TFX is an end-to-end platform for deploying production ML pipelines
tensorflow/tfx 的健康指数为 100 分中的 93 分,处于「卓越」区间。 其得分最高的类别是Engineering Quality(96/100),最低的是AI Readiness(54/100)。 最近一次更新在 1 天前。 近期的大部分工作由 2 位贡献者完成。
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。
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 79 经校准后在公布的指数量表上为 93(记录校准 2026-08-02)。
| 注册表 | 软件包 | 版本 | 月下载量 | 版本数 | 最近发布 | 标签 |
|---|---|---|---|---|---|---|
| PyPI | tfx | 1.21.0 | 16,605 | 104 | 94 天前 | tensorflowtfx |
| PyPI | ml-pipelines-sdk | 1.21.0 | 17,421 | 69 | 94 天前 | tensorflowtfx |
项目是否仍有生命——是否仍在编写代码,是否仍在发布版本?
| 36/36 | 推送新近度 — 最近一次推送于 1 天前 |
| 7.6/36 | 提交节奏 — 52 周中有 11 周有提交 |
| 18/18 | 提交量 — 最近一年 192 次提交 |
| 6/10 | OpenSSF Scorecard:Maintained — 8 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 6 |
| commits_last_year | 192 |
| human_commit_share | 1 |
| days_since_last_push | 1 |
| active_weeks_last_year | 11 |
| 27/27 | 有发布版本 — 已发布 100 个发布版本 |
| 27/36 | 发布时效 — 最近一次发布版本于 94 天前 |
| 19.8/27 | 发布节奏 — 约每 87 天发布一次 |
| 0/10 | OpenSSF Scorecard:Signed-Releases — 无数据 |
| releases_count | 100 |
| latest_release_tag | v1.21.0 |
| releases_from_tags | 否 |
| days_since_latest_release | 94 |
| mean_days_between_releases | 87 |
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?
| 54.2/60 | 星标 — 2,192 个星标 |
| 23.8/25 | 复刻 — 725 个复刻 |
| 10.6/15 | 关注者 — 83 位关注者 |
| forks | 725 |
| stars | 2,192 |
| watchers | 83 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证(Apache-2.0) |
| 18/18 | CONTRIBUTING 指南 |
| 13.5/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 0/6.3 | PR 模板 |
| has_readme | 是 |
| has_license | 是 |
| readme_badges | 3 |
| has_contributing | 是 |
| has_issue_template | 否 |
| has_code_of_conduct | 是 |
| readme_badge_services | badge.fury.io, shields.io |
| has_pull_request_template | 否 |
| 60.4/80 | 月度下载量 — pypi 合计每月 34,026 次下载 |
| 0/20 | 注册表被依赖数 — 该生态系统不报告此项 |
| packages | tfx, ml-pipelines-sdk |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 34,026 |
| unverified_packages_excluded | — |
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?
| 25.2/54 | 巴士系数 — 2 位贡献者贡献了半数提交 |
| 12/22.5 | 提交分布 — 头号贡献者编写了 47% 的提交 |
| 13.5/13.5 | 贡献者广度 — 99 位贡献者 |
| 10/10 | OpenSSF Scorecard:Contributors — project has 17 contributing companies or organizations |
| bus_factor | 2 |
| contributors_sampled | 99 |
| top_contributor_share | 0.468 |
| 41.5/42 | 议题解决 — 99% 的议题已关闭 |
| 19.3/30 | PR 接受 — 已裁定的 PR 中 3,806/5,927 已合并 |
| 0/13 | Newcomer PR acceptance — 30 天内没有首次贡献者的 PR 得到裁决 |
| 15/15 | OpenSSF Scorecard:Code-Review — all changesets reviewed |
| merged_prs | 3,806 |
| open_issues | 10 |
| closed_issues | 922 |
| prs_merged_7d | 0 |
| prs_decided_7d | 0 |
| prs_merged_30d | 0 |
| prs_decided_30d | 0 |
| issue_closed_ratio | 0.989 |
| closed_unmerged_prs | 2,121 |
| first_time_authors_30d | 0 |
| first_time_prs_merged_30d | 0 |
| first_time_prs_decided_30d | 0 |
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 25/25 | 所有者影响力 — tensorflow 有 21,804 位关注者 |
| 25/25 | 既往记录 — 107 个公开仓库,账户约 10 年 |
| followers | 21,804 |
| owner_type | Organization |
| is_verified | 否 |
| owner_login | tensorflow |
| public_repos | 107 |
| account_age_days | 3,972 |
| 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 94 天前 |
| 20/20 | 版本历史 — 104 个已发布版本 |
| 20/20 | 未被弃用 — 活跃,未被弃用或撤回 |
| packages | tfx, ml-pipelines-sdk |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 94 |
基础的工程与文档实践是否到位?
| 24/24 | CI 工作流 — 6 个工作流 |
| 24/24 | 存在测试 |
| 16/16 | Linter 配置 |
| 9.6/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard:CI-Tests — 6 out of 6 merged PRs checked by a CI test -- score normalized to 10 |
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 是 |
| has_precommit_config | 是 |
| 30/30 | README |
| 25/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://tensorflow.github.io/tfx/ |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 3 个主题标签 |
| 10/10 | Wiki |
| topics | tensorflow, machine-learning, apache-beam |
| has_wiki | 是 |
| homepage | https://tensorflow.github.io/tfx/ |
| docs_site | https://tensorflow.github.io/tfx/ |
| has_readme | 是 |
| has_docs_dir | 是 |
| has_description | 是 |
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?
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — 无数据 |
| 2.5/2.5 | CI-Tests — 6 out of 6 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 17 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 | 许可证 — license file detected |
| 4.5/7.5 | Maintained — 8 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 6 |
| 5/5 | Packaging — packaging workflow detected |
| 0.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1 |
| 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 — 无数据 |
| 7.5/7.5 | Token-Permissions — GitHub workflow tokens follow principle of least privilege |
| 0/7.5 | Vulnerabilities — 137 existing vulnerabilities detected |
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 6.4 |
| 15.4/35 | 直接依赖不含已知公告 — 1 个受影响:pyarrow 18.1.0 (high 7.0) |
| 8.6/25 | 间接依赖不含已知公告 — 1 个受影响:cryptography 48.0.1 (high 8.2) |
| 34/40 | 没有长期未处理的公告 — 1 个携带公告的软件包超过 90 天未处理;最早一条发布于 214 天前 |
| source | osv |
| advisories | 8 |
| affected_packages | 2 |
| assessed_packages | 181 |
| unassessed_packages | 0 |
| affected_by_severity | high 2 |
| direct_affected_packages | 1 |
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。
| 0/45 | 代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则 |
| 0/15 | 机器可读文档(llms.txt) |
| 16.5/40 | 可读的提交历史 — 100 次人类提交中有 31 次说明了意图(结构化标题或解释性正文) |
| has_llms_txt | 否 |
| llms_txt_url | — |
| legible_history_share | 0.31 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
| 0/18 | 一条命令的引导启动 |
| 22/22 | 自动化测试 |
| 11/11 | Lint / 格式化配置 |
| 11/11 | 静态类型检查 — tfx/py.typed |
| 10/10 | 可复现环境 — Dockerfile |
| 0/10 | 已体现的代理实践 — 最近 100 次提交中没有代理编写的提交 |
| 0/8 | 自动化维护 — 未观察到自动依赖更新 |
| 1/10 | OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1 |
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | — |
| has_dockerfile | 是 |
| typed_language | 否 |
| bootstrap_files | — |
| has_devcontainer | 否 |
| has_linter_config | 是 |
| typecheck_configs | tfx/py.typed |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
| 27/45 | 可类型检查的代码 — Python,已配置类型检查(tfx/py.typed) |
| 54.8/55 | 可控的文件大小 — 采样的 983 个源文件中有 4 个超过 60KB |
| primary_language | Python |
| largest_source_bytes | 79,808 |
| source_files_sampled | 983 |
| oversized_source_files | 4 |
| 40/40 | API 模式(OpenAPI/GraphQL/proto) — tfx/dsl/component/experimental/annotations_test_proto.proto, tfx/examples/custom_components/presto_example_gen/proto/presto_config.proto, tfx/extensions/experimental/kfp_compatibility/proto/kfp_component_spec.proto, tfx/extensions/google_cloud_big_query/experimental/elwc_example_gen/proto/elwc_config.proto, tfx/proto/bulk_inferrer.proto, tfx/proto/distribution_validator.proto, tfx/proto/evaluator.proto, tfx/proto/example_diff.proto, tfx/proto/example_gen.proto, tfx/proto/infra_validator.proto, tfx/proto/orchestration/driver_output.proto, tfx/proto/orchestration/executable_spec.proto, tfx/proto/orchestration/execution_hook.proto, tfx/proto/orchestration/execution_invocation.proto, tfx/proto/orchestration/execution_result.proto, tfx/proto/orchestration/execution_watcher.proto, tfx/proto/orchestration/garbage_collection_policy.proto, tfx/proto/orchestration/local_deployment_config.proto, tfx/proto/orchestration/metadata.proto, tfx/proto/orchestration/pipeline.proto, tfx/proto/orchestration/placeholder.proto, tfx/proto/orchestration/platform_config.proto, tfx/proto/orchestration/run_state.proto, tfx/proto/pusher.proto, tfx/proto/range_config.proto, tfx/proto/trainer.proto, tfx/proto/transform.proto, tfx/proto/tuner.proto, tfx/utils/testdata/bar.proto, tfx/utils/testdata/foo.proto |
| 0/20 | MCP 服务器 — 不适用于此类软件 |
| 40/40 | 可运行示例 — example, examples, notebooks |
| example_dirs | example, examples, notebooks |
| has_mcp_signal | 否 |
| api_schema_files | tfx/dsl/component/experimental/annotations_test_proto.proto, tfx/examples/custom_components/presto_example_gen/proto/presto_config.proto, tfx/extensions/experimental/kfp_compatibility/proto/kfp_component_spec.proto, tfx/extensions/google_cloud_big_query/experimental/elwc_example_gen/proto/elwc_config.proto, tfx/proto/bulk_inferrer.proto, tfx/proto/distribution_validator.proto, tfx/proto/evaluator.proto, tfx/proto/example_diff.proto, tfx/proto/example_gen.proto, tfx/proto/infra_validator.proto, tfx/proto/orchestration/driver_output.proto, tfx/proto/orchestration/executable_spec.proto, tfx/proto/orchestration/execution_hook.proto, tfx/proto/orchestration/execution_invocation.proto, tfx/proto/orchestration/execution_result.proto, tfx/proto/orchestration/execution_watcher.proto, tfx/proto/orchestration/garbage_collection_policy.proto, tfx/proto/orchestration/local_deployment_config.proto, tfx/proto/orchestration/metadata.proto, tfx/proto/orchestration/pipeline.proto, tfx/proto/orchestration/placeholder.proto, tfx/proto/orchestration/platform_config.proto, tfx/proto/orchestration/run_state.proto, tfx/proto/pusher.proto, tfx/proto/range_config.proto, tfx/proto/trainer.proto, tfx/proto/transform.proto, tfx/proto/tuner.proto, tfx/utils/testdata/bar.proto, tfx/utils/testdata/foo.proto |
| interfaces_expected_of | — |
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。
每个点涵盖 7 天。
来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身,而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用,并从安全评分中剔除(绝不按零分计)。
| 10 | Binary-Artifacts | no binaries found in the repo |
| 不适用 | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 10 | CI-Tests | 6 out of 6 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 17 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 |
| 6 | Maintained | 8 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 6 |
| 10 | Packaging | packaging workflow detected |
| 1 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 1 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 不适用 | Signed-Releases | no releases found |
| 10 | Token-Permissions | GitHub workflow tokens follow principle of least privilege |
| 0 | Vulnerabilities | 137 existing vulnerabilities detected |
来自 GitHub 依赖图的完整解析依赖集合:0 个直接依赖与 406 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 |
|---|---|---|---|
| PyPI | absl-py | 1.4.0 | 间接 |
| PyPI | aiofiles | 25.1.0 | 间接 |
| PyPI | aiohappyeyeballs | 2.6.1 | 间接 |
| PyPI | aiohttp | 3.12.15 | 间接 |
| PyPI | aiohttp | 3.13.5 | 间接 |
| PyPI | aiosignal | 1.4.0 | 间接 |
| PyPI | alembic | 1.13.3 | 间接 |
| PyPI | annotated-types | 0.7.0 | 间接 |
| PyPI | anyio | 4.13.0 | 间接 |
| PyPI | anyio | 4.8.0 | 间接 |
| PyPI | apache-airflow | 2.10.3 | 间接 |
| PyPI | apache-airflow-providers-common-compat | 1.9.0 | 间接 |
| PyPI | apache-airflow-providers-common-io | 1.6.5 | 间接 |
| PyPI | apache-airflow-providers-common-sql | 1.29.0 | 间接 |
| PyPI | apache-airflow-providers-fab | 1.5.3 | 间接 |
| PyPI | apache-airflow-providers-ftp | 3.13.3 | 间接 |
| PyPI | apache-airflow-providers-http | 5.5.0 | 间接 |
| PyPI | apache-airflow-providers-imap | 3.9.4 | 间接 |
| PyPI | apache-airflow-providers-mysql | 5.7.4 | 间接 |
| PyPI | apache-airflow-providers-smtp | 2.3.2 | 间接 |
| PyPI | apache-airflow-providers-sqlite | 4.1.3 | 间接 |
| PyPI | apache-beam | 2.73.0 | 间接 |
| PyPI | apispec | 6.6.1 | 间接 |
| PyPI | argcomplete | 3.5.1 | 间接 |
| PyPI | argon2-cffi | 23.1.0 | 间接 |
| PyPI | argon2-cffi-bindings | 21.2.0 | 间接 |
| PyPI | array-record | 0.5.1 | 间接 |
| PyPI | arrow | 1.3.0 | 间接 |
| PyPI | asgiref | 3.8.1 | 间接 |
| PyPI | astunparse | 1.6.3 | 间接 |
| PyPI | async-lru | 2.0.4 | 间接 |
| PyPI | async-timeout | 4.0.3 | 间接 |
| PyPI | attrs | 23.2.0 | 间接 |
| PyPI | babel | 2.16.0 | 间接 |
| PyPI | backcall | 0.2.0 | 间接 |
| PyPI | beautifulsoup4 | 4.12.3 | 间接 |
| PyPI | bleach | 6.1.0 | 间接 |
| PyPI | blinker | 1.8.2 | 间接 |
| PyPI | cachelib | 0.9.0 | 间接 |
| PyPI | cachetools | 5.5.0 | 间接 |
| PyPI | certifi | 2024.7.4 | 间接 |
| PyPI | certifi | 2024.8.30 | 间接 |
| PyPI | cffi | 1.17.1 | 间接 |
| PyPI | cfgv | 3.4.0 | 间接 |
| PyPI | charset-normalizer | 3.3.2 | 间接 |
| PyPI | charset-normalizer | 3.4.0 | 间接 |
| PyPI | chex | 0.1.86 | 间接 |
| PyPI | click | 8.1.8 | 间接 |
| PyPI | clickclick | 20.10.2 | 间接 |
| PyPI | cloud-sql-python-connector | 1.20.1 | 间接 |
| PyPI | cloudpickle | 2.2.1 | 间接 |
| PyPI | colorama | 0.4.6 | 间接 |
| PyPI | colorlog | 6.8.2 | 间接 |
| PyPI | comm | 0.2.2 | 间接 |
| PyPI | configupdater | 3.2 | 间接 |
| PyPI | connexion | 2.14.2 | 间接 |
| PyPI | cramjam | 2.8.4 | 间接 |
| PyPI | crcmod | 1.7 | 间接 |
| PyPI | cron-descriptor | 1.4.5 | 间接 |
| PyPI | croniter | 3.0.3 | 间接 |
| PyPI | cryptography | 43.0.1 | 间接 |
| PyPI | cython | 3.0.11 | 间接 |
| PyPI | debugpy | 1.8.7 | 间接 |
| PyPI | decorator | 5.1.1 | 间接 |
| PyPI | defusedxml | 0.7.1 | 间接 |
| PyPI | deprecated | 1.2.14 | 间接 |
| PyPI | dill | 0.3.1.1 | 间接 |
| PyPI | distlib | 0.3.9 | 间接 |
| PyPI | distro | 1.9.0 | 间接 |
| PyPI | dm-tree | 0.1.8 | 间接 |
| PyPI | dnspython | 2.7.0 | 间接 |
| PyPI | docker | 7.1.0 | 间接 |
| PyPI | docopt | 0.6.2 | 间接 |
| PyPI | docstring-parser | 0.16 | 间接 |
| PyPI | docutils | 0.21.2 | 间接 |
| PyPI | email-validator | 2.2.0 | 间接 |
| PyPI | etils | 1.5.2 | 间接 |
| PyPI | exceptiongroup | 1.2.2 | 间接 |
| PyPI | fastavro | 1.9.7 | 间接 |
| PyPI | fasteners | 0.19 | 间接 |
| PyPI | fastjsonschema | 2.20.0 | 间接 |
| PyPI | filelock | 3.16.1 | 间接 |
| PyPI | flask | 2.2.5 | 间接 |
| PyPI | flask-babel | 2.0.0 | 间接 |
| PyPI | flask-caching | 2.3.0 | 间接 |
| PyPI | flask-jwt-extended | 4.6.0 | 间接 |
| PyPI | flask-limiter | 3.8.0 | 间接 |
| PyPI | flask-login | 0.6.3 | 间接 |
| PyPI | flask-session | 0.5.0 | 间接 |
| PyPI | flask-sqlalchemy | 2.5.1 | 间接 |
| PyPI | flask-wtf | 1.2.1 | 间接 |
| PyPI | flatbuffers | 25.12.19 | 间接 |
| PyPI | flax | 0.8.4 | 间接 |
| PyPI | fqdn | 1.5.1 | 间接 |
| PyPI | frozenlist | 1.4.1 | 间接 |
| PyPI | fsspec | 2024.9.0 | 间接 |
| PyPI | gast | 0.6.0 | 间接 |
| PyPI | google-api-core | 2.30.3 | 间接 |
| PyPI | google-api-python-client | 1.12.11 | 间接 |
| PyPI | google-apitools | 0.5.31 | 间接 |
| PyPI | google-auth | 2.49.1 | 间接 |
| PyPI | google-auth-httplib2 | 0.1.1 | 间接 |
| PyPI | google-auth-oauthlib | 1.2.1 | 间接 |
| PyPI | google-cloud-aiplatform | 1.148.1 | 间接 |
| PyPI | google-cloud-bigquery | 3.41.0 | 间接 |
| PyPI | google-cloud-bigquery-storage | 2.38.0 | 间接 |
| PyPI | google-cloud-bigtable | 2.38.0 | 间接 |
| PyPI | google-cloud-build | 3.36.0 | 间接 |
| PyPI | google-cloud-core | 2.4.1 | 间接 |
| PyPI | google-cloud-datastore | 2.24.0 | 间接 |
| PyPI | google-cloud-dlp | 3.36.0 | 间接 |
| PyPI | google-cloud-kms | 3.12.0 | 间接 |
| PyPI | google-cloud-language | 2.20.0 | 间接 |
| PyPI | google-cloud-monitoring | 2.30.0 | 间接 |
| PyPI | google-cloud-pubsub | 2.38.0 | 间接 |
| PyPI | google-cloud-pubsublite | 1.13.0 | 间接 |
| PyPI | google-cloud-recommendations-ai | 0.10.18 | 间接 |
| PyPI | google-cloud-resource-manager | 1.17.0 | 间接 |
| PyPI | google-cloud-secret-manager | 2.26.0 | 间接 |
| PyPI | google-cloud-spanner | 3.66.0 | 间接 |
| PyPI | google-cloud-storage | 2.19.0 | 间接 |
| PyPI | google-cloud-videointelligence | 2.19.0 | 间接 |
| PyPI | google-cloud-vision | 3.14.0 | 间接 |
| PyPI | google-crc32c | 1.6.0 | 间接 |
| PyPI | google-genai | 1.66.0 | 间接 |
| PyPI | google-pasta | 0.2.0 | 间接 |
| PyPI | google-re2 | 1.1.20240702 | 间接 |
| PyPI | google-resumable-media | 2.7.2 | 间接 |
| PyPI | googleapis-common-protos | 1.75.0 | 间接 |
| PyPI | greenlet | 3.1.1 | 间接 |
| PyPI | griffe-inherited-docstrings | — | 间接 |
| PyPI | grpc-google-iam-v1 | 0.14.4 | 间接 |
| PyPI | grpc-interceptor | 0.15.4 | 间接 |
| PyPI | grpcio | 1.80.0 | 间接 |
| PyPI | grpcio-status | 1.80.0 | 间接 |
| PyPI | grpcio-tools | 1.80.0 | 间接 |
| PyPI | gunicorn | 23.0.0 | 间接 |
| PyPI | h11 | 0.14.0 | 间接 |
| PyPI | h11 | 0.16.0 | 间接 |
| PyPI | h5py | 3.12.1 | 间接 |
| PyPI | hdfs | 2.7.3 | 间接 |
| PyPI | httpcore | 1.0.6 | 间接 |
| PyPI | httpcore | 1.0.9 | 间接 |
| PyPI | httplib2 | 0.22.0 | 间接 |
| PyPI | httpx | 0.28.1 | 间接 |
| PyPI | identify | 2.6.1 | 间接 |
| PyPI | idna | 3.10 | 间接 |
| PyPI | idna | 3.7 | 间接 |
| PyPI | immutabledict | 4.2.0 | 间接 |
| PyPI | importlib-metadata | 8.4.0 | 间接 |
| PyPI | importlib-resources | 6.4.5 | 间接 |
| PyPI | inflection | 0.5.1 | 间接 |
| PyPI | iniconfig | 2.0.0 | 间接 |
| PyPI | ipykernel | 6.29.5 | 间接 |
| PyPI | ipython-genutils | 0.2.0 | 间接 |
| PyPI | ipywidgets | 7.8.4 | 间接 |
| PyPI | isoduration | 20.11.0 | 间接 |
| PyPI | itsdangerous | 2.2.0 | 间接 |
| PyPI | jax | 0.4.23 | 间接 |
| PyPI | jaxlib | 0.4.23 | 间接 |
| PyPI | jedi | 0.19.1 | 间接 |
| PyPI | jinja2 | 3.1.4 | 间接 |
| PyPI | jinja2 | 3.1.6 | 间接 |
| PyPI | jmespath | 1.0.1 | 间接 |
| PyPI | joblib | 1.4.2 | 间接 |
| PyPI | js2py | 0.74 | 间接 |
| PyPI | json5 | 0.9.25 | 间接 |
| PyPI | jsonpickle | 3.3.0 | 间接 |
| PyPI | jsonpointer | 3.0.0 | 间接 |
| PyPI | jsonschema | 4.23.0 | 间接 |
| PyPI | jsonschema-specifications | 2024.10.1 | 间接 |
| PyPI | jupyter-client | 8.6.3 | 间接 |
| PyPI | jupyter-core | 5.7.2 | 间接 |
| PyPI | jupyter-events | 0.10.0 | 间接 |
| PyPI | jupyter-lsp | 2.2.5 | 间接 |
| PyPI | jupyter-server | 2.13.0 | 间接 |
| PyPI | jupyter-server-terminals | 0.5.3 | 间接 |
| PyPI | jupyterlab | 4.2.5 | 间接 |
| PyPI | jupyterlab-pygments | 0.3.0 | 间接 |
| PyPI | jupyterlab-server | 2.27.3 | 间接 |
| PyPI | jupyterlab-widgets | 1.1.10 | 间接 |
| PyPI | keras | 3.12.2 | 间接 |
| PyPI | keras-tuner | 1.4.7 | 间接 |
| PyPI | kfp | 2.16.1 | 间接 |
| PyPI | kfp-pipeline-spec | 2.16.0 | 间接 |
| PyPI | kfp-server-api | 2.16.0 | 间接 |
| PyPI | kt-legacy | 1.0.5 | 间接 |
| PyPI | kubernetes | 23.6.0 | 间接 |
| PyPI | lazy-object-proxy | 1.10.0 | 间接 |
| PyPI | libclang | 18.1.1 | 间接 |
| PyPI | limits | 3.13.0 | 间接 |
| PyPI | linkify-it-py | 2.0.3 | 间接 |
| PyPI | lockfile | 0.12.2 | 间接 |
| PyPI | lxml | 5.3.0 | 间接 |
| PyPI | mako | 1.3.5 | 间接 |
| PyPI | markdown | — | 间接 |
| PyPI | markdown | 3.7 | 间接 |
| PyPI | markdown-grid-tables | — | 间接 |
| PyPI | markdown-it-py | 3.0.0 | 间接 |
| PyPI | markupsafe | 3.0.1 | 间接 |
| PyPI | marshmallow | 3.22.0 | 间接 |
| PyPI | marshmallow-oneofschema | 3.1.1 | 间接 |
| PyPI | marshmallow-sqlalchemy | 0.28.2 | 间接 |
| PyPI | matplotlib | 3.7.1 | 间接 |
| PyPI | matplotlib-inline | 0.1.7 | 间接 |
| PyPI | mdit-py-plugins | 0.4.2 | 间接 |
| PyPI | mdurl | 0.1.2 | 间接 |
| PyPI | methodtools | 0.4.7 | 间接 |
| PyPI | mistune | 3.0.2 | 间接 |
| PyPI | mkdocs | — | 间接 |
| PyPI | mkdocs-autorefs | — | 间接 |
| PyPI | mkdocs-caption | — | 间接 |
| PyPI | mkdocs-jupyter | — | 间接 |
| PyPI | mkdocs-material | — | 间接 |
| PyPI | mkdocstrings | — | 间接 |
| PyPI | ml-dtypes | 0.5.4 | 间接 |
| PyPI | ml-metadata | — | 间接 |
| PyPI | mmh | 2.2 | 间接 |
| PyPI | mmh3 | 5.2.1 | 间接 |
| PyPI | more-itertools | 10.5.0 | 间接 |
| PyPI | msgpack | 1.1.0 | 间接 |
| PyPI | multidict | 6.1.0 | 间接 |
| PyPI | mysql-connector-python | 9.1.0 | 间接 |
| PyPI | mysqlclient | 2.2.4 | 间接 |
| PyPI | nbclient | 0.10.0 | 间接 |
| PyPI | nbconvert | 7.16.4 | 间接 |
| PyPI | nbformat | 5.10.4 | 间接 |
| PyPI | nest-asyncio | 1.6.0 | 间接 |
| PyPI | nltk | — | 间接 |
| PyPI | nltk | 3.9.1 | 间接 |
| PyPI | nodeenv | 1.9.1 | 间接 |
| PyPI | notebook | 7.2.2 | 间接 |
| PyPI | notebook-shim | 0.2.4 | 间接 |
| PyPI | numpy | 1.26.4 | 间接 |
| PyPI | oauth2client | 4.1.3 | 间接 |
| PyPI | oauthlib | 3.2.2 | 间接 |
| PyPI | objsize | 0.6.1 | 间接 |
| PyPI | opentelemetry-api | 1.41.1 | 间接 |
| PyPI | opentelemetry-exporter-otlp | 1.41.1 | 间接 |
| PyPI | opentelemetry-exporter-otlp-proto-common | 1.41.1 | 间接 |
| PyPI | opentelemetry-exporter-otlp-proto-grpc | 1.41.1 | 间接 |
| PyPI | opentelemetry-exporter-otlp-proto-http | 1.41.1 | 间接 |
| PyPI | opentelemetry-proto | 1.41.1 | 间接 |
| PyPI | opentelemetry-sdk | 1.41.1 | 间接 |
| PyPI | opentelemetry-semantic-conventions | 0.62b1 | 间接 |
| PyPI | opt-einsum | 3.4.0 | 间接 |
| PyPI | optax | 0.2.2 | 间接 |
| PyPI | orbax-checkpoint | 0.5.16 | 间接 |
| PyPI | ordered-set | 4.1.0 | 间接 |
| PyPI | orjson | 3.10.11 | 间接 |
| PyPI | orjson | 3.11.8 | 间接 |
| PyPI | overrides | 7.7.0 | 间接 |
| PyPI | packaging | 24.2 | 间接 |
| PyPI | pandas | 2.2.3 | 间接 |
| PyPI | pandocfilters | 1.5.1 | 间接 |
| PyPI | parso | 0.8.4 | 间接 |
| PyPI | pathspec | 0.12.1 | 间接 |
| PyPI | pendulum | 3.0.0 | 间接 |
| PyPI | pexpect | 4.9.0 | 间接 |
| PyPI | pickleshare | 0.7.5 | 间接 |
| PyPI | pillow | — | 间接 |
| PyPI | pillow | 12.1.1 | 间接 |
| PyPI | pip | — | 间接 |
| PyPI | platformdirs | 4.3.6 | 间接 |
| PyPI | pluggy | 1.5.0 | 间接 |
| PyPI | portalocker | 2.10.1 | 间接 |
| PyPI | portpicker | 1.6.0 | 间接 |
| PyPI | pre-commit | 4.0.1 | 间接 |
| PyPI | presto-python-client | 0.7.0 | 间接 |
| PyPI | prison | 0.2.1 | 间接 |
| PyPI | prometheus-client | 0.21.0 | 间接 |
| PyPI | promise | 2.3 | 间接 |
| PyPI | prompt-toolkit | 3.0.48 | 间接 |
| PyPI | propcache | 0.5.2 | 间接 |
| PyPI | proto-plus | 1.28.0 | 间接 |
| PyPI | protobuf | 6.31.1 | 间接 |
| PyPI | psutil | 6.0.0 | 间接 |
| PyPI | ptyprocess | 0.7.0 | 间接 |
| PyPI | pyarrow | 18.1.0 | 间接 |
| PyPI | pyarrow-hotfix | 0.6 | 间接 |
| PyPI | pyasn1 | — | 间接 |
| PyPI | pyasn1 | 0.6.1 | 间接 |
| PyPI | pyasn1-modules | 0.4.1 | 间接 |
| PyPI | pybind11 | 2.13.6 | 间接 |
| PyPI | pycparser | 2.22 | 间接 |
| PyPI | pydantic | 2.9.2 | 间接 |
| PyPI | pydantic-core | 2.23.4 | 间接 |
| PyPI | pydot | 1.4.2 | 间接 |
| PyPI | pyfarmhash | 0.3.2 | 间接 |
| PyPI | pygments | 2.18.0 | 间接 |
| PyPI | pygments | 2.19.1 | 间接 |
| PyPI | pyjsparser | 2.7.1 | 间接 |
| PyPI | pyjwt | — | 间接 |
| PyPI | pyjwt | 2.9.0 | 间接 |
| PyPI | pymongo | 4.10.1 | 间接 |
| PyPI | pyopenssl | 26.0.0 | 间接 |
| PyPI | pyparsing | 3.1.4 | 间接 |
| PyPI | pytest | 8.0.0 | 间接 |
| PyPI | pytest-subtests | 0.13.1 | 间接 |
| PyPI | python-daemon | 3.0.1 | 间接 |
| PyPI | python-dateutil | 2.9.0.post0 | 间接 |
| PyPI | python-json-logger | 2.0.7 | 间接 |
| PyPI | python-nvd3 | 0.16.0 | 间接 |
| PyPI | python-slugify | 8.0.4 | 间接 |
| PyPI | python-snappy | 0.7.1 | 间接 |
| PyPI | python-snappy | 0.7.3 | 间接 |
| PyPI | pytz | 2024.2 | 间接 |
| PyPI | pyyaml | 6.0.2 | 间接 |
| PyPI | pyzmq | 26.2.0 | 间接 |
| PyPI | redis | 5.1.1 | 间接 |
| PyPI | referencing | 0.35.1 | 间接 |
| PyPI | regex | 2024.9.11 | 间接 |
| PyPI | requests | — | 间接 |
| PyPI | requests | 2.32.4 | 间接 |
| PyPI | requests-oauthlib | 2.0.0 | 间接 |
| PyPI | requests-toolbelt | 1.0.0 | 间接 |
| PyPI | rfc3339-validator | 0.1.4 | 间接 |
| PyPI | rfc3986-validator | 0.1.1 | 间接 |
| PyPI | rich | 13.9.2 | 间接 |
| PyPI | rich-argparse | 1.5.2 | 间接 |
| PyPI | rouge-score | 0.1.2 | 间接 |
| PyPI | rpds-py | 0.20.0 | 间接 |
| PyPI | rsa | 4.9 | 间接 |
| PyPI | sacrebleu | 2.4.3 | 间接 |
| PyPI | scikit-learn | 1.5.2 | 间接 |
| PyPI | scipy | 1.11.4 | 间接 |
| PyPI | scipy | 1.14.1 | 间接 |
| PyPI | send2trash | 1.8.3 | 间接 |
| PyPI | setproctitle | 1.3.3 | 间接 |
| PyPI | setuptools | — | 间接 |
| PyPI | setuptools | 70 | 间接 |
| PyPI | setuptools | 82.0.0 | 间接 |
| PyPI | shapely | 2.0.6 | 间接 |
| PyPI | six | 1.16.0 | 间接 |
| PyPI | slackclient | 2.9.4 | 间接 |
| PyPI | sniffio | 1.3.1 | 间接 |
| PyPI | sounddevice | 0.5.0 | 间接 |
| PyPI | soupsieve | 2.6 | 间接 |
| PyPI | sqlalchemy | 1.4.54 | 间接 |
| PyPI | sqlalchemy-jsonfield | 1.0.2 | 间接 |
| PyPI | sqlalchemy-utils | 0.41.2 | 间接 |
| PyPI | sqlparse | — | 间接 |
| PyPI | sqlparse | 0.5.1 | 间接 |
| PyPI | statsmodels | 0.14.0 | 间接 |
| PyPI | struct2tensor | — | 间接 |
| PyPI | tabulate | 0.9.0 | 间接 |
| PyPI | tenacity | 9.0.0 | 间接 |
| PyPI | tensorboard | 2.17.1 | 间接 |
| PyPI | tensorboard-data-server | 0.7.2 | 间接 |
| PyPI | tensorflow | 2.21.0 | 间接 |
| PyPI | tensorflow-cloud | 0.1.16 | 间接 |
| PyPI | tensorflow-data-validation | — | 间接 |
| PyPI | tensorflow-datasets | 4.9.3 | 间接 |
| PyPI | tensorflow-estimator | 2.15.0 | 间接 |
| PyPI | tensorflow-hub | 0.15.0 | 间接 |
| PyPI | tensorflow-io | 0.24.0 | 间接 |
| PyPI | tensorflow-io-gcs-filesystem | 0.24.0 | 间接 |
| PyPI | tensorflow-metadata | — | 间接 |
| PyPI | tensorflow-model-analysis | — | 间接 |
| PyPI | tensorflow-revived-types | 0.1.1 | 间接 |
| PyPI | tensorflow-serving-api | 2.19.1 | 间接 |
| PyPI | tensorflow-transform | — | 间接 |
| PyPI | tensorstore | 0.1.66 | 间接 |
| PyPI | termcolor | 2.5.0 | 间接 |
| PyPI | terminado | 0.18.1 | 间接 |
| PyPI | text-unidecode | 1.3 | 间接 |
| PyPI | tf-keras | 2.21.0 | 间接 |
| PyPI | tflite-support | 0.4.4 | 间接 |
| PyPI | tfx-bsl | — | 间接 |
| PyPI | threadpoolctl | 3.5.0 | 间接 |
| PyPI | time-machine | 2.16.0 | 间接 |
| PyPI | tinycss2 | 1.3.0 | 间接 |
| PyPI | toml | 0.10.2 | 间接 |
| PyPI | tomli | 2.0.2 | 间接 |
| PyPI | toolz | 1.0.0 | 间接 |
| PyPI | tornado | — | 间接 |
| PyPI | tornado | 6.4.1 | 间接 |
| PyPI | tqdm | 4.66.5 | 间接 |
| PyPI | traitlets | 5.14.3 | 间接 |
| PyPI | types-python-dateutil | 2.9.0.20241003 | 间接 |
| PyPI | typing-extensions | 4.12.2 | 间接 |
| PyPI | tzdata | 2024.2 | 间接 |
| PyPI | tzlocal | 5.2 | 间接 |
| PyPI | uc-micro-py | 1.0.3 | 间接 |
| PyPI | unicodecsv | 0.14.1 | 间接 |
| PyPI | universal-pathlib | 0.2.5 | 间接 |
| PyPI | uri-template | 1.3.0 | 间接 |
| PyPI | uritemplate | 3.0.1 | 间接 |
| PyPI | urllib3 | — | 间接 |
| PyPI | urllib3 | 1.26.20 | 间接 |
| PyPI | virtualenv | 20.26.6 | 间接 |
| PyPI | wcwidth | 0.2.13 | 间接 |
| PyPI | webcolors | 24.8.0 | 间接 |
| PyPI | webencodings | 0.5.1 | 间接 |
| PyPI | websocket-client | 0.59.0 | 间接 |
| PyPI | websockets | 15.0.1 | 间接 |
| PyPI | werkzeug | 2.2.3 | 间接 |
| PyPI | wheel | — | 间接 |
| PyPI | widgetsnbextension | 3.6.9 | 间接 |
| PyPI | wirerope | 0.4.7 | 间接 |
| PyPI | wrapt | 1.14.1 | 间接 |
| PyPI | wtforms | 3.1.2 | 间接 |
| PyPI | wurlitzer | 3.1.1 | 间接 |
| PyPI | yarl | 1.23.0 | 间接 |
| PyPI | zipp | 3.20.2 | 间接 |
| PyPI | zstandard | 0.23.0 | 间接 |
安装 pypi:tfx@1.21.0 会引入 181 个包(直接与传递):其中 2 个存在已知公告,1 个为直接依赖。
| 软件包 | 版本 | 关系 | 严重程度 | 公告数 | 修复版本 |
|---|---|---|---|---|---|
| pyarrow | 18.1.0 | 直接 | 高 | 2 | 23.0.1 |
| cryptography | 48.0.1 | 间接 | 高 | 6 | 50.0.0 |
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。
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。