MTEB: State-of-the-art evaluation of embeddings across languages and modalities
embeddings-benchmark/mteb 的健康指数为 100 分中的 95 分,处于「卓越」区间。 其得分最高的类别是Vitality(96/100),最低的是Security(51/100)。 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 82 经校准后在公布的指数量表上为 95(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 | mteb | 2.18.4 | - | 761 | 0 天前 | deep-learningtext-embeddingsembeddingsmultimodalbenchmarkretrievalinformation-retrieval |
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 |
| 36/36 | 提交节奏 — 52 周中有 52 周有提交 |
| 18/18 | 提交量 — 最近一年 1,172 次提交 |
| 10/10 | OpenSSF Scorecard:Maintained — 30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10 |
| commits_last_year | 1,172 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 52 |
| 27/27 | 有发布版本 — 已发布 100 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 0 天前 |
| 27/27 | 发布节奏 — 约每 3.1 天发布一次 |
| 0/10 | OpenSSF Scorecard:Signed-Releases — Project has not signed or included provenance with any releases. |
| releases_count | 100 |
| latest_release_tag | 2.18.4 |
| releases_from_tags | 否 |
| days_since_latest_release | 0 |
| mean_days_between_releases | 3.1 |
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?
| 57.2/60 | 星标 — 3,362 个星标 |
| 23.4/25 | 复刻 — 645 个复刻 |
| 6.7/15 | 关注者 — 17 位关注者 |
| forks | 645 |
| stars | 3,362 |
| watchers | 17 |
| 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 |
| 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 | — |
| has_contributing | 是 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| readme_badge_services | — |
| 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 |
| 16.2/22.5 | 提交分布 — 头号贡献者编写了 28% 的提交 |
| 13.5/13.5 | 贡献者广度 — 100 位贡献者 |
| 10/10 | OpenSSF Scorecard:Contributors — project has 36 contributing companies or organizations |
| bus_factor | 3 |
| contributors_sampled | 100 |
| top_contributor_share | 0.278 |
| 35.7/42 | 议题解决 — 85% 的议题已关闭 |
| 26.6/30 | PR 接受 — 已裁定的 PR 中 2,661/3,004 已合并 |
| 0/13 | Newcomer PR acceptance — 30 天内没有首次贡献者的 PR 得到裁决 |
| 10.5/15 | OpenSSF Scorecard:Code-Review — Found 21/30 approved changesets -- score normalized to 7 |
| merged_prs | 2,661 |
| open_issues | 270 |
| closed_issues | 1,531 |
| prs_merged_7d | — |
| prs_decided_7d | — |
| prs_merged_30d | — |
| prs_decided_30d | — |
| issue_closed_ratio | 0.85 |
| closed_unmerged_prs | 343 |
| first_time_authors_30d | — |
| first_time_prs_merged_30d | — |
| first_time_prs_decided_30d | — |
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 — 未读取该组织的域名验证状态 |
| 17/25 | 所有者影响力 — embeddings-benchmark 有 232 位关注者 |
| 16.2/25 | 既往记录 — 10 个公开仓库,账户约 4 年 |
| followers | 232 |
| owner_type | Organization |
| is_verified | — |
| owner_login | embeddings-benchmark |
| public_repos | 10 |
| account_age_days | 1,566 |
| 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 0 天前 |
| 20/20 | 版本历史 — 761 个已发布版本 |
| 20/20 | 未被弃用 — 活跃,未被弃用或撤回 |
| packages | mteb |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 0 |
基础的工程与文档实践是否到位?
| 24/24 | CI 工作流 — 15 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 — 25 out of 25 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://docs.mteb.org |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 19 个主题标签 |
| 0/10 | Wiki |
| topics | benchmark, clustering, information-retrieval, sentence-transformers, sts, text-embedding, retrieval, neural-search, semantic-search, sbert, text-classification, bitext-mining, reranking, multilingual-nlp, mteb, low-resource-nlp, multimodal, embeddings, evaluation |
| has_wiki | 否 |
| homepage | https://docs.mteb.org |
| docs_site | https://docs.mteb.org |
| 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 — 25 out of 25 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 |
| 5.2/7.5 | Code-Review — Found 21/30 approved changesets -- score normalized to 7 |
| 2.5/2.5 | Contributors — project has 36 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 9 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 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 — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 5.2 |
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) |
| 0/40 | 可读的提交历史 — 无数据 |
| has_llms_txt | 否 |
| llms_txt_url | — |
| legible_history_share | — |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
| 18/18 | 一条命令的引导启动 — Makefile |
| 22/22 | 自动化测试 |
| 11/11 | Lint / 格式化配置 |
| 11/11 | 静态类型检查 — mteb/py.typed |
| 10/10 | 可复现环境 — Dockerfile, lockfile |
| 0/10 | 已体现的代理实践 — 无数据 |
| 0/8 | 自动化维护 — 无数据 |
| 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 | Makefile |
| has_devcontainer | 否 |
| has_linter_config | 是 |
| typecheck_configs | mteb/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
| 27/45 | 可类型检查的代码 — Python,已配置类型检查(mteb/py.typed) |
| 54.7/55 | 可控的文件大小 — 采样的 1,717 个源文件中有 8 个超过 60KB |
| primary_language | Python |
| largest_source_bytes | 305,351 |
| source_files_sampled | 1,717 |
| oversized_source_files | 8 |
| 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 — notebooks |
| example_dirs | notebooks |
| has_mcp_signal | 否 |
| api_schema_files | — |
| interfaces_expected_of | — |
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 | 25 out of 25 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 |
| 7 | Code-Review | Found 21/30 approved changesets -- score normalized to 7 |
| 10 | Contributors | project has 36 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 9 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow 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 |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | datasets | >=2.19.0 | pyproject.toml |
| PyPI | numpy | >=1.23.0,<3.0.0 | pyproject.toml |
| PyPI | requests | >=2.26.0 | pyproject.toml |
| PyPI | scikit-learn | >=1.4.0 | pyproject.toml |
| PyPI | scipy | >=1.14.0 | pyproject.toml |
| PyPI | sentence_transformers | >=3.0.0 | pyproject.toml |
| PyPI | transformers | >=4.40.0,<6.0.0 | pyproject.toml |
| PyPI | typing-extensions | >=4.5.0 | pyproject.toml |
| PyPI | torch | >=2.0.0 | pyproject.toml |
| PyPI | tqdm | >1.0.0 | pyproject.toml |
| PyPI | rich | >=13.0.0 | pyproject.toml |
| PyPI | pytrec-eval-terrier | >=0.5.6 | pyproject.toml |
| PyPI | pydantic | >=2.11.0 | pyproject.toml |
| PyPI | polars | >=1.0.0 | pyproject.toml |
来自 GitHub 依赖图的完整解析依赖集合:26 个直接依赖与 518 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 | datasets | 5.0.0 | 直接 |
| PyPI | numpy | 1.26.4 | 直接 |
| PyPI | numpy | 2.2.6 | 直接 |
| PyPI | numpy | 2.3.5 | 直接 |
| PyPI | numpy | 2.4.6 | 直接 |
| PyPI | polars | 1.41.2 | 直接 |
| PyPI | pydantic | 2.12.4 | 直接 |
| PyPI | pytrec-eval-terrier | 0.5.10 | 直接 |
| PyPI | requests | 2.34.2 | 直接 |
| PyPI | rich | 15.0.0 | 直接 |
| PyPI | scikit-learn | 1.7.2 | 直接 |
| PyPI | scikit-learn | 1.9.0 | 直接 |
| PyPI | scipy | 1.15.3 | 直接 |
| PyPI | scipy | 1.17.1 | 直接 |
| PyPI | sentence-transformers | 5.3.0 | 直接 |
| PyPI | sentence-transformers | 5.5.1 | 直接 |
| PyPI | torch | 2.11.0 | 直接 |
| PyPI | torch | 2.8.0 | 直接 |
| PyPI | tqdm | 4.68.2 | 直接 |
| PyPI | transformers | 4.44.2 | 直接 |
| PyPI | transformers | 4.49.0 | 直接 |
| PyPI | transformers | 4.51.0 | 直接 |
| PyPI | transformers | 4.52.4 | 直接 |
| PyPI | transformers | 5.0.0 | 直接 |
| PyPI | transformers | 5.10.2 | 直接 |
| PyPI | typing-extensions | 4.15.0 | 直接 |
| PyPI | accelerate | 1.13.0 | 间接 |
| PyPI | aiofiles | 24.1.0 | 间接 |
| PyPI | aiohappyeyeballs | 2.6.2 | 间接 |
| PyPI | aiohttp | 3.14.1 | 间接 |
| PyPI | aiolimiter | 1.2.1 | 间接 |
| PyPI | aiosignal | 1.4.0 | 间接 |
| PyPI | altair | 6.2.1 | 间接 |
| PyPI | annotated-doc | 0.0.4 | 间接 |
| PyPI | annotated-types | 0.7.0 | 间接 |
| PyPI | anthropic | 0.109.1 | 间接 |
| PyPI | antlr4-python3-runtime | 4.9.3 | 间接 |
| PyPI | anyio | 4.13.0 | 间接 |
| PyPI | apache-tvm-ffi | 0.1.9 | 间接 |
| PyPI | arrow | 1.4.0 | 间接 |
| PyPI | asgiref | 3.11.1 | 间接 |
| PyPI | ast-serialize | 0.5.0 | 间接 |
| PyPI | astor | 0.8.1 | 间接 |
| PyPI | asttokens | 3.0.1 | 间接 |
| PyPI | async-timeout | 5.0.1 | 间接 |
| PyPI | attrs | 26.1.0 | 间接 |
| PyPI | audioop-lts | 0.2.2 | 间接 |
| PyPI | audioread | 3.1.0 | 间接 |
| PyPI | av | 17.1.0 | 间接 |
| PyPI | backports-strenum | 1.3.1 | 间接 |
| PyPI | beartype | 0.22.9 | 间接 |
| PyPI | beautifulsoup4 | 4.15.0 | 间接 |
| PyPI | bibtexparser | 1.4.4 | 间接 |
| PyPI | blake3 | 1.0.8 | 间接 |
| PyPI | bleach | 6.4.0 | 间接 |
| PyPI | blinker | 1.9.0 | 间接 |
| PyPI | blis | 1.3.3 | 间接 |
| PyPI | bm25s | 0.3.9 | 间接 |
| PyPI | braceexpand | 0.1.7 | 间接 |
| PyPI | brotli | 1.2.0 | 间接 |
| PyPI | cachetools | 7.1.4 | 间接 |
| PyPI | catalogue | 2.0.10 | 间接 |
| PyPI | cbor | 1.0.0 | 间接 |
| PyPI | cbor2 | 6.1.2 | 间接 |
| PyPI | certifi | 2026.5.20 | 间接 |
| PyPI | cffi | 2.0.0 | 间接 |
| PyPI | cfgv | 3.5.0 | 间接 |
| PyPI | charset-normalizer | 3.4.7 | 间接 |
| PyPI | click | 8.4.1 | 间接 |
| PyPI | cloudpathlib | 0.24.0 | 间接 |
| PyPI | cloudpickle | 3.1.2 | 间接 |
| PyPI | codecarbon | 2.7.1 | 间接 |
| PyPI | cohere | 5.14.0 | 间接 |
| PyPI | colorama | 0.4.6 | 间接 |
| PyPI | colpali-engine | 0.3.17 | 间接 |
| PyPI | compressed-tensors | 0.15.0.1 | 间接 |
| PyPI | confection | 1.3.3 | 间接 |
| PyPI | contexttimer | 0.3.3 | 间接 |
| PyPI | contourpy | 1.3.2 | 间接 |
| PyPI | contourpy | 1.3.3 | 间接 |
| PyPI | coverage | 7.14.1 | 间接 |
| PyPI | cryptography | 43.0.3 | 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 | 1.4.0 | 间接 |
| PyPI | cuda-toolkit | 13.0.2 | 间接 |
| PyPI | cycler | 0.12.1 | 间接 |
| PyPI | cymem | 2.0.13 | 间接 |
| PyPI | decorator | 5.3.1 | 间接 |
| PyPI | decord | 0.6.0 | 间接 |
| PyPI | deepmerge | 2.0 | 间接 |
| PyPI | depyf | 0.20.0 | 间接 |
| PyPI | detect-installer | 0.1.0 | 间接 |
| PyPI | dill | 0.4.1 | 间接 |
| PyPI | diskcache | 5.6.3 | 间接 |
| PyPI | distlib | 0.4.2 | 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 | easydict | 1.13 | 间接 |
| PyPI | einops | 0.8.2 | 间接 |
| PyPI | email-validator | 2.3.0 | 间接 |
| PyPI | evaluate | 0.4.6 | 间接 |
| PyPI | exceptiongroup | 1.3.1 | 间接 |
| PyPI | execnet | 2.1.2 | 间接 |
| PyPI | executing | 2.2.1 | 间接 |
| PyPI | fairscale | 0.4.4 | 间接 |
| PyPI | faiss-cpu | 1.14.2 | 间接 |
| PyPI | fast-plaid | 1.4.6.2110 | 间接 |
| PyPI | fastapi | 0.136.3 | 间接 |
| PyPI | fastapi-cli | 0.0.24 | 间接 |
| PyPI | fastapi-cloud-cli | 0.19.0 | 间接 |
| PyPI | fastar | 0.11.0 | 间接 |
| PyPI | fastavro | 1.12.2 | 间接 |
| PyPI | fastjsonschema | 2.21.2 | 间接 |
| PyPI | fastkmeans | 0.5.0 | 间接 |
| PyPI | fastsafetensors | 0.3.2 | 间接 |
| PyPI | ffmpeg-python | 0.2.0 | 间接 |
| PyPI | ffmpy | 1.0.0 | 间接 |
| PyPI | filelock | 3.29.1 | 间接 |
| PyPI | flagembedding | 1.3.4 | 间接 |
| PyPI | flash-attn | 2.8.3 | 间接 |
| PyPI | flashinfer-cubin | 0.6.11.post2 | 间接 |
| PyPI | flashinfer-python | 0.6.11.post2 | 间接 |
| PyPI | fonttools | 4.63.0 | 间接 |
| PyPI | frozenlist | 1.8.0 | 间接 |
| PyPI | fsspec | 2026.4.0 | 间接 |
| PyPI | ftfy | 6.3.1 | 间接 |
| PyPI | future | 1.0.0 | 间接 |
| PyPI | gguf | 0.19.0 | 间接 |
| PyPI | ghp-import | 2.1.0 | 间接 |
| PyPI | gitdb | 4.0.12 | 间接 |
| PyPI | gitpython | 3.1.50 | 间接 |
| PyPI | google-api-core | 2.25.2 | 间接 |
| PyPI | google-auth | 2.53.0 | 间接 |
| PyPI | google-cloud-aiplatform | 1.71.1 | 间接 |
| PyPI | google-cloud-bigquery | 3.41.0 | 间接 |
| PyPI | google-cloud-core | 2.6.0 | 间接 |
| PyPI | google-cloud-resource-manager | 1.17.0 | 间接 |
| PyPI | google-cloud-storage | 2.19.0 | 间接 |
| PyPI | google-crc32c | 1.8.0 | 间接 |
| PyPI | google-genai | 2.8.0 | 间接 |
| PyPI | google-resumable-media | 2.10.0 | 间接 |
| PyPI | googleapis-common-protos | 1.75.0 | 间接 |
| PyPI | gradio | 6.0.1 | 间接 |
| PyPI | gradio-client | 2.0.0 | 间接 |
| PyPI | greenlet | 3.5.1 | 间接 |
| PyPI | griffelib | 2.0.2 | 间接 |
| PyPI | gritlm | 1.0.2 | 间接 |
| PyPI | groovy | 0.1.2 | 间接 |
| PyPI | grpc-google-iam-v1 | 0.14.4 | 间接 |
| PyPI | grpcio | 1.81.0 | 间接 |
| PyPI | grpcio-status | 1.71.2 | 间接 |
| PyPI | h11 | 0.16.0 | 间接 |
| PyPI | h2 | 4.3.0 | 间接 |
| PyPI | hf-transfer | 0.1.9 | 间接 |
| PyPI | hf-xet | 1.5.1 | 间接 |
| PyPI | hpack | 4.1.0 | 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 | 0.4.0 | 间接 |
| PyPI | huggingface-hub | 0.36.2 | 间接 |
| PyPI | huggingface-hub | 1.18.0 | 间接 |
| PyPI | humming-kernels | 0.1.2 | 间接 |
| PyPI | hyperframe | 6.1.0 | 间接 |
| PyPI | hyperpyyaml | 1.2.3 | 间接 |
| PyPI | identify | 2.6.19 | 间接 |
| PyPI | idna | 3.18 | 间接 |
| PyPI | ijson | 3.5.0 | 间接 |
| PyPI | imageio | 2.37.3 | 间接 |
| PyPI | iniconfig | 2.3.0 | 间接 |
| PyPI | inscriptis | 2.7.1 | 间接 |
| PyPI | interegular | 0.3.3 | 间接 |
| PyPI | iopath | 0.1.10 | 间接 |
| PyPI | ipython | 8.39.0 | 间接 |
| PyPI | ipython | 9.14.1 | 间接 |
| PyPI | ipython-pygments-lexers | 1.1.1 | 间接 |
| PyPI | ir-datasets | 0.5.11 | 间接 |
| PyPI | iso639 | 0.1.4 | 间接 |
| PyPI | itsdangerous | 2.2.0 | 间接 |
| PyPI | jedi | 0.20.0 | 间接 |
| PyPI | jinja2 | 3.1.6 | 间接 |
| PyPI | jiter | 0.15.0 | 间接 |
| PyPI | jmespath | 1.1.0 | 间接 |
| PyPI | joblib | 1.5.3 | 间接 |
| PyPI | jsonpatch | 1.33 | 间接 |
| PyPI | jsonpointer | 3.1.1 | 间接 |
| PyPI | jsonschema | 4.26.0 | 间接 |
| PyPI | jsonschema-specifications | 2025.9.1 | 间接 |
| PyPI | jupyter-core | 5.9.1 | 间接 |
| PyPI | jupytext | 1.19.3 | 间接 |
| PyPI | kaggle | 1.7.4.5 | 间接 |
| PyPI | kaggle | 2.2.1 | 间接 |
| PyPI | kagglesdk | 0.1.28 | 间接 |
| PyPI | kiwisolver | 1.5.0 | 间接 |
| PyPI | langchain-core | 1.4.3 | 间接 |
| PyPI | langchain-protocol | 0.0.16 | 间接 |
| PyPI | langchain-text-splitters | 1.1.2 | 间接 |
| PyPI | langsmith | 0.8.11 | 间接 |
| PyPI | lark | 1.2.2 | 间接 |
| PyPI | lazy-loader | 0.5 | 间接 |
| PyPI | librosa | 0.10.2.post1 | 间接 |
| PyPI | librosa | 0.11.0 | 间接 |
| PyPI | librt | 0.11.0 | 间接 |
| PyPI | llguidance | 1.7.6 | 间接 |
| PyPI | llm2vec | 0.2.3 | 间接 |
| PyPI | llvmlite | 0.47.0 | 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 | lz4 | 4.4.5 | 间接 |
| PyPI | markdown | 3.10.2 | 间接 |
| PyPI | markdown-it-py | 4.2.0 | 间接 |
| PyPI | markupsafe | 3.0.3 | 间接 |
| PyPI | matplotlib | 3.10.9 | 间接 |
| PyPI | matplotlib-inline | 0.2.2 | 间接 |
| PyPI | maturin | 1.13.3 | 间接 |
| PyPI | mcp | 1.27.2 | 间接 |
| PyPI | mdit-py-plugins | 0.6.1 | 间接 |
| PyPI | mdurl | 0.1.2 | 间接 |
| PyPI | mergedeep | 1.3.4 | 间接 |
| PyPI | mistral-common | 1.11.3 | 间接 |
| PyPI | mkdocs | 1.6.1 | 间接 |
| PyPI | mkdocs-autorefs | 1.4.4 | 间接 |
| PyPI | mkdocs-get-deps | 0.2.2 | 间接 |
| PyPI | mkdocstrings | 1.0.4 | 间接 |
| PyPI | mkdocstrings-python | 2.0.4 | 间接 |
| PyPI | ml-dtypes | 0.5.4 | 间接 |
| PyPI | model-hosting-container-standards | 0.1.15 | 间接 |
| PyPI | model2vec | 0.8.2 | 间接 |
| PyPI | mpmath | 1.3.0 | 间接 |
| PyPI | msclap | 1.3.4 | 间接 |
| PyPI | msgpack | 1.1.2 | 间接 |
| PyPI | msgspec | 0.21.1 | 间接 |
| PyPI | mteb | 2.18.1 | 间接 |
| PyPI | multidict | 6.7.1 | 间接 |
| PyPI | multiprocess | 0.70.19 | 间接 |
| PyPI | muq | 0.1.0 | 间接 |
| PyPI | murmurhash | 1.0.15 | 间接 |
| PyPI | mypy | 2.1.0 | 间接 |
| PyPI | mypy-extensions | 1.1.0 | 间接 |
| PyPI | narwhals | 2.22.1 | 间接 |
| PyPI | nbformat | 5.10.4 | 间接 |
| PyPI | networkx | 3.4.2 | 间接 |
| PyPI | networkx | 3.6.1 | 间接 |
| PyPI | ninja | 1.11.1.4 | 间接 |
| PyPI | ninja | 1.13.0 | 间接 |
| PyPI | nnaudio | 0.3.4 | 间接 |
| PyPI | nodeenv | 1.10.0 | 间接 |
| PyPI | numba | 0.65.0 | 间接 |
| PyPI | numkong | 7.7.0 | 间接 |
| PyPI | numpy-typing-compat | 20251206.1.25 | 间接 |
| PyPI | numpy-typing-compat | 20251206.2.3 | 间接 |
| PyPI | numpy-typing-compat | 20251206.2.4 | 间接 |
| PyPI | nvidia-cublas | 13.1.0.3 | 间接 |
| PyPI | nvidia-cublas-cu12 | 12.8.4.1 | 间接 |
| PyPI | nvidia-cuda-cccl | 13.3.3.3.1 | 间接 |
| PyPI | nvidia-cuda-crt | 13.3.33 | 间接 |
| PyPI | nvidia-cuda-cupti | 13.0.85 | 间接 |
| PyPI | nvidia-cuda-cupti-cu12 | 12.8.90 | 间接 |
| PyPI | nvidia-cuda-nvcc | 13.3.33 | 间接 |
| PyPI | nvidia-cuda-nvrtc | 13.0.88 | 间接 |
| PyPI | nvidia-cuda-nvrtc-cu12 | 12.8.93 | 间接 |
| PyPI | nvidia-cuda-runtime | 13.0.96 | 间接 |
| PyPI | nvidia-cuda-runtime-cu12 | 12.8.90 | 间接 |
| PyPI | nvidia-cudnn-cu12 | 9.10.2.21 | 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-cufft-cu12 | 11.3.3.83 | 间接 |
| PyPI | nvidia-cufile | 1.15.1.6 | 间接 |
| PyPI | nvidia-cufile-cu12 | 1.13.1.3 | 间接 |
| PyPI | nvidia-curand | 10.4.0.35 | 间接 |
| PyPI | nvidia-curand-cu12 | 10.3.9.90 | 间接 |
| PyPI | nvidia-cusolver | 12.0.4.66 | 间接 |
| PyPI | nvidia-cusolver-cu12 | 11.7.3.90 | 间接 |
| PyPI | nvidia-cusparse | 12.6.3.3 | 间接 |
| PyPI | nvidia-cusparse-cu12 | 12.5.8.93 | 间接 |
| PyPI | nvidia-cusparselt-cu12 | 0.7.1 | 间接 |
| PyPI | nvidia-cusparselt-cu13 | 0.8.0 | 间接 |
| PyPI | nvidia-cutlass-dsl | 4.5.2 | 间接 |
| PyPI | nvidia-cutlass-dsl-libs-base | 4.5.2 | 间接 |
| PyPI | nvidia-cutlass-dsl-libs-cu13 | 4.5.2 | 间接 |
| PyPI | nvidia-ml-py | 13.610.43 | 间接 |
| PyPI | nvidia-nccl-cu12 | 2.27.3 | 间接 |
| PyPI | nvidia-nccl-cu13 | 2.28.9 | 间接 |
| PyPI | nvidia-nvjitlink | 13.0.88 | 间接 |
| PyPI | nvidia-nvjitlink-cu12 | 12.8.93 | 间接 |
| PyPI | nvidia-nvshmem-cu13 | 3.4.5 | 间接 |
| PyPI | nvidia-nvtx | 13.0.85 | 间接 |
| PyPI | nvidia-nvtx-cu12 | 12.8.90 | 间接 |
| PyPI | nvidia-nvvm | 13.3.33 | 间接 |
| PyPI | octen | 0.4.0 | 间接 |
| PyPI | omegaconf | 2.3.0 | 间接 |
| PyPI | open-clip-torch | 2.31.0 | 间接 |
| PyPI | openai | 2.41.0 | 间接 |
| PyPI | openai-harmony | 0.0.8 | 间接 |
| PyPI | opencv-python-headless | 4.13.0.92 | 间接 |
| PyPI | opencv-python-headless | 4.5.5.64 | 间接 |
| PyPI | opendatasets | 0.1.22 | 间接 |
| PyPI | opentelemetry-api | 1.42.1 | 间接 |
| PyPI | opentelemetry-exporter-otlp | 1.42.1 | 间接 |
| PyPI | opentelemetry-exporter-otlp-proto-common | 1.42.1 | 间接 |
| PyPI | opentelemetry-exporter-otlp-proto-grpc | 1.42.1 | 间接 |
| PyPI | opentelemetry-exporter-otlp-proto-http | 1.42.1 | 间接 |
| PyPI | opentelemetry-instrumentation | 0.63b1 | 间接 |
| PyPI | opentelemetry-instrumentation-asgi | 0.63b1 | 间接 |
| PyPI | opentelemetry-instrumentation-fastapi | 0.63b1 | 间接 |
| PyPI | opentelemetry-proto | 1.42.1 | 间接 |
| PyPI | opentelemetry-sdk | 1.42.1 | 间接 |
| PyPI | opentelemetry-semantic-conventions | 0.63b1 | 间接 |
| PyPI | opentelemetry-semantic-conventions-ai | 0.5.1 | 间接 |
| PyPI | opentelemetry-util-http | 0.63b1 | 间接 |
| PyPI | optype | 0.17.1 | 间接 |
| PyPI | optype | 0.9.3 | 间接 |
| PyPI | orjson | 3.11.9 | 间接 |
| PyPI | outlines-core | 0.2.14 | 间接 |
| PyPI | packaging | 26.2 | 间接 |
| PyPI | pandas | 2.3.3 | 间接 |
| PyPI | pandas-stubs | 2.3.3.260113 | 间接 |
| PyPI | pandas-stubs | 3.0.3.260530 | 间接 |
| PyPI | parso | 0.8.7 | 间接 |
| PyPI | partial-json-parser | 0.2.1.1.post7 | 间接 |
| PyPI | pathspec | 1.1.1 | 间接 |
| PyPI | peft | 0.17.1 | 间接 |
| PyPI | peft | 0.19.1 | 间接 |
| PyPI | pexpect | 4.9.0 | 间接 |
| PyPI | pillow | 12.2.0 | 间接 |
| PyPI | platformdirs | 4.10.0 | 间接 |
| PyPI | playwright | 1.60.0 | 间接 |
| PyPI | plotly | 5.24.1 | 间接 |
| PyPI | pluggy | 1.6.0 | 间接 |
| PyPI | polars-runtime-32 | 1.41.2 | 间接 |
| PyPI | pooch | 1.9.0 | 间接 |
| PyPI | portalocker | 3.2.0 | 间接 |
| PyPI | pre-commit | 4.6.0 | 间接 |
| PyPI | preshed | 3.0.13 | 间接 |
| PyPI | prometheus-client | 0.25.0 | 间接 |
| PyPI | prometheus-fastapi-instrumentator | 7.1.0 | 间接 |
| PyPI | prompt-toolkit | 3.0.52 | 间接 |
| PyPI | propcache | 0.5.2 | 间接 |
| PyPI | proto-plus | 1.28.0 | 间接 |
| PyPI | protobuf | 5.29.6 | 间接 |
| PyPI | psutil | 7.2.2 | 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 | 24.0.0 | 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 | pycocoevalcap | 1.2 | 间接 |
| PyPI | pycocotools | 2.0.11 | 间接 |
| PyPI | pycountry | 26.2.16 | 间接 |
| PyPI | pycparser | 3.0 | 间接 |
| PyPI | pydantic-core | 2.41.5 | 间接 |
| PyPI | pydantic-extra-types | 2.11.1 | 间接 |
| PyPI | pydantic-settings | 2.14.1 | 间接 |
| PyPI | pydeck | 0.9.2 | 间接 |
| PyPI | pydub | 0.25.1 | 间接 |
| PyPI | pyee | 13.0.1 | 间接 |
| PyPI | pyelftools | 0.33 | 间接 |
| PyPI | pygithub | 2.9.1 | 间接 |
| PyPI | pygments | 2.20.0 | 间接 |
| PyPI | pyjwt | 2.13.0 | 间接 |
| PyPI | pylate | 1.5.1 | 间接 |
| PyPI | pymdown-extensions | 10.21.3 | 间接 |
| PyPI | pymongo | 4.17.0 | 间接 |
| PyPI | pynacl | 1.6.2 | 间接 |
| PyPI | pynvml | 13.0.1 | 间接 |
| PyPI | pyparsing | 3.3.2 | 间接 |
| PyPI | pystemmer | 3.1.0 | 间接 |
| PyPI | pytest | 8.3.5 | 间接 |
| PyPI | pytest-cov | 7.1.0 | 间接 |
| PyPI | pytest-cover | 3.0.0 | 间接 |
| PyPI | pytest-coverage | 0.0 | 间接 |
| PyPI | pytest-rerunfailures | 15.1 | 间接 |
| PyPI | pytest-xdist | 3.6.1 | 间接 |
| PyPI | python-dateutil | 2.9.0.post0 | 间接 |
| PyPI | python-discovery | 1.4.0 | 间接 |
| PyPI | python-dotenv | 1.2.2 | 间接 |
| PyPI | python-json-logger | 4.1.0 | 间接 |
| PyPI | python-magic | 0.4.27 | 间接 |
| PyPI | python-multipart | 0.0.32 | 间接 |
| PyPI | python-slugify | 8.0.4 | 间接 |
| PyPI | pytz | 2026.2 | 间接 |
| PyPI | pywin32 | 312 | 间接 |
| PyPI | pyyaml | 6.0.3 | 间接 |
| PyPI | pyyaml-env-tag | 1.1 | 间接 |
| PyPI | pyzmq | 27.1.0 | 间接 |
| PyPI | quack-kernels | 0.5.0 | 间接 |
| PyPI | questionary | 2.1.1 | 间接 |
| PyPI | qwen-omni-utils | 0.0.9 | 间接 |
| PyPI | qwen-vl-utils | 0.0.14 | 间接 |
| PyPI | rapidfuzz | 3.14.5 | 间接 |
| PyPI | referencing | 0.37.0 | 间接 |
| PyPI | regex | 2026.5.9 | 间接 |
| PyPI | requests-toolbelt | 1.0.0 | 间接 |
| PyPI | rich-toolkit | 0.20.1 | 间接 |
| PyPI | rignore | 0.7.6 | 间接 |
| PyPI | rpds-py | 0.30.0 | 间接 |
| PyPI | rpds-py | 2026.5.1 | 间接 |
| PyPI | ruamel-yaml | 0.18.17 | 间接 |
| PyPI | ruamel-yaml-clib | 0.2.15 | 间接 |
| PyPI | ruff | 0.14.0 | 间接 |
| PyPI | safehttpx | 0.1.7 | 间接 |
| PyPI | safetensors | 0.8.0 | 间接 |
| PyPI | salesforce-lavis | 1.0.0 | 间接 |
| PyPI | sauerkrautlm-colpali | 0.1.0 | 间接 |
| PyPI | scikit-image | 0.25.2 | 间接 |
| PyPI | scikit-image | 0.26.0 | 间接 |
| PyPI | scipy-stubs | 1.15.3.0 | 间接 |
| PyPI | scipy-stubs | 1.17.1.5 | 间接 |
| PyPI | semantic-version | 2.10.0 | 间接 |
| PyPI | sentencepiece | 0.2.1 | 间接 |
| PyPI | sentry-sdk | 2.62.0 | 间接 |
| PyPI | setproctitle | 1.3.7 | 间接 |
| PyPI | setuptools | 80.10.2 | 间接 |
| PyPI | shapely | 2.1.2 | 间接 |
| PyPI | shellingham | 1.5.4 | 间接 |
| PyPI | six | 1.17.0 | 间接 |
| PyPI | smart-open | 7.6.1 | 间接 |
| PyPI | smmap | 5.0.3 | 间接 |
| PyPI | sniffio | 1.3.1 | 间接 |
| PyPI | soundfile | 0.14.0 | 间接 |
| PyPI | soupsieve | 2.8.4 | 间接 |
| PyPI | soxr | 1.1.0 | 间接 |
| PyPI | spacy | 3.8.14 | 间接 |
| PyPI | spacy-legacy | 3.0.12 | 间接 |
| PyPI | spacy-loggers | 1.0.5 | 间接 |
| PyPI | speechbrain | 1.1.0 | 间接 |
| PyPI | srsly | 2.5.3 | 间接 |
| PyPI | sse-starlette | 3.4.4 | 间接 |
| PyPI | stack-data | 0.6.3 | 间接 |
| PyPI | standard-aifc | 3.13.0 | 间接 |
| PyPI | standard-chunk | 3.13.0 | 间接 |
| PyPI | standard-sunau | 3.13.0 | 间接 |
| PyPI | starlette | 0.52.1 | 间接 |
| PyPI | streamlit | 1.58.0 | 间接 |
| PyPI | supervisor | 4.3.0 | 间接 |
| PyPI | sympy | 1.14.0 | 间接 |
| PyPI | tabulate | 0.10.0 | 间接 |
| PyPI | tenacity | 9.1.4 | 间接 |
| PyPI | tencentcloud-sdk-python-common | 3.1.111 | 间接 |
| PyPI | tencentcloud-sdk-python-lkeap | 3.1.102 | 间接 |
| PyPI | text-unidecode | 1.3 | 间接 |
| PyPI | thinc | 8.3.13 | 间接 |
| PyPI | threadpoolctl | 3.6.0 | 间接 |
| PyPI | tifffile | 2025.5.10 | 间接 |
| PyPI | tifffile | 2026.3.3 | 间接 |
| PyPI | tifffile | 2026.6.1 | 间接 |
| PyPI | tiktoken | 0.13.0 | 间接 |
| PyPI | tilelang | 0.1.9 | 间接 |
| PyPI | timm | 0.4.12 | 间接 |
| PyPI | timm | 1.0.27 | 间接 |
| PyPI | tokenizers | 0.19.1 | 间接 |
| PyPI | tokenizers | 0.21.4 | 间接 |
| PyPI | tokenizers | 0.22.2 | 间接 |
| PyPI | tokenspeed-mla | 0.1.2 | 间接 |
| PyPI | tokenspeed-triton | 3.7.10.post20260531 | 间接 |
| PyPI | toml | 0.10.2 | 间接 |
| PyPI | tomli | 2.4.1 | 间接 |
| PyPI | tomlkit | 0.13.3 | 间接 |
| PyPI | torch-c-dlpack-ext | 0.1.5 | 间接 |
| PyPI | torch-vggish-yamnet | 0.2.1 | 间接 |
| PyPI | torchaudio | 2.11.0 | 间接 |
| PyPI | torchcodec | 0.14.0 | 间接 |
| PyPI | torchlibrosa | 0.1.0 | 间接 |
| PyPI | torchvision | 0.23.0 | 间接 |
| PyPI | torchvision | 0.26.0 | 间接 |
| PyPI | traitlets | 5.15.1 | 间接 |
| PyPI | trec-car-tools | 2.6 | 间接 |
| PyPI | triton | 3.4.0 | 间接 |
| PyPI | triton | 3.6.0 | 间接 |
| PyPI | typer | 0.25.1 | 间接 |
| PyPI | typer-slim | 0.24.0 | 间接 |
| PyPI | types-cachetools | 7.0.0.20260518 | 间接 |
| PyPI | types-colorama | 0.4.15.20260508 | 间接 |
| PyPI | types-defusedxml | 0.7.0.20260504 | 间接 |
| PyPI | types-docutils | 0.22.3.20260518 | 间接 |
| PyPI | types-gevent | 26.4.0.20260518 | 间接 |
| PyPI | types-greenlet | 3.5.0.20260518 | 间接 |
| PyPI | types-networkx | 3.6.1.20260518 | 间接 |
| PyPI | types-openpyxl | 3.1.5.20260518 | 间接 |
| PyPI | types-protobuf | 7.34.1.20260518 | 间接 |
| PyPI | types-psutil | 7.2.2.20260518 | 间接 |
| PyPI | types-pygments | 2.20.0.20260518 | 间接 |
| PyPI | types-pysocks | 1.7.1.20260518 | 间接 |
| PyPI | types-python-dateutil | 2.9.0.20260518 | 间接 |
| PyPI | types-pytz | 2026.2.0.20260518 | 间接 |
| PyPI | types-pywin32 | 312.0.0.20260609 | 间接 |
| PyPI | types-pyyaml | 6.0.12.20260518 | 间接 |
| PyPI | types-regex | 2026.5.9.20260518 | 间接 |
| PyPI | types-requests | 2.33.0.20260518 | 间接 |
| PyPI | types-setuptools | 82.0.0.20260518 | 间接 |
| PyPI | types-simplejson | 3.20.0.20260518 | 间接 |
| PyPI | types-tabulate | 0.10.0.20260508 | 间接 |
| PyPI | types-tensorflow | 2.18.0.20260610 | 间接 |
| PyPI | types-tqdm | 4.68.0.20260608 | 间接 |
| PyPI | types-xlrd | 2.0.0.20260518 | 间接 |
| PyPI | typing-inspection | 0.4.2 | 间接 |
| PyPI | typos | 1.47.2 | 间接 |
| PyPI | tzdata | 2026.2 | 间接 |
| PyPI | ujson | 5.12.0 | 间接 |
| PyPI | unlzw3 | 0.2.3 | 间接 |
| PyPI | urllib3 | 2.7.0 | 间接 |
| PyPI | usearch | 2.25.3 | 间接 |
| PyPI | uuid-utils | 0.16.0 | 间接 |
| PyPI | uvicorn | 0.49.0 | 间接 |
| PyPI | uvloop | 0.22.1 | 间接 |
| PyPI | vertexai | 1.71.1 | 间接 |
| PyPI | virtualenv | 21.4.2 | 间接 |
| PyPI | vllm | 0.22.1 | 间接 |
| PyPI | volcengine-python-sdk | 3.0.2 | 间接 |
| PyPI | voyageai | 0.3.2 | 间接 |
| PyPI | voyageai | 0.4.0 | 间接 |
| PyPI | wandb | 0.27.2 | 间接 |
| PyPI | warc3-wet | 0.2.5 | 间接 |
| PyPI | warc3-wet-clueweb09 | 0.2.5 | 间接 |
| PyPI | wasabi | 1.1.3 | 间接 |
| PyPI | watchdog | 6.0.0 | 间接 |
| PyPI | watchfiles | 1.2.0 | 间接 |
| PyPI | wav2clip | 0.1.0 | 间接 |
| PyPI | wcwidth | 0.8.1 | 间接 |
| PyPI | weasel | 1.0.0 | 间接 |
| PyPI | webdataset | 1.0.2 | 间接 |
| PyPI | webencodings | 0.5.1 | 间接 |
| PyPI | websockets | 16.0 | 间接 |
| PyPI | wheel | 0.47.0 | 间接 |
| PyPI | win32-setctime | 1.2.0 | 间接 |
| PyPI | wrapt | 2.2.1 | 间接 |
| PyPI | x-clip | 0.14.4 | 间接 |
| PyPI | xformers | 0.0.32.post2 | 间接 |
| PyPI | xformers | 0.0.35 | 间接 |
| PyPI | xgrammar | 0.2.1 | 间接 |
| PyPI | xxhash | 3.7.0 | 间接 |
| PyPI | yarl | 1.24.2 | 间接 |
| PyPI | z3-solver | 4.15.4.0 | 间接 |
| PyPI | zensical | 0.0.45 | 间接 |
| PyPI | zlib-state | 0.1.12 | 间接 |
| PyPI | zstandard | 0.25.0 | 间接 |
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