公开记录
软件健康报告模式 0.26.0 · 指标 1.13.0 · 2026-07-21 23:22 UTC

apache / datafusion

Apache DataFusion SQL Query Engine

RustApache-2.0★ 9,004 星标⑂ 2,250 复刻始于 2021年4月在 GitHub 上查看 ↗

apache/datafusion 的健康指数为 100 分中的 86 分,处于「优秀」区间。 其得分最高的类别是Vitality(95/100),最低的是Security(76/100)。 最近一次更新在今天。 近期的大部分工作由 13 位贡献者完成。

86
总分 / 100
优秀

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;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 49(有风险)的上限。AI 就绪度不计入总体分。

86
优秀85-100堪称典范;基本满足所有检验标准
良好70-84健康;仅有轻微不足
中等50-69可接受,但存在明显不足;建议进行审查
存在风险30-49存在重大薄弱环节;采用时应保持审慎
危急1-29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。

所有权

23,513 关注者3,146 个公开仓库始于 2009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
crates.iotest-utils指向其他仓库——不计分0.4.04051419 天前
crates.iodatafusion-cli54.1.016,224620 天前

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?

95优秀 · 占总体的 22%
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 3,129 次提交
10/10OpenSSF Scorecard:Maintained — 30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year3,129
human_commit_share0.89
days_since_last_push0
active_weeks_last_year52

发布纪律

88优秀
评分方式
16.2/27有发布版本 — 100 个版本标签(无 GitHub 发布版本)
36/36发布时效 — 最近一次发布版本于 3 天前
27/27发布节奏 — 约每 13.8 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count100
latest_release_tag54.1.0
releases_from_tags
days_since_latest_release3
mean_days_between_releases13.8
已排除计分(无数据或不适用):OpenSSF Scorecard:Signed-Releases。 其余权重已重新归一化。

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?

88优秀 · 占总体的 18%
评分方式
60/60星标 — 9,004 个星标
25/25复刻 — 2,250 个复刻
11.4/15关注者 — 114 位关注者
所用输入
forks2,250
stars9,004
watchers114
growth_stateorganic
growth_factor_pct100

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
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template
评分方式
56.1/80月度下载量 — crates 合计每月 16,224 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
packagesdatafusion-cli
dependents
ecosystemscrates
total_downloads214,452
monthly_downloads16,224
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?

90优秀 · 占总体的 24%
评分方式
54/54巴士系数 — 13 位贡献者贡献了半数提交
18.7/22.5提交分布 — 头号贡献者编写了 17% 的提交
13.5/13.5贡献者广度 — 99 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 80 contributing companies or organizations
所用输入
bus_factor13
contributors_sampled99
top_contributor_share0.171
评分方式
37.4/46.8议题解决 — 80% 的议题已关闭
30.5/38.3PR 接受 — 已裁定的 PR 中 11,501/14,407 已合并
15/15OpenSSF Scorecard:Code-Review — all changesets reviewed
所用输入
merged_prs11,501
open_issues1,741
closed_issues6,962
issue_closed_ratio0.8
closed_unmerged_prs2,906
评分方式
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 — apache 有 23,513 位关注者
25/25既往记录 — 3,146 个公开仓库,账户约 17 年
所用输入
followers23,513
owner_typeOrganization
is_verified
owner_loginapache
public_repos3,146
account_age_days6,394
评分方式
25/25已发布且可解析 — crates 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 — 62 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
packagesdatafusion-cli
ecosystemscrates
any_deprecated
min_days_since_publish0

工程质量

基础的工程与文档实践是否到位?

80良好 · 占总体的 20%

工程实践

74良好
评分方式
24/24CI 工作流 — 15 个工作流
24/24存在测试
0/16Linter 配置
0/9.6Pre-commit 钩子
6.4/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

90优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — https://datafusion.apache.org/
10/10仓库描述
10/10主题标签 — 9 个主题标签
0/10Wiki
所用输入
topicsarrow, big-data, dataframe, datafusion, olap, python, query-engine, rust, sql
has_wiki
homepagehttps://datafusion.apache.org/
has_readme
has_docs_dir
has_description

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?

76良好 · 占总体的 16%

安全态势

70良好
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — 无数据
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 80 contributing companies or organizations
0/10Dangerous-Workflow — 无数据
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
7.5/7.5Maintained — 30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — 无数据
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
5/5SAST — SAST tool is run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — 无数据
0/7.5Token-Permissions — 无数据
0/7.5Vulnerabilities — 31 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated13
scorecard_versionv5.5.0
checks_inconclusive5
scorecard_aggregate7
已排除计分(无数据或不适用):branch_protection, dangerous_workflow, packaging, signed_releases, token_permissions。 其余权重已重新归一化。
评分方式
35/35直接依赖不含已知公告 — 没有直接依赖携带已知公告
0/25间接依赖不含已知公告 — 在此范围内,传递依赖集合无法与开发和测试依赖区分
0/40没有长期未处理的公告 — 没有公告带有发布日期
所用输入
sourceosv
advisories33
affected_packages24
assessed_packages1,199
unassessed_packages69
affected_by_severityhigh 13, moderate 4, low 2, unknown 5
direct_affected_packages0
已排除计分(无数据或不适用):间接依赖不含已知公告, 没有长期未处理的公告。 其余权重已重新归一化。 已将 1199 个已解析依赖与 OSV 比对。 有 69 项无法评估——没有已解析的版本、生态系统不受支持,或超出所报告的软件包清单。 该仓库未发布任何索引可解析的软件包,因此改为评估仓库依赖图。该图将开发与测试版本固定同交付的依赖混在一起,因此仅对声明的运行时依赖计分;传递性发现仅作为背景信息列出,不计入评分。 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?这是一枚独立的实验性徽章——权重为 0.0,因此单独呈现,不影响总体健康评分。

88优秀 · 占总体的 0%
评分方式
45/45代理指令 — AGENTS.md, CLAUDE.md
15/15机器可读文档(llms.txt) — 存在 llms.txt
40/40可读的提交历史 — 89 次人类提交中有 89 次说明了意图(结构化标题或解释性正文)
所用输入
has_llms_txt
legible_history_share1
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes2,033
评分方式
18/18一条命令的引导启动 — docs/Makefile
22/22自动化测试
0/11Lint / 格式化配置
11/11静态类型检查 — Rust(静态类型)
10/10可复现环境 — devcontainer, Dockerfile, lockfile
10/10已体现的代理实践 — 最近 100 次提交中有 8 次由代理编写或署名代理
8/8自动化维护 — 最近 100 次提交中有 11 次为自动依赖更新
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfilesCargo.lock, package-lock.json, uv.lock
has_dockerfile
typed_language
bootstrap_filesdocs/Makefile
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0.08
toolchain_manifestsCargo.toml, benchmarks/Cargo.toml, datafusion-cli/Cargo.toml, datafusion-examples/Cargo.toml, datafusion-examples/examples/ffi/ffi_example_table_provider/Cargo.toml, datafusion-examples/examples/ffi/ffi_module_interface/Cargo.toml, datafusion-examples/examples/ffi/ffi_module_loader/Cargo.toml, datafusion/catalog-listing/Cargo.toml, datafusion/catalog/Cargo.toml, datafusion/common-runtime/Cargo.toml, datafusion/common/Cargo.toml, datafusion/core/Cargo.toml, datafusion/datasource-arrow/Cargo.toml, datafusion/datasource-avro/Cargo.toml, datafusion/datasource-csv/Cargo.toml, datafusion/datasource-json/Cargo.toml, datafusion/datasource-parquet/Cargo.toml, datafusion/datasource/Cargo.toml, datafusion/doc/Cargo.toml, datafusion/execution/Cargo.toml, datafusion/expr-common/Cargo.toml, datafusion/expr/Cargo.toml, datafusion/ffi/Cargo.toml, datafusion/functions-aggregate-common/Cargo.toml, datafusion/functions-aggregate/Cargo.toml, datafusion/functions-nested/Cargo.toml, datafusion/functions-table/Cargo.toml, datafusion/functions-window-common/Cargo.toml, datafusion/functions-window/Cargo.toml, datafusion/functions/Cargo.toml, datafusion/macros/Cargo.toml, datafusion/optimizer/Cargo.toml, datafusion/physical-expr-adapter/Cargo.toml, datafusion/physical-expr-common/Cargo.toml, datafusion/physical-expr/Cargo.toml, datafusion/physical-optimizer/Cargo.toml, datafusion/physical-plan/Cargo.toml, datafusion/proto-common/Cargo.toml, datafusion/proto-common/gen/Cargo.toml, datafusion/proto-models/Cargo.toml, datafusion/proto-models/gen/Cargo.toml, datafusion/proto/Cargo.toml, datafusion/pruning/Cargo.toml, datafusion/session/Cargo.toml, datafusion/spark/Cargo.toml, datafusion/sql/Cargo.toml, datafusion/sqllogictest/Cargo.toml, datafusion/substrait/Cargo.toml, datafusion/wasmtest/Cargo.toml, dev/depcheck/Cargo.toml, test-utils/Cargo.toml
dependency_bot_commit_share0.11
评分方式
45/45可类型检查的代码 — Rust(静态类型)
51.8/55可控的文件大小 — 采样的 1,642 个源文件中有 97 个超过 60KB
所用输入
primary_languageRust
largest_source_bytes452,642
source_files_sampled1,642
oversized_source_files97
评分方式
40/40API 模式(OpenAPI/GraphQL/proto) — datafusion/proto-common/proto/datafusion_common.proto, datafusion/proto-models/proto/datafusion.proto
0/20MCP 服务器
40/40可运行示例 — examples
所用输入
example_dirsexamples
has_mcp_signal
api_schema_filesdatafusion/proto-common/proto/datafusion_common.proto, datafusion/proto-models/proto/datafusion.proto

关键数据

9,004GitHub 星标
99贡献者
3,129最近 12 个月提交数
0距最近推送天数
100发布版本数
13巴士系数(bus factor)
1,741开放议题
crates.io, PyPI软件包生态系统数

数据采集警告

  • Could not fetch pypi package 'datafusion-dev' from its registry
  • crates package 'test-utils' points at a different repository (https://github.com/Aeradriel/rs_test_utils.git); excluded from ecosystem scoring
  • Could not fetch crates package 'datafusion-examples' from its registry

更多细节

Star 与 Fork 历史 9,004 ★ / 2,250 ⇿
9,004Star
2,250Fork
54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。

02,0004,0006,0008,00010,0009,0042,250462025-012025-102026-07
主版本 10次版本 10修订 4

每个点涵盖 2 天。

OpenSSF Scorecard 7.0 / 10
7.0综合

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)。Scorecard v5.5.0 · 2026-07-21 23:22 UTC

10Binary-Artifactsno binaries found in the repo
不适用Branch-Protectioninternal 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
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 80 contributing companies or organizations
不适用Dangerous-Workflowno workflows found
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10
不适用Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
不适用Signed-Releasesno releases found
不适用Token-PermissionsNo tokens found
0Vulnerabilities31 existing vulnerabilities detected
直接依赖 35
注册表软件包版本约束清单文件
crates.ioarrowdatafusion-cli/Cargo.toml
crates.ioasync-traitdatafusion-cli/Cargo.toml
crates.ioaws-config1.8.18datafusion-cli/Cargo.toml
crates.ioaws-credential-types1.2.13datafusion-cli/Cargo.toml
crates.iochronodatafusion-cli/Cargo.toml
crates.ioclap4.5.60datafusion-cli/Cargo.toml
crates.iodatafusiondatafusion-cli/Cargo.toml
crates.iodatafusion-commondatafusion-cli/Cargo.toml
crates.iodirs6.0.0datafusion-cli/Cargo.toml
crates.ioenv_loggerdatafusion-cli/Cargo.toml
crates.iofuturesdatafusion-cli/Cargo.toml
crates.iologdatafusion-cli/Cargo.toml
crates.iomimalloc0.1datafusion-cli/Cargo.toml
crates.ioobject_storedatafusion-cli/Cargo.toml
crates.ioparking_lotdatafusion-cli/Cargo.toml
crates.ioparquetdatafusion-cli/Cargo.toml
crates.ioregexdatafusion-cli/Cargo.toml
crates.iorustyline18.0datafusion-cli/Cargo.toml
crates.iotokiodatafusion-cli/Cargo.toml
crates.iourldatafusion-cli/Cargo.toml
crates.ioarrowdatafusion-examples/Cargo.toml
crates.ioarrow-schemadatafusion-examples/Cargo.toml
crates.iodatafusiondatafusion-examples/Cargo.toml
crates.iodatafusion-commondatafusion-examples/Cargo.toml
crates.ionom8.0.0datafusion-examples/Cargo.toml
crates.iotempfiledatafusion-examples/Cargo.toml
crates.iotokiodatafusion-examples/Cargo.toml
PyPItomlkitdev/pyproject.toml
PyPIPyGithubdev/pyproject.toml
PyPIrequestsdev/pyproject.toml
crates.ioarrowtest-utils/Cargo.toml
crates.iochrono-tz0.10.4test-utils/Cargo.toml
crates.iodatafusion-commontest-utils/Cargo.toml
crates.ioenv_loggertest-utils/Cargo.toml
crates.iorandtest-utils/Cargo.toml
全部依赖 1,268

来自 GitHub 依赖图的完整解析依赖集合:44 个直接依赖与 1,224 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
crates.ioarrow59.1.0直接
crates.ioarrow-schema59.1.0直接
crates.ioasync-trait直接
crates.ioasync-trait0.1.89直接
crates.ioaws-config直接
crates.ioaws-config1.9.0直接
crates.ioaws-credential-types直接
crates.ioaws-credential-types1.3.0直接
crates.iochrono直接
crates.iochrono0.4.45直接
crates.iochrono-tz直接
crates.iochrono-tz0.10.4直接
crates.ioclap直接
crates.ioclap4.6.1直接
crates.iodirs直接
crates.iodirs6.0.0直接
crates.ioenv_logger0.11.11直接
crates.iofutures0.3.32直接
crates.iolog0.4.32直接
crates.iolog0.4.33直接
crates.iomimalloc直接
crates.iomimalloc0.1.52直接
crates.ionom直接
crates.ionom7.1.3直接
crates.ionom8.0.0直接
crates.ioobject_store0.13.2直接
crates.ioparking_lot0.12.5直接
crates.ioparquet59.1.0直接
crates.iorand0.10.1直接
crates.iorand0.8.6直接
crates.iorand0.9.4直接
crates.ioregex1.12.4直接
crates.ioregex1.13.0直接
crates.iorustyline直接
crates.iorustyline18.0.1直接
crates.iotempfile3.27.0直接
crates.iotokio1.52.3直接
crates.iourl2.5.8直接
PyPIpygithub直接
PyPIpygithub2.8.1直接
PyPIrequests直接
PyPIrequests2.33.0直接
PyPItomlkit直接
PyPItomlkit0.14.0直接
crates.ioadler22.0.1间接
crates.ioahash0.8.12间接
crates.ioaho-corasick1.1.4间接
crates.ioalloc-no-stdlib2.0.4间接
crates.ioalloc-stdlib0.2.2间接
crates.ioalloca0.4.0间接
crates.ioallocator-api20.2.21间接
crates.ioandroid_system_properties0.1.5间接
crates.ioanes0.1.6间接
crates.ioannotate-snippets0.12.16间接
crates.ioanstream0.6.21间接
crates.ioanstream1.0.0间接
crates.ioanstyle1.0.14间接
crates.ioanstyle-parse0.2.7间接
crates.ioanstyle-parse1.0.0间接
crates.ioanstyle-query1.1.5间接
crates.ioanstyle-wincon3.0.11间接
crates.ioanyhow1.0.102间接
crates.ioanyhow1.0.103间接
crates.ioar_archive_writer0.5.1间接
crates.ioarc-swap1.9.1间接
crates.ioarrayref0.3.9间接
crates.ioarrayvec0.7.6间接
crates.ioarrow-arith59.1.0间接
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crates.ioarrow-data59.1.0间接
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crates.ioarrow-ipc59.1.0间接
crates.ioarrow-json59.1.0间接
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crates.ioasync-compression间接
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crates.ioconst-oid0.10.2间接
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crates.iofoldhash间接
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crates.iohttp0.2.12间接
crates.iohttp1.4.0间接
crates.iohttp-auth0.1.10间接
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crates.iohttp-body1.0.1间接
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crates.iohumantime2.3.0间接
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crates.iolibloading间接
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crates.ioppv-lite860.2.21间接
crates.iopretty_assertions间接
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npmhttp-proxy-middleware2.0.9间接
npmhyperdyperid1.2.0间接
npmiconv-lite0.4.24间接
npmimport-local3.1.0间接
npminherits2.0.3间接
npminherits2.0.4间接
npminterpret3.1.1间接
npmipaddr.js1.9.1间接
npmipaddr.js2.1.0间接
npmis-binary-path2.1.0间接
npmis-core-module2.13.0间接
npmis-docker3.0.0间接
npmis-extglob2.1.1间接
npmis-glob4.0.3间接
npmis-inside-container1.0.0间接
npmis-network-error1.1.0间接
npmis-number7.0.0间接
npmis-plain-obj3.0.0间接
npmis-plain-object2.0.4间接
npmis-wsl3.1.0间接
npmisarray1.0.0间接
npmisexe2.0.0间接
npmisobject3.0.1间接
npmjest-worker27.5.1间接
npmjson-parse-even-better-errors2.3.1间接
npmjson-schema-traverse1.0.0间接
npmkind-of6.0.3间接
npmlaunch-editor2.14.1间接
npmloader-runner4.3.1间接
npmlocate-path5.0.0间接
npmmath-intrinsics1.1.0间接
npmmedia-typer0.3.0间接
npmmemfs4.17.2间接
npmmerge-descriptors1.0.3间接
npmmerge-stream2.0.0间接
npmmethods1.1.2间接
npmmicromatch4.0.8间接
npmmime1.6.0间接
npmmime-db1.52.0间接
npmmime-types2.1.35间接
npmminimalistic-assert1.0.1间接
npmms2.0.0间接
npmms2.1.2间接
npmms2.1.3间接
npmmulticast-dns7.2.5间接
npmnegotiator0.6.3间接
npmnegotiator0.6.4间接
npmneo-async2.6.2间接
npmnode-releases2.0.27间接
npmnormalize-path3.0.0间接
npmobject-inspect1.13.4间接
npmobuf1.1.2间接
npmon-finished2.4.1间接
npmon-headers1.1.0间接
npmopen10.1.2间接
npmp-limit2.3.0间接
npmp-locate4.1.0间接
npmp-retry6.2.1间接
npmp-try2.2.0间接
npmparseurl1.3.3间接
npmpath-exists4.0.0间接
npmpath-key3.1.1间接
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npmpicocolors1.1.1间接
npmpicomatch2.3.2间接
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npmpkg-dir4.2.0间接
npmpkijs3.4.0间接
npmprocess-nextick-args2.0.0间接
npmproxy-addr2.0.7间接
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npmreaddirp3.6.0间接
npmrechoir0.8.0间接
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npmupdate-browserslist-db1.2.3间接
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PyPIaccessible-pygments0.0.5间接
PyPIalabaster1.0.0间接
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PyPIcertifi2026.1.4间接
PyPIcffi2.0.0间接
PyPIcharset-normalizer3.4.4间接
PyPIclick8.3.1间接
PyPIcolorama0.4.6间接
PyPIcryptography48.0.1间接
PyPIdatafusion-benchmarks0.1.0间接
PyPIdatafusion-dev0.1.0间接
PyPIdatafusion-docs0.1.0间接
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PyPIfalsa间接
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PyPIjinja2间接
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依赖安全公告 24

该仓库未发布可被索引解析的包,因此评估的是其自身的依赖图——共 1,199 个包,其中也包含从不交付的开发与测试版本固定:24 个存在已知公告,0 个为直接依赖。 有 69 个无法评估——没有已解析的版本、生态系统不受支持,或不在所列包清单之内。

软件包版本关系严重程度公告数修复版本
click8.3.1间接18.3.3
cross-spawn7.0.3间接17.0.5
fast-uri3.1.2间接24.1.1
gix0.73.0间接40.83.0
gix-date0.10.7间接20.12.0
gix-fs0.16.1间接10.21.1
gix-pack0.60.0间接10.69.0
gix-validate0.10.1间接10.83.0
path-to-regexp0.1.12间接10.1.13
quick-xml0.39.2间接20.41.0
shell-quote1.8.4间接11.9.0
uuid8.3.2间接113.0.1
ws8.18.2间接28.21.0
ajv8.17.1间接18.18.0
cargo0.92.0间接20.97.0
gix-transport0.48.0间接10.56.0
http-proxy-middleware2.0.9间接14.1.0
body-parser1.20.5间接12.3.0
debug4.1.1间接14.3.1
anyhow1.0.102间接未知11.0.103
crossbeam-epoch0.9.18间接未知10.9.20
git20.20.4间接未知20.21.0
memmap20.9.10间接未知10.9.11
paste1.0.15间接未知1

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
{
  "data": {
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        "arrow",
        "big-data",
        "dataframe",
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      "is_fork": false,
      "size_kb": 225221,
      "has_wiki": false,
      "homepage": "https://datafusion.apache.org/",
      "languages": {
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        "Shell": 160302,
        "Python": 62201,
        "Dockerfile": 1810,
        "JavaScript": 2339
      },
      "pushed_at": "2026-07-21T21:57:34Z",
      "created_at": "2021-04-17T15:40:23Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-21T21:57:36Z",
      "description": "Apache DataFusion SQL Query Engine",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Rust",
      "significant_languages": [
        "Rust"
      ]
    },
    "owner": {
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      "name": "The Apache Software Foundation",
      "type": "Organization",
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      "public_repos": 3146,
      "account_age_days": 6394
    },
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      "profile_has_license": true
    },
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          "body": "Bumps\n[codecov/codecov-action](https://github.com/codecov/codecov-action) from\n5.5.5 to 7.0.0.\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/codecov/codecov-action/releases\">codecov/codecov-action's\nreleases</a>.</em></p>\n<blockquote>\n<h2>v7.0.0</h2>\n<p>⚠\n[…]\nnless you reopen the\nPR or upgrade to it yourself)\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "body": "…fusion/wasmtest/datafusion-wasm-app (#23768)\n\nBumps\n[webpack-dev-server](https://github.com/webpack/webpack-dev-server) from\n5.2.5 to 5.2.6.\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/webpack/webpack-dev-server/releases\">webpack-dev-server's\nreleases<\n[…]\ntps://github.com/apache/datafusion/network/alerts).\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "body": "…t (#23677)\n\n## Which issue does this PR close?\n\nAfter the DataFusion 53 → 54 upgrade, some queries with a\n`ScalarSubquery` stopped respecting the global `ORDER BY` and returned\nunordered results.\n\n## Rationale for this change\n\nIn add mode, `OutputRequirements` walks the plan via\n`require_top_orderi\n[…]\nm physical planner supplies a\nplan shaped like the end-to-end test: a `SortPreservingMergeExec` over\nalready-sorted partitions, with no `SortExec` above it.\n\n## Are there any user-facing changes?\n\nNo.",
          "is_bot": false,
          "headline": "fix: Capture global ORDER BY requirement under ScalarSubqueryExec roo…",
          "author_name": "Sergei Grebnov",
          "author_login": "sgrebnov",
          "committed_at": "2026-07-21T21:22:02Z",
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        {
          "oid": "eef101769d650b2b06ac2bcf298f71113a047c9d",
          "body": "## Which issue does this PR close?\n\n<!--\nWe generally require a GitHub issue to be filed for all bug fixes and\nenhancements and this helps us generate change logs for our releases.\nYou can link an issue to this PR using the GitHub syntax. For example\n`Closes #123` indicates that this PR will close i\n[…]\nchanges then we may require documentation to be\nupdated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->\n\nMinor version bump.",
          "is_bot": false,
          "headline": "chore: Update version 54.1.0, add changelog (#23689) (#23764)",
          "author_name": "Matt Butrovich",
          "author_login": "mbutrovich",
          "committed_at": "2026-07-21T17:28:12Z",
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          "oid": "bdd823800702b6d999a0e0798ed0bc9d958780d5",
          "body": "…for left-side hash joins (#23487)\n\n## Which issue does this PR close?\n\n<!--\nWe generally require a GitHub issue to be filed for all bug fixes and\nenhancements and this helps us generate change logs for our releases.\nYou can link an issue to this PR using the GitHub syntax. For example\n`Closes #123`\n[…]\nhere are user-facing changes then we may require documentation to be\nupdated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->",
          "is_bot": false,
          "headline": "feat(physical-plan): Allow co-partitioned Partitioning::Range inputs …",
          "author_name": "Justin O'Dwyer",
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          "committed_at": "2026-07-21T15:59:33Z",
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          "body": "## Which issue does this PR close?\n\n<!--\nWe generally require a GitHub issue to be filed for all bug fixes and\nenhancements and this helps us generate change logs for our releases.\nYou can link an issue to this PR using the GitHub syntax. For example\n`Closes #123` indicates that this PR will close i\n[…]\nhere are user-facing changes then we may require documentation to be\nupdated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->",
          "is_bot": false,
          "headline": "test: More `slt` tests for `iszero` function (#23713)",
          "author_name": "Yongting You",
          "author_login": "2010YOUY01",
          "committed_at": "2026-07-21T09:52:21Z",
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        {
          "oid": "b5b1810c89308de3f9d4d37b769a70645b6b1825",
          "body": "## Which issue does this PR close?\n\n- Closes #23230 \n\n## Rationale for this change\n\nAfter #23231 was merged in for supporting physical execution of the\nrange repartitioning scheme, we still had a few methods on physical\nplanning unimplemented, specifically `try_swapping_with_projection`,\n`try_pushdo\n[…]\nrap with a new `RepartitionExec`\n- `repartitioned`: unable to support for Range, left comment in codebase\nwith explanation\n\n## Are these changes tested?\n\nYes\n\n## Are there any user-facing changes?\n\nNo",
          "is_bot": false,
          "headline": "feat: complete range repartition physical planning (#23617)",
          "author_name": "Saad Tajwar",
          "author_login": "saadtajwar",
          "committed_at": "2026-07-21T09:26:52Z",
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          "oid": "1fcdef2fed591e4f5a3144f4d1deb05c57cf343f",
          "body": "## Which issue does this PR close?\n\n- Related to #23715\n\n## Rationale for this change\n\nAdd some tests and benchmarks for `array_agg()` to have some measures\nbefore performance improvements.\n\n## What changes are included in this PR?\n\n4 unit tests and 2 benchmarks\n\n## Are these changes tested?\n\nChanges are only tests and benchmarks, so yes.\n\n## Are there any user-facing changes?\n\nNo user-facing changes\n\nNo breaking changes to public APIs",
          "is_bot": false,
          "headline": "`array_agg()` add tests and benchmarks (#23740)",
          "author_name": "Fred Thomas",
          "author_login": "fred1268",
          "committed_at": "2026-07-21T08:35:24Z",
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          "oid": "ed22a4aa19693fccfd47a5beded42d4be1ac3dee",
          "body": "## Which issue does this PR close?\n\n- Closes #23453.\n- Part of #22395.\n\n## Rationale for this change\n\n#23184 let compatible range-partitioned inputs satisfy **inner**\npartitioned hash joins without repartitioning. Right-side partitioned\nequi joins have the same locality guarantee: `Right`, `RightSem\n[…]\nnned\nvia the `LeftMark` path in the slt.\n\n## Are there any user-facing changes?\n\nNo API changes. Plans over compatible range-partitioned inputs avoid a\nhash repartition for right-side equi hash joins.",
          "is_bot": false,
          "headline": "feat: support co-partitioned range right-side equi hash joins (#23484)",
          "author_name": "Gustavo Schneiter",
          "author_login": "gmhelmold",
          "committed_at": "2026-07-21T07:06:08Z",
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          "oid": "9a50c67db0c8a1b23d4068419e9fefd0804c1b0d",
          "body": "## Which issue does this PR close?\n\n<!--\nWe generally require a GitHub issue to be filed for all bug fixes and\nenhancements and this helps us generate change logs for our releases.\nYou can link an issue to this PR using the GitHub syntax. For example\n`Closes #123` indicates that this PR will close i\n[…]\nes.\n\nThe old `PhysicalPlanNodeExt` conversion helpers remain available but\nare deprecated in favor of the plan-local serialization hooks.\n\n---------\n\nSigned-off-by: Jiawei Zhao <Phoenix500526@163.com>",
          "is_bot": false,
          "headline": "refactor(proto): migrate sort merge join serde (#23712)",
          "author_name": "Phoenix",
          "author_login": "Phoenix500526",
          "committed_at": "2026-07-21T06:24:11Z",
          "body_truncated": true,
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          "body": "## Which issue does this PR close?\n\n<!--\nWe generally require a GitHub issue to be filed for all bug fixes and\nenhancements and this helps us generate change logs for our releases.\nYou can link an issue to this PR using the GitHub syntax. For example\n`Closes #123` indicates that this PR will close i\n[…]\nnges.\n\nThe old `PhysicalPlanNodeExt` conversion helpers remain available but\nare deprecated in favor of the per-plan serialization hooks.\n\n---------\n\nSigned-off-by: Jiawei Zhao <Phoenix500526@163.com>",
          "is_bot": false,
          "headline": "refactor(proto): migrate single-child plans (#23710)",
          "author_name": "Phoenix",
          "author_login": "Phoenix500526",
          "committed_at": "2026-07-21T06:10:33Z",
          "body_truncated": true,
          "is_coding_agent": false
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        {
          "oid": "02a902c7ff061b574fbf64e504812235558ff161",
          "body": "## Which issue does this PR close?\n\n<!--\nWe generally require a GitHub issue to be filed for all bug fixes and\nenhancements and this helps us generate change logs for our releases.\nYou can link an issue to this PR using the GitHub syntax. For example\n`Closes #123` indicates that this PR will close i\n[…]\nto be\nupdated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->\n\n---------\n\nSigned-off-by: Jiawei Zhao <Phoenix500526@163.com>",
          "is_bot": false,
          "headline": "refactor(proto): migrate FilterExec serde (#23708)",
          "author_name": "Phoenix",
          "author_login": "Phoenix500526",
          "committed_at": "2026-07-21T05:43:16Z",
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        {
          "oid": "774f0bc34ff3dcd70fff537f828557584b8603c6",
          "body": "… try_decode_expr (#23733)\n\n## Which issue does this PR close?\n\nCloses #22920.\n\nAlternative to #22922 — same goal, but plumbs the per-expr encode/decode\n**context** (from the #22418 hook machinery) instead of the raw\n`PhysicalProtoConverterExtension`.\n\n## Rationale for this change\n\n#21807 introduced\n[…]\ny_encode` / `try_decode` are unaffected. Wire format is unchanged.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(proto): thread expr encode/decode context into try_encode_expr /…",
          "author_name": "Adrian Garcia Badaracco",
          "author_login": "adriangb",
          "committed_at": "2026-07-21T03:44:09Z",
          "body_truncated": true,
          "is_coding_agent": true
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        {
          "oid": "3a2bc0a0a5673386ab2238b545dbedb82ce6b92b",
          "body": "## Which issue does this PR close?\n\nN/A.\n\n## Rationale for this change\n\nPolygon.io has rebranded as Massive.com, so the user guide should use\nthe current company name and website.\n\n## What changes are included in this PR?\n\nUpdates the project listing from Polygon.io to Massive.com and replaces\nthe o\n[…]\nures -- -D warnings`\n- `./ci/scripts/doc_prettier_check.sh --write --allow-dirty`\n\n## Are there any user-facing changes?\n\nYes. The user guide now displays the current Massive.com branding and\nwebsite.",
          "is_bot": false,
          "headline": "docs: update Polygon.io reference to Massive.com (#23734)",
          "author_name": "xudong.w",
          "author_login": "xudong963",
          "committed_at": "2026-07-21T01:56:04Z",
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          "oid": "c111f0a9ff9e56da416c162257a31d3355461f56",
          "body": "## Which issue does this PR close?\n\n- Closes #22886\n\n## Rationale for this change\n\n`SIMILAR TO` panics with `failed to downcast array` whenever its\noperands end up as arrays of different physical types:\n\n```sql\nSELECT 'a' SIMILAR TO NULL;  -- panics during planning (constant folding)\n\nCREATE TABLE t\n[…]\ner-facing changes?\n\nOnly the bug fix: queries that previously panicked now either evaluate\ncorrectly (`Utf8View` × `Utf8` etc.) or return NULL / a planning error.\n`LIKE`/`ILIKE` behavior is unchanged.",
          "is_bot": false,
          "headline": "fix: coerce SIMILAR TO operands to a common string type (#23704)",
          "author_name": "kid",
          "author_login": "u70b3",
          "committed_at": "2026-07-21T00:16:23Z",
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          "oid": "5b65e70cbeb9e7a3a069703ab9f49b44d31f85fc",
          "body": "## Which issue does this PR close?\n\n- Closes none.\n\n## Rationale for this change\n\n`SortPreservingMergeExec` supports `fetch`, but its statistics currently\npass through child statistics unchanged. This can make cost-based\noptimizers overestimate top-k merge outputs. For example, a\n`SortPreservingMerg\n[…]\nlippy --all-targets --all-features -- -D warnings`\n\n## Are there any user-facing changes?\n\nNo user-facing API changes. This improves optimizer statistics for\nfetch-limited sort-preserving merge plans.",
          "is_bot": false,
          "headline": "Cap SortPreservingMerge statistics by fetch (#23359)",
          "author_name": "discord9",
          "author_login": "discord9",
          "committed_at": "2026-07-20T21:18:48Z",
          "body_truncated": true,
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        {
          "oid": "d75742edbfc4fb10fea20145b36ab776287276de",
          "body": "## Which issue does this PR close?\n\n- Relates to #23461 but resolves it only for cross-joins. The same\nproblem exisists for Hash/NL joins. There will be follow-ups.\n\n## Rationale for this change\n\nWhen a `cross-join` is swapped, the metadata is rebuilt based on the\ninverted inputs. This can cause a c\n[…]\nis PR?\n\n- This pr avoids rebuilding the metadata based on the swapped inputs and\nuses the original metadata instead\n- Test\n\n## Are these changes tested?\n\nYes\n\n## Are there any user-facing changes?\n\nNo",
          "is_bot": false,
          "headline": "fix: Preserve metadata when a cross-join is swapped (#23605)",
          "author_name": "Michael Kleen",
          "author_login": "mkleen",
          "committed_at": "2026-07-20T21:17:02Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "840da055be3809dd994b6942d4295223264ce81f",
          "body": "… (#23397)\n\n## Which issue does this PR close?\n\n- Related to https://github.com/apache/datafusion-comet/issues/4859.\nSecond of a 3-PR stack: #23396 (refactor), this benchmark, and the\nfeature PR (nested schema pruning for the parquet reader).\n\n## Rationale for this change\n\nWhen a table's declared sc\n[…]\nhanges?\n\nNo.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nhttps://claude.ai/code/session_01KuMaRtFSPDQesuzjN5Koyd\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "bench: parquet scan with a table schema narrower than a nested column…",
          "author_name": "Adrian Garcia Badaracco",
          "author_login": "adriangb",
          "committed_at": "2026-07-20T19:55:22Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4184b0778e0c691ed490c8ab0fa2b0f6f157722c",
          "body": "…649)\n\n## Which issue does this PR close?\n\n- Alternative to #22340\n\n## Rationale for this change\n\nWhen we turn logical plans into physical plans, we have a work around to\nget the context for scalar subqueries. Specifically we clone the session\nand mutate the `execution_props` where the subquery cont\n[…]\nany user-facing changes?\n\nYes, this adds a single parameter into `create_physical_expr`, the\nsubquery context. The migration guide demonstrates how to add a default\ncontext in for users, if necessary.",
          "is_bot": false,
          "headline": "refactor: pass SubqueryContext explicitly through planner traits (#23…",
          "author_name": "Tim Saucer",
          "author_login": "timsaucer",
          "committed_at": "2026-07-20T12:12:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3b1ce16be6beb3377c59ec36fd9f8ae62998c4c0",
          "body": "## Which issue does this PR close?\n\n<!--\nWe generally require a GitHub issue to be filed for all bug fixes and\nenhancements and this helps us generate change logs for our releases.\nYou can link an issue to this PR using the GitHub syntax. For example\n`Closes #123` indicates that this PR will close i\n[…]\nhere are user-facing changes then we may require documentation to be\nupdated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->",
          "is_bot": false,
          "headline": "test: add advanced dictionary test (#23483)",
          "author_name": "RIchard Baah",
          "author_login": "Rich-T-kid",
          "committed_at": "2026-07-20T07:40:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0f5790af040fc18cd941f6c6d6f0faeb3df60a9a",
          "body": "… (#23583)\n\n## Which issue does this PR close?\n\n- Closes #23454.\n\n## Rationale for this change\n\n#23184 let compatible range-partitioned inputs satisfy inner partitioned\nhash joins without repartitioning. Full partitioned equi joins still\nalways went through the conservative hash-repartition path, ev\n[…]\nxec`, and such queries will\navoid the associated hash-shuffle cost at execution time. No public API\nchanges.\n\n---------\n\nCo-authored-by: Matthew Patton <matthewpatton@macbookpro.mynetworksettings.com>",
          "is_bot": false,
          "headline": "feat: allow Full joins to reuse range co-partitioning in HashJoinExec…",
          "author_name": "Matthew Patton",
          "author_login": "mattp5657",
          "committed_at": "2026-07-20T07:17:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a8d1af6b8a82ded56eb547ad698b224c1f8bf7be",
          "body": "## Which issue does this PR close?\n\n- Closes #23705.\n\n## Rationale for this change\n\nArrow arrays containing no null values commonly omit the null bitmap.\nThe whole-partition evaluation path for `LEAD` and `LAG` with `IGNORE\nNULLS` unconditionally unwrapped that optional bitmap, causing a panic\nfor v\n[…]\nese changes tested?\n\nYes.\n\n\n\n## Are there any user-facing changes?\n\n`LEAD` and `LAG` with `IGNORE NULLS` no longer panic when the input\nArrow array has no null bitmap. There are no public API changes.",
          "is_bot": false,
          "headline": "fix: prevent LEAD/LAG IGNORE NULLS panic without null bitmap (#23706)",
          "author_name": "xudong.w",
          "author_login": "xudong963",
          "committed_at": "2026-07-20T04:09:26Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8f15682ae87c4ffb4a588fd9f93c73b79323d917",
          "body": "…own (#23459)\n\n## Which issue does this PR close?\n\n- Closes #23425.\n\nFollow-up to #23395 (the volatile correctness fix, now merged),\nextending the same projection-pushdown guard to the performance case.\n\n## Rationale for this change\n\nThe logical CSE pass extracts a repeated scalar-function call (e.g\n[…]\nnsive expression over a file\nscan run faster; their physical plans retain a `ProjectionExec` above\nthe scan (the expression evaluated once) instead of inlining it into the\n`DataSourceExec` projection.",
          "is_bot": false,
          "headline": "perf: don't re-inline CSE'd expensive expressions in projection pushd…",
          "author_name": "Ford",
          "author_login": "fordN",
          "committed_at": "2026-07-20T04:09:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1dc031d95e166b41672da0f9dac136611aa82d90",
          "body": "## Which issue does this PR close?\n\n<!--\nWe generally require a GitHub issue to be filed for all bug fixes and\nenhancements and this helps us generate change logs for our releases.\nYou can link an issue to this PR using the GitHub syntax. For example\n`Closes #123` indicates that this PR will close i\n[…]\nhere are user-facing changes then we may require documentation to be\nupdated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->",
          "is_bot": false,
          "headline": "feat: Support multiple external table locations (#22695)",
          "author_name": "Kumar Ujjawal",
          "author_login": "kumarUjjawal",
          "committed_at": "2026-07-20T03:42:49Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "67947b6b90c891843eb167da2fd3e562587834c1",
          "body": "## Which issue does this PR close?\n\n- Closes #22799.\n\n## Rationale for this change\n\n`any_value` is a common aggregate in SQL engines for queries that need\none representative non-null value from each group without imposing an\nordering requirement. DataFusion currently has `first_value`, but that\naggr\n[…]\nlting implementation and tests.\n\n---------\n\nSigned-off-by: Yin Li <kxl474@student.bham.ac.uk>\nCo-authored-by: Kevin-Li-2025 <2242139@qq.com>\nCo-authored-by: Jeffrey Vo <jeffrey.vo.australia@gmail.com>",
          "is_bot": false,
          "headline": "Add any_value aggregate function (#23043)",
          "author_name": "Yin Li",
          "author_login": "yinli-systems",
          "committed_at": "2026-07-18T13:26:49Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1734d4beb4440b1cd34c4d22fbccd3ef9cac0808",
          "body": "… size to 5 (#23659)\n\non my M4 Macbook pro, it estimates it would take 50 minutes (!) to run\nthe benchmark\n\n```sh\ndatafusion (main)$ cargo bench -p datafusion --bench sql_planner_extended logical_plan\n   Compiling datafusion-common v54.0.0 (/Users/jeffrey/Code/datafusion/datafusion/common)\n...\n   Co\n[…]\nit via the bot just times out:\nhttps://github.com/apache/datafusion/pull/23215#issuecomment-4995729774\n\nso might actually be useful to reduce the sample size so it can actually\nrun and be of use to us",
          "is_bot": false,
          "headline": "chore: downsize `sql_planner_extended` `logical_plan_optimize` sample…",
          "author_name": "Jeffrey Vo",
          "author_login": "Jefffrey",
          "committed_at": "2026-07-18T03:00:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4c20fa7b4646ac82ea1e759e76bac12fbfc03280",
          "body": "## Which issue does this PR close?\n\nN/A\n\n## Rationale for this change\n\nOptimize existing expression.\n\n## What changes are included in this PR?\n\nRemoved per-batch default-array/Vec allocations, memoized the compiled\nregex across rows to skip HashMap hashing for literal patterns, and\nskipped the O(n) \n[…]\nbe\nupdated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->\n\n---------\n\nCo-authored-by: Andrew Lamb <andrew@nerdnetworks.org>",
          "is_bot": false,
          "headline": "perf: optimize `regexp_instr` (40% faster) (#23540)",
          "author_name": "Andy Grove",
          "author_login": "andygrove",
          "committed_at": "2026-07-17T19:47:30Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8a37a07d5ef1316663e13daa39f8d2de015f4168",
          "body": "## Which issue does this PR close?\n\n<!--\nWe generally require a GitHub issue to be filed for all bug fixes and\nenhancements and this helps us generate change logs for our releases.\nYou can link an issue to this PR using the GitHub syntax. For example\n`Closes #123` indicates that this PR will close i\n[…]\ntation to be\nupdated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->\n\nYes, only the bug fix described above. No API changes.",
          "is_bot": false,
          "headline": "fix: handle null date and timestamp format arguments (#23641)",
          "author_name": "linfeng",
          "author_login": "lyne7-sc",
          "committed_at": "2026-07-17T19:24:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d185ed54cf5c65b0241bb3ef203ba11388ad605f",
          "body": "## Which issue does this PR close?\n\n<!--\nWe generally require a GitHub issue to be filed for all bug fixes and\nenhancements and this helps us generate change logs for our releases.\nYou can link an issue to this PR using the GitHub syntax. For example\n`Closes #123` indicates that this PR will close i\n[…]\nange` label.\n-->\n\nNo API changes, just an internal logic bug-fix.\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nCo-authored-by: Andrew Lamb <andrew@nerdnetworks.org>",
          "is_bot": false,
          "headline": "Fix ordering for UNION ALL over heterogeneous constants (#23528)",
          "author_name": "Vadim Piven",
          "author_login": "vadimpiven",
          "committed_at": "2026-07-17T19:22:32Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "620262ba992b93a4d5f8aa8845ea2982cf59dee0",
          "body": "## Which issue does this PR close?\n\n<!--\nWe generally require a GitHub issue to be filed for all bug fixes and\nenhancements and this helps us generate change logs for our releases.\nYou can link an issue to this PR using the GitHub syntax. For example\n`Closes #123` indicates that this PR will close i\n[…]\nicates over math functions\nmay now produce more efficient plans by simplifying eligible outer\njoins.\n\nThere are no public API changes.\n\n---------\n\nCo-authored-by: Andrew Lamb <andrew@nerdnetworks.org>",
          "is_bot": false,
          "headline": "Mark null-propagating math functions as strict (#23527)",
          "author_name": "linfeng",
          "author_login": "lyne7-sc",
          "committed_at": "2026-07-17T19:22:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2286a3a7cd095aed4aa78bd902f70973f5f62e32",
          "body": "…#23620)\n\n## Which issue does this PR close?\n\nN/A (found while reviewing test coverage for #23540)\n\n## Rationale for this change\n\nWhile checking `cargo llvm-cov` coverage of `regexp_instr`, I found that\nthe two `statement error` tests for `start < 1` in `regexp_instr.slt`\nnever actually exercise the\n[…]\nbetween two regexes\nwithin a single batch\n\n## Are these changes tested?\n\nYes, this PR is only tests. \n\n## Are there any user-facing changes?\n\nNo\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test: Fix malformed `regexp_instr` error tests and add slt coverage (…",
          "author_name": "Andrew Lamb",
          "author_login": "alamb",
          "committed_at": "2026-07-17T19:19:11Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4957f5d4730dd6bef7d66a36eb0fa5c672ed20af",
          "body": "## Which issue does this PR close?\n\n- Related to #23646 \n- Related to #23645.\n\n## Rationale for this change\n\nThe point of a specialized FixedSizeBinary group values is performance\nbut we have no performance benchmark for it.\n\n## What changes are included in this PR?\n\nAdds a `fixed_size_binary` exper\n[…]\nmark compiles on `main` and runs\nend-to-end\non top of #23646. No product code changes.\n\n## Are there any user-facing changes?\n\nNo.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "bench: add FixedSizeBinary coverage to multi_group_by benchmark (#23650)",
          "author_name": "Andrew Lamb",
          "author_login": "alamb",
          "committed_at": "2026-07-17T17:19:39Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ca028900cc1d99a1caac4e7f0b73d7aac4d8d31c",
          "body": "## Which issue does this PR close?\n\nN/A\n\n## Rationale for this change\n\nOptimize existing function.\n\n## What changes are included in this PR?\n\nRemoved the per-row `BooleanArray::slice` allocation in map key lookup\nby scanning the key-comparison bitmap in place over each row's offset\nrange.\n\n## Are th\n[…]\nhere are user-facing changes then we may require documentation to be\nupdated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->",
          "is_bot": false,
          "headline": "perf: optimize `get_field` (#23537)",
          "author_name": "Andy Grove",
          "author_login": "andygrove",
          "committed_at": "2026-07-17T16:04:51Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b16bd3d874a9e11877d7aa4e59e8845ff576c430",
          "body": "…c reference (#23495)\n\n## Which issue does this PR close?\n\n- Part of #23494.\n\n## Rationale for this change\n\nThis is the foundation for porting `ExecutionPlan` serialization off the\ncentral `downcast_ref` chain in\n`datafusion/proto/src/physical_plan/mod.rs`, mirroring what #21929 did\nfor `PhysicalExp\n[…]\nlan follow-ups in #23494 will\ndeprecate their corresponding methods the same way, with removal after\nthe policy window.\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add ExecutionPlan try_to_proto / try_from_proto hooks + ProjectionExe…",
          "author_name": "Adrian Garcia Badaracco",
          "author_login": "adriangb",
          "committed_at": "2026-07-17T15:36:20Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d4160119db8c6b348928af100393c23783caf05e",
          "body": "## Which issue does this PR close?\n\nN/A\n\n## Rationale for this change\n\nThe Spark `hex` function's byte-encoding path (`hex_encode_bytes`)\nfilled a reusable per-row `Vec` and then copied it into a\n`StringBuilder` for every row. Since each input byte maps to exactly two\nhex characters, the output can \n[…]\n1024·4096·8192: ~13.8% / 14.3% / 13.9% faster\n- hex_utf8/1024·4096·8192: ~14.1% / 14.9% / 15.0% faster\n\n## Are there any user-facing changes?\n\nNo\n\nCo-authored-by: Andrew Lamb <andrew@nerdnetworks.org>",
          "is_bot": false,
          "headline": "perf: avoid per-row copy in Spark hex byte encoding (#23473)",
          "author_name": "Andy Grove",
          "author_login": "andygrove",
          "committed_at": "2026-07-17T15:18:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "17ec0833bdca68add1c359ef04551d1320d10c65",
          "body": "…(#23547)\n\n## Which issue does this PR close?\n\nN/A\n\n## Rationale for this change\n\nOptimize existing expressions\n\n## What changes are included in this PR?\n\nPass a literal regexp pattern/flags to arrow's kernel as scalar Datums\nso the regex is compiled once per batch, instead of expanding the\nliteral \n[…]\nated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->\n\n---------\n\nCo-authored-by: Oleks V <comphead@users.noreply.github.com>",
          "is_bot": false,
          "headline": "perf: optimize `regexp_match` for literal pattern usage (20% faster) …",
          "author_name": "Andy Grove",
          "author_login": "andygrove",
          "committed_at": "2026-07-17T15:16:05Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1e589287c3d6bcf3bc6fa897bb889a6012e1d229",
          "body": "…l (#23279)\n\n## Which issue does this PR close?\n\n- Closes #22265\n- Closes #22255\n\n## Rationale for this change\n\n`time + interval` (and `interval + time` / `time - interval`) returned\nan `Interval` instead of a `time`, so the value was never wrapped within\nthe 24-hour clock:\n\n```\n> SELECT time '23:30\n[…]\nvalue (wrapped within 24\nhours) instead of an `Interval`, aligning DataFusion with PostgreSQL and\nDuckDB. The result keeps the input time's unit rather than widening it\n(see the 55.0.0 upgrade guide).",
          "is_bot": false,
          "headline": "fix: `time ± interval` returns a wrapped `time` instead of an interva…",
          "author_name": "Vismay",
          "author_login": "vismaytiwari",
          "committed_at": "2026-07-17T11:36:47Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d5703bda1625f4ecd833055662e90bfa41966a83",
          "body": "## Which issue does this PR close?\n\n<!--\nWe generally require a GitHub issue to be filed for all bug fixes and\nenhancements and this helps us generate change logs for our releases.\nYou can link an issue to this PR using the GitHub syntax. For example\n`Closes #123` indicates that this PR will close i\n[…]\nhere are user-facing changes then we may require documentation to be\nupdated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->",
          "is_bot": false,
          "headline": "minor(CI): Use `install-action` to speed up ci (#23661)",
          "author_name": "Yongting You",
          "author_login": "2010YOUY01",
          "committed_at": "2026-07-17T11:35:50Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bf948c9245983589410b3263857d57fe9a5451e4",
          "body": "## Which issue does this PR close?\n\nN/A\n\n## Rationale for this change\n\nRemove duplicated words (e.g. `that that`, `of of`, `are are`) in code\ncomments and doc comments.\n\n## What changes are included in this PR?\n\nFix duplicated word typos in comments only, no functional change.\n\n## Are these changes tested?\n\nNo functional change, covered by existing tests.\n\n## Are there any user-facing changes?\n\nNo.",
          "is_bot": false,
          "headline": "chore: Fix duplicated word typos in comments (#23662)",
          "author_name": "jackylee",
          "author_login": "jackylee-ch",
          "committed_at": "2026-07-17T11:34:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "78be510e90821c748fcf4e3445d00cfa9165d860",
          "body": "## Which issue does this PR close?\n\n- Relates to https://github.com/apache/datafusion/issues/22989 but does\nnot close it. More types are coming.\n\n\n## Rationale for this change\n\n- Support the Arrow type `Struct` type for `approx_distinct`\n\n## What changes are included in this PR?\n\n- Enable `HLLAccumu\n[…]\n──────────────────────────┤\n│            4             │\n└──────────────────────────┘\n\n```\n\n## Are there any user-facing changes?\n\nYes, `approx_distinct` supports now `Struct` but no breaking changes.",
          "is_bot": false,
          "headline": "feat: Support Struct type in approx_distinct (#23663)",
          "author_name": "Michael Kleen",
          "author_login": "mkleen",
          "committed_at": "2026-07-17T11:29:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fb8fe7ae61efc12c6c09a00d025e35c750e2ee86",
          "body": "…k array_repeat (#23071)\n\n## Which issue does this PR close?\n\n- Closes #23068 .\n\n## Rationale for this change\n\nUnresolved lambda variables and unspecified placeholders report a\n`DataType::Null` data type, which causes an error when used as argument\nof a function that doesn't handle nulls during type\n[…]\nields_with_higher_order_udf_and_lambdas` coercion via\n`Projection::try_new`, `projection_schema`, `exprlist_to_fields`,\n`Expr::to_field` ), and sqllogictests\n\n## Are there any user-facing changes?\n\nNo",
          "is_bot": false,
          "headline": "Handle nulls in type coercion of higher-order UDFs, map_extract, spar…",
          "author_name": "gstvg",
          "author_login": "gstvg",
          "committed_at": "2026-07-17T09:50:50Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7ca6e543ec30ab0413b75171747a6d39ac0b0537",
          "body": "# Which issue does this PR close?\n\n- Closes #23437.\n\n# Rationale for this change\n\n`information_schema.routines` and `SHOW FUNCTIONS` currently enumerate\nonly scalar / aggregate / window UDFs. Table functions (UDTFs)\nregistered via `SessionContext::register_udtf` are omitted, making them\nundiscoverab\n[…]\nle functions.\n`information_schema.routines` gains one row per registered UDTF.\n`information_schema.parameters` is intentionally unchanged (see\nrationale in point 2 above). Existing rows are unchanged.",
          "is_bot": false,
          "headline": "Support UDTFs in information_schema.routines / SHOW FUNCTIONS (#23438)",
          "author_name": "Qi Zhu",
          "author_login": "zhuqi-lucas",
          "committed_at": "2026-07-17T03:59:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f151c10fdee89bd6f42c0f786988bd09557ed0fd",
          "body": "## Which issue does this PR close?\n\n- Closes #13037.\n\n## Rationale for this change\nThis was a long standing thing in the backlog. record_batch! was added\nin arrow; however, it did not support vectors. Then I've created a PR in\narrow a while ago https://github.com/apache/arrow-rs/pull/9522. Once\nthat\n[…]\nbatch! macro deprecated and use arrow one in relevant\nplaces.\n\n## Are these changes tested?\nYes \n\n## Are there any user-facing changes?\nUsers will see a deprecation notice if they are using this macro",
          "is_bot": false,
          "headline": "chore: deprecate record_batch macro in favor of upstream one (#23295)",
          "author_name": "Burak Şen",
          "author_login": "buraksenn",
          "committed_at": "2026-07-16T23:21:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8d680db14a9134837bbd3d53497dd58c985c51a7",
          "body": "…3104)\n\n## Which issue does this close?\n\nCloses #23103.\n\n## Rationale for this change\n\nA hash join pushes a build-side dynamic filter (`key IN build_keys`)\ndown to the probe scan. For a null-aware anti join (`NOT IN`), that\nfilter drops the probe's NULL rows. But `NOT IN` three-valued logic\nneeds a \n[…]\n\n\n---------\n\nCo-authored-by: Andrew Lamb <andrew@nerdnetworks.org>\nCo-authored-by: Adrian Garcia Badaracco <1755071+adriangb@users.noreply.github.com>\nCo-authored-by: rjhallsted <rjhallsted@gmail.com>",
          "is_bot": false,
          "headline": "fix: keep null-aware anti-join NULLs in the pushed dynamic filter (#2…",
          "author_name": "Moe",
          "author_login": "mdashti",
          "committed_at": "2026-07-16T22:26:49Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "943e02932326617137d27248b959173f8f5e3aa5",
          "body": "## Which issue does this PR close?\n\nN/A\n\n## Rationale for this change\n\n## What changes are included in this PR?\n\nAdded a scalar from/to fast path to string `replace` that hoists a\nmemmem::Finder out of the per-row loop and skips materializing scalar\nargs into N-element arrays, avoiding per-row searc\n[…]\nhere are user-facing changes then we may require documentation to be\nupdated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->",
          "is_bot": false,
          "headline": "perf: optimize `replace` (2x faster) (#23589)",
          "author_name": "Andy Grove",
          "author_login": "andygrove",
          "committed_at": "2026-07-16T21:59:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e104138b4d45d3acfb76223cd968385f6764477b",
          "body": "## Which issue does this PR close?\n\n\n\n## Rationale for this change\n\nI noticed that\nhttps://datafusion.apache.org/contributor-guide/governance.html was\nsomewhat out of date, so I added it\n\n## What changes are included in this PR?\n\n1. Updated update instructions\n2. Updated content\n\n## Are these change\n[…]\n the expected behavior of the code\n\nIf tests are not included in your PR, please explain why (for example,\nare they covered by existing tests)?\n-->\n\n## Are there any user-facing changes?\n\nwebsite only",
          "is_bot": false,
          "headline": "docs: Update committer and PMC list (#23621)",
          "author_name": "Andrew Lamb",
          "author_login": "alamb",
          "committed_at": "2026-07-16T19:58:02Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "12fa0cea764f0e330fb9fc54564fc78a4e59c80e",
          "body": "…PoolWriters (#23522)\n\n## Which issue does this PR close?\n\n- Closes #23447\n\n## Rationale for this change\n\nWhen multiple `SpillPoolWriter` clones concurrently push batches to the\nsame channel, more than one non-finished `SpillFile` can be in flight.\nThis happens because each `SpillPoolWriter` clone t\n[…]\nhored-by: Adrian Garcia Badaracco <1755071+adriangb@users.noreply.github.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nCo-authored-by: Andrew Lamb <andrew@nerdnetworks.org>",
          "is_bot": false,
          "headline": "Resolve lost wakeup in SpillPoolReader with multiple concurrent Spill…",
          "author_name": "Pepijn Van Eeckhoudt",
          "author_login": "pepijnve",
          "committed_at": "2026-07-16T19:50:23Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "955f70f3f51078969b23edf1dcdfa9bf096ab92f",
          "body": "Continuation of #23315\n\n> It would also help (maybe as a follow on PR) to give an explicit\nexample of the SQL required for `hits_partitioned`\n\n_Originally posted by @alamb in\nhttps://github.com/apache/datafusion/pull/23315#discussion_r3539324289_",
          "is_bot": false,
          "headline": "docs: add partitioned ClickBench SQL example (#23637)",
          "author_name": "ByteBaker",
          "author_login": "ByteBaker",
          "committed_at": "2026-07-16T19:46:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0840e5c4e94100e118868dfef8f9dbb1bc61bde3",
          "body": "… proto round-trip (#23643)\n\n## Which issue does this PR close?\n\n- Closes #23642.\n\n## Rationale for this change\n\n`EmptyExecNode` and `PlaceholderRowExecNode` encoded only a schema, so\nthe partition count set by `EmptyExec::with_partitions(n)` was silently\nlost across a physical-plan round-trip: a pl\n[…]\ncNode` and `PlaceholderRowExecNode`\nstructs gain a `partitions` field, which breaks downstream code\nconstructing them with an exhaustive struct literal; this is documented\nin the 55.0.0 upgrade guide.",
          "is_bot": false,
          "headline": "fix: preserve EmptyExec and PlaceholderRowExec partition count across…",
          "author_name": "Andy Grove",
          "author_login": "andygrove",
          "committed_at": "2026-07-16T18:58:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1c6350a2822245c2c56b5599af5350a779f05f19",
          "body": "## Which issue does this PR close?\n\n- Part of #21937, followup on PR feedback for #23052\n\n## Rationale for this change\n\nCode cleanup, usability improvements. Added `--list` argument, DATA_DIR\nshould now be properly inferred to the expected default if it's not\nprovided.\n\n## What changes are included in this PR?\n\nbenchmark tool update only.\n\n## Are these changes tested?\n\nYes.\n\n## Are there any user-facing changes?\n\nNo.\n\nCo-authored-by: Andrew Lamb <andrew@nerdnetworks.org>",
          "is_bot": false,
          "headline": "feat: benchmark_runner, improve `--list`, optional `DATA_DIR` (#23354)",
          "author_name": "Bruce Ritchie",
          "author_login": "Omega359",
          "committed_at": "2026-07-16T18:49:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a29f70c5b70430f2bda99bf6d7cd511ed16120da",
          "body": "## Which issue does this PR close?\n\n<!--\nWe generally require a GitHub issue to be filed for all bug fixes and\nenhancements and this helps us generate change logs for our releases.\nYou can link an issue to this PR using the GitHub syntax. For example\n`Closes #123` indicates that this PR will close i\n[…]\nare any breaking changes to public APIs, please add the `api\nchange` label.\n-->\n\nNo\n\n---------\n\nSigned-off-by: Jiawei Zhao <Phoenix500526@163.com>\nCo-authored-by: Andrew Lamb <andrew@nerdnetworks.org>",
          "is_bot": false,
          "headline": "fix: preserve aggregate scope when unparsing (#23327)",
          "author_name": "Phoenix",
          "author_login": "Phoenix500526",
          "committed_at": "2026-07-16T18:38:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ac17a7bfdc59609bf551fad11b61772940c8af88",
          "body": "## Which issue does this PR close?\n\n<!--\nWe generally require a GitHub issue to be filed for all bug fixes and\nenhancements and this helps us generate change logs for our releases.\nYou can link an issue to this PR using the GitHub syntax. For example\n`Closes #123` indicates that this PR will close i\n[…]\nhere are user-facing changes then we may require documentation to be\nupdated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->",
          "is_bot": false,
          "headline": "allow interleaveExec to support Range partioning (#23623)",
          "author_name": "RIchard Baah",
          "author_login": "Rich-T-kid",
          "committed_at": "2026-07-16T18:38:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5063883381a0c112ae483892bcaf1a2e4cda783f",
          "body": "## Which issue does this PR close?\n\n<!--\nWe generally require a GitHub issue to be filed for all bug fixes and\nenhancements and this helps us generate change logs for our releases.\nYou can link an issue to this PR using the GitHub syntax. For example\n`Closes #123` indicates that this PR will close i\n[…]\nervation must now enable `EncodingPreservation::dictionary()`\nexplicitly.\n\n`TypeSignatureClass::Any` is unaffected. The upgrade guide has been\nupdated, and this PR should carry the `api change` label.",
          "is_bot": false,
          "headline": "fix: align dictionary coercion across typed signatures (#23549)",
          "author_name": "linfeng",
          "author_login": "lyne7-sc",
          "committed_at": "2026-07-16T18:38:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "95de3853415da6ab09fabfa927289755e97d175d",
          "body": "…n (#23548)\n\n## Which issue does this PR close?\n\n<!--\nWe generally require a GitHub issue to be filed for all bug fixes and\nenhancements and this helps us generate change logs for our releases.\nYou can link an issue to this PR using the GitHub syntax. For example\n`Closes #123` indicates that this PR\n[…]\nbe\nupdated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->\n\n---------\n\nCo-authored-by: Andrew Lamb <andrew@nerdnetworks.org>",
          "is_bot": false,
          "headline": "fix: do not remove DISTINCT when a unique key was downgraded by a joi…",
          "author_name": "Simon Vandel Sillesen",
          "author_login": "simonvandel",
          "committed_at": "2026-07-16T11:36:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a287c0a959310a6a52cafaf9492adc65d0755037",
          "body": "## Which issue does this PR close?\n\n- Closes #23590.\n\n## Rationale for this change\n\nSort pushdown through a `HashJoinExec` with an embedded projection\nassumed that all projected left-side columns formed a contiguous prefix.\nThat assumption is not valid when the projection interleaves columns\nfrom th\n[…]\ncing changes?\n\nThere are no API changes. Queries whose hash join projection interleaves\ncolumns from both inputs no longer receive an invalid sort pushdown that\ncan fail physical-plan sanity checking.",
          "is_bot": false,
          "headline": "fix: handle interleaved HashJoin projections in sort pushdown (#23591)",
          "author_name": "xudong.w",
          "author_login": "xudong963",
          "committed_at": "2026-07-16T10:12:38Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "80bc64f3d225fb528417008587507277c37e7455",
          "body": "## Which issue does this PR close?\n\n<!--\nWe generally require a GitHub issue to be filed for all bug fixes and\nenhancements and this helps us generate change logs for our releases.\nYou can link an issue to this PR using the GitHub syntax. For example\n`Closes #123` indicates that this PR will close i\n[…]\ncom/apache/datafusion/pull/23336#issuecomment-4925329066\ncomment of codecov for successful run\n\n## Are there any user-facing changes?\nno\n\n---------\n\nCo-authored-by: Yongting You <2010youy01@gmail.com>",
          "is_bot": false,
          "headline": "ci: reintroduce code coverage reporting with cargo-llvm-cov (#23336)",
          "author_name": "Burak Şen",
          "author_login": "buraksenn",
          "committed_at": "2026-07-16T09:26:43Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "21778645f4fecac01d2d6c028d95487415c84ae1",
          "body": "https://github.blog/changelog/2026-06-25-actions-steps-can-now-be-run-in-parallel/\n\n<img width=\"719\" height=\"207\" alt=\"image\"\nsrc=\"https://github.com/user-attachments/assets/182803de-16b3-461a-8a04-0722c29a3d17\"\n/>",
          "is_bot": false,
          "headline": "try parallel ci (#23618)",
          "author_name": "Dmitrii Blaginin",
          "author_login": "blaginin",
          "committed_at": "2026-07-16T06:58:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1adbd84e4f97855acf5e696945490bfe0646246a",
          "body": "## Which issue does this PR close?\n\n<!--\nWe generally require a GitHub issue to be filed for all bug fixes and\nenhancements and this helps us generate change logs for our releases.\nYou can link an issue to this PR using the GitHub syntax. For example\n`Closes #123` indicates that this PR will close i\n[…]\nhere are user-facing changes then we may require documentation to be\nupdated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->",
          "is_bot": false,
          "headline": "minor: validate config `meta_fetch_concurrency` when setting it (#23595)",
          "author_name": "Yongting You",
          "author_login": "2010YOUY01",
          "committed_at": "2026-07-16T06:57:57Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "67907a6fc51e00296ae68d6207813d2eec57fa9b",
          "body": "…t (#23596)\n\n## Which issue does this PR close?\n\n<!--\nWe generally require a GitHub issue to be filed for all bug fixes and\nenhancements and this helps us generate change logs for our releases.\nYou can link an issue to this PR using the GitHub syntax. For example\n`Closes #123` indicates that this PR\n[…]\nhere are user-facing changes then we may require documentation to be\nupdated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->",
          "is_bot": false,
          "headline": "minor: validate config `minimum_parallel_output_files` when setting i…",
          "author_name": "Yongting You",
          "author_login": "2010YOUY01",
          "committed_at": "2026-07-16T04:37:26Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5cd30b1b03d9a96e6905c4fc1c9e19786a55f14d",
          "body": "Bumps [serde_with](https://github.com/jonasbb/serde_with) from 3.18.0 to\n3.21.0.\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/jonasbb/serde_with/releases\">serde_with's\nreleases</a>.</em></p>\n<blockquote>\n<h2>serde_with v3.21.0</h2>\n<h3>Security</h3>\n<ul>\n[…]\ntps://github.com/apache/datafusion/network/alerts).\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump serde_with from 3.18.0 to 3.21.0 (#23624)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-16T04:34:49Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "482ed9d4250c9b0ece38af91a50f2e4f297f64e0",
          "body": "…sion/wasmtest/datafusion-wasm-app (#23625)\n\nBumps [websocket-driver](https://github.com/faye/websocket-driver-node)\nfrom 0.7.4 to 0.7.5.\n<details>\n<summary>Changelog</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/faye/websocket-driver-node/blob/main/CHANGELOG.md\">websocket-driver's\nchang\n[…]\ntps://github.com/apache/datafusion/network/alerts).\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump websocket-driver from 0.7.4 to 0.7.5 in /datafu…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-16T04:33:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "18121a68433ac19763787e9763ef3f50508befd5",
          "body": "…t (#23597)\n\n## Which issue does this PR close?\n\n<!--\nWe generally require a GitHub issue to be filed for all bug fixes and\nenhancements and this helps us generate change logs for our releases.\nYou can link an issue to this PR using the GitHub syntax. For example\n`Closes #123` indicates that this PR\n[…]\nntation to be\nupdated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->\n\nCo-authored-by: Andrew Lamb <andrew@nerdnetworks.org>",
          "is_bot": false,
          "headline": "minor: validate config `soft_max_rows_per_output_file` when setting i…",
          "author_name": "Yongting You",
          "author_login": "2010YOUY01",
          "committed_at": "2026-07-16T01:34:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a8f54807875b9da3b64b850de0b6bc58e3fa8d6b",
          "body": "…23594)\n\n## Which issue does this PR close?\n\n<!--\nWe generally require a GitHub issue to be filed for all bug fixes and\nenhancements and this helps us generate change logs for our releases.\nYou can link an issue to this PR using the GitHub syntax. For example\n`Closes #123` indicates that this PR wil\n[…]\nntation to be\nupdated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->\n\nCo-authored-by: Andrew Lamb <andrew@nerdnetworks.org>",
          "is_bot": false,
          "headline": "minor: validate config `max_spill_file_size_bytes` when setting it (#…",
          "author_name": "Yongting You",
          "author_login": "2010YOUY01",
          "committed_at": "2026-07-15T20:54:09Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2e785088018b66ad2c01b3a04fdfcd35bd9d5df0",
          "body": "## Which issue does this PR close?\n\n<!--\nWe generally require a GitHub issue to be filed for all bug fixes and\nenhancements and this helps us generate change logs for our releases.\nYou can link an issue to this PR using the GitHub syntax. For example\n`Closes #123` indicates that this PR will close i\n[…]\nhere are user-facing changes then we may require documentation to be\nupdated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->",
          "is_bot": false,
          "headline": "perf: preallocate memory in `pad` (#23586)",
          "author_name": "theirix",
          "author_login": "theirix",
          "committed_at": "2026-07-15T20:11:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a19a1781d0d671bffa10a9bf0fd2b6660fcac051",
          "body": "## Which issue does this PR close?\n\nN/A\n\n## Rationale for this change\n\nWhen I created the sort axis benchmarks I meant to only have single\npartition without coalescing, so when we benchmark sorted input the\nstream will get sorted input, but having coalesce partitions ruin that.\n\nalso added env var t\n[…]\nnd add env var controls + increase batch size for\nsort axis and set runtime batch size based on the batches batch size\n\n## Are these changes tested?\n\nManually\n\n## Are there any user-facing changes?\nNo",
          "is_bot": false,
          "headline": "bench(sort): fix sort axis benchmark run on single partition (#23614)",
          "author_name": "Raz Luvaton",
          "author_login": "rluvaton",
          "committed_at": "2026-07-15T18:41:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d61052a968ab501b700c4204bd5344d8c32e1cbe",
          "body": "## Which issue does this PR close?\n\nNo issue, but a bug from production\n\n## Rationale for this change\n\nThe unparser breaks a round trip on aggregates with a within group.\n\nI.e,\n\n```sql\nSELECT approx_percentile_cont(0.9, 200) WITHIN GROUP (ORDER BY salary * 2 DESC) FROM person\n```\n\nBecomes:\n\n```sql\nS\n[…]\ne included in this PR?\n\nAdds some structure to the unparser to basically unparse this correctly.\n\n## Are these changes tested?\n\nYes, a few test cases added\n\n## Are there any user-facing changes?\n\nNope",
          "is_bot": false,
          "headline": "Fix within group aggregates with unparser (#22195)",
          "author_name": "Peter L",
          "author_login": "cetra3",
          "committed_at": "2026-07-15T16:48:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "87fcaecc54b579a1a0dcea7b924bd966ecf6a3f5",
          "body": "…ith 10 updates (#23613)\n\nBumps the all-other-cargo-deps group with 9 updates in the / directory:\n\n| Package | From | To |\n| --- | --- | --- |\n| [bytes](https://github.com/tokio-rs/bytes) | `1.12.0` | `1.12.1` |\n| [ctor](https://github.com/mmastrac/linktime) | `1.0.7` | `1.0.8` |\n| [memchr](https://\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump the all-other-cargo-deps group across 1 directory w…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-15T16:02:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ccbf48795a56f99b69606b5c6a9f6cb092c35237",
          "body": "## Which issue does this PR close?\n\nN/A\n\n## Rationale for this change\n\nOptimize existing expression.\n\n## What changes are included in this PR?\n\nStream uppercase char mapping directly into the string builder in the\nnon-ASCII case-conversion path, eliminating the per-row String heap\nallocation and cop\n[…]\nhere are user-facing changes then we may require documentation to be\nupdated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->",
          "is_bot": false,
          "headline": "perf: optimize `upper` (6% faster) (#23588)",
          "author_name": "Andy Grove",
          "author_login": "andygrove",
          "committed_at": "2026-07-15T15:45:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f3939df8e4cdec7372e75f43a0dc050e4eb3771a",
          "body": "## Which issue does this PR close?\n\n<!--\nWe generally require a GitHub issue to be filed for all bug fixes and\nenhancements and this helps us generate change logs for our releases.\nYou can link an issue to this PR using the GitHub syntax. For example\n`Closes #123` indicates that this PR will close i\n[…]\nhere are user-facing changes then we may require documentation to be\nupdated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->",
          "is_bot": false,
          "headline": "minor: validate config `recursion_limit` when setting it (#23592)",
          "author_name": "Yongting You",
          "author_login": "2010YOUY01",
          "committed_at": "2026-07-15T15:43:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "595e61448fc8fe0360190d7241958ff80cec0aa0",
          "body": "## Which issue does this PR close?\n\nN/A\n\n## Rationale for this change\n\nOptimize existing expression.\n\n## What changes are included in this PR?\n\nAdded an array fast path for trunc(value, scalar precision) that hoists\n10^precision out of the per-element loop and uses a unary kernel instead\nof broadcas\n[…]\nhere are user-facing changes then we may require documentation to be\nupdated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->",
          "is_bot": false,
          "headline": "perf: optimize `trunc` for scalar precision case (10x faster) (#23593)",
          "author_name": "Andy Grove",
          "author_login": "andygrove",
          "committed_at": "2026-07-15T15:43:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "12fe9a0cdf0240c3193ff359bf6522c2e529b905",
          "body": "Bumps the codeql-actions group with 2 updates:\n[github/codeql-action/init](https://github.com/github/codeql-action) and\n[github/codeql-action/analyze](https://github.com/github/codeql-action).\n\nUpdates `github/codeql-action/init` from 4.36.2 to 4.37.0\n<details>\n<summary>Release notes</summary>\n<p><e\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump the codeql-actions group with 2 updates (#23610)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-15T15:40:38Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cf139585f0db506c50d6020e361bb392ed515480",
          "body": "…S lists (#23521)\n\n## Which issue does this PR close?\n\n- Closes #23474.\n\n## Rationale for this change\n\nA bare `MAP {'k1': NULL}` literal infers a `Null` value type, producing\n`Map(\"entries\": Struct(\"key\": Utf8, \"value\": Null))`. Placing it in a\nVALUES list alongside concretely-typed map rows failed \n[…]\nluding bare NULL map values. No API\nchanges; previously failing queries now succeed, and incompatible-type\nerrors are preserved.\n\n---------\n\nCo-authored-by: Jeffrey Vo <jeffrey.vo.australia@gmail.com>",
          "is_bot": false,
          "headline": "fix: support type coercion for MAP literals with NULL values in VALUE…",
          "author_name": "Prateek Ganigi",
          "author_login": "PG1204",
          "committed_at": "2026-07-15T15:39:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0099876a3c0c6f0b17a97efbee6c790d0f2f10b3",
          "body": "…#22714)\n\n## Which issue does this PR close?\n\n- Closes #22713.\n\n## Rationale for this change\n\nFixes a bug with `avg` that currently prevents us from running TPC-DS\nq1. I think that this issues is masked by Parquet because the current\nimplementations infers that columns as a Decimal128.\n\n## What chan\n[…]\nfacing changes?\n\nNone, just more code that doesn't currently work and will work now.\n\n---------\n\nSigned-off-by: Adam Gutglick <adamgsal@gmail.com>\nCo-authored-by: Andrew Lamb <andrew@nerdnetworks.org>",
          "is_bot": false,
          "headline": "fix: Handle potential overflow in internal state for `avg(decimal)` (…",
          "author_name": "Adam Gutglick",
          "author_login": "AdamGS",
          "committed_at": "2026-07-15T15:12:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "69c3a78a4162694a77e7da7047b8f50d86e4b058",
          "body": "## Which issue does this PR close?\n\n<!--\nWe generally require a GitHub issue to be filed for all bug fixes and\nenhancements and this helps us generate change logs for our releases.\nYou can link an issue to this PR using the GitHub syntax. For example\n`Closes #123` indicates that this PR will close i\n[…]\nbe\nupdated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->\n\n---------\n\nCo-authored-by: Andrew Lamb <andrew@nerdnetworks.org>",
          "is_bot": false,
          "headline": "fix: optimize_projections failure with struct-field join keys (#22903)",
          "author_name": "Kumar Ujjawal",
          "author_login": "kumarUjjawal",
          "committed_at": "2026-07-15T15:08:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e2ef25f23423e81ca4a66aaea8339bd01151c3b6",
          "body": "see recent dependabot PRs\n\n- https://github.com/apache/datafusion/pull/23553\n- https://github.com/apache/datafusion/pull/23552\n\nseems these updates should be done together and not separate PRs; add a\ngroup to the config to enable this",
          "is_bot": false,
          "headline": "chore: group codeql action dependabot updates (#23561)",
          "author_name": "Jeffrey Vo",
          "author_login": "Jefffrey",
          "committed_at": "2026-07-15T15:03:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "37d11af7fa295d8a5984c8db5954598db96ac70a",
          "body": "…… (#23185)\n\n## Which issue does this PR close?\n\n<!--\nWe generally require a GitHub issue to be filed for all bug fixes and\nenhancements and this helps us generate change logs for our releases.\nYou can link an issue to this PR using the GitHub syntax. For example\n`Closes #123` indicates that this PR\n[…]\ns this helper as part of the public API surface, please\nadd the\n`api change` label.\n\n---------\n\nSigned-off-by: Jiawei Zhao <Phoenix500526@163.com>\nCo-authored-by: Andrew Lamb <andrew@nerdnetworks.org>",
          "is_bot": false,
          "headline": "refactor: make join projection pushdown schema-aware via ColumnIndex/…",
          "author_name": "Phoenix",
          "author_login": "Phoenix500526",
          "committed_at": "2026-07-15T14:15:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "dd1c30b030a65b4a5207938136becbc66a32faf8",
          "body": "### Which issue does this PR close?\n\n* Closes #23086\n\n### Rationale for this change\n\nClickBench Q27 and Q28 are intended to aggregate the **byte length** of\nstring values, while DataFusion intentionally defines `length` as an\nalias for `character_length`, which counts UTF-8 characters rather than\nby\n[…]\nLLM-generated code disclosure\n\nThis PR includes LLM-generated code and comments. All LLM-generated\ncontent has been manually reviewed.\n\n---------\n\nCo-authored-by: Andrew Lamb <andrew@nerdnetworks.org>",
          "is_bot": false,
          "headline": "Use `octet_length` for ClickBench Q27/Q28 byte-length semantics (#23475)",
          "author_name": "kosiew",
          "author_login": "kosiew",
          "committed_at": "2026-07-15T14:12:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "eb45093bdf14aa65aa06238fdfc25dcc8f2fa179",
          "body": "## Which issue does this PR close?\n\nCloses #22475.\n\n## Rationale for this change\n\n`$1 = ANY (SELECT ...)` and `$1 <> ALL (SELECT ...)` left the\nplaceholder untyped because `infer_placeholder_types` had no arm for\n`SetComparison`.\n\n## What changes are included in this PR?\n\nAdds the `SetComparison` ar\n[…]\nsts for `ANY` and `ALL` placeholder inference, plus end-to-end\nsqllogictests with `PREPARE`/`EXECUTE`.\n\n## Are there any user-facing changes?\n\nNo.\n\n---------\n\nCo-authored-by: kosiew <kosiew@gmail.com>",
          "is_bot": false,
          "headline": "Infer placeholder type from ANY/ALL subquery, unit tests (#22545)",
          "author_name": "H",
          "author_login": "HairstonE",
          "committed_at": "2026-07-15T13:36:13Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "754e11335eda9a219a7578a8c2f3436299cf00e6",
          "body": "## Which issue does this PR close?\n\n- Closes #23451\n- Closes #23478\n- Closes #23479\n\n## Rationale for this change\n\nPartition-index-aware joins require compatible input layouts. Compatible\nRange layouts can satisfy that without repartitioning.\n\n## What changes are included in this PR?\n\n- Require co-p\n[…]\nng SLT coverage.\n\n## Are these changes tested?\n\nYes\n\n## Are there any user-facing changes?\n\nStreaming table providers can declare output partitioning with\n`StreamingTable::with_output_partitioning()`.",
          "is_bot": false,
          "headline": "Enforce co-partitioning for sort merge and symmetric hash joins (#23480)",
          "author_name": "Gene Bordegaray",
          "author_login": "gene-bordegaray",
          "committed_at": "2026-07-15T12:31:57Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "096012e08467ca2457b6a3ebe115bc9229005ef1",
          "body": "…ead of state machine (#23407)\n\n## Which issue does this PR close?\n\n- N/A\n\n## Rationale for this change\n\nI'm trying to make some Sort optimization but it is hard to get stuff\nmerged where the code is already complex even if adding a simple\noptimization (like when only 1 stream is left just return th\n[…]\nbugger on that keyword (from what I remember)\n\tiii. there is some hidden code that you need to \n3. You can only use `yield` from the macro body (so you cant extract\nfunctions with `yield` for example)",
          "is_bot": false,
          "headline": "chore: Simplifying `SortPreservingMergeStream` to use generators inst…",
          "author_name": "Raz Luvaton",
          "author_login": "rluvaton",
          "committed_at": "2026-07-15T09:42:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5340653f35b4f1b495c7ecfeb04159f8737f9609",
          "body": "## Which issue does this PR close?\n\n- Closes #23450.\n\n## Rationale for this change\n\n#23184 allowed compatible range-partitioned inputs to satisfy\npartitioned inner joins without hash repartitioning. However, join\noutput still downgraded `Partitioning::Range` to `UnknownPartitioning`,\nso downstream j\n[…]\nYes. Physical plans can preserve proven range partitioning through\njoins, allowing compatible downstream joins and aggregates to avoid\nunnecessary hash repartitioning. There are no public API changes.",
          "is_bot": false,
          "headline": "fix: preserve range partitioning through joins (#23584)",
          "author_name": "Edson Petry",
          "author_login": "EdsonPetry",
          "committed_at": "2026-07-15T09:37:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e123e6fc7b04de1261dcb14e8343062f1fa9107e",
          "body": "## Which issue does this PR close?\n\n- Closes #23290.\n\n## What changes are included in this PR?\n\nIn two commits:\n\n* Improve the robustness of `WindowTopN` to intermediate\n`RepartitionExec` nodes, to ensure that `PartitionedTopK` can still be\nused when `target_partitions` mismatches physical partition\n[…]\nw `slt` tests are added for both the `WindowTopN` robustness fix,\nand for the use of `required_input_distributions` in `PartitionedTopK`.\n\n## Are there any user-facing changes?\n\nNo: only plan changes.",
          "is_bot": false,
          "headline": "Allow Range partitioned inputs to PartitionedTopK (#23355)",
          "author_name": "Stu Hood",
          "author_login": "stuhood",
          "committed_at": "2026-07-15T09:36:20Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bc6e058a96ddf4ac1f5247ec25a8ef1fe1d4fab3",
          "body": "## Which issue does this PR close?\n\n- Part of https://github.com/apache/datafusion/issues/23334.\n\n> The numbers below come from the committed criterion benchmark added in\nhttps://github.com/apache/datafusion/pull/23335 (`cargo bench --bench\narray_has`) — **origin** = the per-row `eq` kernel (unoptim\n[…]\nacle.\n- Existing `array_has` / `array_contains` / `join_lists` sqllogictest\nsuites pass.\n\n## Are there any user-facing changes?\n\nNo.\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf: Optimize array_has() for array needle (#23337)",
          "author_name": "Pierre Lacave",
          "author_login": "freakyzoidberg",
          "committed_at": "2026-07-15T09:11:48Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "7f6cc60e55075615899bf317588ba7f6e495977b",
          "body": "## Which issue does this PR close?\n\n- Closes #23329.\n\n## Rationale for this change\n\n`left`, `right`, and `substr` currently always return `Utf8View`, even\nwhen their first argument is `Utf8` or `LargeUtf8`. This makes them\ninconsistent with nearby string-producing functions such as `lower`,\n`upper`,\n[…]\n Utf8View`\n\nThis may remove implicit downstream casts for users that expect `Utf8`,\nbut it also means `Utf8` / `LargeUtf8` inputs no longer use the previous\nzero-copy `Utf8View` result representation.",
          "is_bot": false,
          "headline": "Preserve string slice function return types (#23330)",
          "author_name": "xudong.w",
          "author_login": "xudong963",
          "committed_at": "2026-07-15T05:51:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fc931625210c601c65f649b0bebdbc9e1cdda377",
          "body": "## Which issue does this PR close?\nSimilar to https://github.com/apache/datafusion/pull/22409\n\n\n## Rationale for this change\nMinor fix for something that's bothering my syntax highlighting in vim.\n\n## What changes are included in this PR?\nMinor docstring fix, also changed the over-restrictive text wrapping\n\n## Are these changes tested?\nNot needed\n\n## Are there any user-facing changes?\nNo",
          "is_bot": false,
          "headline": "fix: close the markdown block in docstring (#23562)",
          "author_name": "Ariel Miculas-Trif",
          "author_login": "ariel-miculas",
          "committed_at": "2026-07-15T03:50:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2a563487c104435e894d7bc048ec06c593da4c8d",
          "body": "## Which issue does this PR close?\n\n<!--\nWe generally require a GitHub issue to be filed for all bug fixes and\nenhancements and this helps us generate change logs for our releases.\nYou can link an issue to this PR using the GitHub syntax. For example\n`Closes #123` indicates that this PR will close i\n[…]\nhere are user-facing changes then we may require documentation to be\nupdated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->",
          "is_bot": false,
          "headline": "doc: More comments to aggregate planning overview (#23525)",
          "author_name": "Yongting You",
          "author_login": "2010YOUY01",
          "committed_at": "2026-07-15T03:12:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4b68de61d37839ec40f12d3c1ad8995d5106bbf0",
          "body": "…rtitioned requirements (#23416)\n\n## Which issue does this PR close?\n\n- Closes #23289.\n\nRebased on main now that #23184 has merged. Overlaps with #23355, which\nalso opts the window execs into range satisfaction as part of its\nPartitionedTopK work — happy to rebase whichever lands second.\n\n## What ch\n[…]\n frame, and no-`PARTITION BY`), plus\nplan-shape tests in `enforce_distribution.rs` and acceptance/rejection\ntests in `sanity_checker.rs`.\n\n## Are there any user-facing changes?\n\nNo: only plan changes.",
          "is_bot": false,
          "headline": "feat: allow Partitioning::Range to satisfy window Distribution::KeyPa…",
          "author_name": "Mithun Chicklore Yogendra",
          "author_login": "mithuncy",
          "committed_at": "2026-07-14T18:41:38Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d1e6d4576c4d279087610a91a840ca53a973c90c",
          "body": "…alExpr::current() (#23532)\n\n## Which issue does this PR close?\n\n- Closes #23533.\n\n## Rationale for this change\n\n`DynamicFilterPhysicalExpr::current()` is invoked per batch on the\nRowFilter path (via `PhysicalExpr::evaluate`). It calls\n`remap_children`, which does a `transform_up` tree walk. For dyn\n[…]\nions::dynamic_filters` (18 existing + 3 new)\npass.\n\n## Are there any user-facing changes?\n\nNo. Internal caching only. No public API changes; behavior is identical\nmodulo the generation-tied fast path.",
          "is_bot": false,
          "headline": "perf(physical-expr): cache remapped expression in DynamicFilterPhysic…",
          "author_name": "Qi Zhu",
          "author_login": "zhuqi-lucas",
          "committed_at": "2026-07-14T15:35:20Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d194e314dcb35f4a17c2a39be7e0375e1af65663",
          "body": "## Which issue does this PR close?\n\nN/A\n\n## Rationale for this change\n\nOptimize existing expression.\n\n## What changes are included in this PR?\n\nReplaced the per-row chrono NaiveDateTime round trip in the untimezoned\ncoarse path of date_trunc (week/month/quarter/year) with integer\ncivil-calendar arit\n[…]\nhere are user-facing changes then we may require documentation to be\nupdated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->",
          "is_bot": false,
          "headline": "perf: optimize `date_trunc` (#23542)",
          "author_name": "Andy Grove",
          "author_login": "andygrove",
          "committed_at": "2026-07-14T15:00:41Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "92026983f49bdc9521855dd7233df42b4762feca",
          "body": "…awn_buffered` (#23560)\n\n## Which issue does this PR close?\n\nFixes: #23559\n\n## Rationale for this change\n\nSee the issue description\n\n## What changes are included in this PR?\nChange spawn_buffered's behavior to ensure a maximum of `buffer`\nRecordBatches are produced before any consumer polls the stream.\n\n## Are these changes tested?\nYes\n\n## Are there any user-facing changes?\nNo\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->",
          "is_bot": false,
          "headline": "fix: ensure a maximum of `buffer_len` RecordBatches are cached in `sp…",
          "author_name": "Ariel Miculas-Trif",
          "author_login": "ariel-miculas",
          "committed_at": "2026-07-14T14:52:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f5a20d7a1cde587d7cc06b3f1ba3cec964255aa9",
          "body": "## Which issue does this PR close?\n\nN/A\n\n## Rationale for this change\n\nOptimize existing expression.\n\n## What changes are included in this PR?\n\nBuild the trimmed Utf8/LargeUtf8 output by writing slices into a single\nexactly-sized value buffer and reusing the input null buffer, instead of\ncollecting \n[…]\nhere are user-facing changes then we may require documentation to be\nupdated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->",
          "is_bot": false,
          "headline": "perf: optimize `string_trim` (#23541)",
          "author_name": "Andy Grove",
          "author_login": "andygrove",
          "committed_at": "2026-07-14T14:05:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "870f2571a213850e951d31652a68e23a17378a58",
          "body": "## Which issue does this PR close?\n\nN/A\n\n## Rationale for this change\n\nOptimize an existing function\n\n## What changes are included in this PR?\n\nround() over a no-null float column with scalar decimal_places now\nhoists the 10^dp factor out of the loop and uses the vectorizable\ninfallible `unary` kern\n[…]\nhere are user-facing changes then we may require documentation to be\nupdated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->",
          "is_bot": false,
          "headline": "perf: optimize `round` expression (#23471)",
          "author_name": "Andy Grove",
          "author_login": "andygrove",
          "committed_at": "2026-07-14T13:58:26Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d0304b3ff5fc1ccc47106384437232d54c462d46",
          "body": "## Which issue does this PR close?\n\n- Closes #23351.\n\n## Rationale for this change\n\nBenches were added recently in #23350 . Improve and measure some\noptimisations.\n\n## What changes are included in this PR?\n\n- Improve performance for `seconds_ns` and `seconds_as_i32`. A pretty\nrare code path.\n\n## Are\n[…]\nated before approving the PR.\n-->\n\n<!--\nIf there are any breaking changes to public APIs, please add the `api\nchange` label.\n-->\n\n---------\n\nCo-authored-by: Jeffrey Vo <jeffrey.vo.australia@gmail.com>",
          "is_bot": false,
          "headline": "perf: optimisation for date_part with seconds (#23444)",
          "author_name": "theirix",
          "author_login": "theirix",
          "committed_at": "2026-07-14T10:28:15Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "61518a8b57919e0981c0d1ce5062058d555d2056",
          "body": "Bumps [actions/setup-node](https://github.com/actions/setup-node) from 6\nto 7.\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/actions/setup-node/releases\">actions/setup-node's\nreleases</a>.</em></p>\n<blockquote>\n<h2>v7.0.0</h2>\n<h2>What's Changed</h2>\n<h3>\n[…]\n-----\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jefffrey <jeffrey.vo.australia@gmail.com>",
          "is_bot": true,
          "headline": "chore(deps): bump actions/setup-node from 6 to 7 (#23550)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-14T10:10:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "94eaf5e8cd5b6fd54e1b31f70a6580eef8d28315",
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                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 80 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 83,
            "inputs": {
              "merged_prs": 11501,
              "open_issues": 1741,
              "closed_issues": 6962,
              "issue_closed_ratio": 0.8,
              "closed_unmerged_prs": 2906
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "80% of issues closed",
                "points": 37.4,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 80
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "11501/14407 decided PRs merged",
                "points": 30.5,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 11501,
                      "decided": 14407
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "followers": 23513,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "apache",
              "public_repos": 3146,
              "account_age_days": 6394
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "23,513 followers of apache",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 23513,
                      "login": "apache"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "3146 public repos, account ~17 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 3146
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 17
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "datafusion-cli"
              ],
              "ecosystems": "crates",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on crates",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "crates"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "62 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 62
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 80,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 74,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": true,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "15 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 15
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 6.4,
                "status": "met",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "arrow",
                "big-data",
                "dataframe",
                "datafusion",
                "olap",
                "python",
                "query-engine",
                "rust",
                "sql"
              ],
              "has_wiki": false,
              "homepage": "https://datafusion.apache.org/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://datafusion.apache.org/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "9 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 9
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 76,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "good",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Dangerous-Workflow, Packaging, Signed-Releases, Token-Permissions. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "dangerous_workflow",
                    "packaging",
                    "signed_releases",
                    "token_permissions"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 70,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 13,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 5,
              "scorecard_aggregate": 7
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "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",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 80 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no workflows found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is run on all commits",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "No tokens found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "31 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 1199 resolved dependencies against OSV; 69 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 1199
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 69
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 33,
              "affected_packages": 24,
              "assessed_packages": 1199,
              "unassessed_packages": 69,
              "affected_by_severity": "high 13, moderate 4, low 2, unknown 5",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 1199,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 14
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "excellent",
        "name": "AI Readiness",
        "value": 88,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "has_llms_txt": true,
              "legible_history_share": 1,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md"
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              "agent_instruction_max_bytes": 2033
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": "llms.txt present",
                "points": 15,
                "status": "met",
                "details": [
                  {
                    "code": "llms_txt_present",
                    "params": {}
                  }
                ],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "89 of 89 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 89,
                      "sampled": 89
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 79,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "Cargo.lock",
                "package-lock.json",
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
                "docs/Makefile"
              ],
              "has_devcontainer": true,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0.08,
              "toolchain_manifests": [
                "Cargo.toml",
                "benchmarks/Cargo.toml",
                "datafusion-cli/Cargo.toml",
                "datafusion-examples/Cargo.toml",
                "datafusion-examples/examples/ffi/ffi_example_table_provider/Cargo.toml",
                "datafusion-examples/examples/ffi/ffi_module_interface/Cargo.toml",
                "datafusion-examples/examples/ffi/ffi_module_loader/Cargo.toml",
                "datafusion/catalog-listing/Cargo.toml",
                "datafusion/catalog/Cargo.toml",
                "datafusion/common-runtime/Cargo.toml",
                "datafusion/common/Cargo.toml",
                "datafusion/core/Cargo.toml",
                "datafusion/datasource-arrow/Cargo.toml",
                "datafusion/datasource-avro/Cargo.toml",
                "datafusion/datasource-csv/Cargo.toml",
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        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Could not fetch pypi package 'datafusion-dev' from its registry",
    "crates package 'test-utils' points at a different repository (https://github.com/Aeradriel/rs_test_utils.git); excluded from ecosystem scoring",
    "Could not fetch crates package 'datafusion-examples' from its registry"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T23:22:51.117431Z",
  "schema_version": "0.26.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/apache/datafusion.svg",
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}

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 v1.13.0、模式 v0.26.0—— 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crates.io.