A library for mechanistic interpretability of GPT-style language models
TransformerLensOrg/TransformerLens 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Vitality(96/100),最低的是Security(53/100)。 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。
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 |
|---|---|---|---|---|---|
| PyPI | transformer-lens | 4.2.0 | - | 83 | 11 天前 |
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 0 天前 |
| 30.5/36 | 提交节奏 — 52 周中有 44 周有提交 |
| 18/18 | 提交量 — 最近一年 717 次提交 |
| 10/10 | OpenSSF Scorecard:Maintained — 30 commit(s) and 23 issue activity found in the last 90 days -- score normalized to 10 |
| commits_last_year | 717 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 44 |
| 27/27 | 有发布版本 — 已发布 94 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 11 天前 |
| 27/27 | 发布节奏 — 约每 6.6 天发布一次 |
| 0/10 | OpenSSF Scorecard:Signed-Releases — 无数据 |
| releases_count | 94 |
| latest_release_tag | v4.2.0 |
| releases_from_tags | 否 |
| days_since_latest_release | 11 |
| mean_days_between_releases | 6.6 |
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?
| 58.4/60 | 星标 — 3,986 个星标 |
| 23.8/25 | 复刻 — 721 个复刻 |
| 7.9/15 | 关注者 — 27 位关注者 |
| forks | 721 |
| stars | 3,986 |
| watchers | 27 |
| 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(MIT) |
| 0/18 | CONTRIBUTING 指南 |
| 0/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 6.3/6.3 | PR 模板 |
| has_readme | 是 |
| has_license | 是 |
| readme_badges | 8 |
| has_contributing | 否 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| readme_badge_services | github.com, shields.io |
| has_pull_request_template | 是 |
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?
| 36/54 | 巴士系数 — 3 位贡献者贡献了半数提交 |
| 17.8/22.5 | 提交分布 — 头号贡献者编写了 21% 的提交 |
| 13.5/13.5 | 贡献者广度 — 100 位贡献者 |
| 10/10 | OpenSSF Scorecard:Contributors — project has 25 contributing companies or organizations |
| bus_factor | 3 |
| contributors_sampled | 100 |
| top_contributor_share | 0.208 |
| 41.6/42 | 议题解决 — 99% 的议题已关闭 |
| 26.5/30 | PR 接受 — 已裁定的 PR 中 1,233/1,397 已合并 |
| 11.1/13 | Newcomer PR acceptance — 30 天内首次贡献者的 PR 已合并 6/7 |
| 12/15 | OpenSSF Scorecard:Code-Review — Found 24/30 approved changesets -- score normalized to 8 |
| merged_prs | 1,233 |
| open_issues | 5 |
| closed_issues | 521 |
| prs_merged_7d | 20 |
| prs_decided_7d | 24 |
| prs_merged_30d | 34 |
| prs_decided_30d | 38 |
| issue_closed_ratio | 0.99 |
| closed_unmerged_prs | 164 |
| first_time_authors_30d | 4 |
| first_time_prs_merged_30d | 6 |
| first_time_prs_decided_30d | 7 |
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 14.4/25 | 所有者影响力 — TransformerLensOrg 有 99 位关注者 |
| 9.3/25 | 既往记录 — 3 个公开仓库,账户约 2 年 |
| followers | 99 |
| owner_type | Organization |
| is_verified | 否 |
| owner_login | TransformerLensOrg |
| public_repos | 3 |
| account_age_days | 895 |
| 25/25 | 已发布且可解析 — pypi 上有 1 个软件包 |
| 35/35 | 发布时效 — 最近一次发布于 11 天前 |
| 20/20 | 版本历史 — 83 个已发布版本 |
| 20/20 | 未被弃用 — 活跃,未被弃用或撤回 |
| packages | transformer-lens |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 11 |
基础的工程与文档实践是否到位?
| 24/24 | CI 工作流 — 4 个工作流 |
| 24/24 | 存在测试 |
| 16/16 | Linter 配置 — pyproject.toml ([tool.pylint], [tool.black], [tool.isort]) |
| 0/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 18/20 | OpenSSF Scorecard:CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9 |
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 是 |
| has_precommit_config | 否 |
| 30/30 | README |
| 25/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://transformerlensorg.github.io/TransformerLens/ |
| 10/10 | 仓库描述 |
| 0/10 | 主题标签 |
| 10/10 | Wiki |
| topics | — |
| has_wiki | 是 |
| homepage | https://transformerlensorg.github.io/TransformerLens/ |
| docs_site | https://transformerlensorg.github.io/TransformerLens/ |
| 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 |
| 2.2/2.5 | CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 6/7.5 | Code-Review — Found 24/30 approved changesets -- score normalized to 8 |
| 2.5/2.5 | Contributors — project has 25 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 许可证 — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 23 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — 无数据 |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 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 |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 268 existing vulnerabilities detected |
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 4.5 |
| 35/35 | 直接依赖不含已知公告 — 没有直接依赖携带已知公告 |
| 10.2/25 | 间接依赖不含已知公告 — 1 个受影响:certifi 2026.10.18 (high 7.4) |
| 40/40 | 没有长期未处理的公告 — 没有公告公开超过 90 天 |
| source | osv |
| advisories | 2 |
| affected_packages | 1 |
| assessed_packages | 104 |
| unassessed_packages | 0 |
| affected_by_severity | high 1 |
| direct_affected_packages | 0 |
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。
| 45/45 | 代理指令 — .cursor/rules/transformerlens.mdc, .github/copilot-instructions.md, AGENTS.md, CLAUDE.md, devtools/adapter_builder/CLAUDE.md, tests/AGENTS.md, transformer_lens/benchmarks/AGENTS.md, transformer_lens/config/AGENTS.md, transformer_lens/model_bridge/sources/AGENTS.md, transformer_lens/model_bridge/supported_architectures/AGENTS.md, transformer_lens/tools/model_registry/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 85 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 | 0.85 |
| agent_instruction_files | .cursor/rules/transformerlens.mdc, .github/copilot-instructions.md, AGENTS.md, CLAUDE.md, devtools/adapter_builder/CLAUDE.md, tests/AGENTS.md, transformer_lens/benchmarks/AGENTS.md, transformer_lens/config/AGENTS.md, transformer_lens/model_bridge/sources/AGENTS.md, transformer_lens/model_bridge/supported_architectures/AGENTS.md, transformer_lens/tools/model_registry/AGENTS.md |
| agent_instruction_max_bytes | 27,371 |
| 18/18 | 一条命令的引导启动 — docs/Makefile, makefile |
| 22/22 | 自动化测试 |
| 11/11 | Lint / 格式化配置 — pyproject.toml ([tool.pylint], [tool.black], [tool.isort]) |
| 11/11 | 静态类型检查 — transformer_lens/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 |
| 0/8 | 自动化维护 — 未观察到自动依赖更新 |
| 0/10 | OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | uv.lock |
| has_dockerfile | 是 |
| typed_language | 否 |
| bootstrap_files | docs/Makefile, makefile |
| has_devcontainer | 是 |
| has_linter_config | 是 |
| typecheck_configs | transformer_lens/py.typed |
| agent_commit_share | 0.01 |
| 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(transformer_lens/py.typed) |
| 54.4/55 | 可控的文件大小 — 采样的 991 个源文件中有 11 个超过 60KB |
| primary_language | Python |
| largest_source_bytes | 235,228 |
| source_files_sampled | 991 |
| oversized_source_files | 11 |
| 0/40 | API 模式(OpenAPI/GraphQL/proto) — 不适用于此类软件 |
| 0/20 | MCP 服务器 — 不适用于此类软件 |
| 40/40 | 可运行示例 — demos, notebooks |
| example_dirs | demos, notebooks |
| has_mcp_signal | 否 |
| api_schema_files | — |
| 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 4 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 |
| 9 | CI-Tests | 29 out of 30 merged PRs checked by a CI test -- score normalized to 9 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 8 | Code-Review | Found 24/30 approved changesets -- score normalized to 8 |
| 10 | Contributors | project has 25 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 23 issue activity found in the last 90 days -- score normalized to 10 |
| 不适用 | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 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 |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 268 existing vulnerabilities detected |
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | accelerate | >=1.1.0 | pyproject.toml |
| PyPI | beartype | >=0.14.1 | pyproject.toml |
| PyPI | datasets | >=2.7.1 | pyproject.toml |
| PyPI | einops | >=0.6.0 | pyproject.toml |
| PyPI | fancy-einsum | >=0.0.3 | pyproject.toml |
| PyPI | huggingface-hub | >=0.23.2 | pyproject.toml |
| PyPI | jaxtyping | >=0.3 | pyproject.toml |
| PyPI | numpy | >=1.24 | pyproject.toml |
| PyPI | numpy | >=1.26 | pyproject.toml |
| PyPI | packaging | >=23.0 | pyproject.toml |
| PyPI | pandas | >=1.1.5 | pyproject.toml |
| PyPI | protobuf | >=3.20.0 | pyproject.toml |
| PyPI | rich | >=12.6.0 | pyproject.toml |
| PyPI | sentencepiece | — | pyproject.toml |
| PyPI | torch | >=2.6 | pyproject.toml |
| PyPI | tqdm | >=4.64.1 | pyproject.toml |
| PyPI | transformers-stream-generator | >=0.0.5,<0.1 | pyproject.toml |
| PyPI | transformers | >=5.9.0 | pyproject.toml |
| PyPI | typeguard | >=4.2,<5 | pyproject.toml |
| PyPI | typing-extensions | — | pyproject.toml |
| PyPI | wandb | >=0.13.5 | pyproject.toml |
来自 GitHub 依赖图的完整解析依赖集合:23 个直接依赖与 409 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 | accelerate | 1.9.0 | 直接 |
| PyPI | beartype | 0.14.1 | 直接 |
| PyPI | datasets | 4.8.5 | 直接 |
| PyPI | einops | 0.8.1 | 直接 |
| PyPI | fancy-einsum | 0.0.3 | 直接 |
| PyPI | huggingface-hub | 1.15.0 | 直接 |
| PyPI | jaxtyping | 0.3.11 | 直接 |
| PyPI | jaxtyping | 0.3.7 | 直接 |
| PyPI | numpy | 1.26.4 | 直接 |
| PyPI | numpy | 2.2.6 | 直接 |
| PyPI | numpy | 2.3.5 | 直接 |
| PyPI | packaging | 25.0 | 直接 |
| PyPI | pandas | 2.3.1 | 直接 |
| PyPI | protobuf | 7.35.1 | 直接 |
| PyPI | rich | 14.1.0 | 直接 |
| PyPI | sentencepiece | 0.2.1 | 直接 |
| PyPI | torch | 2.11.0 | 直接 |
| PyPI | tqdm | 4.67.1 | 直接 |
| PyPI | transformers | 5.13.0 | 直接 |
| PyPI | transformers-stream-generator | 0.0.5 | 直接 |
| PyPI | typeguard | 4.4.4 | 直接 |
| PyPI | typing-extensions | 4.14.1 | 直接 |
| PyPI | wandb | 0.28.0 | 直接 |
| PyPI | absl-py | 2.4.0 | 间接 |
| PyPI | agent-client-protocol | 0.10.1 | 间接 |
| PyPI | aioboto3 | 15.5.0 | 间接 |
| PyPI | aiobotocore | 2.25.1 | 间接 |
| PyPI | aiofiles | 25.1.0 | 间接 |
| PyPI | aiohappyeyeballs | 2.6.1 | 间接 |
| PyPI | aiohttp | 3.14.1 | 间接 |
| PyPI | aioitertools | 0.13.0 | 间接 |
| PyPI | aiosignal | 1.4.0 | 间接 |
| PyPI | alabaster | 0.7.16 | 间接 |
| PyPI | annotated-doc | 0.0.4 | 间接 |
| PyPI | annotated-types | 0.7.0 | 间接 |
| PyPI | annoy | 1.17.3 | 间接 |
| PyPI | anthropic | 0.116.0 | 间接 |
| PyPI | anyio | 4.9.0 | 间接 |
| PyPI | apache-tvm-ffi | 0.1.9 | 间接 |
| PyPI | appnope | 0.1.4 | 间接 |
| PyPI | argon2-cffi | 25.1.0 | 间接 |
| PyPI | argon2-cffi-bindings | 21.2.0 | 间接 |
| PyPI | arrow | 1.3.0 | 间接 |
| PyPI | astor | 0.8.1 | 间接 |
| PyPI | asttokens | 3.0.1 | 间接 |
| PyPI | async-lru | 2.3.0 | 间接 |
| PyPI | async-timeout | 5.0.1 | 间接 |
| PyPI | attrs | 25.3.0 | 间接 |
| PyPI | audioop-lts | 0.2.2 | 间接 |
| PyPI | babel | 2.17.0 | 间接 |
| PyPI | backports-strenum | 1.3.1 | 间接 |
| PyPI | beautifulsoup4 | 4.13.4 | 间接 |
| PyPI | bitsandbytes | 0.49.2 | 间接 |
| PyPI | black | 23.12.1 | 间接 |
| PyPI | blake3 | 1.0.9 | 间接 |
| PyPI | bleach | 6.2.0 | 间接 |
| PyPI | boto3 | 1.40.61 | 间接 |
| PyPI | botocore | 1.40.61 | 间接 |
| PyPI | brotli | 1.2.0 | 间接 |
| PyPI | cachetools | 7.1.4 | 间接 |
| PyPI | cbor2 | 6.1.3 | 间接 |
| PyPI | certifi | 2025.7.14 | 间接 |
| PyPI | cffi | 2.0.0 | 间接 |
| PyPI | chardet | 5.2.0 | 间接 |
| PyPI | charset-normalizer | 3.4.2 | 间接 |
| PyPI | circuitsvis | 1.43.3 | 间接 |
| PyPI | click | 8.2.1 | 间接 |
| PyPI | cloudpickle | 3.1.2 | 间接 |
| PyPI | colorama | 0.4.6 | 间接 |
| PyPI | comm | 0.2.3 | 间接 |
| PyPI | compressed-tensors | 0.15.0.1 | 间接 |
| PyPI | contourpy | 1.3.2 | 间接 |
| PyPI | contourpy | 1.3.3 | 间接 |
| PyPI | coverage | 7.10.1 | 间接 |
| PyPI | cryptography | 46.0.7 | 间接 |
| PyPI | cuda-bindings | 13.3.1 | 间接 |
| PyPI | cuda-core | 1.0.1 | 间接 |
| PyPI | cuda-pathfinder | 1.5.5 | 间接 |
| PyPI | cuda-python | 13.3.1 | 间接 |
| PyPI | cuda-tile | 1.5.0 | 间接 |
| PyPI | cuda-toolkit | 13.0.2 | 间接 |
| PyPI | cycler | 0.12.1 | 间接 |
| PyPI | dataproperty | 1.1.0 | 间接 |
| PyPI | debugpy | 1.8.15 | 间接 |
| PyPI | decorator | 5.2.1 | 间接 |
| PyPI | defusedxml | 0.7.1 | 间接 |
| PyPI | depyf | 0.20.0 | 间接 |
| PyPI | detect-installer | 0.1.0 | 间接 |
| PyPI | dill | 0.3.8 | 间接 |
| PyPI | diskcache | 5.6.3 | 间接 |
| PyPI | distro | 1.9.0 | 间接 |
| PyPI | dnspython | 2.8.0 | 间接 |
| PyPI | docstring-parser | 0.18.0 | 间接 |
| PyPI | docutils | 0.20.1 | 间接 |
| PyPI | email-validator | 2.3.0 | 间接 |
| PyPI | etils | 1.13.0 | 间接 |
| PyPI | etils | 1.14.0 | 间接 |
| PyPI | evaluate | 0.4.6 | 间接 |
| PyPI | exceptiongroup | 1.3.0 | 间接 |
| PyPI | execnet | 2.1.1 | 间接 |
| PyPI | executing | 2.2.1 | 间接 |
| PyPI | fastapi | 0.136.0 | 间接 |
| PyPI | fastapi-cli | 0.0.29 | 间接 |
| PyPI | fastapi-cloud-cli | 0.22.2 | 间接 |
| PyPI | fastar | 0.11.0 | 间接 |
| PyPI | fastjsonschema | 2.21.1 | 间接 |
| PyPI | fastsafetensors | 0.3.3 | 间接 |
| PyPI | filelock | 3.18.0 | 间接 |
| PyPI | flashinfer-cubin | 0.6.8.post1 | 间接 |
| PyPI | flashinfer-python | 0.6.8.post1 | 间接 |
| PyPI | fonttools | 4.62.1 | 间接 |
| PyPI | fqdn | 1.5.1 | 间接 |
| PyPI | frozenlist | 1.7.0 | 间接 |
| PyPI | fsspec | 2025.3.0 | 间接 |
| PyPI | furo | 2023.9.10 | 间接 |
| PyPI | gguf | 0.19.0 | 间接 |
| PyPI | gitdb | 4.0.12 | 间接 |
| PyPI | gitpython | 3.1.45 | 间接 |
| PyPI | google-api-core | 2.30.3 | 间接 |
| PyPI | google-auth | 2.49.2 | 间接 |
| PyPI | google-cloud-core | 2.5.1 | 间接 |
| PyPI | google-cloud-translate | 3.26.0 | 间接 |
| PyPI | googleapis-common-protos | 1.74.0 | 间接 |
| PyPI | gradio | 6.12.0 | 间接 |
| PyPI | gradio-client | 2.4.1 | 间接 |
| PyPI | groovy | 0.1.2 | 间接 |
| PyPI | grpc-google-iam-v1 | 0.14.4 | 间接 |
| PyPI | grpcio | 1.80.0 | 间接 |
| PyPI | grpcio | 1.82.1 | 间接 |
| PyPI | grpcio-status | 1.62.3 | 间接 |
| PyPI | grpcio-status | 1.82.1 | 间接 |
| PyPI | h11 | 0.16.0 | 间接 |
| PyPI | hf-gradio | 0.3.2 | 间接 |
| PyPI | hf-xet | 1.5.0 | 间接 |
| PyPI | httpcore | 1.0.9 | 间接 |
| PyPI | httptools | 0.8.0 | 间接 |
| PyPI | httpx | 0.28.1 | 间接 |
| PyPI | httpx-sse | 0.4.3 | 间接 |
| PyPI | idna | 3.10 | 间接 |
| PyPI | ijson | 3.5.0 | 间接 |
| PyPI | imageio | 2.37.3 | 间接 |
| PyPI | imagesize | 1.4.1 | 间接 |
| PyPI | importlib-metadata | 8.7.0 | 间接 |
| PyPI | importlib-resources | 7.1.0 | 间接 |
| PyPI | iniconfig | 2.1.0 | 间接 |
| PyPI | inspect-ai | 0.3.241 | 间接 |
| PyPI | interegular | 0.3.3 | 间接 |
| PyPI | ipykernel | 7.3.0 | 间接 |
| PyPI | ipython | 8.38.0 | 间接 |
| PyPI | ipython | 9.10.0 | 间接 |
| PyPI | ipython-pygments-lexers | 1.1.1 | 间接 |
| PyPI | ipywidgets | 8.1.7 | 间接 |
| PyPI | isoduration | 20.11.0 | 间接 |
| PyPI | isort | 5.8.0 | 间接 |
| PyPI | jedi | 0.19.2 | 间接 |
| PyPI | jinja2 | 3.1.6 | 间接 |
| PyPI | jiter | 0.16.0 | 间接 |
| PyPI | jmespath | 1.1.0 | 间接 |
| PyPI | joblib | 1.5.3 | 间接 |
| PyPI | json5 | 0.12.0 | 间接 |
| PyPI | jsonlines | 4.0.0 | 间接 |
| PyPI | jsonpatch | 1.33 | 间接 |
| PyPI | jsonpath-ng | 1.8.0 | 间接 |
| PyPI | jsonpointer | 3.0.0 | 间接 |
| PyPI | jsonref | 1.1.0 | 间接 |
| PyPI | jsonschema | 4.25.0 | 间接 |
| PyPI | jsonschema-specifications | 2025.4.1 | 间接 |
| PyPI | jupyter | 1.1.1 | 间接 |
| PyPI | jupyter-builder | 1.0.2 | 间接 |
| PyPI | jupyter-client | 8.9.1 | 间接 |
| PyPI | jupyter-console | 6.6.3 | 间接 |
| PyPI | jupyter-core | 5.8.1 | 间接 |
| PyPI | jupyter-events | 0.12.0 | 间接 |
| PyPI | jupyter-lsp | 2.3.1 | 间接 |
| PyPI | jupyter-server | 2.20.0 | 间接 |
| PyPI | jupyter-server-terminals | 0.5.3 | 间接 |
| PyPI | jupyterlab | 4.6.0 | 间接 |
| PyPI | jupyterlab-pygments | 0.3.0 | 间接 |
| PyPI | jupyterlab-server | 2.28.0 | 间接 |
| PyPI | jupyterlab-widgets | 3.0.15 | 间接 |
| PyPI | kiwisolver | 1.5.0 | 间接 |
| PyPI | lark | 1.2.2 | 间接 |
| PyPI | lazy-loader | 0.5 | 间接 |
| PyPI | levenshtein | 0.27.3 | 间接 |
| PyPI | libcst | 1.8.2 | 间接 |
| PyPI | linkify-it-py | 2.1.0 | 间接 |
| PyPI | lit-nlp | 1.3.1 | 间接 |
| PyPI | livereload | 2.7.1 | 间接 |
| PyPI | llguidance | 1.3.0 | 间接 |
| PyPI | llvmlite | 0.47.0 | 间接 |
| PyPI | lm-eval | 0.4.11 | 间接 |
| PyPI | lm-format-enforcer | 0.11.3 | 间接 |
| PyPI | loguru | 0.7.3 | 间接 |
| PyPI | lxml | 6.0.4 | 间接 |
| PyPI | markdown-it-py | 3.0.0 | 间接 |
| PyPI | markupsafe | 3.0.2 | 间接 |
| PyPI | matplotlib | 3.10.8 | 间接 |
| PyPI | matplotlib-inline | 0.1.7 | 间接 |
| PyPI | mbstrdecoder | 1.1.5 | 间接 |
| PyPI | mcp | 1.28.1 | 间接 |
| PyPI | mdit-py-plugins | 0.5.0 | 间接 |
| PyPI | mdurl | 0.1.2 | 间接 |
| PyPI | mistral-common | 1.11.5 | 间接 |
| PyPI | mistune | 3.1.3 | 间接 |
| PyPI | ml-collections | 1.1.0 | 间接 |
| PyPI | ml-dtypes | 0.5.4 | 间接 |
| PyPI | mmh3 | 5.2.1 | 间接 |
| PyPI | model-hosting-container-standards | 0.1.16 | 间接 |
| PyPI | more-itertools | 11.0.2 | 间接 |
| PyPI | mpmath | 1.3.0 | 间接 |
| PyPI | msgspec | 0.21.1 | 间接 |
| PyPI | multidict | 6.6.3 | 间接 |
| PyPI | multiprocess | 0.70.16 | 间接 |
| PyPI | mypy | 1.17.0 | 间接 |
| PyPI | mypy-extensions | 1.1.0 | 间接 |
| PyPI | myst-parser | 2.0.0 | 间接 |
| PyPI | narwhals | 1.48.1 | 间接 |
| PyPI | nbclient | 0.10.2 | 间接 |
| PyPI | nbconvert | 7.16.6 | 间接 |
| PyPI | nbformat | 5.10.4 | 间接 |
| PyPI | nbsphinx | 0.9.7 | 间接 |
| PyPI | nbval | 0.10.0 | 间接 |
| PyPI | nest-asyncio2 | 1.7.2 | 间接 |
| PyPI | networkx | 3.4.2 | 间接 |
| PyPI | networkx | 3.5 | 间接 |
| PyPI | ninja | 1.13.0 | 间接 |
| PyPI | nltk | 3.9.4 | 间接 |
| PyPI | notebook | 7.6.0 | 间接 |
| PyPI | notebook-shim | 0.2.4 | 间接 |
| PyPI | numba | 0.65.0 | 间接 |
| PyPI | nvidia-cublas | 13.1.0.3 | 间接 |
| PyPI | nvidia-cuda-cupti | 13.0.85 | 间接 |
| PyPI | nvidia-cuda-nvrtc | 13.0.88 | 间接 |
| PyPI | nvidia-cuda-runtime | 13.0.96 | 间接 |
| PyPI | nvidia-cudnn-cu13 | 9.19.0.56 | 间接 |
| PyPI | nvidia-cudnn-frontend | 1.18.0 | 间接 |
| PyPI | nvidia-cufft | 12.0.0.61 | 间接 |
| PyPI | nvidia-cufile | 1.15.1.6 | 间接 |
| PyPI | nvidia-curand | 10.4.0.35 | 间接 |
| PyPI | nvidia-cusolver | 12.0.4.66 | 间接 |
| PyPI | nvidia-cusparse | 12.6.3.3 | 间接 |
| PyPI | nvidia-cusparselt-cu13 | 0.8.0 | 间接 |
| PyPI | nvidia-cutlass-dsl | 4.5.3 | 间接 |
| PyPI | nvidia-cutlass-dsl-libs-base | 4.5.3 | 间接 |
| PyPI | nvidia-ml-py | 13.610.43 | 间接 |
| PyPI | nvidia-nccl-cu13 | 2.28.9 | 间接 |
| PyPI | nvidia-nvjitlink | 13.0.88 | 间接 |
| PyPI | nvidia-nvshmem-cu13 | 3.4.5 | 间接 |
| PyPI | nvidia-nvtx | 13.0.85 | 间接 |
| PyPI | openai | 2.45.0 | 间接 |
| PyPI | openai-harmony | 0.0.8 | 间接 |
| PyPI | opencv-python-headless | 5.0.0.93 | 间接 |
| PyPI | opentelemetry-api | 1.43.0 | 间接 |
| PyPI | opentelemetry-exporter-otlp | 1.43.0 | 间接 |
| PyPI | opentelemetry-exporter-otlp-proto-common | 1.43.0 | 间接 |
| PyPI | opentelemetry-exporter-otlp-proto-grpc | 1.43.0 | 间接 |
| PyPI | opentelemetry-exporter-otlp-proto-http | 1.43.0 | 间接 |
| PyPI | opentelemetry-proto | 1.43.0 | 间接 |
| PyPI | opentelemetry-sdk | 1.43.0 | 间接 |
| PyPI | opentelemetry-semantic-conventions | 0.64b0 | 间接 |
| PyPI | opentelemetry-semantic-conventions-ai | 0.5.1 | 间接 |
| PyPI | optimum-quanto | 0.2.7 | 间接 |
| PyPI | orjson | 3.11.8 | 间接 |
| PyPI | outlines-core | 0.2.14 | 间接 |
| PyPI | overrides | 7.7.0 | 间接 |
| PyPI | pandoc | 2.4 | 间接 |
| PyPI | pandocfilters | 1.5.1 | 间接 |
| PyPI | parso | 0.8.4 | 间接 |
| PyPI | partial-json-parser | 0.2.1.1.post7 | 间接 |
| PyPI | pathlib-abc | 0.5.2 | 间接 |
| PyPI | pathspec | 0.12.1 | 间接 |
| PyPI | pathvalidate | 3.3.1 | 间接 |
| PyPI | pexpect | 4.9.0 | 间接 |
| PyPI | pillow | 12.2.0 | 间接 |
| PyPI | platformdirs | 4.3.8 | 间接 |
| PyPI | plotly | 6.2.0 | 间接 |
| PyPI | pluggy | 1.6.0 | 间接 |
| PyPI | plumbum | 1.9.0 | 间接 |
| PyPI | ply | 3.11 | 间接 |
| PyPI | pockets | 0.9.1 | 间接 |
| PyPI | portalocker | 3.2.0 | 间接 |
| PyPI | portpicker | 1.6.0 | 间接 |
| PyPI | prometheus-client | 0.22.1 | 间接 |
| PyPI | prometheus-fastapi-instrumentator | 8.0.2 | 间接 |
| PyPI | prompt-toolkit | 3.0.51 | 间接 |
| PyPI | propcache | 0.3.2 | 间接 |
| PyPI | proto-plus | 1.27.2 | 间接 |
| PyPI | psutil | 7.0.0 | 间接 |
| PyPI | ptyprocess | 0.7.0 | 间接 |
| PyPI | pure-eval | 0.2.3 | 间接 |
| PyPI | py-cpuinfo | 9.0.0 | 间接 |
| PyPI | pyarrow | 21.0.0 | 间接 |
| PyPI | pyasn1 | 0.6.3 | 间接 |
| PyPI | pyasn1-modules | 0.4.2 | 间接 |
| PyPI | pybase64 | 1.4.3 | 间接 |
| PyPI | pycln | 2.5.0 | 间接 |
| PyPI | pycountry | 26.2.16 | 间接 |
| PyPI | pycparser | 2.22 | 间接 |
| PyPI | pydantic | 2.13.4 | 间接 |
| PyPI | pydantic-core | 2.46.4 | 间接 |
| PyPI | pydantic-extra-types | 2.11.1 | 间接 |
| PyPI | pydantic-settings | 2.14.2 | 间接 |
| PyPI | pydub | 0.25.1 | 间接 |
| PyPI | pygments | 2.19.2 | 间接 |
| PyPI | pyjwt | 2.13.0 | 间接 |
| PyPI | pyparsing | 3.3.2 | 间接 |
| PyPI | pytablewriter | 1.2.1 | 间接 |
| PyPI | pytest | 8.4.1 | 间接 |
| PyPI | pytest-cov | 6.2.1 | 间接 |
| PyPI | pytest-doctestplus | 1.4.0 | 间接 |
| PyPI | pytest-rerunfailures | 16.1 | 间接 |
| PyPI | pytest-xdist | 3.8.0 | 间接 |
| PyPI | python-dateutil | 2.9.0.post0 | 间接 |
| PyPI | python-dotenv | 1.2.2 | 间接 |
| PyPI | python-json-logger | 3.3.0 | 间接 |
| PyPI | python-multipart | 0.0.26 | 间接 |
| PyPI | pytz | 2025.2 | 间接 |
| PyPI | pywin32 | 311 | 间接 |
| PyPI | pywinpty | 2.0.15 | 间接 |
| PyPI | pyyaml | 6.0.2 | 间接 |
| PyPI | pyyaml-ft | 8.0.0 | 间接 |
| PyPI | pyzmq | 27.0.0 | 间接 |
| PyPI | quack-kernels | 0.5.0 | 间接 |
| PyPI | rapidfuzz | 3.14.5 | 间接 |
| PyPI | referencing | 0.36.2 | 间接 |
| PyPI | regex | 2026.5.9 | 间接 |
| PyPI | requests | 2.32.4 | 间接 |
| PyPI | rfc3339-validator | 0.1.4 | 间接 |
| PyPI | rfc3986-validator | 0.1.1 | 间接 |
| PyPI | rfc3987-syntax | 1.1.0 | 间接 |
| PyPI | rich-toolkit | 0.20.3 | 间接 |
| PyPI | rignore | 0.7.6 | 间接 |
| PyPI | rouge-score | 0.1.2 | 间接 |
| PyPI | rpds-py | 0.26.0 | 间接 |
| PyPI | s3fs | 2025.3.0 | 间接 |
| PyPI | s3transfer | 0.14.0 | 间接 |
| PyPI | sacrebleu | 2.6.0 | 间接 |
| PyPI | sacremoses | 0.2.0 | 间接 |
| PyPI | safehttpx | 0.1.7 | 间接 |
| PyPI | safetensors | 0.8.0 | 间接 |
| PyPI | saliency | 0.2.1 | 间接 |
| PyPI | scikit-image | 0.25.2 | 间接 |
| PyPI | scikit-image | 0.26.0 | 间接 |
| PyPI | scikit-learn | 1.7.2 | 间接 |
| PyPI | scikit-learn | 1.8.0 | 间接 |
| PyPI | scipy | 1.15.3 | 间接 |
| PyPI | scipy | 1.17.1 | 间接 |
| PyPI | semantic-version | 2.10.0 | 间接 |
| PyPI | semver | 3.0.4 | 间接 |
| PyPI | send2trash | 1.8.3 | 间接 |
| PyPI | sentry-sdk | 2.33.2 | 间接 |
| PyPI | setproctitle | 1.3.7 | 间接 |
| PyPI | setuptools | 80.9.0 | 间接 |
| PyPI | shap | 0.45.1 | 间接 |
| PyPI | shellingham | 1.5.4 | 间接 |
| PyPI | shortuuid | 1.0.13 | 间接 |
| PyPI | six | 1.17.0 | 间接 |
| PyPI | slicer | 0.0.8 | 间接 |
| PyPI | smmap | 5.0.2 | 间接 |
| PyPI | sniffio | 1.3.1 | 间接 |
| PyPI | snowballstemmer | 3.0.1 | 间接 |
| PyPI | soupsieve | 2.7 | 间接 |
| PyPI | sphinx | 7.4.7 | 间接 |
| PyPI | sphinx-autobuild | 2021.3.14 | 间接 |
| PyPI | sphinx-basic-ng | 1.0.0b2 | 间接 |
| PyPI | sphinxcontrib-applehelp | 2.0.0 | 间接 |
| PyPI | sphinxcontrib-devhelp | 2.0.0 | 间接 |
| PyPI | sphinxcontrib-htmlhelp | 2.1.0 | 间接 |
| PyPI | sphinxcontrib-jsmath | 1.0.1 | 间接 |
| PyPI | sphinxcontrib-napoleon | 0.7 | 间接 |
| PyPI | sphinxcontrib-qthelp | 2.0.0 | 间接 |
| PyPI | sphinxcontrib-serializinghtml | 2.0.0 | 间接 |
| PyPI | sqlitedict | 2.1.0 | 间接 |
| PyPI | sse-starlette | 3.4.5 | 间接 |
| PyPI | stack-data | 0.6.3 | 间接 |
| PyPI | starlette | 1.0.0 | 间接 |
| PyPI | supervisor | 4.3.0 | 间接 |
| PyPI | sympy | 1.14.0 | 间接 |
| PyPI | tabledata | 1.3.4 | 间接 |
| PyPI | tabulate | 0.9.0 | 间接 |
| PyPI | tcolorpy | 0.1.7 | 间接 |
| PyPI | tenacity | 9.1.4 | 间接 |
| PyPI | termcolor | 3.3.0 | 间接 |
| PyPI | terminado | 0.18.1 | 间接 |
| PyPI | textual | 6.2.1 | 间接 |
| PyPI | threadpoolctl | 3.6.0 | 间接 |
| PyPI | tifffile | 2025.5.10 | 间接 |
| PyPI | tifffile | 2026.3.3 | 间接 |
| PyPI | tiktoken | 0.13.0 | 间接 |
| PyPI | tilelang | 0.1.9 | 间接 |
| PyPI | timm | 1.0.27 | 间接 |
| PyPI | tinycss2 | 1.4.0 | 间接 |
| PyPI | tokenizers | 0.22.1 | 间接 |
| PyPI | tomli | 2.2.1 | 间接 |
| PyPI | tomlkit | 0.13.3 | 间接 |
| PyPI | torch-c-dlpack-ext | 0.1.5 | 间接 |
| PyPI | torchaudio | 2.11.0 | 间接 |
| PyPI | torchvision | 0.26.0 | 间接 |
| PyPI | tornado | 6.5.1 | 间接 |
| PyPI | traitlets | 5.14.3 | 间接 |
| PyPI | transformer-lens | 0.0.0 | 间接 |
| PyPI | triton | 3.6.0 | 间接 |
| PyPI | typepy | 1.3.5 | 间接 |
| PyPI | typer | 0.26.8 | 间接 |
| PyPI | types-python-dateutil | 2.9.0.20250708 | 间接 |
| PyPI | typing-inspection | 0.4.2 | 间接 |
| PyPI | tzdata | 2025.2 | 间接 |
| PyPI | uc-micro-py | 2.0.0 | 间接 |
| PyPI | universal-pathlib | 0.3.10 | 间接 |
| PyPI | uri-template | 1.3.0 | 间接 |
| PyPI | urllib3 | 2.5.0 | 间接 |
| PyPI | uvicorn | 0.44.0 | 间接 |
| PyPI | uvloop | 0.22.1 | 间接 |
| PyPI | vllm | 0.20.2 | 间接 |
| PyPI | wadler-lindig | 0.1.7 | 间接 |
| PyPI | watchfiles | 1.2.0 | 间接 |
| PyPI | wcwidth | 0.2.13 | 间接 |
| PyPI | webcolors | 24.11.1 | 间接 |
| PyPI | webencodings | 0.5.1 | 间接 |
| PyPI | websocket-client | 1.8.0 | 间接 |
| PyPI | websockets | 16.1 | 间接 |
| PyPI | werkzeug | 3.1.8 | 间接 |
| PyPI | widgetsnbextension | 4.0.14 | 间接 |
| PyPI | word2number | 1.1 | 间接 |
| PyPI | wrapt | 1.17.3 | 间接 |
| PyPI | xgrammar | 0.2.3 | 间接 |
| PyPI | xxhash | 3.5.0 | 间接 |
| PyPI | yarl | 1.20.1 | 间接 |
| PyPI | z3-solver | 4.15.4.0 | 间接 |
| PyPI | zipfile-zstd | 0.0.4 | 间接 |
| PyPI | zipp | 3.23.0 | 间接 |
| PyPI | zstandard | 0.25.0 | 间接 |
安装 pypi:transformer-lens@4.2.0 会引入 104 个包(直接与传递):其中 1 个存在已知公告,0 个为直接依赖。
| 软件包 | 版本 | 关系 | 严重程度 | 公告数 | 修复版本 |
|---|---|---|---|---|---|
| certifi | 2026.10.18 | 间接 | 高 | 2 | 2026.10.19 |
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。