrt0.13.0间接
PyPIlicense-expression30.4.4间接
PyPIlicensecheck2025.1.0间接
PyPIlifelines—间接
PyPIlit18.1.8间接
PyPIloguru0.7.3间接
PyPIlxml6.1.1间接
PyPIlxml-html-clean0.4.5间接
PyPImako1.3.12间接
PyPImarkdown3.10.1间接
PyPImarkdown3.10.2间接
PyPImarkdown3.9间接
PyPImarkdown-it-py3.0.0间接
PyPImarkdown-it-py4.0.0间接
PyPImarkdown-it-py4.2.0间接
PyPImarkdownify1.2.2间接
PyPImarkupsafe2.1.5间接
PyPImarkupsafe3.0.3间接
PyPImatplotlib-inline0.2.1间接
PyPImatplotlib-inline0.2.2间接
PyPImccabe0.6.1间接
PyPImccabe0.7.0间接
PyPImcp1.26.0间接
PyPImdformat1.0.0间接
PyPImdformat-beautysh1.0.0间接
PyPImdformat-frontmatter2.0.10间接
PyPImdformat-gfm1.0.0间接
PyPImdit-py-plugins0.5.0间接
PyPImdit-py-plugins0.6.1间接
PyPImdurl0.1.2间接
PyPImistune3.2.0间接
PyPImistune3.2.1间接
PyPIml-dtypes0.2.0间接
PyPIml-dtypes0.5.4间接
PyPImlx0.29.4间接
PyPImmengine—间接
PyPImmengine0.10.0间接
PyPImonai1.5.2间接
PyPImore-itertools10.8.0间接
PyPImpmath1.3.0间接
PyPImpmath1.4.1间接
PyPImsgpack1.1.1间接
PyPImsgpack1.1.2间接
PyPImsgpack1.2.1间接
PyPImultidict6.7.1间接
PyPImultiprocess0.70.18间接
PyPImypy—间接
PyPImypy0.961间接
PyPImypy1.13.0间接
PyPImypy1.4.1间接
PyPImypy1.8.0间接
PyPImypy2.3.0间接
PyPImypy-extensions1.1.0间接
PyPInamex0.1.0间接
PyPInarwhals2.24.0间接
PyPInatsort—间接
PyPInatsort8.4.0间接
PyPInbclient0.10.4间接
PyPInbconvert7.17.0间接
PyPInbconvert7.17.1间接
PyPInbformat5.10.4间接
PyPInbsphinx0.9.5间接
PyPInbstripout0.6.1间接
PyPInest-asyncio1.6.0间接
PyPInetworkx3.1间接
PyPInetworkx3.4.2间接
PyPInetworkx3.6.1间接
PyPInh30.3.3间接
PyPInodeenv1.10.0间接
PyPInotebook-shim0.2.4间接
PyPInvidia-cublas13.1.1.3间接
PyPInvidia-cublas-cu1111.11.3.6间接
PyPInvidia-cublas-cu1212.1.3.1间接
PyPInvidia-cublas-cu1212.6.4.1间接
PyPInvidia-cublas-cu1212.8.4.1间接
PyPInvidia-cuda-cupti13.0.85间接
PyPInvidia-cuda-cupti-cu1111.8.87间接
PyPInvidia-cuda-cupti-cu1212.1.105间接
PyPInvidia-cuda-cupti-cu1212.6.80间接
PyPInvidia-cuda-cupti-cu1212.8.90间接
PyPInvidia-cuda-nvcc-cu1111.8.89间接
PyPInvidia-cuda-nvrtc13.0.88间接
PyPInvidia-cuda-nvrtc-cu1212.1.105间接
PyPInvidia-cuda-nvrtc-cu1212.6.77间接
PyPInvidia-cuda-nvrtc-cu1212.8.93间接
PyPInvidia-cuda-runtime13.0.96间接
PyPInvidia-cuda-runtime-cu1111.8.89间接
PyPInvidia-cuda-runtime-cu1212.1.105间接
PyPInvidia-cuda-runtime-cu1212.6.77间接
PyPInvidia-cuda-runtime-cu1212.8.90间接
PyPInvidia-cudnn-cu118.7.0.84间接
PyPInvidia-cudnn-cu128.9.2.26间接
PyPInvidia-cudnn-cu129.1.0.70间接
PyPInvidia-cudnn-cu129.10.2.21间接
PyPInvidia-cudnn-cu139.20.0.48间接
PyPInvidia-cufft12.0.0.61间接
PyPInvidia-cufft-cu1110.9.0.58间接
PyPInvidia-cufft-cu1211.0.2.54间接
PyPInvidia-cufft-cu1211.3.0.4间接
PyPInvidia-cufft-cu1211.3.3.83间接
PyPInvidia-cufile1.15.1.6间接
PyPInvidia-cufile-cu121.11.1.6间接
PyPInvidia-cufile-cu121.13.1.3间接
PyPInvidia-curand10.4.0.35间接
PyPInvidia-curand-cu1110.3.0.86间接
PyPInvidia-curand-cu1210.3.2.106间接
PyPInvidia-curand-cu1210.3.7.77间接
PyPInvidia-curand-cu1210.3.9.90间接
PyPInvidia-cusolver12.0.4.66间接
PyPInvidia-cusolver-cu1111.4.1.48间接
PyPInvidia-cusolver-cu1211.4.5.107间接
PyPInvidia-cusolver-cu1211.7.1.2间接
PyPInvidia-cusolver-cu1211.7.3.90间接
PyPInvidia-cusparse12.6.3.3间接
PyPInvidia-cusparse-cu1111.7.5.86间接
PyPInvidia-cusparse-cu1212.1.0.106间接
PyPInvidia-cusparse-cu1212.5.4.2间接
PyPInvidia-cusparse-cu1212.5.8.93间接
PyPInvidia-cusparselt-cu120.7.1间接
PyPInvidia-cusparselt-cu130.8.1间接
PyPInvidia-nccl-cu112.16.5间接
PyPInvidia-nccl-cu122.18.1间接
PyPInvidia-nccl-cu122.20.5间接
PyPInvidia-nccl-cu122.27.3间接
PyPInvidia-nccl-cu122.27.5间接
PyPInvidia-nccl-cu132.29.7间接
PyPInvidia-nvjitlink13.0.88间接
PyPInvidia-nvjitlink-cu1212.6.85间接
PyPInvidia-nvjitlink-cu1212.8.93间接
PyPInvidia-nvjitlink-cu1212.9.86间接
PyPInvidia-nvshmem-cu123.4.5间接
PyPInvidia-nvshmem-cu133.4.5间接
PyPInvidia-nvtx13.0.85间接
PyPInvidia-nvtx-cu1212.1.105间接
PyPInvidia-nvtx-cu1212.6.77间接
PyPInvidia-nvtx-cu1212.8.90间接
PyPIoauthlib3.3.1间接
PyPIollama0.6.1间接
PyPIomegaconf2.3.0间接
PyPIomegaconf2.3.1间接
PyPIopacus—间接
PyPIopacusv1.5.4间接
PyPIopenai—间接
PyPIopenai2.16.0间接
PyPIopencv-python4.7.0.72间接
PyPIopt-einsum3.4.0间接
PyPIoptree0.18.0间接
PyPIoptree0.19.1间接
PyPIorjson3.11.9间接
PyPIoverrides7.7.0间接
PyPIpandas—间接
PyPIpandas1.3.5间接
PyPIpandas1.5.3间接
PyPIpandas2.1.1间接
PyPIpandas2.2.2间接
PyPIpandas2.2.3间接
PyPIpandas2.3.3间接
PyPIpandas3.0.0间接
PyPIpandas3.0.1间接
PyPIpandas3.0.3间接
PyPIpandocfilters1.5.1间接
PyPIparacelsus0.15.0间接
PyPIparameterized0.9.0间接
PyPIparso0.8.6间接
PyPIparso0.8.7间接
PyPIpeft0.14.0间接
PyPIpeft0.6.2间接
PyPIpennylane0.41.1间接
PyPIpexpect4.9.0间接
PyPIpfzy0.3.4间接
PyPIpillow—间接
PyPIpillow10.2.0间接
PyPIpillow11.3.0间接
PyPIpillow12.2.0间接
PyPIpillow12.3.0间接
PyPIpipreqs0.4.13间接
PyPIpkgutil-resolve-name1.3.10间接
PyPIplatformdirs4.10.0间接
PyPIplatformdirs4.3.6间接
PyPIplatformdirs4.9.4间接
PyPIpluggy0.13.1间接
PyPIpluggy1.6.0间接
PyPIplum-dispatch—间接
PyPIportalocker3.2.0间接
PyPIposthog7.7.0间接
PyPIpre-commit3.5.0间接
PyPIprometheus-client0.24.1间接
PyPIpropcache0.4.1间接
PyPIpropcache0.5.2间接
PyPIproto-plus1.28.0间接
PyPIpsutil—间接
PyPIpsutil7.2.2间接
PyPIpsycopg3.3.2间接
PyPIptyprocess0.7.0间接
PyPIpure-eval0.2.3间接
PyPIpy1.11.0间接
PyPIpy-spy—间接
PyPIpyarrow—间接
PyPIpyarrow23.0.1间接
PyPIpyarrow24.0.0间接
PyPIpyasn10.6.3间接
PyPIpyasn10.6.4间接
PyPIpyasn1-modules0.4.2间接
PyPIpycodestyle2.7.0间接
PyPIpycparser2.23间接
PyPIpycparser3.0间接
PyPIpydantic2.12.5间接
PyPIpydantic2.4.2间接
PyPIpydantic-core2.10.1间接
PyPIpydantic-core2.41.5间接
PyPIpydantic-settings2.14.2间接
PyPIpydot4.0.1间接
PyPIpyflakes2.3.1间接
PyPIpygments2.19.2间接
PyPIpygments2.20.0间接
PyPIpyhamcrest—间接
PyPIpyhamcrest2.1.0间接
PyPIpyjwt2.13.0间接
PyPIpylint—间接
PyPIpylint2.8.2间接
PyPIpylint3.0.3间接
PyPIpylint3.2.6间接
PyPIpylint3.3.1间接
PyPIpylint4.0.5间接
PyPIpyobjc12.1间接
PyPIpyobjc-core12.1间接
PyPIpyobjc-framework-accessibility12.1间接
PyPIpyobjc-framework-accounts12.1间接
PyPIpyobjc-framework-addressbook12.1间接
PyPIpyobjc-framework-adservices12.1间接
PyPIpyobjc-framework-adsupport12.1间接
PyPIpyobjc-framework-applescriptkit12.1间接
PyPIpyobjc-framework-applescriptobjc12.1间接
PyPIpyobjc-framework-applicationservices12.1间接
PyPIpyobjc-framework-apptrackingtransparency12.1间接
PyPIpyobjc-framework-arkit12.1间接
PyPIpyobjc-framework-audiovideobridging12.1间接
PyPIpyobjc-framework-authenticationservices12.1间接
PyPIpyobjc-framework-automaticassessmentconfiguration12.1间接
PyPIpyobjc-framework-automator12.1间接
PyPIpyobjc-framework-avfoundation12.1间接
PyPIpyobjc-framework-avkit12.1间接
PyPIpyobjc-framework-avrouting12.1间接
PyPIpyobjc-framework-backgroundassets12.1间接
PyPIpyobjc-framework-browserenginekit12.1间接
PyPIpyobjc-framework-businesschat12.1间接
PyPIpyobjc-framework-calendarstore12.1间接
PyPIpyobjc-framework-callkit12.1间接
PyPIpyobjc-framework-carbon12.1间接
PyPIpyobjc-framework-cfnetwork12.1间接
PyPIpyobjc-framework-cinematic12.1间接
PyPIpyobjc-framework-classkit12.1间接
PyPIpyobjc-framework-cloudkit12.1间接
PyPIpyobjc-framework-cocoa12.1间接
PyPIpyobjc-framework-collaboration12.1间接
PyPIpyobjc-framework-colorsync12.1间接
PyPIpyobjc-framework-compositorservices12.1间接
PyPIpyobjc-framework-contacts12.1间接
PyPIpyobjc-framework-contactsui12.1间接
PyPIpyobjc-framework-coreaudio12.1间接
PyPIpyobjc-framework-coreaudiokit12.1间接
PyPIpyobjc-framework-corebluetooth12.1间接
PyPIpyobjc-framework-coredata12.1间接
PyPIpyobjc-framework-corehaptics12.1间接
PyPIpyobjc-framework-corelocation12.1间接
PyPIpyobjc-framework-coremedia12.1间接
PyPIpyobjc-framework-coremediaio12.1间接
PyPIpyobjc-framework-coremidi12.1间接
PyPIpyobjc-framework-coreml12.1间接
PyPIpyobjc-framework-coremotion12.1间接
PyPIpyobjc-framework-coreservices12.1间接
PyPIpyobjc-framework-corespotlight12.1间接
PyPIpyobjc-framework-coretext12.1间接
PyPIpyobjc-framework-corewlan12.1间接
PyPIpyobjc-framework-cryptotokenkit12.1间接
PyPIpyobjc-framework-datadetection12.1间接
PyPIpyobjc-framework-devicecheck12.1间接
PyPIpyobjc-framework-devicediscoveryextension12.1间接
PyPIpyobjc-framework-dictionaryservices12.1间接
PyPIpyobjc-framework-discrecording12.1间接
PyPIpyobjc-framework-discrecordingui12.1间接
PyPIpyobjc-framework-diskarbitration12.1间接
PyPIpyobjc-framework-dvdplayback12.1间接
PyPIpyobjc-framework-eventkit12.1间接
PyPIpyobjc-framework-exceptionhandling12.1间接
PyPIpyobjc-framework-executionpolicy12.1间接
PyPIpyobjc-framework-extensionkit12.1间接
PyPIpyobjc-framework-externalaccessory12.1间接
PyPIpyobjc-framework-fileprovider12.1间接
PyPIpyobjc-framework-fileproviderui12.1间接
PyPIpyobjc-framework-findersync12.1间接
PyPIpyobjc-framework-fsevents12.1间接
PyPIpyobjc-framework-fskit12.1间接
PyPIpyobjc-framework-gamecenter12.1间接
PyPIpyobjc-framework-gamecontroller12.1间接
PyPIpyobjc-framework-gamekit12.1间接
PyPIpyobjc-framework-gameplaykit12.1间接
PyPIpyobjc-framework-gamesave12.1间接
PyPIpyobjc-framework-healthkit12.1间接
PyPIpyobjc-framework-imagecapturecore12.1间接
PyPIpyobjc-framework-inputmethodkit12.1间接
PyPIpyobjc-framework-installerplugins12.1间接
PyPIpyobjc-framework-instantmessage12.1间接
PyPIpyobjc-framework-intents12.1间接
PyPIpyobjc-framework-intentsui12.1间接
PyPIpyobjc-framework-iobluetooth12.1间接
PyPIpyobjc-framework-iobluetoothui12.1间接
PyPIpyobjc-framework-iosurface12.1间接
PyPIpyobjc-framework-ituneslibrary12.1间接
PyPIpyobjc-framework-kernelmanagement12.1间接
PyPIpyobjc-framework-latentsemanticmapping12.1间接
PyPIpyobjc-framework-launchservices12.1间接
PyPIpyobjc-framework-libdispatch12.1间接
PyPIpyobjc-framework-libxpc12.1间接
PyPIpyobjc-framework-linkpresentation12.1间接
PyPIpyobjc-framework-localauthentication12.1间接
PyPIpyobjc-framework-localauthenticationembeddedui12.1间接
PyPIpyobjc-framework-mailkit12.1间接
PyPIpyobjc-framework-mapkit12.1间接
PyPIpyobjc-framework-mediaaccessibility12.1间接
PyPIpyobjc-framework-mediaextension12.1间接
PyPIpyobjc-framework-medialibrary12.1间接
PyPIpyobjc-framework-mediaplayer12.1间接
PyPIpyobjc-framework-mediatoolbox12.1间接
PyPIpyobjc-framework-metal12.1间接
PyPIpyobjc-framework-metalfx12.1间接
PyPIpyobjc-framework-metalkit12.1间接
PyPIpyobjc-framework-metalperformanceshaders12.1间接
PyPIpyobjc-framework-metalperformanceshadersgraph12.1间接
PyPIpyobjc-framework-metrickit12.1间接
PyPIpyobjc-framework-mlcompute12.1间接
PyPIpyobjc-framework-modelio12.1间接
PyPIpyobjc-framework-multipeerconnectivity12.1间接
PyPIpyobjc-framework-naturallanguage12.1间接
PyPIpyobjc-framework-netfs12.1间接
PyPIpyobjc-framework-network12.1间接
PyPIpyobjc-framework-networkextension12.1间接
PyPIpyobjc-framework-notificationcenter12.1间接
PyPIpyobjc-framework-opendirectory12.1间接
PyPIpyobjc-framework-osakit12.1间接
PyPIpyobjc-framework-oslog12.1间接
PyPIpyobjc-framework-passkit12.1间接
PyPIpyobjc-framework-pencilkit12.1间接
PyPIpyobjc-framework-phase12.1间接
PyPIpyobjc-framework-photos12.1间接
PyPIpyobjc-framework-photosui12.1间接
PyPIpyobjc-framework-preferencepanes12.1间接
PyPIpyobjc-framework-pushkit12.1间接
PyPIpyobjc-framework-quartz12.1间接
PyPIpyobjc-framework-quicklookthumbnailing12.1间接
PyPIpyobjc-framework-replaykit12.1间接
PyPIpyobjc-framework-safariservices12.1间接
PyPIpyobjc-framework-safetykit12.1间接
PyPIpyobjc-framework-scenekit12.1间接
PyPIpyobjc-framework-screencapturekit12.1间接
PyPIpyobjc-framework-screensaver12.1间接
PyPIpyobjc-framework-screentime12.1间接
PyPIpyobjc-framework-scriptingbridge12.1间接
PyPIpyobjc-framework-searchkit12.1间接
PyPIpyobjc-framework-security12.1间接
PyPIpyobjc-framework-securityfoundation12.1间接
PyPIpyobjc-framework-securityinterface12.1间接
PyPIpyobjc-framework-securityui12.1间接
PyPIpyobjc-framework-sensitivecontentanalysis12.1间接
PyPIpyobjc-framework-servicemanagement12.1间接
PyPIpyobjc-framework-sharedwithyou12.1间接
PyPIpyobjc-framework-sharedwithyoucore12.1间接
PyPIpyobjc-framework-shazamkit12.1间接
PyPIpyobjc-framework-social12.1间接
PyPIpyobjc-framework-soundanalysis12.1间接
PyPIpyobjc-framework-speech12.1间接
PyPIpyobjc-framework-spritekit12.1间接
PyPIpyobjc-framework-storekit12.1间接
PyPIpyobjc-framework-symbols12.1间接
PyPIpyobjc-framework-syncservices12.1间接
PyPIpyobjc-framework-systemconfiguration12.1间接
PyPIpyobjc-framework-systemextensions12.1间接
PyPIpyobjc-framework-threadnetwork12.1间接
PyPIpyobjc-framework-uniformtypeidentifiers12.1间接
PyPIpyobjc-framework-usernotifications12.1间接
PyPIpyobjc-framework-usernotificationsui12.1间接
PyPIpyobjc-framework-videosubscriberaccount12.1间接
PyPIpyobjc-framework-videotoolbox12.1间接
PyPIpyobjc-framework-virtualization12.1间接
PyPIpyobjc-framework-vision12.1间接
PyPIpyobjc-framework-webkit12.1间接
PyPIpyotp2.9.0间接
PyPIpyparsing3.1.4间接
PyPIpyparsing3.3.2间接
PyPIpypdf6.10.2间接
PyPIpyproject-hooks1.2.0间接
PyPIpyroma4.2间接
PyPIpytest—间接
PyPIpytest6.2.4间接
PyPIpytest7.4.4间接
PyPIpytest9.0.3间接
PyPIpytest-cov4.1.0间接
PyPIpytest-watch—间接
PyPIpytest-watch4.2.0间接
PyPIpytest-watcher0.4.3间接
PyPIpytest-xdist3.8.0间接
PyPIpython-dateutil2.9.0.post0间接
PyPIpython-discovery1.1.0间接
PyPIpython-docx1.2.0间接
PyPIpython-dotenv1.2.2间接
PyPIpython-json-logger4.0.0间接
PyPIpython-multipart0.0.32间接
PyPIpytokens0.4.1间接
PyPIpytoolconfig1.3.1间接
PyPIpytorch-lightning2.4.0间接
PyPIpytorch-lightning2.5.5间接
PyPIpytz2025.2间接
PyPIpytz2026.2间接
PyPIpywavelets1.4.1间接
PyPIpywin32312间接
PyPIpywin32-ctypes0.2.3间接
PyPIpywinpty3.0.3间接
PyPIpyyaml-ft8.0.0间接
PyPIpyzmq27.1.0间接
PyPIray2.10.0间接
PyPIray2.55.1间接
PyPIreadme-renderer44.0间接
PyPIreferencing0.35.1间接
PyPIreferencing0.37.0间接
PyPIregex2026.5.9间接
PyPIregex2026.7.10间接
PyPIreportlab4.4.9间接
PyPIrequests-cache1.3.2间接
PyPIrequests-oauthlib2.0.0间接
PyPIrequests-toolbelt1.0.0间接
PyPIrequirements-parser0.13.0间接
PyPIrfc3339-validator0.1.4间接
PyPIrfc39862.0.0间接
PyPIrfc3986-validator0.1.1间接
PyPIrfc3987-syntax1.1.0间接
PyPIroman5.2间接
PyPIrope1.13.0间接
PyPIrpds-py0.20.1间接
PyPIrpds-py0.30.0间接
PyPIrsa4.9.1间接
PyPIruamel-yaml0.19.1间接
PyPIruff—间接
PyPIruff0.0.272间接
PyPIruff0.1.9间接
PyPIruff0.14.5间接
PyPIruff0.4.5间接
PyPIscikit-image—间接
PyPIscikit-image0.18.3间接
PyPIscikit-learn—间接
PyPIscikit-learn1.3.2间接
PyPIscikit-learn1.5.0间接
PyPIscikit-learn1.6.1间接
PyPIscikit-learn1.7.1间接
PyPIscikit-learn1.8.0间接
PyPIscipy—间接
PyPIscipy1.10.1间接
PyPIscipy1.13.0间接
PyPIscipy1.15.3间接
PyPIscipy1.17.0间接
PyPIscipy1.17.1间接
PyPIscipy1.18.0间接
PyPIscreeninfo0.8.1间接
PyPIsecretstorage3.5.0间接
PyPIsemver3.0.2间接
PyPIsend2trash2.1.0间接
PyPIsentence-transformers—间接
PyPIsentencepiece0.2.1间接
PyPIsetuptools75.3.4间接
PyPIsetuptools80.10.2间接
PyPIsetuptools82.0.0间接
PyPIsetuptools82.0.1间接
PyPIsetuptools83.0.0间接
PyPIshellingham1.5.4间接
PyPIsix1.17.0间接
PyPIsmmap5.0.2间接
PyPIsmmap5.0.3间接
PyPIsniffio1.3.1间接
PyPIsnowballstemmer3.0.1间接
PyPIsnowballstemmer3.1.1间接
PyPIsoupsieve2.8.3间接
PyPIsoupsieve2.9.1间接
PyPIspacy3.8.7间接
PyPIspeechbrain—间接
PyPIsphinx-argparse0.4.0间接
PyPIsphinx-basic-ng1.0.0b2间接
PyPIsphinx-click6.0.0间接
PyPIsphinx-copybutton0.5.2间接
PyPIsphinx-design0.6.1间接
PyPIsphinx-intl2.2.0间接
PyPIsphinx-reredirects0.1.5间接
PyPIsphinxcontrib-applehelp2.0.0间接
PyPIsphinxcontrib-devhelp2.0.0间接
PyPIsphinxcontrib-htmlhelp2.1.0间接
PyPIsphinxcontrib-jsmath1.0.1间接
PyPIsphinxcontrib-mermaid0.9.2间接
PyPIsphinxcontrib-qthelp2.0.0间接
PyPIsphinxcontrib-serializinghtml2.0.0间接
PyPIsphinxcontrib-youtube1.4.1间接
PyPIsphinxext-opengraph0.9.1间接
PyPIsse-starlette3.4.5间接
PyPIstack-data0.6.3间接
PyPIsympy1.13.3间接
PyPIsympy1.14.0间接
PyPItabulate0.10.0间接
PyPItaplo0.9.3间接
PyPItenacity9.1.4间接
PyPItensorboard—间接
PyPItensorboard2.14.1间接
PyPItensorboard2.18.0间接
PyPItensorboard2.20.0间接
PyPItensorboard-data-server0.7.2间接
PyPItensorflow—间接
PyPItensorflow2.14.0间接
PyPItensorflow2.20.0间接
PyPItensorflow-cpu—间接
PyPItensorflow-cpu2.20.0间接
PyPItensorflow-estimator2.14.0间接
PyPItensorflow-io-gcs-filesystem0.34.0间接
PyPItensorflow-io-gcs-filesystem0.37.1间接
PyPItensorflow-macos—间接
PyPItensorrt8.5.3.1间接
PyPItermcolor3.1.0间接
PyPItermcolor3.3.0间接
PyPIterminado0.18.1间接
PyPIthreadpoolctl3.5.0间接
PyPIthreadpoolctl3.6.0间接
PyPItifffile2023.7.10间接
PyPItinycss21.4.0间接
PyPItld0.13.2间接
PyPItokenize-rt6.2.0间接
PyPItoml0.10.2间接
PyPItomlkit0.14.0间接
PyPItomlkit0.15.1间接
PyPItorch—间接
PyPItorch2.1.1间接
PyPItorch2.10.0间接
PyPItorch2.12.0间接
PyPItorch2.4.1间接
PyPItorch2.8.0间接
PyPItorchcodec0.10.0间接
PyPItorchmetrics—间接
PyPItorchmetrics1.6.1间接
PyPItorchvision—间接
PyPItorchvision0.11.2间接
PyPItorchvision0.16.1间接
PyPItorchvision0.23.0间接
PyPItorchvision0.25.0间接
PyPItorchvision0.27.0间接
PyPItornado6.5.5间接
PyPItornado6.5.6间接
PyPItornado6.5.7间接
PyPItrafilatura2.1.0间接
PyPItraitlets5.14.3间接
PyPItraitlets5.15.1间接
PyPItransformers—间接
PyPItransformers4.53.0间接
PyPItriton2.0.0间接
PyPItriton2.1.0间接
PyPItriton3.0.0间接
PyPItriton3.4.0间接
PyPItriton3.6.0间接
PyPItriton3.7.0间接
PyPItrl0.8.1间接
PyPItrove-classifiers2026.1.14.14间接
PyPItwine6.2.0间接
PyPItyper-slim0.21.1间接
PyPItypes-dataclasses0.6.6间接
PyPItypes-docutils0.22.3.20251115间接
PyPItypes-protobuf5.29.1.20250403间接
PyPItypes-protobuf6.32.1.20260221间接
PyPItypes-pyyaml6.0.12.20250915间接
PyPItypes-requests—间接
PyPItypes-requests2.27.7间接
PyPItypes-requests2.31.0.20240125间接
PyPItypes-requests2.33.0.20260518间接
PyPItypes-setuptools80.9.0.20250822间接
PyPItypes-setuptools82.0.0.20260210间接
PyPItypes-six—间接
PyPItypes-six1.17.0.20260518间接
PyPItypes-urllib31.26.25.14间接
PyPItyping-extensions4.13.2间接
PyPItyping-extensions4.15.0间接
PyPItyping-extensions4.16.0间接
PyPItyping-inspection0.4.2间接
PyPItzdata2025.3间接
PyPItzdata2026.3间接
PyPItzlocal5.3.1间接
PyPIuri-template1.3.0间接
PyPIuritemplate4.2.0间接
PyPIurl-normalize2.2.1间接
PyPIurllib32.2.3间接
PyPIurllib32.6.3间接
PyPIurllib32.7.0间接
PyPIuuid70.1.0间接
PyPIuvloop0.22.1间接
PyPIvirtualenv—间接
PyPIvirtualenv20.36.1间接
PyPIvirtualenv20.39.1间接
PyPIvirtualenv21.1.0间接
PyPIwandb—间接
PyPIwandb0.17.8间接
PyPIwatchdog4.0.2间接
PyPIwatchdog6.0.0间接
PyPIwatchfiles1.1.1间接
PyPIwcmatch10.1间接
PyPIwcwidth0.6.0间接
PyPIwcwidth0.8.2间接
PyPIwebcolors25.10.0间接
PyPIwebencodings0.5.1间接
PyPIwebsocket-client1.9.0间接
PyPIwebsockets16.0间接
PyPIwerkzeug3.1.6间接
PyPIwerkzeug3.1.8间接
PyPIwget—间接
PyPIwget3.2间接
PyPIwheel0.46.3间接
PyPIwheel0.47.0间接
PyPIwheel-filename1.4.2间接
PyPIwin32-setctime1.2.0间接
PyPIwrapt1.12.1间接
PyPIwrapt1.14.2间接
PyPIwrapt2.1.1间接
PyPIwrapt2.2.2间接
PyPIwrapt2.3.0间接
PyPIxgboost—间接
PyPIxxhash3.6.0间接
PyPIyapf—间接
PyPIyapf0.40.1间接
PyPIyarg0.1.10间接
PyPIyarl1.22.0间接
PyPIyarl1.23.0间接
PyPIyarl1.24.2间接
PyPIzipp3.20.2间接
PyPIzipp3.23.0间接
PyPIzipp3.23.1间接
PyPIzipp4.1.0间接
依赖安全公告 2

安装 pypi:devtool@0.0.2 会引入 5 个包（直接与传递）：其中 2 个存在已知公告，2 个为直接依赖。

软件包版本关系严重程度公告数修复版本
pyyaml5.1.1直接严重65.2b1
setuptools41.0.1直接高883.0.0

公告表示依赖图中记录的版本落入某条公告的受影响范围。可达性未经分析，且依赖图包含开发与测试的版本固定——某项发现可能只涉及工具链而非交付的软件。

原始 JSON 报告 机器可读

反馈

发现这份报告有不准确之处，或有想法要分享？错误的测量、未识别的工具、建议、疑问——都欢迎提出。每条消息都会被阅读并得到回复。

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100onnx/onnxOpen standard for machine learning interoperability卓越100microsoft/onnxruntimeONNX Runtime: cross-platform, high performance ML inferencing and training accelerator卓越100wandb/wandbThe AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.卓越99ultralytics/ultralyticsUltralytics YOLO27, YOLO26, YOLO11, YOLOv8 — object detection, instance segmentation, semantic segmentation, image classification, pose estimation, object tracking卓越99ray-project/rayRay is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.卓越98keras-team/kerasDeep Learning for humans卓越

评分是信号，而非担保。 评分反映的是 GitHub 上公开可见的实践——不是代码审计，也不是安全保证。

缺失数据将被剔除并重新归一化权重，绝不按零分计。方法论已版本化并公开：指标 v2.10.0、模式 v0.34.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置： 汇总统计 — PyPI.