Back to packageRELEASE DETAILS

0.1.51

PyPI

ai4industry

A14 - 基于 Agent 的流程工业建模数据智能优选与闭环寻优系统（本地进程 + Web UI）

Published7 Oct 2026

Direct dependencies39

Transitive dependenciesNot calculated

README

Version 0.1.51 documentation

A14 · ai4industry

A14 是基于 Agent 的流程工业建模数据智能优选与闭环寻优系统：面向流程工业数据分析师、建模/算法工程师与高校科研人员，提供数据上传 → 系统辨识建模 → 闭环寻优 → 智能报告的一体化本地 Web 工作台。

ai4industry 是 A14 的 PyPI 发布形态（本地进程 + Web UI，Harness 模式）：pip install 后运行一条命令，浏览器即开即用，无需安装 Node.js / Electron / 任何打包工具。

快速开始

1. 安装

# 基础安装（轻量，不含重型建模依赖）
pip install ai4industry

# 需要状态空间（ss）族建模时追加重型依赖（约 100MB+）
pip install 'ai4industry[full]'

可选依赖组（按需追加，互不冲突）：

extras	用途	安装命令
`full`	状态空间（ss）族建模（约 100MB+）	`pip install 'ai4industry[full]'`
`industrial`	工业连接器（OPC UA / Modbus TCP 只读采集）	`pip install 'ai4industry[industrial]'`
`database`	数据库直连（MySQL / PostgreSQL / TimescaleDB 只读查询；SQLite 走标准库零依赖）	`pip install 'ai4industry[database]'`
`tsdb`	时序数据库（TDengine WebSocket / InfluxDB 2.x）	`pip install 'ai4industry[tsdb]'`
`test`	开发/测试（pytest / httpx）	`pip install 'ai4industry[test]'`

装好驱动后重启服务，「技能·连接器」页对应数据库类型的驱动状态会自动翻为「已就绪」。

要求 Python >= 3.10（Windows / macOS / Linux 均可）。

2. 启动

ai4industry

启动后自动完成：

探测 127.0.0.1 空闲端口（默认 8000，被占用自动 +1，探测 ≤100 次）；
在用户数据目录初始化数据库与数据目录族；
启动本地服务并自动打开浏览器访问 http://127.0.0.1:8000/；
按 Ctrl+C 优雅退出，数据全部保留。

常用参数：

ai4industry --no-browser        # 不自动打开浏览器（无头/远程场景）
ai4industry --port 9000         # 指定起始端口
ai4industry --data-dir D:/a14-data   # 指定用户数据目录

3. 数据目录

平台	默认用户数据目录
Windows	`%LOCALAPPDATA%\ai4industry`
macOS	`~/Library/Application Support/ai4industry`
Linux	`~/.local/share/ai4industry`

运行时数据（a14_agent.db、uploads/、outputs/、logs/）全部落在用户数据目录：升级包、重装、覆盖安装均不触碰用户数据；包安装目录（site-packages）只读，绝无运行时写入。

自定义数据目录（优先级：--data-dir 参数 > A14_DATA_DIR 环境变量 > 平台默认目录）：

A14_DATA_DIR=D:/a14-data ai4industry

4. 社区版（License 策略）

PyPI 公开版默认以 社区版（COMMUNITY） 运行：完整功能、零拦截、无需激活。License 校验仅用于企业定制版（详见项目仓库）。

5. 常见问题（FAQ）

与其他暴露 app 顶层包的包冲突？ ai4industry 安装后在 Python 中导入顶层包名为 app（与项目既有代码/测试一致）。若同环境存在其它同样暴露 app 顶层包的包，两者会互相覆盖。建议在独立 venv 中安装使用，这与所有 Python 包的最佳实践一致。
能否用 python -m uvicorn app.main:app 启动？ 不推荐。请始终使用 ai4industry 命令或等价的 python -m app 启动——它们会注入正确的数据目录环境变量并自动开浏览器；裸 uvicorn 不注入安装态环境，数据会落在当前目录而非用户数据目录。
端口被占用？ 默认从 8000 起自动 +1 探测（≤100 次），并打印实际访问地址。
输入 ai4industry 提示“不是内部或外部命令 / 无法识别”？ 命令脚本位于 Python 的 Scripts 目录（如 C:\Python314\Scripts\ai4industry.exe）；该目录不在 PATH 时终端找不到命令。三种解决方式（任选其一）： ① 改用等价命令 python -m app（推荐：无需改 PATH，任何环境都可用，参数完全一致）； ② 用绝对路径执行（python -c "import sys; print(sys.prefix)" 可查 Python 安装位置，命令在其下 Scripts\ 子目录）； ③ 将 Python 的 Scripts 目录加入 PATH 后重开终端。
浏览器没自动打开？ 命令行会打印访问地址，手动在浏览器打开即可；也可用 --no-browser 跳过自动打开。
日志在哪里？ 用户数据目录 logs/backend.log（控制台亦输出）。
DeepSeek / Ollama 配置？ 首次启动后进入 Web UI「设置」页配置 LLM 后端（云端 DeepSeek 或本地 Ollama），配置保存在本地数据库。

开发态说明

仓库开发态（uvicorn app.main:app / 运行测试）不注入任何安装态环境变量，行为与改造前完全一致（零回归红线）；仅 ai4industry 命令（console script）进入安装态路径策略。

许可证

参见项目仓库 LICENSE（Apache-2.0）。本 PyPI 包仅分发开源社区版；企业版功能（License 校验体系）不随公开版分发。

Downloads & popularity

Awaiting observations

No metric observations yet

Download counts and popularity will appear here as the collector receives them.

Declared dependencies 39

Native requirements

39 direct targetsNot calculated transitive count

Package / target	Requirement	Relationship
alembic Environment { "extras": "", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`alembic<2.0.0,>=1.19.0`	runtime
cryptography Environment { "extras": "", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`cryptography>=42.0.0`	runtime
fastapi Environment { "extras": "", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`fastapi>=0.110.0`	runtime
filelock Environment { "extras": "", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`filelock>=3.13.0`	runtime
keyring Environment { "extras": "", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`keyring<26.0.0,>=25.0.0`	runtime
langgraph-checkpoint-sqlite Environment { "extras": "", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`langgraph-checkpoint-sqlite<4,>=3.1.1`	runtime
langgraph Environment { "extras": "", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`langgraph<1.3,>=1.0.0`	runtime
matplotlib Environment { "extras": "", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`matplotlib>=3.8.0`	runtime
numpy Environment { "extras": "", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`numpy>=1.26.0`	runtime
openai Environment { "extras": "", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`openai>=1.30.0`	runtime
openpyxl Environment { "extras": "", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`openpyxl>=3.1.0`	runtime
pandas Environment { "extras": "", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`pandas>=2.2.0`	runtime
platformdirs Environment { "extras": "", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`platformdirs>=4.0.0`	runtime
pydantic-settings Environment { "extras": "", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`pydantic-settings>=2.0.0`	runtime
pydantic Environment { "extras": "", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`pydantic>=2.0.0`	runtime
pypdf Environment { "extras": "", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`pypdf>=4.0.0`	runtime
python-docx Environment { "extras": "", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`python-docx>=0.8.11`	runtime
python-multipart Environment { "extras": "", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`python-multipart>=0.0.9`	runtime
python-pptx Environment { "extras": "", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`python-pptx>=0.6.21`	runtime
redis Environment { "extras": "", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`redis>=5.0.0`	runtime
reportlab Environment { "extras": "", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`reportlab>=4.0.0`	runtime
scikit-learn Environment { "extras": "", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`scikit-learn>=1.4.0`	runtime
scipy Environment { "extras": "", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`scipy>=1.12.0`	runtime
sqlalchemy Environment { "extras": "", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`sqlalchemy>=2.0.0`	runtime
statsmodels Environment { "extras": "", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`statsmodels>=0.14.0`	runtime
uvicorn Environment { "extras": "standard", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`uvicorn[standard]>=0.29.0`	runtime
watchdog Environment { "extras": "", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`watchdog<7.0.0,>=6.0.0`	runtime
psycopg2-binary Environment { "extras": "", "marker": "extra == \"database\"", "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`psycopg2-binary>=2.9; extra == "database"`	runtime
pymysql Environment { "extras": "", "marker": "extra == \"database\"", "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`pymysql>=1.1; extra == "database"`	runtime
casadi Environment { "extras": "", "marker": "extra == \"full\"", "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`casadi>=3.6.0; extra == "full"`	runtime
control Environment { "extras": "", "marker": "extra == \"full\"", "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`control==0.10.2; extra == "full"`	runtime
sippy-unipi Environment { "extras": "", "marker": "extra == \"full\"", "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`sippy-unipi==1.0.1; extra == "full"`	runtime
asyncua Environment { "extras": "", "marker": "extra == \"industrial\"", "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`asyncua>=1.9.0; extra == "industrial"`	runtime
pymodbus Environment { "extras": "", "marker": "extra == \"industrial\"", "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`pymodbus>=3.6.0; extra == "industrial"`	runtime
optuna Environment { "extras": "", "marker": "extra == \"optuna\"", "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`optuna>=4.9.0; extra == "optuna"`	runtime
httpx Environment { "extras": "", "marker": "extra == \"test\"", "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`httpx>=0.27.0; extra == "test"`	runtime
pytest Environment { "extras": "", "marker": "extra == \"test\"", "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`pytest>=8.0.0; extra == "test"`	runtime
influxdb-client Environment { "extras": "", "marker": "extra == \"tsdb\"", "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`influxdb-client>=1.40; extra == "tsdb"`	runtime
taos-ws-py Environment { "extras": "", "marker": "extra == \"tsdb\"", "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`taos-ws-py>=3.7.0; extra == "tsdb"`	runtime

Distribution files

2 collected

ai4industry-0.1.51-py3-none-any.whl

bdist_wheel · 2,757.08 KB · Python py3

Source file

ai4industry-0.1.51.tar.gz

sdist · 13,740.35 KB · Python source

Source file

Metadata history

Meaningful changes

Current collected state Current

Observed since 21 Oct, 09:48 UTC

No superseded metadata states collected. Unchanged observations do not create new revisions.

Record identity

package_version:1277c186820c3abfeb23bb52b7c12e86dca9980d031a100f3170674457e684e2

Package details

Ecosystem: PyPI
Registry license: Apache License Version 2.0, January 2004 http://www.apache.org/licenses/ TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 1. Definitions. "License" shall mean the terms and conditions for use, reproduction, and distribution as defined by Sections 1 through 9 of this document. "Licensor" shall mean the copyright owner or entity authorized by the copyright owner that is granting the License. "Legal Entity" shall mean the union of the acting entity and all other entities that control, are controlled by, or are under common control with that entity. For the purposes of this definition, "control" means (i) the power, direct or indirect, to cause the direction or management of such entity, whether by contract or otherwise, or (ii) ownership of fifty percent (50%) or more of the outstanding shares, or (iii) beneficial ownership of such entity. "You" (or "Your") shall mean an individual or Legal Entity exercising permissions granted by this License. "Source" form shall mean the preferred form for making modifications, including but not limited to software source code, documentation source, and configuration files. "Object" form shall mean any form resulting from mechanical transformation or translation of a Source form, including but not limited to compiled object code, generated documentation, and conversions to other media types. "Work" shall mean the work of authorship, whether in Source or Object form, made available under the License, as indicated by a copyright notice that is included in or attached to the work (an example is provided in the Appendix below). "Derivative Works" shall mean any work, whether in Source or Object form, that is based on (or derived from) the Work and for which the editorial revisions, annotations, elaborations, or other modifications represent, as a whole, an original work of authorship. For the purposes of this License, Derivative Works shall not include works that remain separable from, or merely link (or bind by name) to the interfaces of, the Work and Derivative Works thereof. "Contribution" shall mean any work of authorship, including the original version of the Work and any modifications or additions to that Work or Derivative Works thereof, that is intentionally submitted to Licensor for inclusion in the Work by the copyright owner or by an individual or Legal Entity authorized to submit on behalf of the copyright owner. For the purposes of this definition, "submitted" means any form of electronic, verbal, or written communication sent to the Licensor or its representatives, including but not limited to communication on electronic mailing lists, source code control systems, and issue tracking systems that are managed by, or on behalf of, the Licensor for the purpose of discussing and improving the Work, but excluding communication that is conspicuously marked or otherwise designated in writing by the copyright owner as "Not a Contribution." "Contributor" shall mean Licensor and any individual or Legal Entity on behalf of whom a Contribution has been received by Licensor and subsequently incorporated within the Work. 2. Grant of Copyright License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable copyright license to reproduce, prepare Derivative Works of, publicly display, publicly perform, sublicense, and distribute the Work and such Derivative Works in Source or Object form. 3. Grant of Patent License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable (except as stated in this section) patent license to make, have made, use, offer to sell, sell, import, and otherwise transfer the Work, where such license applies only to those patent claims licensable by such Contributor that are necessarily infringed by their Contribution(s) alone or by combination of their Contribution(s) with the Work to which such Contribution(s) was submitted. If You institute patent litigation against any entity (including a cross-claim or counterclaim in a lawsuit) alleging that the Work or a Contribution incorporated within the Work constitutes direct or contributory patent infringement, then any patent licenses granted to You under this License for that Work shall terminate as of the date such litigation is filed. 4. Redistribution. You may reproduce and distribute copies of the Work or Derivative Works thereof in any medium, with or without modifications, and in Source or Object form, provided that You meet the following conditions: (a) You must give any other recipients of the Work or Derivative Works a copy of this License; and (b) You must cause any modified files to carry prominent notices stating that You changed the files; and (c) You must retain, in the Source form of any Derivative Works that You distribute, all copyright, patent, trademark, and attribution notices from the Source form of the Work, excluding those notices that do not pertain to any part of the Derivative Works; and (d) If the Work includes a "NOTICE" text file as part of its distribution, then any Derivative Works that You distribute must include a readable copy of the attribution notices contained within such NOTICE file, excluding those notices that do not pertain to any part of the Derivative Works, in at least one of the following places: within a NOTICE text file distributed as part of the Derivative Works; within the Source form or documentation, if provided along with the Derivative Works; or, within a display generated by the Derivative Works, if and wherever such third-party notices normally appear. The contents of the NOTICE file are for informational purposes only and do not modify the License. You may add Your own attribution notices within Derivative Works that You distribute, alongside or as an addendum to the NOTICE text from the Work, provided that such additional attribution notices cannot be construed as modifying the License. You may add Your own copyright statement to Your modifications and may provide additional or different license terms and conditions for use, reproduction, or distribution of Your modifications, or for any such Derivative Works as a whole, provided Your use, reproduction, and distribution of the Work otherwise complies with the conditions stated in this License. 5. Submission of Contributions. Unless You explicitly state otherwise, any Contribution intentionally submitted for inclusion in the Work by You to the Licensor shall be under the terms and conditions of this License, without any additional terms or conditions. Notwithstanding the above, nothing herein shall supersede or modify the terms of any separate license agreement you may have executed with Licensor regarding such Contributions. 6. Trademarks. This License does not grant permission to use the trade names, trademarks, service marks, or product names of the Licensor, except as required for reasonable and customary use in describing the origin of the Work and reproducing the content of the NOTICE file. 7. Disclaimer of Warranty. Unless required by applicable law or agreed to in writing, Licensor provides the Work (and each Contributor provides its Contributions) on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied, including, without limitation, any warranties or conditions of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A PARTICULAR PURPOSE. You are solely responsible for determining the appropriateness of using or redistributing the Work and assume any risks associated with Your exercise of permissions under this License. 8. Limitation of Liability. In no event and under no legal theory, whether in tort (including negligence), contract, or otherwise, unless required by applicable law (such as deliberate and grossly negligent acts) or agreed to in writing, shall any Contributor be liable to You for damages, including any direct, indirect, special, incidental, or consequential damages of any character arising as a result of this License or out of the use or inability to use the Work (including but not limited to damages for loss of goodwill, work stoppage, computer failure or malfunction, or any and all other commercial damages or losses), even if such Contributor has been advised of the possibility of such damages. 9. Accepting Warranty or Additional Liability. While redistributing the Work or Derivative Works thereof, You may choose to offer, and charge a fee for, acceptance of support, warranty, indemnity, or other liability obligations and/or rights consistent with this License. However, in accepting such obligations, You may act only on Your own behalf and on Your sole responsibility, not on behalf of any other Contributor, and only if You agree to indemnify, defend, and hold each Contributor harmless for any liability incurred by, or claims asserted against, such Contributor by reason of your accepting any such warranty or additional liability. END OF TERMS AND CONDITIONS APPENDIX: How to apply the Apache License to your work. To apply the Apache License to your work, attach the following boilerplate notice, with the fields enclosed by brackets "[]" replaced with your own identifying information. (Don't include the brackets!) The text should be enclosed in the appropriate comment syntax for the file format. We also recommend that a file or class name and description of purpose be included on the same "printed page" as the copyright notice for easier identification within third-party archives. Copyright [yyyy] [name of copyright owner] Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.
Collected versions: 1
Source: PyPI

PACKAGE URL

pkg:pypi/ai4industry@0.1.51

Project links

Registry

Source & dates

Release published: 7 Oct 2026
Source modified: Unknown
First observed: 21 Oct 2026
Last observed: 21 Oct, 09:48 UTC

Publication, source changes and collection are separate events.

Other collected versions

View all collected versions →