Compare commits

..

1 Commits

Author SHA1 Message Date
ea5e8ee7cc calculate tokens 2024-07-15 18:39:25 +08:00
1380 changed files with 13072 additions and 56129 deletions

View File

@ -3,8 +3,8 @@
cd web && npm install
pipx install poetry
echo 'alias start-api="cd /workspaces/dify/api && poetry run python -m flask run --host 0.0.0.0 --port=5001 --debug"' >> ~/.bashrc
echo 'alias start-worker="cd /workspaces/dify/api && poetry run python -m celery -A app.celery worker -P gevent -c 1 --loglevel INFO -Q dataset,generation,mail,ops_trace,app_deletion"' >> ~/.bashrc
echo 'alias start-api="cd /workspaces/dify/api && flask run --host 0.0.0.0 --port=5001 --debug"' >> ~/.bashrc
echo 'alias start-worker="cd /workspaces/dify/api && celery -A app.celery worker -P gevent -c 1 --loglevel INFO -Q dataset,generation,mail,ops_trace,app_deletion"' >> ~/.bashrc
echo 'alias start-web="cd /workspaces/dify/web && npm run dev"' >> ~/.bashrc
echo 'alias start-containers="cd /workspaces/dify/docker && docker-compose -f docker-compose.middleware.yaml -p dify up -d"' >> ~/.bashrc

View File

@ -1,24 +0,0 @@
title: "General Discussion"
body:
- type: checkboxes
attributes:
label: Self Checks
description: "To make sure we get to you in time, please check the following :)"
options:
- label: I have searched for existing issues [search for existing issues](https://github.com/langgenius/dify/issues), including closed ones.
required: true
- label: I confirm that I am using English to submit this report (我已阅读并同意 [Language Policy](https://github.com/langgenius/dify/issues/1542)).
required: true
- label: "[FOR CHINESE USERS] 请务必使用英文提交 Issue否则会被关闭。谢谢:"
required: true
- label: "Please do not modify this template :) and fill in all the required fields."
required: true
- type: textarea
attributes:
label: Content
placeholder: Please describe the content you would like to discuss.
validations:
required: true
- type: markdown
attributes:
value: Please limit one request per issue.

View File

@ -1,30 +0,0 @@
title: "Help"
body:
- type: checkboxes
attributes:
label: Self Checks
description: "To make sure we get to you in time, please check the following :)"
options:
- label: I have searched for existing issues [search for existing issues](https://github.com/langgenius/dify/issues), including closed ones.
required: true
- label: I confirm that I am using English to submit this report (我已阅读并同意 [Language Policy](https://github.com/langgenius/dify/issues/1542)).
required: true
- label: "[FOR CHINESE USERS] 请务必使用英文提交 Issue否则会被关闭。谢谢:"
required: true
- label: "Please do not modify this template :) and fill in all the required fields."
required: true
- type: textarea
attributes:
label: 1. Is this request related to a challenge you're experiencing? Tell me about your story.
placeholder: Please describe the specific scenario or problem you're facing as clearly as possible. For instance "I was trying to use [feature] for [specific task], and [what happened]... It was frustrating because...."
validations:
required: true
- type: textarea
attributes:
label: 2. Additional context or comments
placeholder: (Any other information, comments, documentations, links, or screenshots that would provide more clarity. This is the place to add anything else not covered above.)
validations:
required: false
- type: markdown
attributes:
value: Please limit one request per issue.

View File

@ -1,37 +0,0 @@
title: Suggestions for New Features
body:
- type: checkboxes
attributes:
label: Self Checks
description: "To make sure we get to you in time, please check the following :)"
options:
- label: I have searched for existing issues [search for existing issues](https://github.com/langgenius/dify/issues), including closed ones.
required: true
- label: I confirm that I am using English to submit this report (我已阅读并同意 [Language Policy](https://github.com/langgenius/dify/issues/1542)).
required: true
- label: "[FOR CHINESE USERS] 请务必使用英文提交 Issue否则会被关闭。谢谢:"
required: true
- label: "Please do not modify this template :) and fill in all the required fields."
required: true
- type: textarea
attributes:
label: 1. Is this request related to a challenge you're experiencing? Tell me about your story.
placeholder: Please describe the specific scenario or problem you're facing as clearly as possible. For instance "I was trying to use [feature] for [specific task], and [what happened]... It was frustrating because...."
validations:
required: true
- type: textarea
attributes:
label: 2. Additional context or comments
placeholder: (Any other information, comments, documentations, links, or screenshots that would provide more clarity. This is the place to add anything else not covered above.)
validations:
required: false
- type: checkboxes
attributes:
label: 3. Can you help us with this feature?
description: Let us know! This is not a commitment, but a starting point for collaboration.
options:
- label: I am interested in contributing to this feature.
required: false
- type: markdown
attributes:
value: Please limit one request per issue.

View File

@ -14,7 +14,7 @@ body:
required: true
- label: I confirm that I am using English to submit this report (我已阅读并同意 [Language Policy](https://github.com/langgenius/dify/issues/1542)).
required: true
- label: "[FOR CHINESE USERS] 请务必使用英文提交 Issue否则会被关闭。谢谢:"
- label: "请务必使用英文提交 Issue否则会被关闭。谢谢:"
required: true
- label: "Please do not modify this template :) and fill in all the required fields."
required: true
@ -22,6 +22,7 @@ body:
- type: input
attributes:
label: Dify version
placeholder: 0.6.11
description: See about section in Dify console
validations:
required: true

View File

@ -12,7 +12,7 @@ body:
required: true
- label: I confirm that I am using English to submit report (我已阅读并同意 [Language Policy](https://github.com/langgenius/dify/issues/1542)).
required: true
- label: "[FOR CHINESE USERS] 请务必使用英文提交 Issue否则会被关闭。谢谢:"
- label: "请务必使用英文提交 Issue否则会被关闭。谢谢:"
required: true
- label: "Please do not modify this template :) and fill in all the required fields."
required: true

View File

@ -12,7 +12,7 @@ body:
required: true
- label: I confirm that I am using English to submit this report (我已阅读并同意 [Language Policy](https://github.com/langgenius/dify/issues/1542)).
required: true
- label: "[FOR CHINESE USERS] 请务必使用英文提交 Issue否则会被关闭。谢谢:"
- label: "请务必使用英文提交 Issue否则会被关闭。谢谢:"
required: true
- label: "Please do not modify this template :) and fill in all the required fields."
required: true

View File

@ -12,13 +12,14 @@ body:
required: true
- label: I confirm that I am using English to submit this report (我已阅读并同意 [Language Policy](https://github.com/langgenius/dify/issues/1542)).
required: true
- label: "[FOR CHINESE USERS] 请务必使用英文提交 Issue否则会被关闭。谢谢:"
- label: "请务必使用英文提交 Issue否则会被关闭。谢谢:"
required: true
- label: "Please do not modify this template :) and fill in all the required fields."
required: true
- type: input
attributes:
label: Dify version
placeholder: 0.3.21
description: Hover over system tray icon or look at Settings
validations:
required: true

View File

@ -21,7 +21,6 @@ jobs:
python-version:
- "3.10"
- "3.11"
- "3.12"
steps:
- name: Checkout code
@ -76,7 +75,7 @@ jobs:
- name: Run Workflow
run: poetry run -C api bash dev/pytest/pytest_workflow.sh
- name: Set up Vector Stores (Weaviate, Qdrant, PGVector, Milvus, PgVecto-RS, Chroma, MyScale, ElasticSearch)
- name: Set up Vector Stores (Weaviate, Qdrant, PGVector, Milvus, PgVecto-RS, Chroma, MyScale)
uses: hoverkraft-tech/compose-action@v2.0.0
with:
compose-file: |
@ -90,6 +89,6 @@ jobs:
pgvecto-rs
pgvector
chroma
elasticsearch
myscale
- name: Test Vector Stores
run: poetry run -C api bash dev/pytest/pytest_vdb.sh

View File

@ -6,6 +6,5 @@ yq eval '.services.chroma.ports += ["8000:8000"]' -i docker/docker-compose.yaml
yq eval '.services["milvus-standalone"].ports += ["19530:19530"]' -i docker/docker-compose.yaml
yq eval '.services.pgvector.ports += ["5433:5432"]' -i docker/docker-compose.yaml
yq eval '.services["pgvecto-rs"].ports += ["5431:5432"]' -i docker/docker-compose.yaml
yq eval '.services["elasticsearch"].ports += ["9200:9200"]' -i docker/docker-compose.yaml
echo "Ports exposed for sandbox, weaviate, qdrant, chroma, milvus, pgvector, pgvecto-rs, elasticsearch"
echo "Ports exposed for sandbox, weaviate, qdrant, chroma, milvus, pgvector, pgvecto-rs."

View File

@ -45,10 +45,6 @@ jobs:
if: steps.changed-files.outputs.any_changed == 'true'
run: poetry run -C api dotenv-linter ./api/.env.example ./web/.env.example
- name: Ruff formatter check
if: steps.changed-files.outputs.any_changed == 'true'
run: poetry run -C api ruff format --check ./api
- name: Lint hints
if: failure()
run: echo "Please run 'dev/reformat' to fix the fixable linting errors."

3
.gitignore vendored
View File

@ -155,7 +155,6 @@ docker-legacy/volumes/milvus/*
docker-legacy/volumes/chroma/*
docker/volumes/app/storage/*
docker/volumes/certbot/*
docker/volumes/db/data/*
docker/volumes/redis/data/*
docker/volumes/weaviate/*
@ -175,7 +174,5 @@ sdks/python-client/dify_client.egg-info
.vscode/*
!.vscode/launch.json
pyrightconfig.json
api/.vscode
.idea/
.vscode

View File

Before

Width:  |  Height:  |  Size: 1.7 KiB

After

Width:  |  Height:  |  Size: 1.7 KiB

View File

View File

@ -5,8 +5,8 @@
"name": "Python: Flask",
"type": "debugpy",
"request": "launch",
"python": "${workspaceFolder}/.venv/bin/python",
"cwd": "${workspaceFolder}",
"python": "${workspaceFolder}/api/.venv/bin/python",
"cwd": "${workspaceFolder}/api",
"envFile": ".env",
"module": "flask",
"justMyCode": true,
@ -18,15 +18,15 @@
"args": [
"run",
"--host=0.0.0.0",
"--port=5001"
"--port=5001",
]
},
{
"name": "Python: Celery",
"type": "debugpy",
"request": "launch",
"python": "${workspaceFolder}/.venv/bin/python",
"cwd": "${workspaceFolder}",
"python": "${workspaceFolder}/api/.venv/bin/python",
"cwd": "${workspaceFolder}/api",
"module": "celery",
"justMyCode": true,
"envFile": ".env",

View File

@ -81,7 +81,7 @@ Dify requires the following dependencies to build, make sure they're installed o
Dify is composed of a backend and a frontend. Navigate to the backend directory by `cd api/`, then follow the [Backend README](api/README.md) to install it. In a separate terminal, navigate to the frontend directory by `cd web/`, then follow the [Frontend README](web/README.md) to install.
Check the [installation FAQ](https://docs.dify.ai/learn-more/faq/self-host-faq) for a list of common issues and steps to troubleshoot.
Check the [installation FAQ](https://docs.dify.ai/getting-started/faq/install-faq) for a list of common issues and steps to troubleshoot.
### 5. Visit dify in your browser

View File

@ -2,17 +2,17 @@
考虑到我们的现状,我们需要灵活快速地交付,但我们也希望确保像你这样的贡献者在贡献过程中获得尽可能顺畅的体验。我们为此编写了这份贡献指南,旨在让你熟悉代码库和我们与贡献者的合作方式,以便你能快速进入有趣的部分。
这份指南,就像 Dify 本身一样,是一个不断改进的工作。如果有时它落后于实际项目,我们非常感谢你的理解,并欢迎提供任何反馈以供我们改进。
这份指南,就像 Dify 本身一样,是一个不断改进的工作。如果有时它落后于实际项目,我们非常感谢你的理解,并欢迎任何反馈以供我们改进。
在许可方面,请花一分钟阅读我们简短的 [许可证和贡献者协议](./LICENSE)。社区还遵守 [行为准则](https://github.com/langgenius/.github/blob/main/CODE_OF_CONDUCT.md)。
在许可方面,请花一分钟阅读我们简短的[许可证和贡献者协议](./LICENSE)。社区还遵守[行为准则](https://github.com/langgenius/.github/blob/main/CODE_OF_CONDUCT.md)。
## 在开始之前
[查找](https://github.com/langgenius/dify/issues?q=is:issue+is:closed)现有问题,或 [创建](https://github.com/langgenius/dify/issues/new/choose) 一个新问题。我们将问题分为两类:
[查找](https://github.com/langgenius/dify/issues?q=is:issue+is:closed)现有问题,或[创建](https://github.com/langgenius/dify/issues/new/choose)一个新问题。我们将问题分为两类:
### 功能请求:
* 如果您要提出新的功能请求,请解释所提议的功能的目标,并尽可能提供详细的上下文。[@perzeusss](https://github.com/perzeuss) 制作了一个很好的 [功能请求助手](https://udify.app/chat/MK2kVSnw1gakVwMX),可以帮助您起草需求。随时尝试一下。
* 如果您要提出新的功能请求,请解释所提议的功能的目标,并尽可能提供详细的上下文。[@perzeusss](https://github.com/perzeuss)制作了一个很好的[功能请求助手](https://udify.app/chat/MK2kVSnw1gakVwMX),可以帮助您起草需求。随时尝试一下。
* 如果您想从现有问题中选择一个,请在其下方留下评论表示您的意愿。
@ -20,44 +20,45 @@
根据所提议的功能所属的领域不同,您可能需要与不同的团队成员交流。以下是我们团队成员目前正在从事的各个领域的概述:
| 团队成员 | 工作范围 |
| Member | Scope |
| ------------------------------------------------------------ | ---------------------------------------------------- |
| [@yeuoly](https://github.com/Yeuoly) | 架构 Agents |
| [@jyong](https://github.com/JohnJyong) | RAG 流水线设计 |
| [@GarfieldDai](https://github.com/GarfieldDai) | 构建 workflow 编排 |
| [@iamjoel](https://github.com/iamjoel) & [@zxhlyh](https://github.com/zxhlyh) | 让我们的前端更易用 |
| [@guchenhe](https://github.com/guchenhe) & [@crazywoola](https://github.com/crazywoola) | 开发人员体验, 综合事项联系人 |
| [@takatost](https://github.com/takatost) | 产品整体方向和架构 |
| [@yeuoly](https://github.com/Yeuoly) | Architecting Agents |
| [@jyong](https://github.com/JohnJyong) | RAG pipeline design |
| [@GarfieldDai](https://github.com/GarfieldDai) | Building workflow orchestrations |
| [@iamjoel](https://github.com/iamjoel) & [@zxhlyh](https://github.com/zxhlyh) | Making our frontend a breeze to use |
| [@guchenhe](https://github.com/guchenhe) & [@crazywoola](https://github.com/crazywoola) | Developer experience, points of contact for anything |
| [@takatost](https://github.com/takatost) | Overall product direction and architecture |
事项优先级:
How we prioritize:
| 功能类型 | 优先级 |
| Feature Type | Priority |
| ------------------------------------------------------------ | --------------- |
| 被团队成员标记为高优先级的功能 | 高优先级 |
| [community feedback board](https://github.com/langgenius/dify/discussions/categories/feedbacks) 内反馈的常见功能请求 | 中等优先级 |
| 非核心功能和小幅改进 | 低优先级 |
| 有价值当不紧急 | 未来功能 |
| High-Priority Features as being labeled by a team member | High Priority |
| Popular feature requests from our [community feedback board](https://github.com/langgenius/dify/discussions/categories/feedbacks) | Medium Priority |
| Non-core features and minor enhancements | Low Priority |
| Valuable but not immediate | Future-Feature |
### 其他任何事情(例如 bug 报告、性能优化、拼写错误更正):
### 其他任何事情例如bug报告、性能优化、拼写错误更正
* 立即开始编码。
事项优先级:
How we prioritize:
| Issue 类型 | 优先级 |
| Issue Type | Priority |
| ------------------------------------------------------------ | --------------- |
| 核心功能的 Bugs例如无法登录、应用无法工作、安全漏洞 | 紧急 |
| 非紧急 bugs, 性能提升 | 中等优先级 |
| 小幅修复(错别字, 能正常工作但存在误导的 UI) | 低优先级 |
| Bugs in core functions (cannot login, applications not working, security loopholes) | Critical |
| Non-critical bugs, performance boosts | Medium Priority |
| Minor fixes (typos, confusing but working UI) | Low Priority |
## 安装
以下是设置 Dify 进行开发的步骤:
以下是设置Dify进行开发的步骤
### 1. Fork 该仓库
### 1. Fork该仓库
### 2. 克隆仓库
从终端克隆代码仓库:
从终端克隆fork的仓库:
```
git clone git@github.com:<github_username>/dify.git
@ -75,72 +76,72 @@ Dify 依赖以下工具和库:
### 4. 安装
Dify 由后端和前端组成。通过 `cd api/` 导航到后端目录,然后按照 [后端 README](api/README.md) 进行安装。在另一个终端中,通过 `cd web/` 导航到前端目录,然后按照 [前端 README](web/README.md) 进行安装。
Dify由后端和前端组成。通过`cd api/`导航到后端目录,然后按照[后端README](api/README.md)进行安装。在另一个终端中,通过`cd web/`导航到前端目录,然后按照[前端README](web/README.md)进行安装。
查看 [安装常见问题解答](https://docs.dify.ai/v/zh-hans/learn-more/faq/install-faq) 以获取常见问题列表和故障排除步骤。
查看[安装常见问题解答](https://docs.dify.ai/getting-started/faq/install-faq)以获取常见问题列表和故障排除步骤。
### 5. 在浏览器中访问 Dify
### 5. 在浏览器中访问Dify
为了验证您的设置,打开浏览器并访问 [http://localhost:3000](http://localhost:3000)(默认或您自定义的 URL 和端口)。现在您应该看到 Dify 正在运行。
为了验证您的设置,打开浏览器并访问[http://localhost:3000](http://localhost:3000)默认或您自定义的URL和端口。现在您应该看到Dify正在运行。
## 开发
如果您要添加模型提供程序,请参考 [此指南](https://github.com/langgenius/dify/blob/main/api/core/model_runtime/README.md)。
如果您要添加模型提供程序,请参考[此指南](https://github.com/langgenius/dify/blob/main/api/core/model_runtime/README.md)。
如果您要向 AgentWorkflow 添加工具提供程序,请参考 [此指南](./api/core/tools/README.md)。
如果您要向AgentWorkflow添加工具提供程序请参考[此指南](./api/core/tools/README.md)。
为了帮助您快速了解您的贡献在哪个部分,以下是 Dify 后端和前端的简要注释大纲:
为了帮助您快速了解您的贡献在哪个部分以下是Dify后端和前端的简要注释大纲
### 后端
Dify 的后端使用 Python 编写,使用 [Flask](https://flask.palletsprojects.com/en/3.0.x/) 框架。它使用 [SQLAlchemy](https://www.sqlalchemy.org/) 作为 ORM使用 [Celery](https://docs.celeryq.dev/en/stable/getting-started/introduction.html) 作为任务队列。授权逻辑通过 Flask-login 进行处理。
Dify的后端使用Python编写使用[Flask](https://flask.palletsprojects.com/en/3.0.x/)框架。它使用[SQLAlchemy](https://www.sqlalchemy.org/)作为ORM使用[Celery](https://docs.celeryq.dev/en/stable/getting-started/introduction.html)作为任务队列。授权逻辑通过Flask-login进行处理。
```
[api/]
├── constants // 用于整个代码库的常量设置。
├── controllers // API 路由定义和请求处理逻辑。
├── core // 核心应用编排、模型集成和工具。
├── docker // Docker 和容器化相关配置。
├── events // 事件处理和处理。
├── extensions // 与第三方框架/平台的扩展。
├── fields // 用于序列化/封装的字段定义。
├── libs // 可重用的库和助手。
├── migrations // 数据库迁移脚本。
├── models // 数据库模型和架构定义。
├── services // 指定业务逻辑。
├── storage // 私钥存储。
├── tasks // 异步任务和后台作业的处理。
├── constants // Constant settings used throughout code base.
├── controllers // API route definitions and request handling logic.
├── core // Core application orchestration, model integrations, and tools.
├── docker // Docker & containerization related configurations.
├── events // Event handling and processing
├── extensions // Extensions with 3rd party frameworks/platforms.
├── fields // field definitions for serialization/marshalling.
├── libs // Reusable libraries and helpers.
├── migrations // Scripts for database migration.
├── models // Database models & schema definitions.
├── services // Specifies business logic.
├── storage // Private key storage.
├── tasks // Handling of async tasks and background jobs.
└── tests
```
### 前端
该网站使用基于 Typescript[Next.js](https://nextjs.org/) 模板进行引导,并使用 [Tailwind CSS](https://tailwindcss.com/) 进行样式设计。[React-i18next](https://react.i18next.com/) 用于国际化。
该网站使用基于Typescript[Next.js](https://nextjs.org/)模板进行引导,并使用[Tailwind CSS](https://tailwindcss.com/)进行样式设计。[React-i18next](https://react.i18next.com/)用于国际化。
```
[web/]
├── app // 布局、页面和组件
│ ├── (commonLayout) // 整个应用通用的布局
│ ├── (shareLayout) // 在特定会话中共享的布局
│ ├── activate // 激活页面
│ ├── components // 页面和布局共享的组件
│ ├── install // 安装页面
│ ├── signin // 登录页面
│ └── styles // 全局共享的样式
├── assets // 静态资源
├── bin // 构建步骤运行的脚本
├── config // 可调整的设置和选项
├── context // 应用中不同部分使用的共享上下文
├── dictionaries // 语言特定的翻译文件
├── docker // 容器配置
├── hooks // 可重用的钩子
├── i18n // 国际化配置
├── models // 描述数据模型和 API 响应的形状
├── public // favicon 等元资源
├── service // 定义 API 操作的形状
├── app // layouts, pages, and components
│ ├── (commonLayout) // common layout used throughout the app
│ ├── (shareLayout) // layouts specifically shared across token-specific sessions
│ ├── activate // activate page
│ ├── components // shared by pages and layouts
│ ├── install // install page
│ ├── signin // signin page
│ └── styles // globally shared styles
├── assets // Static assets
├── bin // scripts ran at build step
├── config // adjustable settings and options
├── context // shared contexts used by different portions of the app
├── dictionaries // Language-specific translate files
├── docker // container configurations
├── hooks // Reusable hooks
├── i18n // Internationalization configuration
├── models // describes data models & shapes of API responses
├── public // meta assets like favicon
├── service // specifies shapes of API actions
├── test
├── types // 函数参数和返回值的描述
└── utils // 共享的实用函数
├── types // descriptions of function params and return values
└── utils // Shared utility functions
```
## 提交你的 PR

View File

@ -1,7 +1,7 @@
Dify にコントリビュートしたいとお考えなのですね。それは素晴らしいことです。
私たちは、LLM アプリケーションの構築と管理のための最も直感的なワークフローを設計するという壮大な野望を持っています。人数も資金も限られている新興企業として、コミュニティからの支援は本当に重要です。
私たちは現状を鑑み、機敏かつ迅速に開発をする必要がありますが、同時にあなたのようなコントリビューターの方々に、可能な限りスムーズな貢献体験をしていただきたいと思っています。そのためにこのコントリビュートガイドを作成しました。
私たちは現状を鑑み、機敏かつ迅速に開発をする必要がありますが、同時にあなたのようなコントリビューターの方々に、可能な限りスムーズな貢献体験をしていただきたいと思っています。そのためにこのコントリビュートガイドを作成しました。
コードベースやコントリビュータの方々と私たちがどのように仕事をしているのかに慣れていただき、楽しいパートにすぐに飛び込めるようにすることが目的です。
このガイドは Dify そのものと同様に、継続的に改善されています。実際のプロジェクトに遅れをとることがあるかもしれませんが、ご理解のほどよろしくお願いいたします。
@ -14,13 +14,13 @@ Dify にコントリビュートしたいとお考えなのですね。それは
### 機能リクエスト
* 新しい機能要望を出す場合は、提案する機能が何を実現するものなのかを説明し、可能な限り多くのコンテキストを含めてください。[@perzeusss](https://github.com/perzeuss)は、あなたの要望を書き出すのに役立つ [Feature Request Copilot](https://udify.app/chat/MK2kVSnw1gakVwMX) を作ってくれました。気軽に試してみてください。
* 新しい機能要望を出す場合は、提案する機能が何を実現するものなのかを説明し、可能な限り多くのコンテキストを含めてください。[@perzeusss](https://github.com/perzeuss)は、あなたの要望を書き出すのに役立つ [Feature Request Copilot](https://udify.app/chat/MK2kVSnw1gakVwMX) を作ってくれました。気軽に試してみてください。
* 既存の課題から 1 つ選びたい場合は、その下にコメントを書いてください。
関連する方向で作業しているチームメンバーが参加します。すべてが良好であれば、コーディングを開始する許可が与えられます。私たちが変更を提案した場合にあなたの作業が無駄になることがないよう、それまでこの機能の作業を控えていただくようお願いいたします。
関連する方向で作業しているチームメンバーが参加します。すべてが良好であれば、コーディングを開始する許可が与えられます。私たちが変更を提案した場合にあなたの作業が無駄になることがないよう、それまでこの機能の作業を控えていただくようお願いいたします。
提案された機能がどの分野に属するかによって、あなたは異なるチーム・メンバーと話をするかもしれません。以下は、各チームメンバーが現在取り組んでいる分野の概要です。
提案された機能がどの分野に属するかによって、あなたは異なるチーム・メンバーと話をするかもしれません。以下は、各チームメンバーが現在取り組んでいる分野の概要です。
| Member | Scope |
| --------------------------------------------------------------------------------------- | ------------------------------------ |
@ -82,7 +82,7 @@ Dify はバックエンドとフロントエンドから構成されています
まず`cd api/`でバックエンドのディレクトリに移動し、[Backend README](api/README.md)に従ってインストールします。
次に別のターミナルで、`cd web/`でフロントエンドのディレクトリに移動し、[Frontend README](web/README.md)に従ってインストールしてください。
よくある問題とトラブルシューティングの手順については、[installation FAQ](https://docs.dify.ai/v/japanese/learn-more/faq/install-faq) を確認してください。
よくある問題とトラブルシューティングの手順については、[installation FAQ](https://docs.dify.ai/getting-started/faq/install-faq) を確認してください。
### 5. ブラウザで dify にアクセスする
@ -153,7 +153,7 @@ Dify のバックエンドは[Flask](https://flask.palletsprojects.com/en/3.0.x/
いよいよ、私たちのリポジトリにプルリクエスト (PR) を提出する時が来ました。主要な機能については、まず `deploy/dev` ブランチにマージしてテストしてから `main` ブランチにマージします。
マージ競合などの問題が発生した場合、またはプル リクエストを開く方法がわからない場合は、[GitHub's pull request tutorial](https://docs.github.com/en/pull-requests/collaborating-with-pull-requests) をチェックしてみてください。
これで完了です!あなたの PR がマージされると、[README](https://github.com/langgenius/dify/blob/main/README.md) にコントリビューターとして紹介されます。
これで完了です!あなたの PR がマージされると、[README](https://github.com/langgenius/dify/blob/main/README.md) にコントリビューターとして紹介されます。
## ヘルプを得る

View File

@ -4,7 +4,7 @@
<a href="https://cloud.dify.ai">Dify Cloud</a> ·
<a href="https://docs.dify.ai/getting-started/install-self-hosted">Self-hosting</a> ·
<a href="https://docs.dify.ai">Documentation</a> ·
<a href="https://udify.app/chat/22L1zSxg6yW1cWQg">Enterprise Inquiry</a>
<a href="https://cal.com/guchenhe/60-min-meeting">Enterprise inquiry</a>
</p>
<p align="center">
@ -37,40 +37,43 @@
<a href="./README_KL.md"><img alt="README tlhIngan Hol" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
<a href="./README_KR.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
<a href="./README_AR.md"><img alt="README بالعربية" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
<a href="./README_TR.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
<a href="./README_VI.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
</p>
Dify is an open-source LLM app development platform. Its intuitive interface combines AI workflow, RAG pipeline, Agent capabilities, model management, observability features and more, letting you quickly go from prototype to production. Here's a list of the core features:
Dify is an open-source LLM app development platform. Its intuitive interface combines AI workflow, RAG pipeline, agent capabilities, model management, observability features and more, letting you quickly go from prototype to production. Here's a list of the core features:
</br> </br>
**1. Workflow**:
Build and test powerful AI workflows on a visual canvas, leveraging all the following features and beyond.
**1. Workflow**:
Build and test powerful AI workflows on a visual canvas, leveraging all the following features and beyond.
https://github.com/langgenius/dify/assets/13230914/356df23e-1604-483d-80a6-9517ece318aa
**2. Comprehensive model support**:
Seamless integration with hundreds of proprietary / open-source LLMs from dozens of inference providers and self-hosted solutions, covering GPT, Mistral, Llama3, and any OpenAI API-compatible models. A full list of supported model providers can be found [here](https://docs.dify.ai/getting-started/readme/model-providers).
https://github.com/langgenius/dify/assets/13230914/356df23e-1604-483d-80a6-9517ece318aa
**2. Comprehensive model support**:
Seamless integration with hundreds of proprietary / open-source LLMs from dozens of inference providers and self-hosted solutions, covering GPT, Mistral, Llama3, and any OpenAI API-compatible models. A full list of supported model providers can be found [here](https://docs.dify.ai/getting-started/readme/model-providers).
![providers-v5](https://github.com/langgenius/dify/assets/13230914/5a17bdbe-097a-4100-8363-40255b70f6e3)
**3. Prompt IDE**:
Intuitive interface for crafting prompts, comparing model performance, and adding additional features such as text-to-speech to a chat-based app.
**4. RAG Pipeline**:
Extensive RAG capabilities that cover everything from document ingestion to retrieval, with out-of-box support for text extraction from PDFs, PPTs, and other common document formats.
**3. Prompt IDE**:
Intuitive interface for crafting prompts, comparing model performance, and adding additional features such as text-to-speech to a chat-based app.
**5. Agent capabilities**:
You can define agents based on LLM Function Calling or ReAct, and add pre-built or custom tools for the agent. Dify provides 50+ built-in tools for AI agents, such as Google Search, DALL·E, Stable Diffusion and WolframAlpha.
**4. RAG Pipeline**:
Extensive RAG capabilities that cover everything from document ingestion to retrieval, with out-of-box support for text extraction from PDFs, PPTs, and other common document formats.
**6. LLMOps**:
Monitor and analyze application logs and performance over time. You could continuously improve prompts, datasets, and models based on production data and annotations.
**5. Agent capabilities**:
You can define agents based on LLM Function Calling or ReAct, and add pre-built or custom tools for the agent. Dify provides 50+ built-in tools for AI agents, such as Google Search, DELL·E, Stable Diffusion and WolframAlpha.
**6. LLMOps**:
Monitor and analyze application logs and performance over time. You could continuously improve prompts, datasets, and models based on production data and annotations.
**7. Backend-as-a-Service**:
All of Dify's offerings come with corresponding APIs, so you could effortlessly integrate Dify into your own business logic.
**7. Backend-as-a-Service**:
All of Dify's offerings come with corresponding APIs, so you could effortlessly integrate Dify into your own business logic.
## Feature comparison
<table style="width: 100%;">
<tr>
<th align="center">Feature</th>
@ -140,28 +143,30 @@ All of Dify's offerings come with corresponding APIs, so you could effortlessly
## Using Dify
- **Cloud </br>**
We host a [Dify Cloud](https://dify.ai) service for anyone to try with zero setup. It provides all the capabilities of the self-deployed version, and includes 200 free GPT-4 calls in the sandbox plan.
We host a [Dify Cloud](https://dify.ai) service for anyone to try with zero setup. It provides all the capabilities of the self-deployed version, and includes 200 free GPT-4 calls in the sandbox plan.
- **Self-hosting Dify Community Edition</br>**
Quickly get Dify running in your environment with this [starter guide](#quick-start).
Use our [documentation](https://docs.dify.ai) for further references and more in-depth instructions.
Quickly get Dify running in your environment with this [starter guide](#quick-start).
Use our [documentation](https://docs.dify.ai) for further references and more in-depth instructions.
- **Dify for enterprise / organizations</br>**
We provide additional enterprise-centric features. [Log your questions for us through this chatbot](https://udify.app/chat/22L1zSxg6yW1cWQg) or [send us an email](mailto:business@dify.ai?subject=[GitHub]Business%20License%20Inquiry) to discuss enterprise needs. </br>
We provide additional enterprise-centric features. [Schedule a meeting with us](https://cal.com/guchenhe/30min) or [send us an email](mailto:business@dify.ai?subject=[GitHub]Business%20License%20Inquiry) to discuss enterprise needs. </br>
> For startups and small businesses using AWS, check out [Dify Premium on AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-t22mebxzwjhu6) and deploy it to your own AWS VPC with one-click. It's an affordable AMI offering with the option to create apps with custom logo and branding.
## Staying ahead
Star Dify on GitHub and be instantly notified of new releases.
![star-us](https://github.com/langgenius/dify/assets/13230914/b823edc1-6388-4e25-ad45-2f6b187adbb4)
## Quick start
## Quick start
> Before installing Dify, make sure your machine meets the following minimum system requirements:
>
> - CPU >= 2 Core
> - RAM >= 4GB
>
>- CPU >= 2 Core
>- RAM >= 4GB
</br>
@ -190,16 +195,15 @@ If you'd like to configure a highly-available setup, there are community-contrib
#### Using Terraform for Deployment
##### Azure Global
Deploy Dify to Azure with a single click using [terraform](https://www.terraform.io/).
- [Azure Terraform by @nikawang](https://github.com/nikawang/dify-azure-terraform)
## Contributing
For those who'd like to contribute code, see our [Contribution Guide](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md).
For those who'd like to contribute code, see our [Contribution Guide](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md).
At the same time, please consider supporting Dify by sharing it on social media and at events and conferences.
> We are looking for contributors to help with translating Dify to languages other than Mandarin or English. If you are interested in helping, please see the [i18n README](https://github.com/langgenius/dify/blob/main/web/i18n/README.md) for more information, and leave us a comment in the `global-users` channel of our [Discord Community Server](https://discord.gg/8Tpq4AcN9c).
**Contributors**
@ -210,15 +214,34 @@ At the same time, please consider supporting Dify by sharing it on social media
## Community & contact
- [Github Discussion](https://github.com/langgenius/dify/discussions). Best for: sharing feedback and asking questions.
- [GitHub Issues](https://github.com/langgenius/dify/issues). Best for: bugs you encounter using Dify.AI, and feature proposals. See our [Contribution Guide](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md).
- [Discord](https://discord.gg/FngNHpbcY7). Best for: sharing your applications and hanging out with the community.
- [Twitter](https://twitter.com/dify_ai). Best for: sharing your applications and hanging out with the community.
* [Github Discussion](https://github.com/langgenius/dify/discussions). Best for: sharing feedback and asking questions.
* [GitHub Issues](https://github.com/langgenius/dify/issues). Best for: bugs you encounter using Dify.AI, and feature proposals. See our [Contribution Guide](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md).
* [Email](mailto:support@dify.ai?subject=[GitHub]Questions%20About%20Dify). Best for: questions you have about using Dify.AI.
* [Discord](https://discord.gg/FngNHpbcY7). Best for: sharing your applications and hanging out with the community.
* [Twitter](https://twitter.com/dify_ai). Best for: sharing your applications and hanging out with the community.
Or, schedule a meeting directly with a team member:
<table>
<tr>
<th>Point of Contact</th>
<th>Purpose</th>
</tr>
<tr>
<td><a href='https://cal.com/guchenhe/15min' target='_blank'><img class="schedule-button" src='https://github.com/langgenius/dify/assets/13230914/9ebcd111-1205-4d71-83d5-948d70b809f5' alt='Git-Hub-README-Button-3x' style="width: 180px; height: auto; object-fit: contain;"/></a></td>
<td>Business enquiries & product feedback</td>
</tr>
<tr>
<td><a href='https://cal.com/pinkbanana' target='_blank'><img class="schedule-button" src='https://github.com/langgenius/dify/assets/13230914/d1edd00a-d7e4-4513-be6c-e57038e143fd' alt='Git-Hub-README-Button-2x' style="width: 180px; height: auto; object-fit: contain;"/></a></td>
<td>Contributions, issues & feature requests</td>
</tr>
</table>
## Star history
[![Star History Chart](https://api.star-history.com/svg?repos=langgenius/dify&type=Date)](https://star-history.com/#langgenius/dify&Date)
## Security disclosure
To protect your privacy, please avoid posting security issues on GitHub. Instead, send your questions to security@dify.ai and we will provide you with a more detailed answer.

View File

@ -4,7 +4,7 @@
<a href="https://cloud.dify.ai">Dify Cloud</a> ·
<a href="https://docs.dify.ai/getting-started/install-self-hosted">الاستضافة الذاتية</a> ·
<a href="https://docs.dify.ai">التوثيق</a> ·
<a href="https://udify.app/chat/22L1zSxg6yW1cWQg">استفسار الشركات (للإنجليزية فقط)</a>
<a href="https://cal.com/guchenhe/60-min-meeting">استفسارات الشركات</a>
</p>
<p align="center">
@ -37,8 +37,6 @@
<a href="./README_KL.md"><img alt="README tlhIngan Hol" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
<a href="./README_KR.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
<a href="./README_AR.md"><img alt="README بالعربية" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
<a href="./README_TR.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
<a href="./README_VI.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
</p>
<div style="text-align: right;">
@ -58,7 +56,7 @@
**4. خط أنابيب RAG**: قدرات RAG الواسعة التي تغطي كل شيء من استيعاب الوثائق إلى الاسترجاع، مع الدعم الفوري لاستخراج النص من ملفات PDF و PPT وتنسيقات الوثائق الشائعة الأخرى.
**5. قدرات الوكيل**: يمكنك تعريف الوكلاء بناءً على أمر وظيفة LLM أو ReAct، وإضافة أدوات مدمجة أو مخصصة للوكيل. توفر Dify أكثر من 50 أداة مدمجة لوكلاء الذكاء الاصطناعي، مثل البحث في Google و DALL·E وStable Diffusion و WolframAlpha.
**5. قدرات الوكيل**: يمكنك تعريف الوكلاء بناءً على أمر وظيفة LLM أو ReAct، وإضافة أدوات مدمجة أو مخصصة للوكيل. توفر Dify أكثر من 50 أداة مدمجة لوكلاء الذكاء الاصطناعي، مثل البحث في Google و DELL·E وStable Diffusion و WolframAlpha.
**6. الـ LLMOps**: راقب وتحلل سجلات التطبيق والأداء على مر الزمن. يمكنك تحسين الأوامر والبيانات والنماذج باستمرار استنادًا إلى البيانات الإنتاجية والتعليقات.
@ -201,9 +199,27 @@ docker compose up -d
## المجتمع والاتصال
* [مناقشة Github](https://github.com/langgenius/dify/discussions). الأفضل لـ: مشاركة التعليقات وطرح الأسئلة.
* [المشكلات على GitHub](https://github.com/langgenius/dify/issues). الأفضل لـ: الأخطاء التي تواجهها في استخدام Dify.AI، واقتراحات الميزات. انظر [دليل المساهمة](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md).
* [البريد الإلكتروني](mailto:support@dify.ai?subject=[GitHub]Questions%20About%20Dify). الأفضل لـ: الأسئلة التي تتعلق باستخدام Dify.AI.
* [Discord](https://discord.gg/FngNHpbcY7). الأفضل لـ: مشاركة تطبيقاتك والترفيه مع المجتمع.
* [تويتر](https://twitter.com/dify_ai). الأفضل لـ: مشاركة تطبيقاتك والترفيه مع المجتمع.
أو، قم بجدولة اجتماع مباشرة مع أحد أعضاء الفريق:
<table>
<tr>
<th>نقطة الاتصال</th>
<th>الغرض</th>
</tr>
<tr>
<td><a href='https://cal.com/guchenhe/15min' target='_blank'><img class="schedule-button" src='https://github.com/langgenius/dify/assets/13230914/9ebcd111-1205-4d71-83d5-948d70b809f5' alt='Git-Hub-README-Button-3x' style="width: 180px; height: auto; object-fit: contain;"/></a></td>
<td>استفسارات الأعمال واقتراحات حول المنتج</td>
</tr>
<tr>
<td><a href='https://cal.com/pinkbanana' target='_blank'><img class="schedule-button" src='https://github.com/langgenius/dify/assets/13230914/d1edd00a-d7e4-4513-be6c-e57038e143fd' alt='Git-Hub-README-Button-2x' style="width: 180px; height: auto; object-fit: contain;"/></a></td>
<td>المساهمات والمشكلات وطلبات الميزات</td>
</tr>
</table>
## تاريخ النجمة
[![Star History Chart](https://api.star-history.com/svg?repos=langgenius/dify&type=Date)](https://star-history.com/#langgenius/dify&Date)

View File

@ -4,7 +4,7 @@
<a href="https://cloud.dify.ai">Dify 云服务</a> ·
<a href="https://docs.dify.ai/getting-started/install-self-hosted">自托管</a> ·
<a href="https://docs.dify.ai">文档</a> ·
<a href="https://udify.app/chat/22L1zSxg6yW1cWQg">(需用英文)常见问题解答 / 联系团队</a>
<a href="https://cal.com/guchenhe/dify-demo">预约演示</a>
</div>
<p align="center">
@ -29,16 +29,13 @@
</p>
<div align="center">
<a href="./README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
<a href="./README_CN.md"><img alt="简体中文版自述文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
<a href="./README_JA.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
<a href="./README_ES.md"><img alt="README en Español" src="https://img.shields.io/badge/Español-d9d9d9"></a>
<a href="./README_FR.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-d9d9d9"></a>
<a href="./README_KL.md"><img alt="README tlhIngan Hol" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
<a href="./README_KR.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
<a href="./README_AR.md"><img alt="README بالعربية" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
<a href="./README_TR.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
<a href="./README_VI.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
<a href="./README.md"><img alt="上个月的提交次数" src="https://img.shields.io/badge/英文-d9d9d9"></a>
<a href="./README_CN.md"><img alt="上个月的提交次数" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
<a href="./README_JA.md"><img alt="上个月的提交次数" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
<a href="./README_ES.md"><img alt="上个月的提交次数" src="https://img.shields.io/badge/西班牙语-d9d9d9"></a>
<a href="./README_KL.md"><img alt="上个月的提交次数" src="https://img.shields.io/badge/法语-d9d9d9"></a>
<a href="./README_FR.md"><img alt="上个月的提交次数" src="https://img.shields.io/badge/克林贡语-d9d9d9"></a>
<a href="./README_KR.md"><img alt="上个月的提交次数" src="https://img.shields.io/badge/韓國語-d9d9d9"></a>
</div>
@ -72,7 +69,7 @@ Dify 是一个开源的 LLM 应用开发平台。其直观的界面结合了 AI
广泛的 RAG 功能,涵盖从文档摄入到检索的所有内容,支持从 PDF、PPT 和其他常见文档格式中提取文本的开箱即用的支持。
**5. Agent 智能体**:
您可以基于 LLM 函数调用或 ReAct 定义 Agent并为 Agent 添加预构建或自定义工具。Dify 为 AI Agent 提供了50多种内置工具如谷歌搜索、DALL·E、Stable Diffusion 和 WolframAlpha 等。
您可以基于 LLM 函数调用或 ReAct 定义 Agent并为 Agent 添加预构建或自定义工具。Dify 为 AI Agent 提供了50多种内置工具如谷歌搜索、DELL·E、Stable Diffusion 和 WolframAlpha 等。
**6. LLMOps**:
随时间监视和分析应用程序日志和性能。您可以根据生产数据和标注持续改进提示、数据集和模型。
@ -158,7 +155,7 @@ Dify 是一个开源的 LLM 应用开发平台。其直观的界面结合了 AI
使用我们的[文档](https://docs.dify.ai)进行进一步的参考和更深入的说明。
- **面向企业/组织的 Dify</br>**
我们提供额外的面向企业的功能。[给我们发送电子邮件](mailto:business@dify.ai?subject=[GitHub]Business%20License%20Inquiry)讨论企业需求。 </br>
我们提供额外的面向企业的功能。[与我们安排会议](https://cal.com/guchenhe/30min)或[给我们发送电子邮件](mailto:business@dify.ai?subject=[GitHub]Business%20License%20Inquiry)讨论企业需求。 </br>
> 对于使用 AWS 的初创公司和中小型企业,请查看 [AWS Marketplace 上的 Dify 高级版](https://aws.amazon.com/marketplace/pp/prodview-t22mebxzwjhu6),并使用一键部署到您自己的 AWS VPC。它是一个价格实惠的 AMI 产品,提供了使用自定义徽标和品牌创建应用程序的选项。
## 保持领先

View File

@ -4,7 +4,7 @@
<a href="https://cloud.dify.ai">Dify Cloud</a> ·
<a href="https://docs.dify.ai/getting-started/install-self-hosted">Auto-alojamiento</a> ·
<a href="https://docs.dify.ai">Documentación</a> ·
<a href="https://udify.app/chat/22L1zSxg6yW1cWQg">Consultas empresariales (en inglés)</a>
<a href="https://cal.com/guchenhe/dify-demo">Programar demostración</a>
</p>
<p align="center">
@ -29,16 +29,13 @@
</p>
<p align="center">
<a href="./README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
<a href="./README_CN.md"><img alt="简体中文版自述文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
<a href="./README_JA.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
<a href="./README_ES.md"><img alt="README en Español" src="https://img.shields.io/badge/Español-d9d9d9"></a>
<a href="./README_FR.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-d9d9d9"></a>
<a href="./README_KL.md"><img alt="README tlhIngan Hol" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
<a href="./README_KR.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
<a href="./README_AR.md"><img alt="README بالعربية" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
<a href="./README_TR.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
<a href="./README_VI.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
<a href="./README.md"><img alt="Actividad de Commits el último mes" src="https://img.shields.io/badge/Inglés-d9d9d9"></a>
<a href="./README_CN.md"><img alt="Actividad de Commits el último mes" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
<a href="./README_JA.md"><img alt="Actividad de Commits el último mes" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
<a href="./README_ES.md"><img alt="Actividad de Commits el último mes" src="https://img.shields.io/badge/Español-d9d9d9"></a>
<a href="./README_KL.md"><img alt="Actividad de Commits el último mes" src="https://img.shields.io/badge/Français-d9d9d9"></a>
<a href="./README_FR.md"><img alt="Actividad de Commits el último mes" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
<a href="./README_KR.md"><img alt="Actividad de Commits el último mes" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
</p>
#
@ -72,7 +69,7 @@ Dify es una plataforma de desarrollo de aplicaciones de LLM de código abierto.
**5. Capacidades de agente**:
Puedes definir agent
es basados en LLM Function Calling o ReAct, y agregar herramientas preconstruidas o personalizadas para el agente. Dify proporciona más de 50 herramientas integradas para agentes de IA, como Búsqueda de Google, DALL·E, Difusión Estable y WolframAlpha.
es basados en LLM Function Calling o ReAct, y agregar herramientas preconstruidas o personalizadas para el agente. Dify proporciona más de 50 herramientas integradas para agentes de IA, como Búsqueda de Google, DELL·E, Difusión Estable y WolframAlpha.
**6. LLMOps**:
Supervisa y analiza registros de aplicaciones y rendimiento a lo largo del tiempo. Podrías mejorar continuamente prompts, conjuntos de datos y modelos basados en datos de producción y anotaciones.
@ -158,7 +155,7 @@ Pon rápidamente Dify en funcionamiento en tu entorno con esta [guía de inicio
Usa nuestra [documentación](https://docs.dify.ai) para más referencias e instrucciones más detalladas.
- **Dify para Empresas / Organizaciones</br>**
Proporcionamos características adicionales centradas en la empresa. [Envíanos un correo electrónico](mailto:business@dify.ai?subject=[GitHub]Business%20License%20Inquiry) para discutir las necesidades empresariales. </br>
Proporcionamos características adicionales centradas en la empresa. [Programa una reunión con nosotros](https://cal.com/guchenhe/30min) o [envíanos un correo electrónico](mailto:business@dify.ai?subject=[GitHub]Business%20License%20Inquiry) para discutir las necesidades empresariales. </br>
> Para startups y pequeñas empresas que utilizan AWS, echa un vistazo a [Dify Premium en AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-t22mebxzwjhu6) e impleméntalo en tu propio VPC de AWS con un clic. Es una AMI asequible que ofrece la opción de crear aplicaciones con logotipo y marca personalizados.
@ -227,9 +224,27 @@ Al mismo tiempo, considera apoyar a Dify compartiéndolo en redes sociales y en
* [Discusión en GitHub](https://github.com/langgenius/dify/discussions). Lo mejor para: compartir comentarios y hacer preguntas.
* [Reporte de problemas en GitHub](https://github.com/langgenius/dify/issues). Lo mejor para: errores que encuentres usando Dify.AI y propuestas de características. Consulta nuestra [Guía de contribución](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md).
* [Correo electrónico](mailto:support@dify.ai?subject=[GitHub]Questions%20About%20Dify). Lo mejor para: preguntas que tengas sobre el uso de Dify.AI.
* [Discord](https://discord.gg/FngNHpbcY7). Lo mejor para: compartir tus aplicaciones y pasar el rato con la comunidad.
* [Twitter](https://twitter.com/dify_ai). Lo mejor para: compartir tus aplicaciones y pasar el rato con la comunidad.
O, programa una reunión directamente con un miembro del equipo:
<table>
<tr>
<th>Punto de Contacto</th>
<th>Propósito</th>
</tr>
<tr>
<td><a href='https://cal.com/guchenhe/15min' target='_blank'><img class="schedule-button" src='https://github.com/langgenius/dify/assets/13230914/9ebcd111-1205-4d71-83d5-948d70b809f5' alt='Git-Hub-README-Button-3x' style="width: 180px; height: auto; object-fit: contain;"/></a></td>
<td>Consultas comerciales y retroalimentación del producto</td>
</tr>
<tr>
<td><a href='https://cal.com/pinkbanana' target='_blank'><img class="schedule-button" src='https://github.com/langgenius/dify/assets/13230914/d1edd00a-d7e4-4513-be6c-e57038e143fd' alt='Git-Hub-README-Button-2x' style="width: 180px; height: auto; object-fit: contain;"/></a></td>
<td>Contribuciones, problemas y solicitudes de características</td>
</tr>
</table>
## Historial de Estrellas
[![Gráfico de Historial de Estrellas](https://api.star-history.com/svg?repos=langgenius/dify&type=Date)](https://star-history.com/#langgenius/dify&Date)
@ -241,4 +256,4 @@ Para proteger tu privacidad, evita publicar problemas de seguridad en GitHub. En
## Licencia
Este repositorio está disponible bajo la [Licencia de Código Abierto de Dify](LICENSE), que es esencialmente Apache 2.0 con algunas restricciones adicionales.
Este repositorio está disponible bajo la [Licencia de Código Abierto de Dify](LICENSE), que es esencialmente Apache 2.0 con algunas restricciones adicionales.

View File

@ -4,7 +4,7 @@
<a href="https://cloud.dify.ai">Dify Cloud</a> ·
<a href="https://docs.dify.ai/getting-started/install-self-hosted">Auto-hébergement</a> ·
<a href="https://docs.dify.ai">Documentation</a> ·
<a href="https://udify.app/chat/22L1zSxg6yW1cWQg">Demande dentreprise (en anglais seulement)</a>
<a href="https://cal.com/guchenhe/dify-demo">Planifier une démo</a>
</p>
<p align="center">
@ -29,16 +29,13 @@
</p>
<p align="center">
<a href="./README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
<a href="./README_CN.md"><img alt="简体中文版自述文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
<a href="./README_JA.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
<a href="./README_ES.md"><img alt="README en Español" src="https://img.shields.io/badge/Español-d9d9d9"></a>
<a href="./README_FR.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-d9d9d9"></a>
<a href="./README_KL.md"><img alt="README tlhIngan Hol" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
<a href="./README_KR.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
<a href="./README_AR.md"><img alt="README بالعربية" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
<a href="./README_TR.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
<a href="./README_VI.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
<a href="./README.md"><img alt="Commits le mois dernier" src="https://img.shields.io/badge/Anglais-d9d9d9"></a>
<a href="./README_CN.md"><img alt="Commits le mois dernier" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
<a href="./README_JA.md"><img alt="Commits le mois dernier" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
<a href="./README_ES.md"><img alt="Commits le mois dernier" src="https://img.shields.io/badge/Español-d9d9d9"></a>
<a href="./README_KL.md"><img alt="Commits le mois dernier" src="https://img.shields.io/badge/Français-d9d9d9"></a>
<a href="./README_FR.md"><img alt="Commits le mois dernier" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
<a href="./README_KR.md"><img alt="Commits le mois dernier" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
</p>
#
@ -72,7 +69,7 @@ Dify est une plateforme de développement d'applications LLM open source. Son in
**5. Capac
ités d'agent**:
Vous pouvez définir des agents basés sur l'appel de fonction LLM ou ReAct, et ajouter des outils pré-construits ou personnalisés pour l'agent. Dify fournit plus de 50 outils intégrés pour les agents d'IA, tels que la recherche Google, DALL·E, Stable Diffusion et WolframAlpha.
Vous pouvez définir des agents basés sur l'appel de fonction LLM ou ReAct, et ajouter des outils pré-construits ou personnalisés pour l'agent. Dify fournit plus de 50 outils intégrés pour les agents d'IA, tels que la recherche Google, DELL·E, Stable Diffusion et WolframAlpha.
**6. LLMOps**:
Surveillez et analysez les journaux d'application et les performances au fil du temps. Vous pouvez continuellement améliorer les prompts, les ensembles de données et les modèles en fonction des données de production et des annotations.
@ -158,7 +155,7 @@ Lancez rapidement Dify dans votre environnement avec ce [guide de démarrage](#q
Utilisez notre [documentation](https://docs.dify.ai) pour plus de références et des instructions plus détaillées.
- **Dify pour les entreprises / organisations</br>**
Nous proposons des fonctionnalités supplémentaires adaptées aux entreprises. [Envoyez-nous un e-mail](mailto:business@dify.ai?subject=[GitHub]Business%20License%20Inquiry) pour discuter des besoins de l'entreprise. </br>
Nous proposons des fonctionnalités supplémentaires adaptées aux entreprises. [Planifiez une réunion avec nous](https://cal.com/guchenhe/30min) ou [envoyez-nous un e-mail](mailto:business@dify.ai?subject=[GitHub]Business%20License%20Inquiry) pour discuter des besoins de l'entreprise. </br>
> Pour les startups et les petites entreprises utilisant AWS, consultez [Dify Premium sur AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-t22mebxzwjhu6) et déployez-le dans votre propre VPC AWS en un clic. C'est une offre AMI abordable avec la possibilité de créer des applications avec un logo et une marque personnalisés.
@ -225,9 +222,27 @@ Dans le même temps, veuillez envisager de soutenir Dify en le partageant sur le
* [Discussion GitHub](https://github.com/langgenius/dify/discussions). Meilleur pour: partager des commentaires et poser des questions.
* [Problèmes GitHub](https://github.com/langgenius/dify/issues). Meilleur pour: les bogues que vous rencontrez en utilisant Dify.AI et les propositions de fonctionnalités. Consultez notre [Guide de contribution](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md).
* [E-mail](mailto:support@dify.ai?subject=[GitHub]Questions%20About%20Dify). Meilleur pour: les questions que vous avez sur l'utilisation de Dify.AI.
* [Discord](https://discord.gg/FngNHpbcY7). Meilleur pour: partager vos applications et passer du temps avec la communauté.
* [Twitter](https://twitter.com/dify_ai). Meilleur pour: partager vos applications et passer du temps avec la communauté.
Ou, planifiez directement une réunion avec un membre de l'équipe:
<table>
<tr>
<th>Point de contact</th>
<th>Objectif</th>
</tr>
<tr>
<td><a href='https://cal.com/guchenhe/15min' target='_blank'><img class="schedule-button" src='https://github.com/langgenius/dify/assets/13230914/9ebcd111-1205-4d71-83d5-948d70b809f5' alt='Git-Hub-README-Button-3x' style="width: 180px; height: auto; object-fit: contain;"/></a></td>
<td>Demandes commerciales & retours produit</td>
</tr>
<tr>
<td><a href='https://cal.com/pinkbanana' target='_blank'><img class="schedule-button" src='https://github.com/langgenius/dify/assets/13230914/d1edd00a-d7e4-4513-be6c-e57038e143fd' alt='Git-Hub-README-Button-2x' style="width: 180px; height: auto; object-fit: contain;"/></a></td>
<td>Contributions, problèmes & demandes de fonctionnalités</td>
</tr>
</table>
## Historique des étoiles
[![Graphique de l'historique des étoiles](https://api.star-history.com/svg?repos=langgenius/dify&type=Date)](https://star-history.com/#langgenius/dify&Date)

View File

@ -4,7 +4,7 @@
<a href="https://cloud.dify.ai">Dify Cloud</a> ·
<a href="https://docs.dify.ai/getting-started/install-self-hosted">セルフホスティング</a> ·
<a href="https://docs.dify.ai">ドキュメント</a> ·
<a href="https://udify.app/chat/22L1zSxg6yW1cWQg">企業のお問い合わせ(英語のみ)</a>
<a href="https://cal.com/guchenhe/dify-demo">デモの予約</a>
</p>
<p align="center">
@ -29,16 +29,13 @@
</p>
<p align="center">
<a href="./README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
<a href="./README_CN.md"><img alt="简体中文版自述文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
<a href="./README_JA.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
<a href="./README_ES.md"><img alt="README en Español" src="https://img.shields.io/badge/Español-d9d9d9"></a>
<a href="./README_FR.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-d9d9d9"></a>
<a href="./README_KL.md"><img alt="README tlhIngan Hol" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
<a href="./README_KR.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
<a href="./README_AR.md"><img alt="README بالعربية" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
<a href="./README_TR.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
<a href="./README_VI.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
<a href="./README.md"><img alt="先月のコミット" src="https://img.shields.io/badge/English-d9d9d9"></a>
<a href="./README_CN.md"><img alt="先月のコミット" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
<a href="./README_JA.md"><img alt="先月のコミット" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
<a href="./README_ES.md"><img alt="先月のコミット" src="https://img.shields.io/badge/Español-d9d9d9"></a>
<a href="./README_KL.md"><img alt="先月のコミット" src="https://img.shields.io/badge/Français-d9d9d9"></a>
<a href="./README_FR.md"><img alt="先月のコミット" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
<a href="./README_KR.md"><img alt="先月のコミット" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
</p>
#
@ -71,7 +68,7 @@ DifyはオープンソースのLLMアプリケーション開発プラットフ
ドキュメントの取り込みから検索までをカバーする広範なRAG機能ができます。ほかにもPDF、PPT、その他の一般的なドキュメントフォーマットからのテキスト抽出のサーポイントも提供します。
**5. エージェント機能**:
LLM Function CallingやReActに基づくエージェントの定義が可能で、AIエージェント用のプリビルトまたはカスタムツールを追加できます。Difyには、Google検索、DALL·E、Stable Diffusion、WolframAlphaなどのAIエージェント用の50以上の組み込みツールが提供します。
LLM Function CallingやReActに基づくエージェントの定義が可能で、AIエージェント用のプリビルトまたはカスタムツールを追加できます。Difyには、Google検索、DELL·E、Stable Diffusion、WolframAlphaなどのAIエージェント用の50以上の組み込みツールが提供します。
**6. LLMOps**:
アプリケーションのログやパフォーマンスを監視と分析し、生産のデータと注釈に基づいて、プロンプト、データセット、モデルを継続的に改善できます。
@ -157,7 +154,7 @@ DifyはオープンソースのLLMアプリケーション開発プラットフ
詳しくは[ドキュメント](https://docs.dify.ai)をご覧ください。
- **企業/組織向けのDify</br>**
企業中心の機能を提供しています。[メールを送信](mailto:business@dify.ai?subject=[GitHub]Business%20License%20Inquiry)して企業のニーズについて相談してください。 </br>
企業中心の機能を提供しています。[こちらからミーティングを予約](https://cal.com/guchenhe/30min)したり、[メールを送信](mailto:business@dify.ai?subject=[GitHub]Business%20License%20Inquiry)して企業のニーズについて相談してください。 </br>
> AWSを使用しているスタートアップ企業や中小企業の場合は、[AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-t22mebxzwjhu6)のDify Premiumをチェックして、ワンクリックで自分のAWS VPCにデプロイできます。さらに、手頃な価格のAMIオファリングどして、ロゴやブランディングをカスタマイズしてアプリケーションを作成するオプションがあります。
@ -224,9 +221,32 @@ docker compose up -d
* [Github Discussion](https://github.com/langgenius/dify/discussions). 主に: フィードバックの共有や質問。
* [GitHub Issues](https://github.com/langgenius/dify/issues). 主に: Dify.AIを使用する際に発生するエラーや問題については、[貢献ガイド](CONTRIBUTING_JA.md)を参照してください
* [Email](mailto:support@dify.ai?subject=[GitHub]Questions%20About%20Dify). 主に: Dify.AIの使用に関する質問。
* [Discord](https://discord.gg/FngNHpbcY7). 主に: アプリケーションの共有やコミュニティとの交流。
* [Twitter](https://twitter.com/dify_ai). 主に: アプリケーションの共有やコミュニティとの交流。
または、直接チームメンバーとミーティングをスケジュール:
<table>
<tr>
<th>連絡先</th>
<th>目的</th>
</tr>
<tr>
<td><a href='https://cal.com
/guchenhe/30min'>ミーティング</a></td>
<td>無料の30分間のミーティングをスケジュール</td>
</tr>
<tr>
<td><a href='mailto:support@dify.ai?subject=[GitHub]Technical%20Support'>技術サポート</a></td>
<td>技術的な問題やサポートに関する質問</td>
</tr>
<tr>
<td><a href='mailto:business@dify.ai?subject=[GitHub]Business%20License%20Inquiry'>営業担当</a></td>
<td>法人ライセンスに関するお問い合わせ</td>
</tr>
</table>
## ライセンス

View File

@ -4,7 +4,7 @@
<a href="https://cloud.dify.ai">Dify Cloud</a> ·
<a href="https://docs.dify.ai/getting-started/install-self-hosted">Self-hosting</a> ·
<a href="https://docs.dify.ai">Documentation</a> ·
<a href="https://udify.app/chat/22L1zSxg6yW1cWQg">Commercial enquiries</a>
<a href="https://cal.com/guchenhe/dify-demo">Schedule demo</a>
</p>
<p align="center">
@ -29,16 +29,13 @@
</p>
<p align="center">
<a href="./README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
<a href="./README_CN.md"><img alt="简体中文版自述文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
<a href="./README_JA.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
<a href="./README_ES.md"><img alt="README en Español" src="https://img.shields.io/badge/Español-d9d9d9"></a>
<a href="./README_FR.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-d9d9d9"></a>
<a href="./README_KL.md"><img alt="README tlhIngan Hol" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
<a href="./README_KR.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
<a href="./README_AR.md"><img alt="README بالعربية" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
<a href="./README_TR.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
<a href="./README_VI.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
<a href="./README.md"><img alt="Commits last month" src="https://img.shields.io/badge/English-d9d9d9"></a>
<a href="./README_CN.md"><img alt="Commits last month" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
<a href="./README_JA.md"><img alt="Commits last month" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
<a href="./README_ES.md"><img alt="Commits last month" src="https://img.shields.io/badge/Español-d9d9d9"></a>
<a href="./README_KL.md"><img alt="Commits last month" src="https://img.shields.io/badge/Français-d9d9d9"></a>
<a href="./README_FR.md"><img alt="Commits last month" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
<a href="./README_KR.md"><img alt="Commits last month" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
</p>
#
@ -70,7 +67,7 @@ Dify is an open-source LLM app development platform. Its intuitive interface com
Extensive RAG capabilities that cover everything from document ingestion to retrieval, with out-of-box support for text extraction from PDFs, PPTs, and other common document formats.
**5. Agent capabilities**:
You can define agents based on LLM Function Calling or ReAct, and add pre-built or custom tools for the agent. Dify provides 50+ built-in tools for AI agents, such as Google Search, DALL·E, Stable Diffusion and WolframAlpha.
You can define agents based on LLM Function Calling or ReAct, and add pre-built or custom tools for the agent. Dify provides 50+ built-in tools for AI agents, such as Google Search, DELL·E, Stable Diffusion and WolframAlpha.
**6. LLMOps**:
Monitor and analyze application logs and performance over time. You could continuously improve prompts, datasets, and models based on production data and annotations.
@ -158,7 +155,7 @@ Quickly get Dify running in your environment with this [starter guide](#quick-st
Use our [documentation](https://docs.dify.ai) for further references and more in-depth instructions.
- **Dify for Enterprise / Organizations</br>**
We provide additional enterprise-centric features. [Send us an email](mailto:business@dify.ai?subject=[GitHub]Business%20License%20Inquiry) to discuss enterprise needs. </br>
We provide additional enterprise-centric features. [Schedule a meeting with us](https://cal.com/guchenhe/30min) or [send us an email](mailto:business@dify.ai?subject=[GitHub]Business%20License%20Inquiry) to discuss enterprise needs. </br>
> For startups and small businesses using AWS, check out [Dify Premium on AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-t22mebxzwjhu6) and deploy it to your own AWS VPC with one-click. It's an affordable AMI offering with the option to create apps with custom logo and branding.
@ -227,9 +224,27 @@ At the same time, please consider supporting Dify by sharing it on social media
). Best for: sharing feedback and asking questions.
* [GitHub Issues](https://github.com/langgenius/dify/issues). Best for: bugs you encounter using Dify.AI, and feature proposals. See our [Contribution Guide](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md).
* [Email](mailto:support@dify.ai?subject=[GitHub]Questions%20About%20Dify). Best for: questions you have about using Dify.AI.
* [Discord](https://discord.gg/FngNHpbcY7). Best for: sharing your applications and hanging out with the community.
* [Twitter](https://twitter.com/dify_ai). Best for: sharing your applications and hanging out with the community.
Or, schedule a meeting directly with a team member:
<table>
<tr>
<th>Point of Contact</th>
<th>Purpose</th>
</tr>
<tr>
<td><a href='https://cal.com/guchenhe/15min' target='_blank'><img class="schedule-button" src='https://github.com/langgenius/dify/assets/13230914/9ebcd111-1205-4d71-83d5-948d70b809f5' alt='Git-Hub-README-Button-3x' style="width: 180px; height: auto; object-fit: contain;"/></a></td>
<td>Business enquiries & product feedback</td>
</tr>
<tr>
<td><a href='https://cal.com/pinkbanana' target='_blank'><img class="schedule-button" src='https://github.com/langgenius/dify/assets/13230914/d1edd00a-d7e4-4513-be6c-e57038e143fd' alt='Git-Hub-README-Button-2x' style="width: 180px; height: auto; object-fit: contain;"/></a></td>
<td>Contributions, issues & feature requests</td>
</tr>
</table>
## Star History
[![Star History Chart](https://api.star-history.com/svg?repos=langgenius/dify&type=Date)](https://star-history.com/#langgenius/dify&Date)
@ -241,4 +256,4 @@ To protect your privacy, please avoid posting security issues on GitHub. Instead
## License
This repository is available under the [Dify Open Source License](LICENSE), which is essentially Apache 2.0 with a few additional restrictions.
This repository is available under the [Dify Open Source License](LICENSE), which is essentially Apache 2.0 with a few additional restrictions.

View File

@ -4,7 +4,7 @@
<a href="https://cloud.dify.ai">Dify 클라우드</a> ·
<a href="https://docs.dify.ai/getting-started/install-self-hosted">셀프-호스팅</a> ·
<a href="https://docs.dify.ai">문서</a> ·
<a href="https://udify.app/chat/22L1zSxg6yW1cWQg">기업 문의 (영어만 가능)</a>
<a href="https://cal.com/guchenhe/60-min-meeting">기업 문의</a>
</p>
<p align="center">
@ -35,10 +35,7 @@
<a href="./README_ES.md"><img alt="README en Español" src="https://img.shields.io/badge/Español-d9d9d9"></a>
<a href="./README_FR.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-d9d9d9"></a>
<a href="./README_KL.md"><img alt="README tlhIngan Hol" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
<a href="./README_KR.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
<a href="./README_AR.md"><img alt="README بالعربية" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
<a href="./README_TR.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
<a href="./README_VI.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
<a href="./README_KR.md"><img alt="한국어 README" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
</p>
@ -66,7 +63,7 @@
문서 수집부터 검색까지 모든 것을 다루며, PDF, PPT 및 기타 일반적인 문서 형식에서 텍스트 추출을 위한 기본 지원이 포함되어 있는 광범위한 RAG 기능을 제공합니다.
**5. 에이전트 기능**:
LLM 함수 호출 또는 ReAct를 기반으로 에이전트를 정의하고 에이전트에 대해 사전 구축된 도구나 사용자 정의 도구를 추가할 수 있습니다. Dify는 Google Search, DALL·E, Stable Diffusion, WolframAlpha 등 AI 에이전트를 위한 50개 이상의 내장 도구를 제공합니다.
LLM 함수 호출 또는 ReAct를 기반으로 에이전트를 정의하고 에이전트에 대해 사전 구축된 도구나 사용자 정의 도구를 추가할 수 있습니다. Dify는 Google Search, DELL·E, Stable Diffusion, WolframAlpha 등 AI 에이전트를 위한 50개 이상의 내장 도구를 제공합니다.
**6. LLMOps**:
시간 경과에 따른 애플리케이션 로그와 성능을 모니터링하고 분석합니다. 생산 데이터와 주석을 기반으로 프롬프트, 데이터세트, 모델을 지속적으로 개선할 수 있습니다.
@ -151,7 +148,7 @@
추가 참조 및 더 심층적인 지침은 [문서](https://docs.dify.ai)를 사용하세요.
- **기업 / 조직을 위한 Dify</br>**
우리는 추가적인 기업 중심 기능을 제공합니다. 잡거나 [이메일 보내기](mailto:business@dify.ai?subject=[GitHub]Business%20License%20Inquiry)를 통해 기업 요구 사항을 논의하십시오. </br>
우리는 추가적인 기업 중심 기능을 제공합니다. 당사와 [미팅일정](https://cal.com/guchenhe/30min)을 잡거나 [이메일 보내기](mailto:business@dify.ai?subject=[GitHub]Business%20License%20Inquiry)를 통해 기업 요구 사항을 논의하십시오. </br>
> AWS를 사용하는 스타트업 및 중소기업의 경우 [AWS Marketplace에서 Dify Premium](https://aws.amazon.com/marketplace/pp/prodview-t22mebxzwjhu6)을 확인하고 한 번의 클릭으로 자체 AWS VPC에 배포하십시오. 맞춤형 로고와 브랜딩이 포함된 앱을 생성할 수 있는 옵션이 포함된 저렴한 AMI 제품입니다.
@ -217,9 +214,26 @@ Dify를 Kubernetes에 배포하고 프리미엄 스케일링 설정을 구성했
* [Github 토론](https://github.com/langgenius/dify/discussions). 피드백 공유 및 질문하기에 적합합니다.
* [GitHub 이슈](https://github.com/langgenius/dify/issues). Dify.AI 사용 중 발견한 버그와 기능 제안에 적합합니다. [기여 가이드](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md)를 참조하세요.
* [이메일](mailto:support@dify.ai?subject=[GitHub]Questions%20About%20Dify). Dify.AI 사용에 대한 질문하기에 적합합니다.
* [디스코드](https://discord.gg/FngNHpbcY7). 애플리케이션 공유 및 커뮤니티와 소통하기에 적합합니다.
* [트위터](https://twitter.com/dify_ai). 애플리케이션 공유 및 커뮤니티와 소통하기에 적합합니다.
또는 팀원과 직접 미팅을 예약하세요:
<table>
<tr>
<th>연락처</th>
<th>목적</th>
</tr>
<tr>
<td><a href='https://cal.com/guchenhe/15min' target='_blank'><img class="schedule-button" src='https://github.com/langgenius/dify/assets/13230914/9ebcd111-1205-4d71-83d5-948d70b809f5' alt='Git-Hub-README-Button-3x' style="width: 180px; height: auto; object-fit: contain;"/></a></td>
<td>비즈니스 문의 및 제품 피드백</td>
</tr>
<tr>
<td><a href='https://cal.com/pinkbanana' target='_blank'><img class="schedule-button" src='https://github.com/langgenius/dify/assets/13230914/d1edd00a-d7e4-4513-be6c-e57038e143fd' alt='Git-Hub-README-Button-2x' style="width: 180px; height: auto; object-fit: contain;"/></a></td>
<td>기여, 이슈 및 기능 요청</td>
</tr>
</table>
## Star 히스토리

View File

@ -1,237 +0,0 @@
![cover-v5-optimized](https://github.com/langgenius/dify/assets/13230914/f9e19af5-61ba-4119-b926-d10c4c06ebab)
<p align="center">
<a href="https://cloud.dify.ai">Dify Bulut</a> ·
<a href="https://docs.dify.ai/getting-started/install-self-hosted">Kendi Sunucunuzda Barındırma</a> ·
<a href="https://docs.dify.ai">Dokümantasyon</a> ·
<a href="https://udify.app/chat/22L1zSxg6yW1cWQg">Yalnızca İngilizce: Kurumsal Sorgulama</a>
</p>
<p align="center">
<a href="https://dify.ai" target="_blank">
<img alt="Statik Rozet" src="https://img.shields.io/badge/Ürün-F04438"></a>
<a href="https://dify.ai/pricing" target="_blank">
<img alt="Statik Rozet" src="https://img.shields.io/badge/ücretsiz-fiyatlandırma?logo=free&color=%20%23155EEF&label=fiyatlandirma&labelColor=%20%23528bff"></a>
<a href="https://discord.gg/FngNHpbcY7" target="_blank">
<img src="https://img.shields.io/discord/1082486657678311454?logo=discord&labelColor=%20%235462eb&logoColor=%20%23f5f5f5&color=%20%235462eb"
alt="Discord'da sohbet et"></a>
<a href="https://twitter.com/intent/follow?screen_name=dify_ai" target="_blank">
<img src="https://img.shields.io/twitter/follow/dify_ai?logo=X&color=%20%23f5f5f5"
alt="Twitter'da takip et"></a>
<a href="https://hub.docker.com/u/langgenius" target="_blank">
<img alt="Docker Çekmeleri" src="https://img.shields.io/docker/pulls/langgenius/dify-web?labelColor=%20%23FDB062&color=%20%23f79009"></a>
<a href="https://github.com/langgenius/dify/graphs/commit-activity" target="_blank">
<img alt="Geçen ay yapılan commitler" src="https://img.shields.io/github/commit-activity/m/langgenius/dify?labelColor=%20%2332b583&color=%20%2312b76a"></a>
<a href="https://github.com/langgenius/dify/" target="_blank">
<img alt="Kapatılan sorunlar" src="https://img.shields.io/github/issues-search?query=repo%3Alanggenius%2Fdify%20is%3Aclosed&label=kapatilan%20sorunlar&labelColor=%20%237d89b0&color=%20%235d6b98"></a>
<a href="https://github.com/langgenius/dify/discussions/" target="_blank">
<img alt="Tartışma gönderileri" src="https://img.shields.io/github/discussions/langgenius/dify?labelColor=%20%239b8afb&color=%20%237a5af8"></a>
</p>
<p align="center">
<a href="./README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
<a href="./README_CN.md"><img alt="简体中文版自述文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
<a href="./README_JA.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
<a href="./README_ES.md"><img alt="README en Español" src="https://img.shields.io/badge/Español-d9d9d9"></a>
<a href="./README_FR.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-d9d9d9"></a>
<a href="./README_KL.md"><img alt="README tlhIngan Hol" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
<a href="./README_KR.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
<a href="./README_AR.md"><img alt="README بالعربية" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
<a href="./README_TR.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
<a href="./README_VI.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
</p>
Dify, açık kaynaklı bir LLM uygulama geliştirme platformudur. Sezgisel arayüzü, AI iş akışı, RAG pipeline'ı, ajan yetenekleri, model yönetimi, gözlemlenebilirlik özellikleri ve daha fazlasını birleştirerek, prototipten üretime hızlıca geçmenizi sağlar. İşte temel özelliklerin bir listesi:
</br> </br>
**1. Workflow**:
Görsel bir arayüz üzerinde güçlü AI iş akışları oluşturun ve test edin, aşağıdaki tüm özellikleri ve daha fazlasını kullanarak.
https://github.com/langgenius/dify/assets/13230914/356df23e-1604-483d-80a6-9517ece318aa
**2. Kapsamlı model desteği**:
Çok sayıda çıkarım sağlayıcısı ve kendi kendine barındırılan çözümlerden yüzlerce özel / açık kaynaklı LLM ile sorunsuz entegrasyon sağlar. GPT, Mistral, Llama3 ve OpenAI API uyumlu tüm modelleri kapsar. Desteklenen model sağlayıcılarının tam listesine [buradan](https://docs.dify.ai/getting-started/readme/model-providers) ulaşabilirsiniz.
![providers-v5](https://github.com/langgenius/dify/assets/13230914/5a17bdbe-097a-4100-8363-40255b70f6e3)
Özür dilerim, haklısınız. Daha anlamlı ve akıcı bir çeviri yapmaya çalışayım. İşte güncellenmiş çeviri:
**3. Prompt IDE**:
Komut istemlerini oluşturmak, model performansını karşılaştırmak ve sohbet tabanlı uygulamalara metin-konuşma gibi ek özellikler eklemek için kullanıcı dostu bir arayüz.
**4. RAG Pipeline**:
Belge alımından bilgi çekmeye kadar geniş kapsamlı RAG yetenekleri. PDF'ler, PPT'ler ve diğer yaygın belge formatlarından metin çıkarma için hazır destek sunar.
**5. Ajan yetenekleri**:
LLM Fonksiyon Çağırma veya ReAct'a dayalı ajanlar tanımlayabilir ve bu ajanlara önceden hazırlanmış veya özel araçlar ekleyebilirsiniz. Dify, AI ajanları için Google Arama, DALL·E, Stable Diffusion ve WolframAlpha gibi 50'den fazla yerleşik araç sağlar.
**6. LLMOps**:
Uygulama loglarını ve performans metriklerini zaman içinde izleme ve analiz etme imkanı. Üretim ortamından elde edilen verilere ve kullanıcı geri bildirimlerine dayanarak, prompt'ları, veri setlerini ve modelleri sürekli olarak optimize edebilirsiniz. Bu sayede, AI uygulamanızın performansını ve doğruluğunu sürekli olarak artırabilirsiniz.
**7. Hizmet Olarak Backend**:
Dify'ın tüm özellikleri ilgili API'lerle birlikte gelir, böylece Dify'ı kendi iş mantığınıza kolayca entegre edebilirsiniz.
## Özellik karşılaştırması
<table style="width: 100%;">
<tr>
<th align="center">Özellik</th>
<th align="center">Dify.AI</th>
<th align="center">LangChain</th>
<th align="center">Flowise</th>
<th align="center">OpenAI Assistants API</th>
</tr>
<tr>
<td align="center">Programlama Yaklaşımı</td>
<td align="center">API + Uygulama odaklı</td>
<td align="center">Python Kodu</td>
<td align="center">Uygulama odaklı</td>
<td align="center">API odaklı</td>
</tr>
<tr>
<td align="center">Desteklenen LLM'ler</td>
<td align="center">Zengin Çeşitlilik</td>
<td align="center">Zengin Çeşitlilik</td>
<td align="center">Zengin Çeşitlilik</td>
<td align="center">Yalnızca OpenAI</td>
</tr>
<tr>
<td align="center">RAG Motoru</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
</tr>
<tr>
<td align="center">Ajan</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
</tr>
<tr>
<td align="center">İş Akışı</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
</tr>
<tr>
<td align="center">Gözlemlenebilirlik</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
</tr>
<tr>
<td align="center">Kurumsal Özellikler (SSO/Erişim kontrolü)</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
</tr>
<tr>
<td align="center">Yerel Dağıtım</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
</tr>
</table>
## Dify'ı Kullanma
- **Cloud </br>**
İşte verdiğiniz metnin Türkçe çevirisi, kod bloğu içinde:
-
Herkesin sıfır kurulumla denemesi için bir [Dify Cloud](https://dify.ai) hizmeti sunuyoruz. Bu hizmet, kendi kendine dağıtılan versiyonun tüm yeteneklerini sağlar ve sandbox planında 200 ücretsiz GPT-4 çağrısı içerir.
- **Dify Topluluk Sürümünü Kendi Sunucunuzda Barındırma</br>**
Bu [başlangıç kılavuzu](#quick-start) ile Dify'ı kendi ortamınızda hızlıca çalıştırın.
Daha fazla referans ve detaylı talimatlar için [dokümantasyonumuzu](https://docs.dify.ai) kullanın.
- **Kurumlar / organizasyonlar için Dify</br>**
Ek kurumsal odaklı özellikler sunuyoruz. Kurumsal ihtiyaçları görüşmek için [bize bir e-posta gönderin](mailto:business@dify.ai?subject=[GitHub]Business%20License%20Inquiry). </br>
> AWS kullanan startuplar ve küçük işletmeler için, [AWS Marketplace'deki Dify Premium'a](https://aws.amazon.com/marketplace/pp/prodview-t22mebxzwjhu6) göz atın ve tek tıklamayla kendi AWS VPC'nize dağıtın. Bu, özel logo ve marka ile uygulamalar oluşturma seçeneğine sahip uygun fiyatlı bir AMI teklifdir.
## Güncel Kalma
GitHub'da Dify'a yıldız verin ve yeni sürümlerden anında haberdar olun.
![bizi-yıldızlayın](https://github.com/langgenius/dify/assets/13230914/b823edc1-6388-4e25-ad45-2f6b187adbb4)
## Hızlı başlangıç
> Dify'ı kurmadan önce, makinenizin aşağıdaki minimum sistem gereksinimlerini karşıladığından emin olun:
>
>- CPU >= 2 Çekirdek
>- RAM >= 4GB
</br>
İşte verdiğiniz metnin Türkçe çevirisi, kod bloğu içinde:
Dify sunucusunu başlatmanın en kolay yolu, [docker-compose.yml](docker/docker-compose.yaml) dosyamızı çalıştırmaktır. Kurulum komutunu çalıştırmadan önce, makinenizde [Docker](https://docs.docker.com/get-docker/) ve [Docker Compose](https://docs.docker.com/compose/install/)'un kurulu olduğundan emin olun:
```bash
cd docker
cp .env.example .env
docker compose up -d
```
Çalıştırdıktan sonra, tarayıcınızda [http://localhost/install](http://localhost/install) adresinden Dify kontrol paneline erişebilir ve başlangıç ayarları sürecini başlatabilirsiniz.
> Eğer Dify'a katkıda bulunmak veya ek geliştirmeler yapmak isterseniz, [kaynak koddan dağıtım kılavuzumuza](https://docs.dify.ai/getting-started/install-self-hosted/local-source-code) başvurun.
## Sonraki adımlar
Yapılandırmayı özelleştirmeniz gerekiyorsa, lütfen [.env.example](docker/.env.example) dosyamızdaki yorumlara bakın ve `.env` dosyanızdaki ilgili değerleri güncelleyin. Ayrıca, spesifik dağıtım ortamınıza ve gereksinimlerinize bağlı olarak `docker-compose.yaml` dosyasının kendisinde de, imaj sürümlerini, port eşlemelerini veya hacim bağlantılarını değiştirmek gibi ayarlamalar yapmanız gerekebilir. Herhangi bir değişiklik yaptıktan sonra, lütfen `docker-compose up -d` komutunu tekrar çalıştırın. Kullanılabilir tüm ortam değişkenlerinin tam listesini [burada](https://docs.dify.ai/getting-started/install-self-hosted/environments) bulabilirsiniz.
Yüksek kullanılabilirliğe sahip bir kurulum yapılandırmak isterseniz, Dify'ın Kubernetes üzerine dağıtılmasına olanak tanıyan topluluk katkılı [Helm Charts](https://helm.sh/) ve YAML dosyaları mevcuttur.
- [@LeoQuote tarafından Helm Chart](https://github.com/douban/charts/tree/master/charts/dify)
- [@BorisPolonsky tarafından Helm Chart](https://github.com/BorisPolonsky/dify-helm)
- [@Winson-030 tarafından YAML dosyası](https://github.com/Winson-030/dify-kubernetes)
#### Dağıtım için Terraform Kullanımı
##### Azure Global
[Terraform](https://www.terraform.io/) kullanarak Dify'ı Azure'a tek tıklamayla dağıtın.
- [@nikawang tarafından Azure Terraform](https://github.com/nikawang/dify-azure-terraform)
## Katkıda Bulunma
Kod katkısında bulunmak isteyenler için [Katkı Kılavuzumuza](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md) bakabilirsiniz.
Aynı zamanda, lütfen Dify'ı sosyal medyada, etkinliklerde ve konferanslarda paylaşarak desteklemeyi düşünün.
> Dify'ı Mandarin veya İngilizce dışındaki dillere çevirmemize yardımcı olacak katkıda bulunanlara ihtiyacımız var. Yardımcı olmakla ilgileniyorsanız, lütfen daha fazla bilgi için [i18n README](https://github.com/langgenius/dify/blob/main/web/i18n/README.md) dosyasına bakın ve [Discord Topluluk Sunucumuzdaki](https://discord.gg/8Tpq4AcN9c) `global-users` kanalında bize bir yorum bırakın.
**Katkıda Bulunanlar**
<a href="https://github.com/langgenius/dify/graphs/contributors">
<img src="https://contrib.rocks/image?repo=langgenius/dify" />
</a>
## Topluluk & iletişim
* [Github Tartışmaları](https://github.com/langgenius/dify/discussions). En uygun: geri bildirim paylaşmak ve soru sormak için.
* [GitHub Sorunları](https://github.com/langgenius/dify/issues). En uygun: Dify.AI kullanırken karşılaştığınız hatalar ve özellik önerileri için. [Katkı Kılavuzumuza](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md) bakın.
* [Discord](https://discord.gg/FngNHpbcY7). En uygun: uygulamalarınızı paylaşmak ve toplulukla vakit geçirmek için.
* [Twitter](https://twitter.com/dify_ai). En uygun: uygulamalarınızı paylaşmak ve toplulukla vakit geçirmek için.
## Star history
[![Star History Chart](https://api.star-history.com/svg?repos=langgenius/dify&type=Date)](https://star-history.com/#langgenius/dify&Date)
## Güvenlik açıklaması
Gizliliğinizi korumak için, lütfen güvenlik sorunlarını GitHub'da paylaşmaktan kaçının. Bunun yerine, sorularınızı security@dify.ai adresine gönderin ve size daha detaylı bir cevap vereceğiz.
## Lisans
Bu depo, temel olarak Apache 2.0 lisansı ve birkaç ek kısıtlama içeren [Dify Açık Kaynak Lisansı](LICENSE) altında kullanıma sunulmuştur.

View File

@ -1,234 +0,0 @@
![cover-v5-optimized](https://github.com/langgenius/dify/assets/13230914/f9e19af5-61ba-4119-b926-d10c4c06ebab)
<p align="center">
<a href="https://cloud.dify.ai">Dify Cloud</a> ·
<a href="https://docs.dify.ai/getting-started/install-self-hosted">Tự triển khai</a> ·
<a href="https://docs.dify.ai">Tài liệu</a> ·
<a href="https://udify.app/chat/22L1zSxg6yW1cWQg">Yêu cầu doanh nghiệp</a>
</p>
<p align="center">
<a href="https://dify.ai" target="_blank">
<img alt="Static Badge" src="https://img.shields.io/badge/Product-F04438"></a>
<a href="https://dify.ai/pricing" target="_blank">
<img alt="Static Badge" src="https://img.shields.io/badge/free-pricing?logo=free&color=%20%23155EEF&label=pricing&labelColor=%20%23528bff"></a>
<a href="https://discord.gg/FngNHpbcY7" target="_blank">
<img src="https://img.shields.io/discord/1082486657678311454?logo=discord&labelColor=%20%235462eb&logoColor=%20%23f5f5f5&color=%20%235462eb"
alt="chat trên Discord"></a>
<a href="https://twitter.com/intent/follow?screen_name=dify_ai" target="_blank">
<img src="https://img.shields.io/twitter/follow/dify_ai?logo=X&color=%20%23f5f5f5"
alt="theo dõi trên Twitter"></a>
<a href="https://hub.docker.com/u/langgenius" target="_blank">
<img alt="Docker Pulls" src="https://img.shields.io/docker/pulls/langgenius/dify-web?labelColor=%20%23FDB062&color=%20%23f79009"></a>
<a href="https://github.com/langgenius/dify/graphs/commit-activity" target="_blank">
<img alt="Commits tháng trước" src="https://img.shields.io/github/commit-activity/m/langgenius/dify?labelColor=%20%2332b583&color=%20%2312b76a"></a>
<a href="https://github.com/langgenius/dify/" target="_blank">
<img alt="Vấn đề đã đóng" src="https://img.shields.io/github/issues-search?query=repo%3Alanggenius%2Fdify%20is%3Aclosed&label=issues%20closed&labelColor=%20%237d89b0&color=%20%235d6b98"></a>
<a href="https://github.com/langgenius/dify/discussions/" target="_blank">
<img alt="Bài thảo luận" src="https://img.shields.io/github/discussions/langgenius/dify?labelColor=%20%239b8afb&color=%20%237a5af8"></a>
</p>
<p align="center">
<a href="./README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
<a href="./README_CN.md"><img alt="简体中文版自述文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
<a href="./README_JA.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
<a href="./README_ES.md"><img alt="README en Español" src="https://img.shields.io/badge/Español-d9d9d9"></a>
<a href="./README_FR.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-d9d9d9"></a>
<a href="./README_KL.md"><img alt="README tlhIngan Hol" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
<a href="./README_KR.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
<a href="./README_AR.md"><img alt="README بالعربية" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
<a href="./README_TR.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
<a href="./README_VI.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
</p>
Dify là một nền tảng phát triển ứng dụng LLM mã nguồn mở. Giao diện trực quan kết hợp quy trình làm việc AI, mô hình RAG, khả năng tác nhân, quản lý mô hình, tính năng quan sát và hơn thế nữa, cho phép bạn nhanh chóng chuyển từ nguyên mẫu sang sản phẩm. Đây là danh sách các tính năng cốt lõi:
</br> </br>
**1. Quy trình làm việc**:
Xây dựng và kiểm tra các quy trình làm việc AI mạnh mẽ trên một canvas trực quan, tận dụng tất cả các tính năng sau đây và hơn thế nữa.
https://github.com/langgenius/dify/assets/13230914/356df23e-1604-483d-80a6-9517ece318aa
**2. Hỗ trợ mô hình toàn diện**:
Tích hợp liền mạch với hàng trăm mô hình LLM độc quyền / mã nguồn mở từ hàng chục nhà cung cấp suy luận và giải pháp tự lưu trữ, bao gồm GPT, Mistral, Llama3, và bất kỳ mô hình tương thích API OpenAI nào. Danh sách đầy đủ các nhà cung cấp mô hình được hỗ trợ có thể được tìm thấy [tại đây](https://docs.dify.ai/getting-started/readme/model-providers).
![providers-v5](https://github.com/langgenius/dify/assets/13230914/5a17bdbe-097a-4100-8363-40255b70f6e3)
**3. IDE Prompt**:
Giao diện trực quan để tạo prompt, so sánh hiệu suất mô hình và thêm các tính năng bổ sung như chuyển văn bản thành giọng nói cho một ứng dụng dựa trên trò chuyện.
**4. Mô hình RAG**:
Khả năng RAG mở rộng bao gồm mọi thứ từ nhập tài liệu đến truy xuất, với hỗ trợ sẵn có cho việc trích xuất văn bản từ PDF, PPT và các định dạng tài liệu phổ biến khác.
**5. Khả năng tác nhân**:
Bạn có thể định nghĩa các tác nhân dựa trên LLM Function Calling hoặc ReAct, và thêm các công cụ được xây dựng sẵn hoặc tùy chỉnh cho tác nhân. Dify cung cấp hơn 50 công cụ tích hợp sẵn cho các tác nhân AI, như Google Search, DALL·E, Stable Diffusion và WolframAlpha.
**6. LLMOps**:
Giám sát và phân tích nhật ký và hiệu suất ứng dụng theo thời gian. Bạn có thể liên tục cải thiện prompt, bộ dữ liệu và mô hình dựa trên dữ liệu sản xuất và chú thích.
**7. Backend-as-a-Service**:
Tất cả các dịch vụ của Dify đều đi kèm với các API tương ứng, vì vậy bạn có thể dễ dàng tích hợp Dify vào logic kinh doanh của riêng mình.
## So sánh tính năng
<table style="width: 100%;">
<tr>
<th align="center">Tính năng</th>
<th align="center">Dify.AI</th>
<th align="center">LangChain</th>
<th align="center">Flowise</th>
<th align="center">OpenAI Assistants API</th>
</tr>
<tr>
<td align="center">Phương pháp lập trình</td>
<td align="center">Hướng API + Ứng dụng</td>
<td align="center">Mã Python</td>
<td align="center">Hướng ứng dụng</td>
<td align="center">Hướng API</td>
</tr>
<tr>
<td align="center">LLMs được hỗ trợ</td>
<td align="center">Đa dạng phong phú</td>
<td align="center">Đa dạng phong phú</td>
<td align="center">Đa dạng phong phú</td>
<td align="center">Chỉ OpenAI</td>
</tr>
<tr>
<td align="center">RAG Engine</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
</tr>
<tr>
<td align="center">Agent</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
</tr>
<tr>
<td align="center">Quy trình làm việc</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
</tr>
<tr>
<td align="center">Khả năng quan sát</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
</tr>
<tr>
<td align="center">Tính năng doanh nghiệp (SSO/Kiểm soát truy cập)</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
</tr>
<tr>
<td align="center">Triển khai cục bộ</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
</tr>
</table>
## Sử dụng Dify
- **Cloud </br>**
Chúng tôi lưu trữ dịch vụ [Dify Cloud](https://dify.ai) cho bất kỳ ai muốn thử mà không cần cài đặt. Nó cung cấp tất cả các khả năng của phiên bản tự triển khai và bao gồm 200 lượt gọi GPT-4 miễn phí trong gói sandbox.
- **Tự triển khai Dify Community Edition</br>**
Nhanh chóng chạy Dify trong môi trường của bạn với [hướng dẫn bắt đầu](#quick-start) này.
Sử dụng [tài liệu](https://docs.dify.ai) của chúng tôi để tham khảo thêm và nhận hướng dẫn chi tiết hơn.
- **Dify cho doanh nghiệp / tổ chức</br>**
Chúng tôi cung cấp các tính năng bổ sung tập trung vào doanh nghiệp. [Ghi lại câu hỏi của bạn cho chúng tôi thông qua chatbot này](https://udify.app/chat/22L1zSxg6yW1cWQg) hoặc [gửi email cho chúng tôi](mailto:business@dify.ai?subject=[GitHub]Business%20License%20Inquiry) để thảo luận về nhu cầu doanh nghiệp. </br>
> Đối với các công ty khởi nghiệp và doanh nghiệp nhỏ sử dụng AWS, hãy xem [Dify Premium trên AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-t22mebxzwjhu6) và triển khai nó vào AWS VPC của riêng bạn chỉ với một cú nhấp chuột. Đây là một AMI giá cả phải chăng với tùy chọn tạo ứng dụng với logo và thương hiệu tùy chỉnh.
## Luôn cập nhật
Yêu thích Dify trên GitHub và được thông báo ngay lập tức về các bản phát hành mới.
![star-us](https://github.com/langgenius/dify/assets/13230914/b823edc1-6388-4e25-ad45-2f6b187adbb4)
## Bắt đầu nhanh
> Trước khi cài đặt Dify, hãy đảm bảo máy của bạn đáp ứng các yêu cầu hệ thống tối thiểu sau:
>
>- CPU >= 2 Core
>- RAM >= 4GB
</br>
Cách dễ nhất để khởi động máy chủ Dify là chạy tệp [docker-compose.yml](docker/docker-compose.yaml) của chúng tôi. Trước khi chạy lệnh cài đặt, hãy đảm bảo rằng [Docker](https://docs.docker.com/get-docker/) và [Docker Compose](https://docs.docker.com/compose/install/) đã được cài đặt trên máy của bạn:
```bash
cd docker
cp .env.example .env
docker compose up -d
```
Sau khi chạy, bạn có thể truy cập bảng điều khiển Dify trong trình duyệt của bạn tại [http://localhost/install](http://localhost/install) và bắt đầu quá trình khởi tạo.
> Nếu bạn muốn đóng góp cho Dify hoặc phát triển thêm, hãy tham khảo [hướng dẫn triển khai từ mã nguồn](https://docs.dify.ai/getting-started/install-self-hosted/local-source-code) của chúng tôi
## Các bước tiếp theo
Nếu bạn cần tùy chỉnh cấu hình, vui lòng tham khảo các nhận xét trong tệp [.env.example](docker/.env.example) của chúng tôi và cập nhật các giá trị tương ứng trong tệp `.env` của bạn. Ngoài ra, bạn có thể cần điều chỉnh tệp `docker-compose.yaml`, chẳng hạn như thay đổi phiên bản hình ảnh, ánh xạ cổng hoặc gắn kết khối lượng, dựa trên môi trường triển khai cụ thể và yêu cầu của bạn. Sau khi thực hiện bất kỳ thay đổi nào, vui lòng chạy lại `docker-compose up -d`. Bạn có thể tìm thấy danh sách đầy đủ các biến môi trường có sẵn [tại đây](https://docs.dify.ai/getting-started/install-self-hosted/environments).
Nếu bạn muốn cấu hình một cài đặt có độ sẵn sàng cao, có các [Helm Charts](https://helm.sh/) và tệp YAML do cộng đồng đóng góp cho phép Dify được triển khai trên Kubernetes.
- [Helm Chart bởi @LeoQuote](https://github.com/douban/charts/tree/master/charts/dify)
- [Helm Chart bởi @BorisPolonsky](https://github.com/BorisPolonsky/dify-helm)
- [Tệp YAML bởi @Winson-030](https://github.com/Winson-030/dify-kubernetes)
#### Sử dụng Terraform để Triển khai
##### Azure Global
Triển khai Dify lên Azure chỉ với một cú nhấp chuột bằng cách sử dụng [terraform](https://www.terraform.io/).
- [Azure Terraform bởi @nikawang](https://github.com/nikawang/dify-azure-terraform)
## Đóng góp
Đối với những người muốn đóng góp mã, xem [Hướng dẫn Đóng góp](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md) của chúng tôi.
Đồng thời, vui lòng xem xét hỗ trợ Dify bằng cách chia sẻ nó trên mạng xã hội và tại các sự kiện và hội nghị.
> Chúng tôi đang tìm kiếm người đóng góp để giúp dịch Dify sang các ngôn ngữ khác ngoài tiếng Trung hoặc tiếng Anh. Nếu bạn quan tâm đến việc giúp đỡ, vui lòng xem [README i18n](https://github.com/langgenius/dify/blob/main/web/i18n/README.md) để biết thêm thông tin và để lại bình luận cho chúng tôi trong kênh `global-users` của [Máy chủ Cộng đồng Discord](https://discord.gg/8Tpq4AcN9c) của chúng tôi.
**Người đóng góp**
<a href="https://github.com/langgenius/dify/graphs/contributors">
<img src="https://contrib.rocks/image?repo=langgenius/dify" />
</a>
## Cộng đồng & liên hệ
* [Thảo luận GitHub](https://github.com/langgenius/dify/discussions). Tốt nhất cho: chia sẻ phản hồi và đặt câu hỏi.
* [Vấn đề GitHub](https://github.com/langgenius/dify/issues). Tốt nhất cho: lỗi bạn gặp phải khi sử dụng Dify.AI và đề xuất tính năng. Xem [Hướng dẫn Đóng góp](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md) của chúng tôi.
* [Discord](https://discord.gg/FngNHpbcY7). Tốt nhất cho: chia sẻ ứng dụng của bạn và giao lưu với cộng đồng.
* [Twitter](https://twitter.com/dify_ai). Tốt nhất cho: chia sẻ ứng dụng của bạn và giao lưu với cộng đồng.
## Lịch sử Yêu thích
[![Biểu đồ Lịch sử Yêu thích](https://api.star-history.com/svg?repos=langgenius/dify&type=Date)](https://star-history.com/#langgenius/dify&Date)
## Tiết lộ bảo mật
Để bảo vệ quyền riêng tư của bạn, vui lòng tránh đăng các vấn đề bảo mật trên GitHub. Thay vào đó, hãy gửi câu hỏi của bạn đến security@dify.ai và chúng tôi sẽ cung cấp cho bạn câu trả lời chi tiết hơn.
## Giấy phép
Kho lưu trữ này có sẵn theo [Giấy phép Mã nguồn Mở Dify](LICENSE), về cơ bản là Apache 2.0 với một vài hạn chế bổ sung.

View File

@ -130,12 +130,6 @@ TENCENT_VECTOR_DB_DATABASE=dify
TENCENT_VECTOR_DB_SHARD=1
TENCENT_VECTOR_DB_REPLICAS=2
# ElasticSearch configuration
ELASTICSEARCH_HOST=127.0.0.1
ELASTICSEARCH_PORT=9200
ELASTICSEARCH_USERNAME=elastic
ELASTICSEARCH_PASSWORD=elastic
# PGVECTO_RS configuration
PGVECTO_RS_HOST=localhost
PGVECTO_RS_PORT=5431
@ -189,7 +183,6 @@ UPLOAD_IMAGE_FILE_SIZE_LIMIT=10
# Model Configuration
MULTIMODAL_SEND_IMAGE_FORMAT=base64
PROMPT_GENERATION_MAX_TOKENS=512
# Mail configuration, support: resend, smtp
MAIL_TYPE=
@ -223,7 +216,6 @@ UNSTRUCTURED_API_KEY=
SSRF_PROXY_HTTP_URL=
SSRF_PROXY_HTTPS_URL=
SSRF_DEFAULT_MAX_RETRIES=3
BATCH_UPLOAD_LIMIT=10
KEYWORD_DATA_SOURCE_TYPE=database
@ -247,8 +239,8 @@ API_TOOL_DEFAULT_READ_TIMEOUT=60
HTTP_REQUEST_MAX_CONNECT_TIMEOUT=300
HTTP_REQUEST_MAX_READ_TIMEOUT=600
HTTP_REQUEST_MAX_WRITE_TIMEOUT=600
HTTP_REQUEST_NODE_MAX_BINARY_SIZE=10485760
HTTP_REQUEST_NODE_MAX_TEXT_SIZE=1048576
HTTP_REQUEST_NODE_MAX_BINARY_SIZE=10485760 # 10MB
HTTP_REQUEST_NODE_MAX_TEXT_SIZE=1048576 # 1MB
# Log file path
LOG_FILE=
@ -264,16 +256,3 @@ WORKFLOW_CALL_MAX_DEPTH=5
# App configuration
APP_MAX_EXECUTION_TIME=1200
APP_MAX_ACTIVE_REQUESTS=0
# Celery beat configuration
CELERY_BEAT_SCHEDULER_TIME=1
# Position configuration
POSITION_TOOL_PINS=
POSITION_TOOL_INCLUDES=
POSITION_TOOL_EXCLUDES=
POSITION_PROVIDER_PINS=
POSITION_PROVIDER_INCLUDES=
POSITION_PROVIDER_EXCLUDES=

View File

@ -12,7 +12,6 @@ ENV POETRY_CACHE_DIR=/tmp/poetry_cache
ENV POETRY_NO_INTERACTION=1
ENV POETRY_VIRTUALENVS_IN_PROJECT=true
ENV POETRY_VIRTUALENVS_CREATE=true
ENV POETRY_REQUESTS_TIMEOUT=15
FROM base AS packages
@ -42,12 +41,8 @@ ENV TZ=UTC
WORKDIR /app/api
RUN apt-get update \
&& apt-get install -y --no-install-recommends curl nodejs libgmp-dev libmpfr-dev libmpc-dev \
&& echo "deb http://deb.debian.org/debian testing main" > /etc/apt/sources.list \
&& apt-get update \
# For Security
&& apt-get install -y --no-install-recommends zlib1g=1:1.3.dfsg+really1.3.1-1 expat=2.6.2-1 libldap-2.5-0=2.5.18+dfsg-2 perl=5.38.2-5 libsqlite3-0=3.46.0-1 \
&& apt-get autoremove -y \
&& apt-get install -y --no-install-recommends curl wget vim nodejs ffmpeg libgmp-dev libmpfr-dev libmpc-dev \
&& apt-get autoremove \
&& rm -rf /var/lib/apt/lists/*
# Copy Python environment and packages
@ -55,9 +50,6 @@ ENV VIRTUAL_ENV=/app/api/.venv
COPY --from=packages ${VIRTUAL_ENV} ${VIRTUAL_ENV}
ENV PATH="${VIRTUAL_ENV}/bin:${PATH}"
# Download nltk data
RUN python -c "import nltk; nltk.download('punkt')"
# Copy source code
COPY . /app/api/

View File

@ -12,8 +12,7 @@
```bash
cd ../docker
cp middleware.env.example middleware.env
# change the profile to other vector database if you are not using weaviate
docker compose -f docker-compose.middleware.yaml --profile weaviate -p dify up -d
docker compose -f docker-compose.middleware.yaml -p dify up -d
cd ../api
```

View File

@ -1,6 +1,8 @@
import os
if os.environ.get("DEBUG", "false").lower() != "true":
from configs import dify_config
if os.environ.get("DEBUG", "false").lower() != 'true':
from gevent import monkey
monkey.patch_all()
@ -21,9 +23,7 @@ from flask import Flask, Response, request
from flask_cors import CORS
from werkzeug.exceptions import Unauthorized
import contexts
from commands import register_commands
from configs import dify_config
# DO NOT REMOVE BELOW
from events import event_handlers
@ -57,7 +57,7 @@ warnings.simplefilter("ignore", ResourceWarning)
if os.name == "nt":
os.system('tzutil /s "UTC"')
else:
os.environ["TZ"] = "UTC"
os.environ['TZ'] = 'UTC'
time.tzset()
@ -70,14 +70,13 @@ class DifyApp(Flask):
# -------------
config_type = os.getenv("EDITION", default="SELF_HOSTED") # ce edition first
config_type = os.getenv('EDITION', default='SELF_HOSTED') # ce edition first
# ----------------------------
# Application Factory Function
# ----------------------------
def create_flask_app_with_configs() -> Flask:
"""
create a raw flask app
@ -93,7 +92,7 @@ def create_flask_app_with_configs() -> Flask:
elif isinstance(value, int | float | bool):
os.environ[key] = str(value)
elif value is None:
os.environ[key] = ""
os.environ[key] = ''
return dify_app
@ -101,10 +100,10 @@ def create_flask_app_with_configs() -> Flask:
def create_app() -> Flask:
app = create_flask_app_with_configs()
app.secret_key = app.config["SECRET_KEY"]
app.secret_key = app.config['SECRET_KEY']
log_handlers = None
log_file = app.config.get("LOG_FILE")
log_file = app.config.get('LOG_FILE')
if log_file:
log_dir = os.path.dirname(log_file)
os.makedirs(log_dir, exist_ok=True)
@ -112,24 +111,23 @@ def create_app() -> Flask:
RotatingFileHandler(
filename=log_file,
maxBytes=1024 * 1024 * 1024,
backupCount=5,
backupCount=5
),
logging.StreamHandler(sys.stdout),
logging.StreamHandler(sys.stdout)
]
logging.basicConfig(
level=app.config.get("LOG_LEVEL"),
format=app.config.get("LOG_FORMAT"),
datefmt=app.config.get("LOG_DATEFORMAT"),
level=app.config.get('LOG_LEVEL'),
format=app.config.get('LOG_FORMAT'),
datefmt=app.config.get('LOG_DATEFORMAT'),
handlers=log_handlers,
force=True,
force=True
)
log_tz = app.config.get("LOG_TZ")
log_tz = app.config.get('LOG_TZ')
if log_tz:
from datetime import datetime
import pytz
timezone = pytz.timezone(log_tz)
def time_converter(seconds):
@ -164,39 +162,35 @@ def initialize_extensions(app):
@login_manager.request_loader
def load_user_from_request(request_from_flask_login):
"""Load user based on the request."""
if request.blueprint not in ["console", "inner_api"]:
if request.blueprint not in ['console', 'inner_api']:
return None
# Check if the user_id contains a dot, indicating the old format
auth_header = request.headers.get("Authorization", "")
auth_header = request.headers.get('Authorization', '')
if not auth_header:
auth_token = request.args.get("_token")
auth_token = request.args.get('_token')
if not auth_token:
raise Unauthorized("Invalid Authorization token.")
raise Unauthorized('Invalid Authorization token.')
else:
if " " not in auth_header:
raise Unauthorized("Invalid Authorization header format. Expected 'Bearer <api-key>' format.")
if ' ' not in auth_header:
raise Unauthorized('Invalid Authorization header format. Expected \'Bearer <api-key>\' format.')
auth_scheme, auth_token = auth_header.split(None, 1)
auth_scheme = auth_scheme.lower()
if auth_scheme != "bearer":
raise Unauthorized("Invalid Authorization header format. Expected 'Bearer <api-key>' format.")
if auth_scheme != 'bearer':
raise Unauthorized('Invalid Authorization header format. Expected \'Bearer <api-key>\' format.')
decoded = PassportService().verify(auth_token)
user_id = decoded.get("user_id")
user_id = decoded.get('user_id')
account = AccountService.load_logged_in_account(account_id=user_id, token=auth_token)
if account:
contexts.tenant_id.set(account.current_tenant_id)
return account
return AccountService.load_logged_in_account(account_id=user_id, token=auth_token)
@login_manager.unauthorized_handler
def unauthorized_handler():
"""Handle unauthorized requests."""
return Response(
json.dumps({"code": "unauthorized", "message": "Unauthorized."}),
status=401,
content_type="application/json",
)
return Response(json.dumps({
'code': 'unauthorized',
'message': "Unauthorized."
}), status=401, content_type="application/json")
# register blueprint routers
@ -207,36 +201,38 @@ def register_blueprints(app):
from controllers.service_api import bp as service_api_bp
from controllers.web import bp as web_bp
CORS(
service_api_bp,
allow_headers=["Content-Type", "Authorization", "X-App-Code"],
methods=["GET", "PUT", "POST", "DELETE", "OPTIONS", "PATCH"],
)
CORS(service_api_bp,
allow_headers=['Content-Type', 'Authorization', 'X-App-Code'],
methods=['GET', 'PUT', 'POST', 'DELETE', 'OPTIONS', 'PATCH']
)
app.register_blueprint(service_api_bp)
CORS(
web_bp,
resources={r"/*": {"origins": app.config["WEB_API_CORS_ALLOW_ORIGINS"]}},
supports_credentials=True,
allow_headers=["Content-Type", "Authorization", "X-App-Code"],
methods=["GET", "PUT", "POST", "DELETE", "OPTIONS", "PATCH"],
expose_headers=["X-Version", "X-Env"],
)
CORS(web_bp,
resources={
r"/*": {"origins": app.config['WEB_API_CORS_ALLOW_ORIGINS']}},
supports_credentials=True,
allow_headers=['Content-Type', 'Authorization', 'X-App-Code'],
methods=['GET', 'PUT', 'POST', 'DELETE', 'OPTIONS', 'PATCH'],
expose_headers=['X-Version', 'X-Env']
)
app.register_blueprint(web_bp)
CORS(
console_app_bp,
resources={r"/*": {"origins": app.config["CONSOLE_CORS_ALLOW_ORIGINS"]}},
supports_credentials=True,
allow_headers=["Content-Type", "Authorization"],
methods=["GET", "PUT", "POST", "DELETE", "OPTIONS", "PATCH"],
expose_headers=["X-Version", "X-Env"],
)
CORS(console_app_bp,
resources={
r"/*": {"origins": app.config['CONSOLE_CORS_ALLOW_ORIGINS']}},
supports_credentials=True,
allow_headers=['Content-Type', 'Authorization'],
methods=['GET', 'PUT', 'POST', 'DELETE', 'OPTIONS', 'PATCH'],
expose_headers=['X-Version', 'X-Env']
)
app.register_blueprint(console_app_bp)
CORS(files_bp, allow_headers=["Content-Type"], methods=["GET", "PUT", "POST", "DELETE", "OPTIONS", "PATCH"])
CORS(files_bp,
allow_headers=['Content-Type'],
methods=['GET', 'PUT', 'POST', 'DELETE', 'OPTIONS', 'PATCH']
)
app.register_blueprint(files_bp)
app.register_blueprint(inner_api_bp)
@ -246,29 +242,28 @@ def register_blueprints(app):
app = create_app()
celery = app.extensions["celery"]
if app.config.get("TESTING"):
if app.config.get('TESTING'):
print("App is running in TESTING mode")
@app.after_request
def after_request(response):
"""Add Version headers to the response."""
response.set_cookie("remember_token", "", expires=0)
response.headers.add("X-Version", app.config["CURRENT_VERSION"])
response.headers.add("X-Env", app.config["DEPLOY_ENV"])
response.set_cookie('remember_token', '', expires=0)
response.headers.add('X-Version', app.config['CURRENT_VERSION'])
response.headers.add('X-Env', app.config['DEPLOY_ENV'])
return response
@app.route("/health")
@app.route('/health')
def health():
return Response(
json.dumps({"pid": os.getpid(), "status": "ok", "version": app.config["CURRENT_VERSION"]}),
status=200,
content_type="application/json",
)
return Response(json.dumps({
'status': 'ok',
'version': app.config['CURRENT_VERSION']
}), status=200, content_type="application/json")
@app.route("/threads")
@app.route('/threads')
def threads():
num_threads = threading.active_count()
threads = threading.enumerate()
@ -279,34 +274,30 @@ def threads():
thread_id = thread.ident
is_alive = thread.is_alive()
thread_list.append(
{
"name": thread_name,
"id": thread_id,
"is_alive": is_alive,
}
)
thread_list.append({
'name': thread_name,
'id': thread_id,
'is_alive': is_alive
})
return {
"pid": os.getpid(),
"thread_num": num_threads,
"threads": thread_list,
'thread_num': num_threads,
'threads': thread_list
}
@app.route("/db-pool-stat")
@app.route('/db-pool-stat')
def pool_stat():
engine = db.engine
return {
"pid": os.getpid(),
"pool_size": engine.pool.size(),
"checked_in_connections": engine.pool.checkedin(),
"checked_out_connections": engine.pool.checkedout(),
"overflow_connections": engine.pool.overflow(),
"connection_timeout": engine.pool.timeout(),
"recycle_time": db.engine.pool._recycle,
'pool_size': engine.pool.size(),
'checked_in_connections': engine.pool.checkedin(),
'checked_out_connections': engine.pool.checkedout(),
'overflow_connections': engine.pool.overflow(),
'connection_timeout': engine.pool.timeout(),
'recycle_time': db.engine.pool._recycle
}
if __name__ == "__main__":
app.run(host="0.0.0.0", port=5001)
if __name__ == '__main__':
app.run(host='0.0.0.0', port=5001)

View File

@ -27,29 +27,32 @@ from models.provider import Provider, ProviderModel
from services.account_service import RegisterService, TenantService
@click.command("reset-password", help="Reset the account password.")
@click.option("--email", prompt=True, help="The email address of the account whose password you need to reset")
@click.option("--new-password", prompt=True, help="the new password.")
@click.option("--password-confirm", prompt=True, help="the new password confirm.")
@click.command('reset-password', help='Reset the account password.')
@click.option('--email', prompt=True, help='The email address of the account whose password you need to reset')
@click.option('--new-password', prompt=True, help='the new password.')
@click.option('--password-confirm', prompt=True, help='the new password confirm.')
def reset_password(email, new_password, password_confirm):
"""
Reset password of owner account
Only available in SELF_HOSTED mode
"""
if str(new_password).strip() != str(password_confirm).strip():
click.echo(click.style("sorry. The two passwords do not match.", fg="red"))
click.echo(click.style('sorry. The two passwords do not match.', fg='red'))
return
account = db.session.query(Account).filter(Account.email == email).one_or_none()
account = db.session.query(Account). \
filter(Account.email == email). \
one_or_none()
if not account:
click.echo(click.style("sorry. the account: [{}] not exist .".format(email), fg="red"))
click.echo(click.style('sorry. the account: [{}] not exist .'.format(email), fg='red'))
return
try:
valid_password(new_password)
except:
click.echo(click.style("sorry. The passwords must match {} ".format(password_pattern), fg="red"))
click.echo(
click.style('sorry. The passwords must match {} '.format(password_pattern), fg='red'))
return
# generate password salt
@ -62,87 +65,80 @@ def reset_password(email, new_password, password_confirm):
account.password = base64_password_hashed
account.password_salt = base64_salt
db.session.commit()
click.echo(click.style("Congratulations! Password has been reset.", fg="green"))
click.echo(click.style('Congratulations! Password has been reset.', fg='green'))
@click.command("reset-email", help="Reset the account email.")
@click.option("--email", prompt=True, help="The old email address of the account whose email you need to reset")
@click.option("--new-email", prompt=True, help="the new email.")
@click.option("--email-confirm", prompt=True, help="the new email confirm.")
@click.command('reset-email', help='Reset the account email.')
@click.option('--email', prompt=True, help='The old email address of the account whose email you need to reset')
@click.option('--new-email', prompt=True, help='the new email.')
@click.option('--email-confirm', prompt=True, help='the new email confirm.')
def reset_email(email, new_email, email_confirm):
"""
Replace account email
:return:
"""
if str(new_email).strip() != str(email_confirm).strip():
click.echo(click.style("Sorry, new email and confirm email do not match.", fg="red"))
click.echo(click.style('Sorry, new email and confirm email do not match.', fg='red'))
return
account = db.session.query(Account).filter(Account.email == email).one_or_none()
account = db.session.query(Account). \
filter(Account.email == email). \
one_or_none()
if not account:
click.echo(click.style("sorry. the account: [{}] not exist .".format(email), fg="red"))
click.echo(click.style('sorry. the account: [{}] not exist .'.format(email), fg='red'))
return
try:
email_validate(new_email)
except:
click.echo(click.style("sorry. {} is not a valid email. ".format(email), fg="red"))
click.echo(
click.style('sorry. {} is not a valid email. '.format(email), fg='red'))
return
account.email = new_email
db.session.commit()
click.echo(click.style("Congratulations!, email has been reset.", fg="green"))
click.echo(click.style('Congratulations!, email has been reset.', fg='green'))
@click.command(
"reset-encrypt-key-pair",
help="Reset the asymmetric key pair of workspace for encrypt LLM credentials. "
"After the reset, all LLM credentials will become invalid, "
"requiring re-entry."
"Only support SELF_HOSTED mode.",
)
@click.confirmation_option(
prompt=click.style(
"Are you sure you want to reset encrypt key pair?" " this operation cannot be rolled back!", fg="red"
)
)
@click.command('reset-encrypt-key-pair', help='Reset the asymmetric key pair of workspace for encrypt LLM credentials. '
'After the reset, all LLM credentials will become invalid, '
'requiring re-entry.'
'Only support SELF_HOSTED mode.')
@click.confirmation_option(prompt=click.style('Are you sure you want to reset encrypt key pair?'
' this operation cannot be rolled back!', fg='red'))
def reset_encrypt_key_pair():
"""
Reset the encrypted key pair of workspace for encrypt LLM credentials.
After the reset, all LLM credentials will become invalid, requiring re-entry.
Only support SELF_HOSTED mode.
"""
if dify_config.EDITION != "SELF_HOSTED":
click.echo(click.style("Sorry, only support SELF_HOSTED mode.", fg="red"))
if dify_config.EDITION != 'SELF_HOSTED':
click.echo(click.style('Sorry, only support SELF_HOSTED mode.', fg='red'))
return
tenants = db.session.query(Tenant).all()
for tenant in tenants:
if not tenant:
click.echo(click.style("Sorry, no workspace found. Please enter /install to initialize.", fg="red"))
click.echo(click.style('Sorry, no workspace found. Please enter /install to initialize.', fg='red'))
return
tenant.encrypt_public_key = generate_key_pair(tenant.id)
db.session.query(Provider).filter(Provider.provider_type == "custom", Provider.tenant_id == tenant.id).delete()
db.session.query(Provider).filter(Provider.provider_type == 'custom', Provider.tenant_id == tenant.id).delete()
db.session.query(ProviderModel).filter(ProviderModel.tenant_id == tenant.id).delete()
db.session.commit()
click.echo(
click.style(
"Congratulations! " "the asymmetric key pair of workspace {} has been reset.".format(tenant.id),
fg="green",
)
)
click.echo(click.style('Congratulations! '
'the asymmetric key pair of workspace {} has been reset.'.format(tenant.id), fg='green'))
@click.command("vdb-migrate", help="migrate vector db.")
@click.option("--scope", default="all", prompt=False, help="The scope of vector database to migrate, Default is All.")
@click.command('vdb-migrate', help='migrate vector db.')
@click.option('--scope', default='all', prompt=False, help='The scope of vector database to migrate, Default is All.')
def vdb_migrate(scope: str):
if scope in ["knowledge", "all"]:
if scope in ['knowledge', 'all']:
migrate_knowledge_vector_database()
if scope in ["annotation", "all"]:
if scope in ['annotation', 'all']:
migrate_annotation_vector_database()
@ -150,7 +146,7 @@ def migrate_annotation_vector_database():
"""
Migrate annotation datas to target vector database .
"""
click.echo(click.style("Start migrate annotation data.", fg="green"))
click.echo(click.style('Start migrate annotation data.', fg='green'))
create_count = 0
skipped_count = 0
total_count = 0
@ -158,181 +154,187 @@ def migrate_annotation_vector_database():
while True:
try:
# get apps info
apps = (
db.session.query(App)
.filter(App.status == "normal")
.order_by(App.created_at.desc())
.paginate(page=page, per_page=50)
)
apps = db.session.query(App).filter(
App.status == 'normal'
).order_by(App.created_at.desc()).paginate(page=page, per_page=50)
except NotFound:
break
page += 1
for app in apps:
total_count = total_count + 1
click.echo(
f"Processing the {total_count} app {app.id}. " + f"{create_count} created, {skipped_count} skipped."
)
click.echo(f'Processing the {total_count} app {app.id}. '
+ f'{create_count} created, {skipped_count} skipped.')
try:
click.echo("Create app annotation index: {}".format(app.id))
app_annotation_setting = (
db.session.query(AppAnnotationSetting).filter(AppAnnotationSetting.app_id == app.id).first()
)
click.echo('Create app annotation index: {}'.format(app.id))
app_annotation_setting = db.session.query(AppAnnotationSetting).filter(
AppAnnotationSetting.app_id == app.id
).first()
if not app_annotation_setting:
skipped_count = skipped_count + 1
click.echo("App annotation setting is disabled: {}".format(app.id))
click.echo('App annotation setting is disabled: {}'.format(app.id))
continue
# get dataset_collection_binding info
dataset_collection_binding = (
db.session.query(DatasetCollectionBinding)
.filter(DatasetCollectionBinding.id == app_annotation_setting.collection_binding_id)
.first()
)
dataset_collection_binding = db.session.query(DatasetCollectionBinding).filter(
DatasetCollectionBinding.id == app_annotation_setting.collection_binding_id
).first()
if not dataset_collection_binding:
click.echo("App annotation collection binding is not exist: {}".format(app.id))
click.echo('App annotation collection binding is not exist: {}'.format(app.id))
continue
annotations = db.session.query(MessageAnnotation).filter(MessageAnnotation.app_id == app.id).all()
dataset = Dataset(
id=app.id,
tenant_id=app.tenant_id,
indexing_technique="high_quality",
indexing_technique='high_quality',
embedding_model_provider=dataset_collection_binding.provider_name,
embedding_model=dataset_collection_binding.model_name,
collection_binding_id=dataset_collection_binding.id,
collection_binding_id=dataset_collection_binding.id
)
documents = []
if annotations:
for annotation in annotations:
document = Document(
page_content=annotation.question,
metadata={"annotation_id": annotation.id, "app_id": app.id, "doc_id": annotation.id},
metadata={
"annotation_id": annotation.id,
"app_id": app.id,
"doc_id": annotation.id
}
)
documents.append(document)
vector = Vector(dataset, attributes=["doc_id", "annotation_id", "app_id"])
vector = Vector(dataset, attributes=['doc_id', 'annotation_id', 'app_id'])
click.echo(f"Start to migrate annotation, app_id: {app.id}.")
try:
vector.delete()
click.echo(click.style(f"Successfully delete vector index for app: {app.id}.", fg="green"))
click.echo(
click.style(f'Successfully delete vector index for app: {app.id}.',
fg='green'))
except Exception as e:
click.echo(click.style(f"Failed to delete vector index for app {app.id}.", fg="red"))
click.echo(
click.style(f'Failed to delete vector index for app {app.id}.',
fg='red'))
raise e
if documents:
try:
click.echo(
click.style(
f"Start to created vector index with {len(documents)} annotations for app {app.id}.",
fg="green",
)
)
click.echo(click.style(
f'Start to created vector index with {len(documents)} annotations for app {app.id}.',
fg='green'))
vector.create(documents)
click.echo(click.style(f"Successfully created vector index for app {app.id}.", fg="green"))
click.echo(
click.style(f'Successfully created vector index for app {app.id}.', fg='green'))
except Exception as e:
click.echo(click.style(f"Failed to created vector index for app {app.id}.", fg="red"))
click.echo(click.style(f'Failed to created vector index for app {app.id}.', fg='red'))
raise e
click.echo(f"Successfully migrated app annotation {app.id}.")
click.echo(f'Successfully migrated app annotation {app.id}.')
create_count += 1
except Exception as e:
click.echo(
click.style(
"Create app annotation index error: {} {}".format(e.__class__.__name__, str(e)), fg="red"
)
)
click.style('Create app annotation index error: {} {}'.format(e.__class__.__name__, str(e)),
fg='red'))
continue
click.echo(
click.style(
f"Congratulations! Create {create_count} app annotation indexes, and skipped {skipped_count} apps.",
fg="green",
)
)
click.style(f'Congratulations! Create {create_count} app annotation indexes, and skipped {skipped_count} apps.',
fg='green'))
def migrate_knowledge_vector_database():
"""
Migrate vector database datas to target vector database .
"""
click.echo(click.style("Start migrate vector db.", fg="green"))
click.echo(click.style('Start migrate vector db.', fg='green'))
create_count = 0
skipped_count = 0
total_count = 0
vector_type = dify_config.VECTOR_STORE
config = current_app.config
vector_type = config.get('VECTOR_STORE')
page = 1
while True:
try:
datasets = (
db.session.query(Dataset)
.filter(Dataset.indexing_technique == "high_quality")
.order_by(Dataset.created_at.desc())
.paginate(page=page, per_page=50)
)
datasets = db.session.query(Dataset).filter(Dataset.indexing_technique == 'high_quality') \
.order_by(Dataset.created_at.desc()).paginate(page=page, per_page=50)
except NotFound:
break
page += 1
for dataset in datasets:
total_count = total_count + 1
click.echo(
f"Processing the {total_count} dataset {dataset.id}. "
+ f"{create_count} created, {skipped_count} skipped."
)
click.echo(f'Processing the {total_count} dataset {dataset.id}. '
+ f'{create_count} created, {skipped_count} skipped.')
try:
click.echo("Create dataset vdb index: {}".format(dataset.id))
click.echo('Create dataset vdb index: {}'.format(dataset.id))
if dataset.index_struct_dict:
if dataset.index_struct_dict["type"] == vector_type:
if dataset.index_struct_dict['type'] == vector_type:
skipped_count = skipped_count + 1
continue
collection_name = ""
collection_name = ''
if vector_type == VectorType.WEAVIATE:
dataset_id = dataset.id
collection_name = Dataset.gen_collection_name_by_id(dataset_id)
index_struct_dict = {"type": VectorType.WEAVIATE, "vector_store": {"class_prefix": collection_name}}
index_struct_dict = {
"type": VectorType.WEAVIATE,
"vector_store": {"class_prefix": collection_name}
}
dataset.index_struct = json.dumps(index_struct_dict)
elif vector_type == VectorType.QDRANT:
if dataset.collection_binding_id:
dataset_collection_binding = (
db.session.query(DatasetCollectionBinding)
.filter(DatasetCollectionBinding.id == dataset.collection_binding_id)
.one_or_none()
)
dataset_collection_binding = db.session.query(DatasetCollectionBinding). \
filter(DatasetCollectionBinding.id == dataset.collection_binding_id). \
one_or_none()
if dataset_collection_binding:
collection_name = dataset_collection_binding.collection_name
else:
raise ValueError("Dataset Collection Bindings is not exist!")
raise ValueError('Dataset Collection Bindings is not exist!')
else:
dataset_id = dataset.id
collection_name = Dataset.gen_collection_name_by_id(dataset_id)
index_struct_dict = {"type": VectorType.QDRANT, "vector_store": {"class_prefix": collection_name}}
index_struct_dict = {
"type": VectorType.QDRANT,
"vector_store": {"class_prefix": collection_name}
}
dataset.index_struct = json.dumps(index_struct_dict)
elif vector_type == VectorType.MILVUS:
dataset_id = dataset.id
collection_name = Dataset.gen_collection_name_by_id(dataset_id)
index_struct_dict = {"type": VectorType.MILVUS, "vector_store": {"class_prefix": collection_name}}
index_struct_dict = {
"type": VectorType.MILVUS,
"vector_store": {"class_prefix": collection_name}
}
dataset.index_struct = json.dumps(index_struct_dict)
elif vector_type == VectorType.RELYT:
dataset_id = dataset.id
collection_name = Dataset.gen_collection_name_by_id(dataset_id)
index_struct_dict = {"type": "relyt", "vector_store": {"class_prefix": collection_name}}
index_struct_dict = {
"type": 'relyt',
"vector_store": {"class_prefix": collection_name}
}
dataset.index_struct = json.dumps(index_struct_dict)
elif vector_type == VectorType.TENCENT:
dataset_id = dataset.id
collection_name = Dataset.gen_collection_name_by_id(dataset_id)
index_struct_dict = {"type": VectorType.TENCENT, "vector_store": {"class_prefix": collection_name}}
index_struct_dict = {
"type": VectorType.TENCENT,
"vector_store": {"class_prefix": collection_name}
}
dataset.index_struct = json.dumps(index_struct_dict)
elif vector_type == VectorType.PGVECTOR:
dataset_id = dataset.id
collection_name = Dataset.gen_collection_name_by_id(dataset_id)
index_struct_dict = {"type": VectorType.PGVECTOR, "vector_store": {"class_prefix": collection_name}}
index_struct_dict = {
"type": VectorType.PGVECTOR,
"vector_store": {"class_prefix": collection_name}
}
dataset.index_struct = json.dumps(index_struct_dict)
elif vector_type == VectorType.OPENSEARCH:
dataset_id = dataset.id
collection_name = Dataset.gen_collection_name_by_id(dataset_id)
index_struct_dict = {
"type": VectorType.OPENSEARCH,
"vector_store": {"class_prefix": collection_name},
"vector_store": {"class_prefix": collection_name}
}
dataset.index_struct = json.dumps(index_struct_dict)
elif vector_type == VectorType.ANALYTICDB:
@ -340,14 +342,9 @@ def migrate_knowledge_vector_database():
collection_name = Dataset.gen_collection_name_by_id(dataset_id)
index_struct_dict = {
"type": VectorType.ANALYTICDB,
"vector_store": {"class_prefix": collection_name},
"vector_store": {"class_prefix": collection_name}
}
dataset.index_struct = json.dumps(index_struct_dict)
elif vector_type == VectorType.ELASTICSEARCH:
dataset_id = dataset.id
index_name = Dataset.gen_collection_name_by_id(dataset_id)
index_struct_dict = {"type": "elasticsearch", "vector_store": {"class_prefix": index_name}}
dataset.index_struct = json.dumps(index_struct_dict)
else:
raise ValueError(f"Vector store {vector_type} is not supported.")
@ -357,41 +354,29 @@ def migrate_knowledge_vector_database():
try:
vector.delete()
click.echo(
click.style(
f"Successfully delete vector index {collection_name} for dataset {dataset.id}.", fg="green"
)
)
click.style(f'Successfully delete vector index {collection_name} for dataset {dataset.id}.',
fg='green'))
except Exception as e:
click.echo(
click.style(
f"Failed to delete vector index {collection_name} for dataset {dataset.id}.", fg="red"
)
)
click.style(f'Failed to delete vector index {collection_name} for dataset {dataset.id}.',
fg='red'))
raise e
dataset_documents = (
db.session.query(DatasetDocument)
.filter(
DatasetDocument.dataset_id == dataset.id,
DatasetDocument.indexing_status == "completed",
DatasetDocument.enabled == True,
DatasetDocument.archived == False,
)
.all()
)
dataset_documents = db.session.query(DatasetDocument).filter(
DatasetDocument.dataset_id == dataset.id,
DatasetDocument.indexing_status == 'completed',
DatasetDocument.enabled == True,
DatasetDocument.archived == False,
).all()
documents = []
segments_count = 0
for dataset_document in dataset_documents:
segments = (
db.session.query(DocumentSegment)
.filter(
DocumentSegment.document_id == dataset_document.id,
DocumentSegment.status == "completed",
DocumentSegment.enabled == True,
)
.all()
)
segments = db.session.query(DocumentSegment).filter(
DocumentSegment.document_id == dataset_document.id,
DocumentSegment.status == 'completed',
DocumentSegment.enabled == True
).all()
for segment in segments:
document = Document(
@ -401,7 +386,7 @@ def migrate_knowledge_vector_database():
"doc_hash": segment.index_node_hash,
"document_id": segment.document_id,
"dataset_id": segment.dataset_id,
},
}
)
documents.append(document)
@ -409,43 +394,37 @@ def migrate_knowledge_vector_database():
if documents:
try:
click.echo(
click.style(
f"Start to created vector index with {len(documents)} documents of {segments_count} segments for dataset {dataset.id}.",
fg="green",
)
)
click.echo(click.style(
f'Start to created vector index with {len(documents)} documents of {segments_count} segments for dataset {dataset.id}.',
fg='green'))
vector.create(documents)
click.echo(
click.style(f"Successfully created vector index for dataset {dataset.id}.", fg="green")
)
click.style(f'Successfully created vector index for dataset {dataset.id}.', fg='green'))
except Exception as e:
click.echo(click.style(f"Failed to created vector index for dataset {dataset.id}.", fg="red"))
click.echo(click.style(f'Failed to created vector index for dataset {dataset.id}.', fg='red'))
raise e
db.session.add(dataset)
db.session.commit()
click.echo(f"Successfully migrated dataset {dataset.id}.")
click.echo(f'Successfully migrated dataset {dataset.id}.')
create_count += 1
except Exception as e:
db.session.rollback()
click.echo(
click.style("Create dataset index error: {} {}".format(e.__class__.__name__, str(e)), fg="red")
)
click.style('Create dataset index error: {} {}'.format(e.__class__.__name__, str(e)),
fg='red'))
continue
click.echo(
click.style(
f"Congratulations! Create {create_count} dataset indexes, and skipped {skipped_count} datasets.", fg="green"
)
)
click.style(f'Congratulations! Create {create_count} dataset indexes, and skipped {skipped_count} datasets.',
fg='green'))
@click.command("convert-to-agent-apps", help="Convert Agent Assistant to Agent App.")
@click.command('convert-to-agent-apps', help='Convert Agent Assistant to Agent App.')
def convert_to_agent_apps():
"""
Convert Agent Assistant to Agent App.
"""
click.echo(click.style("Start convert to agent apps.", fg="green"))
click.echo(click.style('Start convert to agent apps.', fg='green'))
proceeded_app_ids = []
@ -480,7 +459,7 @@ def convert_to_agent_apps():
break
for app in apps:
click.echo("Converting app: {}".format(app.id))
click.echo('Converting app: {}'.format(app.id))
try:
app.mode = AppMode.AGENT_CHAT.value
@ -492,139 +471,136 @@ def convert_to_agent_apps():
)
db.session.commit()
click.echo(click.style("Converted app: {}".format(app.id), fg="green"))
click.echo(click.style('Converted app: {}'.format(app.id), fg='green'))
except Exception as e:
click.echo(click.style("Convert app error: {} {}".format(e.__class__.__name__, str(e)), fg="red"))
click.echo(
click.style('Convert app error: {} {}'.format(e.__class__.__name__,
str(e)), fg='red'))
click.echo(click.style("Congratulations! Converted {} agent apps.".format(len(proceeded_app_ids)), fg="green"))
click.echo(click.style('Congratulations! Converted {} agent apps.'.format(len(proceeded_app_ids)), fg='green'))
@click.command("add-qdrant-doc-id-index", help="add qdrant doc_id index.")
@click.option("--field", default="metadata.doc_id", prompt=False, help="index field , default is metadata.doc_id.")
@click.command('add-qdrant-doc-id-index', help='add qdrant doc_id index.')
@click.option('--field', default='metadata.doc_id', prompt=False, help='index field , default is metadata.doc_id.')
def add_qdrant_doc_id_index(field: str):
click.echo(click.style("Start add qdrant doc_id index.", fg="green"))
vector_type = dify_config.VECTOR_STORE
click.echo(click.style('Start add qdrant doc_id index.', fg='green'))
config = current_app.config
vector_type = config.get('VECTOR_STORE')
if vector_type != "qdrant":
click.echo(click.style("Sorry, only support qdrant vector store.", fg="red"))
click.echo(click.style('Sorry, only support qdrant vector store.', fg='red'))
return
create_count = 0
try:
bindings = db.session.query(DatasetCollectionBinding).all()
if not bindings:
click.echo(click.style("Sorry, no dataset collection bindings found.", fg="red"))
click.echo(click.style('Sorry, no dataset collection bindings found.', fg='red'))
return
import qdrant_client
from qdrant_client.http.exceptions import UnexpectedResponse
from qdrant_client.http.models import PayloadSchemaType
from core.rag.datasource.vdb.qdrant.qdrant_vector import QdrantConfig
for binding in bindings:
if dify_config.QDRANT_URL is None:
raise ValueError("Qdrant url is required.")
qdrant_config = QdrantConfig(
endpoint=dify_config.QDRANT_URL,
api_key=dify_config.QDRANT_API_KEY,
endpoint=config.get('QDRANT_URL'),
api_key=config.get('QDRANT_API_KEY'),
root_path=current_app.root_path,
timeout=dify_config.QDRANT_CLIENT_TIMEOUT,
grpc_port=dify_config.QDRANT_GRPC_PORT,
prefer_grpc=dify_config.QDRANT_GRPC_ENABLED,
timeout=config.get('QDRANT_CLIENT_TIMEOUT'),
grpc_port=config.get('QDRANT_GRPC_PORT'),
prefer_grpc=config.get('QDRANT_GRPC_ENABLED')
)
try:
client = qdrant_client.QdrantClient(**qdrant_config.to_qdrant_params())
# create payload index
client.create_payload_index(binding.collection_name, field, field_schema=PayloadSchemaType.KEYWORD)
client.create_payload_index(binding.collection_name, field,
field_schema=PayloadSchemaType.KEYWORD)
create_count += 1
except UnexpectedResponse as e:
# Collection does not exist, so return
if e.status_code == 404:
click.echo(
click.style(f"Collection not found, collection_name:{binding.collection_name}.", fg="red")
)
click.echo(click.style(f'Collection not found, collection_name:{binding.collection_name}.', fg='red'))
continue
# Some other error occurred, so re-raise the exception
else:
click.echo(
click.style(
f"Failed to create qdrant index, collection_name:{binding.collection_name}.", fg="red"
)
)
click.echo(click.style(f'Failed to create qdrant index, collection_name:{binding.collection_name}.', fg='red'))
except Exception as e:
click.echo(click.style("Failed to create qdrant client.", fg="red"))
click.echo(click.style('Failed to create qdrant client.', fg='red'))
click.echo(click.style(f"Congratulations! Create {create_count} collection indexes.", fg="green"))
click.echo(
click.style(f'Congratulations! Create {create_count} collection indexes.',
fg='green'))
@click.command("create-tenant", help="Create account and tenant.")
@click.option("--email", prompt=True, help="The email address of the tenant account.")
@click.option("--language", prompt=True, help="Account language, default: en-US.")
@click.command('create-tenant', help='Create account and tenant.')
@click.option('--email', prompt=True, help='The email address of the tenant account.')
@click.option('--language', prompt=True, help='Account language, default: en-US.')
def create_tenant(email: str, language: Optional[str] = None):
"""
Create tenant account
"""
if not email:
click.echo(click.style("Sorry, email is required.", fg="red"))
click.echo(click.style('Sorry, email is required.', fg='red'))
return
# Create account
email = email.strip()
if "@" not in email:
click.echo(click.style("Sorry, invalid email address.", fg="red"))
if '@' not in email:
click.echo(click.style('Sorry, invalid email address.', fg='red'))
return
account_name = email.split("@")[0]
account_name = email.split('@')[0]
if language not in languages:
language = "en-US"
language = 'en-US'
# generate random password
new_password = secrets.token_urlsafe(16)
# register account
account = RegisterService.register(email=email, name=account_name, password=new_password, language=language)
account = RegisterService.register(
email=email,
name=account_name,
password=new_password,
language=language
)
TenantService.create_owner_tenant_if_not_exist(account)
click.echo(
click.style(
"Congratulations! Account and tenant created.\n" "Account: {}\nPassword: {}".format(email, new_password),
fg="green",
)
)
click.echo(click.style('Congratulations! Account and tenant created.\n'
'Account: {}\nPassword: {}'.format(email, new_password), fg='green'))
@click.command("upgrade-db", help="upgrade the database")
@click.command('upgrade-db', help='upgrade the database')
def upgrade_db():
click.echo("Preparing database migration...")
lock = redis_client.lock(name="db_upgrade_lock", timeout=60)
click.echo('Preparing database migration...')
lock = redis_client.lock(name='db_upgrade_lock', timeout=60)
if lock.acquire(blocking=False):
try:
click.echo(click.style("Start database migration.", fg="green"))
click.echo(click.style('Start database migration.', fg='green'))
# run db migration
import flask_migrate
flask_migrate.upgrade()
click.echo(click.style("Database migration successful!", fg="green"))
click.echo(click.style('Database migration successful!', fg='green'))
except Exception as e:
logging.exception(f"Database migration failed, error: {e}")
logging.exception(f'Database migration failed, error: {e}')
finally:
lock.release()
else:
click.echo("Database migration skipped")
click.echo('Database migration skipped')
@click.command("fix-app-site-missing", help="Fix app related site missing issue.")
@click.command('fix-app-site-missing', help='Fix app related site missing issue.')
def fix_app_site_missing():
"""
Fix app related site missing issue.
"""
click.echo(click.style("Start fix app related site missing issue.", fg="green"))
click.echo(click.style('Start fix app related site missing issue.', fg='green'))
failed_app_ids = []
while True:
@ -655,14 +631,15 @@ where sites.id is null limit 1000"""
app_was_created.send(app, account=account)
except Exception as e:
failed_app_ids.append(app_id)
click.echo(click.style("Fix app {} related site missing issue failed!".format(app_id), fg="red"))
logging.exception(f"Fix app related site missing issue failed, error: {e}")
click.echo(click.style('Fix app {} related site missing issue failed!'.format(app_id), fg='red'))
logging.exception(f'Fix app related site missing issue failed, error: {e}')
continue
if not processed_count:
break
click.echo(click.style("Congratulations! Fix app related site missing issue successful!", fg="green"))
click.echo(click.style('Congratulations! Fix app related site missing issue successful!', fg='green'))
def register_commands(app):

View File

@ -12,14 +12,19 @@ from configs.packaging import PackagingInfo
class DifyConfig(
# Packaging info
PackagingInfo,
# Deployment configs
DeploymentConfig,
# Feature configs
FeatureConfig,
# Middleware configs
MiddlewareConfig,
# Extra service configs
ExtraServiceConfig,
# Enterprise feature configs
# **Before using, please contact business@dify.ai by email to inquire about licensing matters.**
EnterpriseFeatureConfig,
@ -31,14 +36,13 @@ class DifyConfig(
env_file='.env',
env_file_encoding='utf-8',
frozen=True,
# ignore extra attributes
extra='ignore',
)
CODE_MAX_NUMBER: int = 9223372036854775807
CODE_MIN_NUMBER: int = -9223372036854775808
CODE_MAX_DEPTH: int = 5
CODE_MAX_PRECISION: int = 20
CODE_MAX_STRING_LENGTH: int = 80000
CODE_MAX_STRING_ARRAY_LENGTH: int = 30
CODE_MAX_OBJECT_ARRAY_LENGTH: int = 30
@ -60,8 +64,4 @@ class DifyConfig(
return f'{self.HTTP_REQUEST_NODE_MAX_TEXT_SIZE / 1024 / 1024:.2f}MB'
SSRF_PROXY_HTTP_URL: str | None = None
SSRF_PROXY_HTTPS_URL: str | None = None
MODERATION_BUFFER_SIZE: int = Field(default=300, description='The buffer size for moderation.')
MAX_VARIABLE_SIZE: int = Field(default=5 * 1024, description='The maximum size of a variable. default is 5KB.')
SSRF_PROXY_HTTPS_URL: str | None = None

View File

@ -23,7 +23,6 @@ class SecurityConfig(BaseSettings):
default=24,
)
class AppExecutionConfig(BaseSettings):
"""
App Execution configs
@ -436,70 +435,6 @@ class ImageFormatConfig(BaseSettings):
)
class CeleryBeatConfig(BaseSettings):
CELERY_BEAT_SCHEDULER_TIME: int = Field(
description='the time of the celery scheduler, default to 1 day',
default=1,
)
class PositionConfig(BaseSettings):
POSITION_PROVIDER_PINS: str = Field(
description='The heads of model providers',
default='',
)
POSITION_PROVIDER_INCLUDES: str = Field(
description='The included model providers',
default='',
)
POSITION_PROVIDER_EXCLUDES: str = Field(
description='The excluded model providers',
default='',
)
POSITION_TOOL_PINS: str = Field(
description='The heads of tools',
default='',
)
POSITION_TOOL_INCLUDES: str = Field(
description='The included tools',
default='',
)
POSITION_TOOL_EXCLUDES: str = Field(
description='The excluded tools',
default='',
)
@computed_field
def POSITION_PROVIDER_PINS_LIST(self) -> list[str]:
return [item.strip() for item in self.POSITION_PROVIDER_PINS.split(',') if item.strip() != '']
@computed_field
def POSITION_PROVIDER_INCLUDES_SET(self) -> set[str]:
return {item.strip() for item in self.POSITION_PROVIDER_INCLUDES.split(',') if item.strip() != ''}
@computed_field
def POSITION_PROVIDER_EXCLUDES_SET(self) -> set[str]:
return {item.strip() for item in self.POSITION_PROVIDER_EXCLUDES.split(',') if item.strip() != ''}
@computed_field
def POSITION_TOOL_PINS_LIST(self) -> list[str]:
return [item.strip() for item in self.POSITION_TOOL_PINS.split(',') if item.strip() != '']
@computed_field
def POSITION_TOOL_INCLUDES_SET(self) -> set[str]:
return {item.strip() for item in self.POSITION_TOOL_INCLUDES.split(',') if item.strip() != ''}
@computed_field
def POSITION_TOOL_EXCLUDES_SET(self) -> set[str]:
return {item.strip() for item in self.POSITION_TOOL_EXCLUDES.split(',') if item.strip() != ''}
class FeatureConfig(
# place the configs in alphabet order
AppExecutionConfig,
@ -524,10 +459,8 @@ class FeatureConfig(
UpdateConfig,
WorkflowConfig,
WorkspaceConfig,
PositionConfig,
# hosted services config
HostedServiceConfig,
CeleryBeatConfig,
):
pass

View File

@ -79,7 +79,7 @@ class HostedAzureOpenAiConfig(BaseSettings):
default=False,
)
HOSTED_AZURE_OPENAI_API_KEY: Optional[str] = Field(
HOSTED_OPENAI_API_KEY: Optional[str] = Field(
description='',
default=None,
)

View File

@ -1,5 +1,4 @@
from typing import Any, Optional
from urllib.parse import quote_plus
from pydantic import Field, NonNegativeInt, PositiveInt, computed_field
from pydantic_settings import BaseSettings
@ -105,7 +104,7 @@ class DatabaseConfig:
).strip("&")
db_extras = f"?{db_extras}" if db_extras else ""
return (f"{self.SQLALCHEMY_DATABASE_URI_SCHEME}://"
f"{quote_plus(self.DB_USERNAME)}:{quote_plus(self.DB_PASSWORD)}@{self.DB_HOST}:{self.DB_PORT}/{self.DB_DATABASE}"
f"{self.DB_USERNAME}:{self.DB_PASSWORD}@{self.DB_HOST}:{self.DB_PORT}/{self.DB_DATABASE}"
f"{db_extras}")
SQLALCHEMY_POOL_SIZE: NonNegativeInt = Field(

View File

@ -1,3 +1,4 @@
from typing import Optional
from pydantic import BaseModel, Field, PositiveInt
@ -7,32 +8,32 @@ class MyScaleConfig(BaseModel):
MyScale configs
"""
MYSCALE_HOST: str = Field(
MYSCALE_HOST: Optional[str] = Field(
description='MyScale host',
default='localhost',
default=None,
)
MYSCALE_PORT: PositiveInt = Field(
MYSCALE_PORT: Optional[PositiveInt] = Field(
description='MyScale port',
default=8123,
)
MYSCALE_USER: str = Field(
MYSCALE_USER: Optional[str] = Field(
description='MyScale user',
default='default',
default=None,
)
MYSCALE_PASSWORD: str = Field(
MYSCALE_PASSWORD: Optional[str] = Field(
description='MyScale password',
default='',
default=None,
)
MYSCALE_DATABASE: str = Field(
MYSCALE_DATABASE: Optional[str] = Field(
description='MyScale database name',
default='default',
default=None,
)
MYSCALE_FTS_PARAMS: str = Field(
MYSCALE_FTS_PARAMS: Optional[str] = Field(
description='MyScale fts index parameters',
default='',
default=None,
)

View File

@ -9,7 +9,7 @@ class PackagingInfo(BaseSettings):
CURRENT_VERSION: str = Field(
description='Dify version',
default='0.7.1',
default='0.6.13',
)
COMMIT_SHA: str = Field(

View File

@ -1 +0,0 @@
HIDDEN_VALUE = "[__HIDDEN__]"

View File

@ -1,22 +1,20 @@
language_timezone_mapping = {
"en-US": "America/New_York",
"zh-Hans": "Asia/Shanghai",
"zh-Hant": "Asia/Taipei",
"pt-BR": "America/Sao_Paulo",
"es-ES": "Europe/Madrid",
"fr-FR": "Europe/Paris",
"de-DE": "Europe/Berlin",
"ja-JP": "Asia/Tokyo",
"ko-KR": "Asia/Seoul",
"ru-RU": "Europe/Moscow",
"it-IT": "Europe/Rome",
"uk-UA": "Europe/Kyiv",
"vi-VN": "Asia/Ho_Chi_Minh",
"ro-RO": "Europe/Bucharest",
"pl-PL": "Europe/Warsaw",
"hi-IN": "Asia/Kolkata",
"tr-TR": "Europe/Istanbul",
"fa-IR": "Asia/Tehran",
'en-US': 'America/New_York',
'zh-Hans': 'Asia/Shanghai',
'zh-Hant': 'Asia/Taipei',
'pt-BR': 'America/Sao_Paulo',
'es-ES': 'Europe/Madrid',
'fr-FR': 'Europe/Paris',
'de-DE': 'Europe/Berlin',
'ja-JP': 'Asia/Tokyo',
'ko-KR': 'Asia/Seoul',
'ru-RU': 'Europe/Moscow',
'it-IT': 'Europe/Rome',
'uk-UA': 'Europe/Kyiv',
'vi-VN': 'Asia/Ho_Chi_Minh',
'ro-RO': 'Europe/Bucharest',
'pl-PL': 'Europe/Warsaw',
'hi-IN': 'Asia/Kolkata',
}
languages = list(language_timezone_mapping.keys())
@ -26,5 +24,6 @@ def supported_language(lang):
if lang in languages:
return lang
error = "{lang} is not a valid language.".format(lang=lang)
error = ('{lang} is not a valid language.'
.format(lang=lang))
raise ValueError(error)

View File

@ -5,79 +5,82 @@ from models.model import AppMode
default_app_templates = {
# workflow default mode
AppMode.WORKFLOW: {
"app": {
"mode": AppMode.WORKFLOW.value,
"enable_site": True,
"enable_api": True,
'app': {
'mode': AppMode.WORKFLOW.value,
'enable_site': True,
'enable_api': True
}
},
# completion default mode
AppMode.COMPLETION: {
"app": {
"mode": AppMode.COMPLETION.value,
"enable_site": True,
"enable_api": True,
'app': {
'mode': AppMode.COMPLETION.value,
'enable_site': True,
'enable_api': True
},
"model_config": {
"model": {
'model_config': {
'model': {
"provider": "openai",
"name": "gpt-4o",
"mode": "chat",
"completion_params": {},
"completion_params": {}
},
"user_input_form": json.dumps(
[
{
"paragraph": {
"label": "Query",
"variable": "query",
"required": True,
"default": "",
},
},
]
),
"pre_prompt": "{{query}}",
'user_input_form': json.dumps([
{
"paragraph": {
"label": "Query",
"variable": "query",
"required": True,
"default": ""
}
}
]),
'pre_prompt': '{{query}}'
},
},
# chat default mode
AppMode.CHAT: {
"app": {
"mode": AppMode.CHAT.value,
"enable_site": True,
"enable_api": True,
'app': {
'mode': AppMode.CHAT.value,
'enable_site': True,
'enable_api': True
},
"model_config": {
"model": {
'model_config': {
'model': {
"provider": "openai",
"name": "gpt-4o",
"mode": "chat",
"completion_params": {},
},
},
"completion_params": {}
}
}
},
# advanced-chat default mode
AppMode.ADVANCED_CHAT: {
"app": {
"mode": AppMode.ADVANCED_CHAT.value,
"enable_site": True,
"enable_api": True,
},
'app': {
'mode': AppMode.ADVANCED_CHAT.value,
'enable_site': True,
'enable_api': True
}
},
# agent-chat default mode
AppMode.AGENT_CHAT: {
"app": {
"mode": AppMode.AGENT_CHAT.value,
"enable_site": True,
"enable_api": True,
'app': {
'mode': AppMode.AGENT_CHAT.value,
'enable_site': True,
'enable_api': True
},
"model_config": {
"model": {
'model_config': {
'model': {
"provider": "openai",
"name": "gpt-4o",
"mode": "chat",
"completion_params": {},
},
},
},
"completion_params": {}
}
}
}
}

View File

@ -1,7 +0,0 @@
from contextvars import ContextVar
from core.workflow.entities.variable_pool import VariablePool
tenant_id: ContextVar[str] = ContextVar("tenant_id")
workflow_variable_pool: ContextVar[VariablePool] = ContextVar("workflow_variable_pool")

View File

@ -17,7 +17,6 @@ from .app import (
audio,
completion,
conversation,
conversation_variables,
generator,
message,
model_config,

View File

@ -23,7 +23,8 @@ class AnnotationReplyActionApi(Resource):
@account_initialization_required
@cloud_edition_billing_resource_check('annotation')
def post(self, app_id, action):
if not current_user.is_editor:
# The role of the current user in the ta table must be admin or owner
if not current_user.is_admin_or_owner:
raise Forbidden()
app_id = str(app_id)
@ -46,7 +47,8 @@ class AppAnnotationSettingDetailApi(Resource):
@login_required
@account_initialization_required
def get(self, app_id):
if not current_user.is_editor:
# The role of the current user in the ta table must be admin or owner
if not current_user.is_admin_or_owner:
raise Forbidden()
app_id = str(app_id)
@ -59,7 +61,8 @@ class AppAnnotationSettingUpdateApi(Resource):
@login_required
@account_initialization_required
def post(self, app_id, annotation_setting_id):
if not current_user.is_editor:
# The role of the current user in the ta table must be admin or owner
if not current_user.is_admin_or_owner:
raise Forbidden()
app_id = str(app_id)
@ -79,7 +82,8 @@ class AnnotationReplyActionStatusApi(Resource):
@account_initialization_required
@cloud_edition_billing_resource_check('annotation')
def get(self, app_id, job_id, action):
if not current_user.is_editor:
# The role of the current user in the ta table must be admin or owner
if not current_user.is_admin_or_owner:
raise Forbidden()
job_id = str(job_id)
@ -106,7 +110,8 @@ class AnnotationListApi(Resource):
@login_required
@account_initialization_required
def get(self, app_id):
if not current_user.is_editor:
# The role of the current user in the ta table must be admin or owner
if not current_user.is_admin_or_owner:
raise Forbidden()
page = request.args.get('page', default=1, type=int)
@ -130,7 +135,8 @@ class AnnotationExportApi(Resource):
@login_required
@account_initialization_required
def get(self, app_id):
if not current_user.is_editor:
# The role of the current user in the ta table must be admin or owner
if not current_user.is_admin_or_owner:
raise Forbidden()
app_id = str(app_id)
@ -148,7 +154,8 @@ class AnnotationCreateApi(Resource):
@cloud_edition_billing_resource_check('annotation')
@marshal_with(annotation_fields)
def post(self, app_id):
if not current_user.is_editor:
# The role of the current user in the ta table must be admin or owner
if not current_user.is_admin_or_owner:
raise Forbidden()
app_id = str(app_id)
@ -167,7 +174,8 @@ class AnnotationUpdateDeleteApi(Resource):
@cloud_edition_billing_resource_check('annotation')
@marshal_with(annotation_fields)
def post(self, app_id, annotation_id):
if not current_user.is_editor:
# The role of the current user in the ta table must be admin or owner
if not current_user.is_admin_or_owner:
raise Forbidden()
app_id = str(app_id)
@ -183,7 +191,8 @@ class AnnotationUpdateDeleteApi(Resource):
@login_required
@account_initialization_required
def delete(self, app_id, annotation_id):
if not current_user.is_editor:
# The role of the current user in the ta table must be admin or owner
if not current_user.is_admin_or_owner:
raise Forbidden()
app_id = str(app_id)
@ -198,7 +207,8 @@ class AnnotationBatchImportApi(Resource):
@account_initialization_required
@cloud_edition_billing_resource_check('annotation')
def post(self, app_id):
if not current_user.is_editor:
# The role of the current user in the ta table must be admin or owner
if not current_user.is_admin_or_owner:
raise Forbidden()
app_id = str(app_id)
@ -222,7 +232,8 @@ class AnnotationBatchImportStatusApi(Resource):
@account_initialization_required
@cloud_edition_billing_resource_check('annotation')
def get(self, app_id, job_id):
if not current_user.is_editor:
# The role of the current user in the ta table must be admin or owner
if not current_user.is_admin_or_owner:
raise Forbidden()
job_id = str(job_id)
@ -248,7 +259,8 @@ class AnnotationHitHistoryListApi(Resource):
@login_required
@account_initialization_required
def get(self, app_id, annotation_id):
if not current_user.is_editor:
# The role of the current user in the table must be admin or owner
if not current_user.is_admin_or_owner:
raise Forbidden()
page = request.args.get('page', default=1, type=int)

View File

@ -15,7 +15,6 @@ from fields.app_fields import (
app_pagination_fields,
)
from libs.login import login_required
from services.app_dsl_service import AppDslService
from services.app_service import AppService
ALLOW_CREATE_APP_MODES = ['chat', 'agent-chat', 'advanced-chat', 'workflow', 'completion']
@ -61,7 +60,6 @@ class AppListApi(Resource):
parser.add_argument('name', type=str, required=True, location='json')
parser.add_argument('description', type=str, location='json')
parser.add_argument('mode', type=str, choices=ALLOW_CREATE_APP_MODES, location='json')
parser.add_argument('icon_type', type=str, location='json')
parser.add_argument('icon', type=str, location='json')
parser.add_argument('icon_background', type=str, location='json')
args = parser.parse_args()
@ -95,47 +93,12 @@ class AppImportApi(Resource):
parser.add_argument('data', type=str, required=True, nullable=False, location='json')
parser.add_argument('name', type=str, location='json')
parser.add_argument('description', type=str, location='json')
parser.add_argument('icon_type', type=str, location='json')
parser.add_argument('icon', type=str, location='json')
parser.add_argument('icon_background', type=str, location='json')
args = parser.parse_args()
app = AppDslService.import_and_create_new_app(
tenant_id=current_user.current_tenant_id,
data=args['data'],
args=args,
account=current_user
)
return app, 201
class AppImportFromUrlApi(Resource):
@setup_required
@login_required
@account_initialization_required
@marshal_with(app_detail_fields_with_site)
@cloud_edition_billing_resource_check('apps')
def post(self):
"""Import app from url"""
# The role of the current user in the ta table must be admin, owner, or editor
if not current_user.is_editor:
raise Forbidden()
parser = reqparse.RequestParser()
parser.add_argument('url', type=str, required=True, nullable=False, location='json')
parser.add_argument('name', type=str, location='json')
parser.add_argument('description', type=str, location='json')
parser.add_argument('icon', type=str, location='json')
parser.add_argument('icon_background', type=str, location='json')
args = parser.parse_args()
app = AppDslService.import_and_create_new_app_from_url(
tenant_id=current_user.current_tenant_id,
url=args['url'],
args=args,
account=current_user
)
app_service = AppService()
app = app_service.import_app(current_user.current_tenant_id, args['data'], args, current_user)
return app, 201
@ -169,7 +132,6 @@ class AppApi(Resource):
parser = reqparse.RequestParser()
parser.add_argument('name', type=str, required=True, nullable=False, location='json')
parser.add_argument('description', type=str, location='json')
parser.add_argument('icon_type', type=str, location='json')
parser.add_argument('icon', type=str, location='json')
parser.add_argument('icon_background', type=str, location='json')
parser.add_argument('max_active_requests', type=int, location='json')
@ -211,18 +173,13 @@ class AppCopyApi(Resource):
parser = reqparse.RequestParser()
parser.add_argument('name', type=str, location='json')
parser.add_argument('description', type=str, location='json')
parser.add_argument('icon_type', type=str, location='json')
parser.add_argument('icon', type=str, location='json')
parser.add_argument('icon_background', type=str, location='json')
args = parser.parse_args()
data = AppDslService.export_dsl(app_model=app_model, include_secret=True)
app = AppDslService.import_and_create_new_app(
tenant_id=current_user.current_tenant_id,
data=data,
args=args,
account=current_user
)
app_service = AppService()
data = app_service.export_app(app_model)
app = app_service.import_app(current_user.current_tenant_id, data, args, current_user)
return app, 201
@ -238,13 +195,10 @@ class AppExportApi(Resource):
if not current_user.is_editor:
raise Forbidden()
# Add include_secret params
parser = reqparse.RequestParser()
parser.add_argument('include_secret', type=inputs.boolean, default=False, location='args')
args = parser.parse_args()
app_service = AppService()
return {
"data": AppDslService.export_dsl(app_model=app_model, include_secret=args['include_secret'])
"data": app_service.export_app(app_model)
}
@ -368,7 +322,6 @@ class AppTraceApi(Resource):
api.add_resource(AppListApi, '/apps')
api.add_resource(AppImportApi, '/apps/import')
api.add_resource(AppImportFromUrlApi, '/apps/import/url')
api.add_resource(AppApi, '/apps/<uuid:app_id>')
api.add_resource(AppCopyApi, '/apps/<uuid:app_id>/copy')
api.add_resource(AppExportApi, '/apps/<uuid:app_id>/export')

View File

@ -22,7 +22,7 @@ from fields.conversation_fields import (
)
from libs.helper import datetime_string
from libs.login import login_required
from models.model import AppMode, Conversation, EndUser, Message, MessageAnnotation
from models.model import AppMode, Conversation, Message, MessageAnnotation
class CompletionConversationApi(Resource):
@ -33,7 +33,7 @@ class CompletionConversationApi(Resource):
@get_app_model(mode=AppMode.COMPLETION)
@marshal_with(conversation_pagination_fields)
def get(self, app_model):
if not current_user.is_editor:
if not current_user.is_admin_or_owner:
raise Forbidden()
parser = reqparse.RequestParser()
parser.add_argument('keyword', type=str, location='args')
@ -108,7 +108,7 @@ class CompletionConversationDetailApi(Resource):
@get_app_model(mode=AppMode.COMPLETION)
@marshal_with(conversation_message_detail_fields)
def get(self, app_model, conversation_id):
if not current_user.is_editor:
if not current_user.is_admin_or_owner:
raise Forbidden()
conversation_id = str(conversation_id)
@ -119,7 +119,7 @@ class CompletionConversationDetailApi(Resource):
@account_initialization_required
@get_app_model(mode=[AppMode.CHAT, AppMode.AGENT_CHAT, AppMode.ADVANCED_CHAT])
def delete(self, app_model, conversation_id):
if not current_user.is_editor:
if not current_user.is_admin_or_owner:
raise Forbidden()
conversation_id = str(conversation_id)
@ -143,7 +143,7 @@ class ChatConversationApi(Resource):
@get_app_model(mode=[AppMode.CHAT, AppMode.AGENT_CHAT, AppMode.ADVANCED_CHAT])
@marshal_with(conversation_with_summary_pagination_fields)
def get(self, app_model):
if not current_user.is_editor:
if not current_user.is_admin_or_owner:
raise Forbidden()
parser = reqparse.RequestParser()
parser.add_argument('keyword', type=str, location='args')
@ -154,35 +154,21 @@ class ChatConversationApi(Resource):
parser.add_argument('message_count_gte', type=int_range(1, 99999), required=False, location='args')
parser.add_argument('page', type=int_range(1, 99999), required=False, default=1, location='args')
parser.add_argument('limit', type=int_range(1, 100), required=False, default=20, location='args')
parser.add_argument('sort_by', type=str, choices=['created_at', '-created_at', 'updated_at', '-updated_at'],
required=False, default='-updated_at', location='args')
args = parser.parse_args()
subquery = (
db.session.query(
Conversation.id.label('conversation_id'),
EndUser.session_id.label('from_end_user_session_id')
)
.outerjoin(EndUser, Conversation.from_end_user_id == EndUser.id)
.subquery()
)
query = db.select(Conversation).where(Conversation.app_id == app_model.id)
if args['keyword']:
keyword_filter = '%{}%'.format(args['keyword'])
query = query.join(
Message, Message.conversation_id == Conversation.id,
).join(
subquery, subquery.c.conversation_id == Conversation.id
Message, Message.conversation_id == Conversation.id
).filter(
or_(
Message.query.ilike(keyword_filter),
Message.answer.ilike(keyword_filter),
Conversation.name.ilike(keyword_filter),
Conversation.introduction.ilike(keyword_filter),
subquery.c.from_end_user_session_id.ilike(keyword_filter)
Message.query.ilike('%{}%'.format(args['keyword'])),
Message.answer.ilike('%{}%'.format(args['keyword'])),
Conversation.name.ilike('%{}%'.format(args['keyword'])),
Conversation.introduction.ilike('%{}%'.format(args['keyword'])),
),
)
account = current_user
@ -227,17 +213,7 @@ class ChatConversationApi(Resource):
if app_model.mode == AppMode.ADVANCED_CHAT.value:
query = query.where(Conversation.invoke_from != InvokeFrom.DEBUGGER.value)
match args['sort_by']:
case 'created_at':
query = query.order_by(Conversation.created_at.asc())
case '-created_at':
query = query.order_by(Conversation.created_at.desc())
case 'updated_at':
query = query.order_by(Conversation.updated_at.asc())
case '-updated_at':
query = query.order_by(Conversation.updated_at.desc())
case _:
query = query.order_by(Conversation.created_at.desc())
query = query.order_by(Conversation.created_at.desc())
conversations = db.paginate(
query,
@ -257,7 +233,7 @@ class ChatConversationDetailApi(Resource):
@get_app_model(mode=[AppMode.CHAT, AppMode.AGENT_CHAT, AppMode.ADVANCED_CHAT])
@marshal_with(conversation_detail_fields)
def get(self, app_model, conversation_id):
if not current_user.is_editor:
if not current_user.is_admin_or_owner:
raise Forbidden()
conversation_id = str(conversation_id)
@ -268,7 +244,7 @@ class ChatConversationDetailApi(Resource):
@get_app_model(mode=[AppMode.CHAT, AppMode.AGENT_CHAT, AppMode.ADVANCED_CHAT])
@account_initialization_required
def delete(self, app_model, conversation_id):
if not current_user.is_editor:
if not current_user.is_admin_or_owner:
raise Forbidden()
conversation_id = str(conversation_id)

View File

@ -1,61 +0,0 @@
from flask_restful import Resource, marshal_with, reqparse
from sqlalchemy import select
from sqlalchemy.orm import Session
from controllers.console import api
from controllers.console.app.wraps import get_app_model
from controllers.console.setup import setup_required
from controllers.console.wraps import account_initialization_required
from extensions.ext_database import db
from fields.conversation_variable_fields import paginated_conversation_variable_fields
from libs.login import login_required
from models import ConversationVariable
from models.model import AppMode
class ConversationVariablesApi(Resource):
@setup_required
@login_required
@account_initialization_required
@get_app_model(mode=AppMode.ADVANCED_CHAT)
@marshal_with(paginated_conversation_variable_fields)
def get(self, app_model):
parser = reqparse.RequestParser()
parser.add_argument('conversation_id', type=str, location='args')
args = parser.parse_args()
stmt = (
select(ConversationVariable)
.where(ConversationVariable.app_id == app_model.id)
.order_by(ConversationVariable.created_at)
)
if args['conversation_id']:
stmt = stmt.where(ConversationVariable.conversation_id == args['conversation_id'])
else:
raise ValueError('conversation_id is required')
# NOTE: This is a temporary solution to avoid performance issues.
page = 1
page_size = 100
stmt = stmt.limit(page_size).offset((page - 1) * page_size)
with Session(db.engine) as session:
rows = session.scalars(stmt).all()
return {
'page': page,
'limit': page_size,
'total': len(rows),
'has_more': False,
'data': [
{
'created_at': row.created_at,
'updated_at': row.updated_at,
**row.to_variable().model_dump(),
}
for row in rows
],
}
api.add_resource(ConversationVariablesApi, '/apps/<uuid:app_id>/conversation-variables')

View File

@ -1,5 +1,3 @@
import os
from flask_login import current_user
from flask_restful import Resource, reqparse
@ -24,21 +22,17 @@ class RuleGenerateApi(Resource):
@account_initialization_required
def post(self):
parser = reqparse.RequestParser()
parser.add_argument('instruction', type=str, required=True, nullable=False, location='json')
parser.add_argument('model_config', type=dict, required=True, nullable=False, location='json')
parser.add_argument('no_variable', type=bool, required=True, default=False, location='json')
parser.add_argument('audiences', type=str, required=True, nullable=False, location='json')
parser.add_argument('hoping_to_solve', type=str, required=True, nullable=False, location='json')
args = parser.parse_args()
account = current_user
PROMPT_GENERATION_MAX_TOKENS = int(os.getenv('PROMPT_GENERATION_MAX_TOKENS', '512'))
try:
rules = LLMGenerator.generate_rule_config(
tenant_id=account.current_tenant_id,
instruction=args['instruction'],
model_config=args['model_config'],
no_variable=args['no_variable'],
rule_config_max_tokens=PROMPT_GENERATION_MAX_TOKENS
account.current_tenant_id,
args['audiences'],
args['hoping_to_solve']
)
except ProviderTokenNotInitError as ex:
raise ProviderNotInitializeError(ex.description)

View File

@ -149,7 +149,8 @@ class MessageAnnotationApi(Resource):
@get_app_model
@marshal_with(annotation_fields)
def post(self, app_model):
if not current_user.is_editor:
# The role of the current user in the ta table must be admin or owner
if not current_user.is_admin_or_owner:
raise Forbidden()
parser = reqparse.RequestParser()

View File

@ -16,7 +16,6 @@ from models.model import Site
def parse_app_site_args():
parser = reqparse.RequestParser()
parser.add_argument('title', type=str, required=False, location='json')
parser.add_argument('icon_type', type=str, required=False, location='json')
parser.add_argument('icon', type=str, required=False, location='json')
parser.add_argument('icon_background', type=str, required=False, location='json')
parser.add_argument('description', type=str, required=False, location='json')
@ -54,7 +53,6 @@ class AppSite(Resource):
for attr_name in [
'title',
'icon_type',
'icon',
'icon_background',
'description',

View File

@ -281,7 +281,7 @@ class UserSatisfactionRateStatistic(Resource):
SELECT date(DATE_TRUNC('day', m.created_at AT TIME ZONE 'UTC' AT TIME ZONE :tz )) AS date,
COUNT(m.id) as message_count, COUNT(mf.id) as feedback_count
FROM messages m
LEFT JOIN message_feedbacks mf on mf.message_id=m.id and mf.rating='like'
LEFT JOIN message_feedbacks mf on mf.message_id=m.id
WHERE m.app_id = :app_id
'''
arg_dict = {'tz': account.timezone, 'app_id': app_model.id}

View File

@ -13,7 +13,6 @@ from controllers.console.setup import setup_required
from controllers.console.wraps import account_initialization_required
from core.app.apps.base_app_queue_manager import AppQueueManager
from core.app.entities.app_invoke_entities import InvokeFrom
from core.app.segments import factory
from core.errors.error import AppInvokeQuotaExceededError
from fields.workflow_fields import workflow_fields
from fields.workflow_run_fields import workflow_run_node_execution_fields
@ -21,7 +20,6 @@ from libs import helper
from libs.helper import TimestampField, uuid_value
from libs.login import current_user, login_required
from models.model import App, AppMode
from services.app_dsl_service import AppDslService
from services.app_generate_service import AppGenerateService
from services.errors.app import WorkflowHashNotEqualError
from services.workflow_service import WorkflowService
@ -42,7 +40,7 @@ class DraftWorkflowApi(Resource):
# The role of the current user in the ta table must be admin, owner, or editor
if not current_user.is_editor:
raise Forbidden()
# fetch draft workflow by app_model
workflow_service = WorkflowService()
workflow = workflow_service.get_draft_workflow(app_model=app_model)
@ -65,16 +63,13 @@ class DraftWorkflowApi(Resource):
if not current_user.is_editor:
raise Forbidden()
content_type = request.headers.get('Content-Type', '')
content_type = request.headers.get('Content-Type')
if 'application/json' in content_type:
parser = reqparse.RequestParser()
parser.add_argument('graph', type=dict, required=True, nullable=False, location='json')
parser.add_argument('features', type=dict, required=True, nullable=False, location='json')
parser.add_argument('hash', type=str, required=False, location='json')
# TODO: set this to required=True after frontend is updated
parser.add_argument('environment_variables', type=list, required=False, location='json')
parser.add_argument('conversation_variables', type=list, required=False, location='json')
args = parser.parse_args()
elif 'text/plain' in content_type:
try:
@ -88,9 +83,7 @@ class DraftWorkflowApi(Resource):
args = {
'graph': data.get('graph'),
'features': data.get('features'),
'hash': data.get('hash'),
'environment_variables': data.get('environment_variables'),
'conversation_variables': data.get('conversation_variables'),
'hash': data.get('hash')
}
except json.JSONDecodeError:
return {'message': 'Invalid JSON data'}, 400
@ -100,18 +93,12 @@ class DraftWorkflowApi(Resource):
workflow_service = WorkflowService()
try:
environment_variables_list = args.get('environment_variables') or []
environment_variables = [factory.build_variable_from_mapping(obj) for obj in environment_variables_list]
conversation_variables_list = args.get('conversation_variables') or []
conversation_variables = [factory.build_variable_from_mapping(obj) for obj in conversation_variables_list]
workflow = workflow_service.sync_draft_workflow(
app_model=app_model,
graph=args['graph'],
features=args['features'],
graph=args.get('graph'),
features=args.get('features'),
unique_hash=args.get('hash'),
account=current_user,
environment_variables=environment_variables,
conversation_variables=conversation_variables,
account=current_user
)
except WorkflowHashNotEqualError:
raise DraftWorkflowNotSync()
@ -141,7 +128,8 @@ class DraftWorkflowImportApi(Resource):
parser.add_argument('data', type=str, required=True, nullable=False, location='json')
args = parser.parse_args()
workflow = AppDslService.import_and_overwrite_workflow(
workflow_service = WorkflowService()
workflow = workflow_service.import_draft_workflow(
app_model=app_model,
data=args['data'],
account=current_user
@ -459,7 +447,6 @@ class ConvertToWorkflowApi(Resource):
if request.data:
parser = reqparse.RequestParser()
parser.add_argument('name', type=str, required=False, nullable=True, location='json')
parser.add_argument('icon_type', type=str, required=False, nullable=True, location='json')
parser.add_argument('icon', type=str, required=False, nullable=True, location='json')
parser.add_argument('icon_background', type=str, required=False, nullable=True, location='json')
args = parser.parse_args()

View File

@ -17,6 +17,8 @@ from ..wraps import account_initialization_required
def get_oauth_providers():
with current_app.app_context():
if not dify_config.NOTION_CLIENT_ID or not dify_config.NOTION_CLIENT_SECRET:
return {}
notion_oauth = NotionOAuth(client_id=dify_config.NOTION_CLIENT_ID,
client_secret=dify_config.NOTION_CLIENT_SECRET,
redirect_uri=dify_config.CONSOLE_API_URL + '/console/api/oauth/data-source/callback/notion')

View File

@ -71,7 +71,7 @@ class ResetPasswordApi(Resource):
# AccountService.update_password(account, new_password)
# todo: Send email
# MAILCHIMP_API_KEY = dify_config.MAILCHIMP_TRANSACTIONAL_API_KEY
# MAILCHIMP_API_KEY = current_app.config['MAILCHIMP_TRANSACTIONAL_API_KEY']
# mailchimp = MailchimpTransactional(MAILCHIMP_API_KEY)
# message = {
@ -92,7 +92,7 @@ class ResetPasswordApi(Resource):
# 'message': message,
# # required for transactional email
# ' settings': {
# 'sandbox_mode': dify_config.MAILCHIMP_SANDBOX_MODE,
# 'sandbox_mode': current_app.config['MAILCHIMP_SANDBOX_MODE'],
# },
# })

View File

@ -1,11 +1,10 @@
import flask_restful
from flask import request
from flask import current_app, request
from flask_login import current_user
from flask_restful import Resource, marshal, marshal_with, reqparse
from werkzeug.exceptions import Forbidden, NotFound
import services
from configs import dify_config
from controllers.console import api
from controllers.console.apikey import api_key_fields, api_key_list
from controllers.console.app.error import ProviderNotInitializeError
@ -24,7 +23,7 @@ from fields.app_fields import related_app_list
from fields.dataset_fields import dataset_detail_fields, dataset_query_detail_fields
from fields.document_fields import document_status_fields
from libs.login import login_required
from models.dataset import Dataset, DatasetPermissionEnum, Document, DocumentSegment
from models.dataset import Dataset, Document, DocumentSegment
from models.model import ApiToken, UploadFile
from services.dataset_service import DatasetPermissionService, DatasetService, DocumentService
@ -189,6 +188,8 @@ class DatasetApi(Resource):
dataset = DatasetService.get_dataset(dataset_id_str)
if dataset is None:
raise NotFound("Dataset not found.")
# check user's model setting
DatasetService.check_dataset_model_setting(dataset)
parser = reqparse.RequestParser()
parser.add_argument('name', nullable=False,
@ -202,7 +203,7 @@ class DatasetApi(Resource):
nullable=True,
help='Invalid indexing technique.')
parser.add_argument('permission', type=str, location='json', choices=(
DatasetPermissionEnum.ONLY_ME, DatasetPermissionEnum.ALL_TEAM, DatasetPermissionEnum.PARTIAL_TEAM), help='Invalid permission.'
'only_me', 'all_team_members', 'partial_members'), help='Invalid permission.'
)
parser.add_argument('embedding_model', type=str,
location='json', help='Invalid embedding model.')
@ -213,13 +214,6 @@ class DatasetApi(Resource):
args = parser.parse_args()
data = request.get_json()
# check embedding model setting
if data.get('indexing_technique') == 'high_quality':
DatasetService.check_embedding_model_setting(dataset.tenant_id,
data.get('embedding_model_provider'),
data.get('embedding_model')
)
# The role of the current user in the ta table must be admin, owner, editor, or dataset_operator
DatasetPermissionService.check_permission(
current_user, dataset, data.get('permission'), data.get('partial_member_list')
@ -238,8 +232,7 @@ class DatasetApi(Resource):
DatasetPermissionService.update_partial_member_list(
tenant_id, dataset_id_str, data.get('partial_member_list')
)
# clear partial member list when permission is only_me or all_team_members
elif data.get('permission') == DatasetPermissionEnum.ONLY_ME or data.get('permission') == DatasetPermissionEnum.ALL_TEAM:
else:
DatasetPermissionService.clear_partial_member_list(dataset_id_str)
partial_member_list = DatasetPermissionService.get_dataset_partial_member_list(dataset_id_str)
@ -537,7 +530,7 @@ class DatasetApiBaseUrlApi(Resource):
@account_initialization_required
def get(self):
return {
'api_base_url': (dify_config.SERVICE_API_URL if dify_config.SERVICE_API_URL
'api_base_url': (current_app.config['SERVICE_API_URL'] if current_app.config['SERVICE_API_URL']
else request.host_url.rstrip('/')) + '/v1'
}
@ -547,20 +540,20 @@ class DatasetRetrievalSettingApi(Resource):
@login_required
@account_initialization_required
def get(self):
vector_type = dify_config.VECTOR_STORE
vector_type = current_app.config['VECTOR_STORE']
match vector_type:
case VectorType.MILVUS | VectorType.RELYT | VectorType.PGVECTOR | VectorType.TIDB_VECTOR | VectorType.CHROMA | VectorType.TENCENT:
case VectorType.MILVUS | VectorType.RELYT | VectorType.PGVECTOR | VectorType.TIDB_VECTOR | VectorType.CHROMA | VectorType.TENCENT | VectorType.ORACLE:
return {
'retrieval_method': [
RetrievalMethod.SEMANTIC_SEARCH.value
RetrievalMethod.SEMANTIC_SEARCH
]
}
case VectorType.QDRANT | VectorType.WEAVIATE | VectorType.OPENSEARCH | VectorType.ANALYTICDB | VectorType.MYSCALE | VectorType.ORACLE | VectorType.ELASTICSEARCH:
case VectorType.QDRANT | VectorType.WEAVIATE | VectorType.OPENSEARCH | VectorType.ANALYTICDB | VectorType.MYSCALE:
return {
'retrieval_method': [
RetrievalMethod.SEMANTIC_SEARCH.value,
RetrievalMethod.FULL_TEXT_SEARCH.value,
RetrievalMethod.HYBRID_SEARCH.value,
RetrievalMethod.SEMANTIC_SEARCH,
RetrievalMethod.FULL_TEXT_SEARCH,
RetrievalMethod.HYBRID_SEARCH,
]
}
case _:
@ -573,18 +566,18 @@ class DatasetRetrievalSettingMockApi(Resource):
@account_initialization_required
def get(self, vector_type):
match vector_type:
case VectorType.MILVUS | VectorType.RELYT | VectorType.TIDB_VECTOR | VectorType.CHROMA | VectorType.TENCENT | VectorType.PGVECTO_RS:
case VectorType.MILVUS | VectorType.RELYT | VectorType.PGVECTOR | VectorType.TIDB_VECTOR | VectorType.CHROMA | VectorType.TENCENT | VectorType.ORACLE:
return {
'retrieval_method': [
RetrievalMethod.SEMANTIC_SEARCH.value
RetrievalMethod.SEMANTIC_SEARCH
]
}
case VectorType.QDRANT | VectorType.WEAVIATE | VectorType.OPENSEARCH | VectorType.ANALYTICDB | VectorType.MYSCALE | VectorType.ORACLE | VectorType.ELASTICSEARCH | VectorType.PGVECTOR:
case VectorType.QDRANT | VectorType.WEAVIATE | VectorType.OPENSEARCH| VectorType.ANALYTICDB | VectorType.MYSCALE:
return {
'retrieval_method': [
RetrievalMethod.SEMANTIC_SEARCH.value,
RetrievalMethod.FULL_TEXT_SEARCH.value,
RetrievalMethod.HYBRID_SEARCH.value,
RetrievalMethod.SEMANTIC_SEARCH,
RetrievalMethod.FULL_TEXT_SEARCH,
RetrievalMethod.HYBRID_SEARCH,
]
}
case _:

View File

@ -178,20 +178,11 @@ class DatasetDocumentListApi(Resource):
.subquery()
query = query.outerjoin(sub_query, sub_query.c.document_id == Document.id) \
.order_by(
sort_logic(db.func.coalesce(sub_query.c.total_hit_count, 0)),
sort_logic(Document.position),
)
.order_by(sort_logic(db.func.coalesce(sub_query.c.total_hit_count, 0)))
elif sort == 'created_at':
query = query.order_by(
sort_logic(Document.created_at),
sort_logic(Document.position),
)
query = query.order_by(sort_logic(Document.created_at))
else:
query = query.order_by(
desc(Document.created_at),
desc(Document.position),
)
query = query.order_by(desc(Document.created_at))
paginated_documents = query.paginate(
page=page, per_page=limit, max_per_page=100, error_out=False)
@ -358,7 +349,7 @@ class DocumentIndexingEstimateApi(DocumentResource):
document = self.get_document(dataset_id, document_id)
if document.indexing_status in ['completed', 'error']:
raise DocumentAlreadyFinishedError()
indexing_runner.calculate_tokens(document)
data_process_rule = document.dataset_process_rule
data_process_rule_dict = data_process_rule.to_dict()

View File

@ -75,7 +75,7 @@ class DatasetDocumentSegmentListApi(Resource):
)
if last_id is not None:
last_segment = db.session.get(DocumentSegment, str(last_id))
last_segment = DocumentSegment.query.get(str(last_id))
if last_segment:
query = query.filter(
DocumentSegment.position > last_segment.position)
@ -223,7 +223,8 @@ class DatasetDocumentSegmentAddApi(Resource):
document = DocumentService.get_document(dataset_id, document_id)
if not document:
raise NotFound('Document not found.')
if not current_user.is_editor:
# The role of the current user in the ta table must be admin or owner
if not current_user.is_admin_or_owner:
raise Forbidden()
# check embedding model setting
if dataset.indexing_technique == 'high_quality':
@ -346,7 +347,7 @@ class DatasetDocumentSegmentUpdateApi(Resource):
if not segment:
raise NotFound('Segment not found.')
# The role of the current user in the ta table must be admin or owner
if not current_user.is_editor:
if not current_user.is_admin_or_owner:
raise Forbidden()
try:
DatasetService.check_dataset_permission(dataset, current_user)

View File

@ -1,9 +1,8 @@
from flask import request
from flask import current_app, request
from flask_login import current_user
from flask_restful import Resource, marshal_with
import services
from configs import dify_config
from controllers.console import api
from controllers.console.datasets.error import (
FileTooLargeError,
@ -27,9 +26,9 @@ class FileApi(Resource):
@account_initialization_required
@marshal_with(upload_config_fields)
def get(self):
file_size_limit = dify_config.UPLOAD_FILE_SIZE_LIMIT
batch_count_limit = dify_config.UPLOAD_FILE_BATCH_LIMIT
image_file_size_limit = dify_config.UPLOAD_IMAGE_FILE_SIZE_LIMIT
file_size_limit = current_app.config.get("UPLOAD_FILE_SIZE_LIMIT")
batch_count_limit = current_app.config.get("UPLOAD_FILE_BATCH_LIMIT")
image_file_size_limit = current_app.config.get("UPLOAD_IMAGE_FILE_SIZE_LIMIT")
return {
'file_size_limit': file_size_limit,
'batch_count_limit': batch_count_limit,
@ -77,7 +76,7 @@ class FileSupportTypeApi(Resource):
@login_required
@account_initialization_required
def get(self):
etl_type = dify_config.ETL_TYPE
etl_type = current_app.config['ETL_TYPE']
allowed_extensions = UNSTRUCTURED_ALLOWED_EXTENSIONS if etl_type == 'Unstructured' else ALLOWED_EXTENSIONS
return {'allowed_extensions': allowed_extensions}

View File

@ -78,12 +78,10 @@ class ChatTextApi(InstalledAppResource):
parser = reqparse.RequestParser()
parser.add_argument('message_id', type=str, required=False, location='json')
parser.add_argument('voice', type=str, location='json')
parser.add_argument('text', type=str, location='json')
parser.add_argument('streaming', type=bool, location='json')
args = parser.parse_args()
message_id = args.get('message_id', None)
text = args.get('text', None)
message_id = args.get('message_id')
if (app_model.mode in [AppMode.ADVANCED_CHAT.value, AppMode.WORKFLOW.value]
and app_model.workflow
and app_model.workflow.features_dict):
@ -97,8 +95,7 @@ class ChatTextApi(InstalledAppResource):
response = AudioService.transcript_tts(
app_model=app_model,
message_id=message_id,
voice=voice,
text=text
voice=voice
)
return response
except services.errors.app_model_config.AppModelConfigBrokenError:

View File

@ -1,7 +1,7 @@
from flask import current_app
from flask_restful import fields, marshal_with
from configs import dify_config
from controllers.console import api
from controllers.console.app.error import AppUnavailableError
from controllers.console.explore.wraps import InstalledAppResource
@ -78,7 +78,7 @@ class AppParameterApi(InstalledAppResource):
"transfer_methods": ["remote_url", "local_file"]
}}),
'system_parameters': {
'image_file_size_limit': dify_config.UPLOAD_IMAGE_FILE_SIZE_LIMIT
'image_file_size_limit': current_app.config.get('UPLOAD_IMAGE_FILE_SIZE_LIMIT')
}
}

View File

@ -1,7 +1,6 @@
from flask_login import current_user
from flask_restful import Resource, marshal_with, reqparse
from constants import HIDDEN_VALUE
from controllers.console import api
from controllers.console.setup import setup_required
from controllers.console.wraps import account_initialization_required
@ -90,7 +89,7 @@ class APIBasedExtensionDetailAPI(Resource):
extension_data_from_db.name = args['name']
extension_data_from_db.api_endpoint = args['api_endpoint']
if args['api_key'] != HIDDEN_VALUE:
if args['api_key'] != '[__HIDDEN__]':
extension_data_from_db.api_key = args['api_key']
return APIBasedExtensionService.save(extension_data_from_db)

View File

@ -1,9 +1,8 @@
import os
from flask import session
from flask import current_app, session
from flask_restful import Resource, reqparse
from configs import dify_config
from libs.helper import str_len
from models.model import DifySetup
from services.account_service import TenantService
@ -41,7 +40,7 @@ class InitValidateAPI(Resource):
return {'result': 'success'}, 201
def get_init_validate_status():
if dify_config.EDITION == 'SELF_HOSTED':
if current_app.config['EDITION'] == 'SELF_HOSTED':
if os.environ.get('INIT_PASSWORD'):
return session.get('is_init_validated') or DifySetup.query.first()

View File

@ -1,9 +1,8 @@
from functools import wraps
from flask import request
from flask import current_app, request
from flask_restful import Resource, reqparse
from configs import dify_config
from libs.helper import email, get_remote_ip, str_len
from libs.password import valid_password
from models.model import DifySetup
@ -18,7 +17,7 @@ from .wraps import only_edition_self_hosted
class SetupApi(Resource):
def get(self):
if dify_config.EDITION == 'SELF_HOSTED':
if current_app.config['EDITION'] == 'SELF_HOSTED':
setup_status = get_setup_status()
if setup_status:
return {
@ -78,7 +77,7 @@ def setup_required(view):
def get_setup_status():
if dify_config.EDITION == 'SELF_HOSTED':
if current_app.config['EDITION'] == 'SELF_HOSTED':
return DifySetup.query.first()
else:
return True

View File

@ -3,10 +3,9 @@ import json
import logging
import requests
from flask import current_app
from flask_restful import Resource, reqparse
from configs import dify_config
from . import api
@ -16,16 +15,16 @@ class VersionApi(Resource):
parser = reqparse.RequestParser()
parser.add_argument('current_version', type=str, required=True, location='args')
args = parser.parse_args()
check_update_url = dify_config.CHECK_UPDATE_URL
check_update_url = current_app.config['CHECK_UPDATE_URL']
result = {
'version': dify_config.CURRENT_VERSION,
'version': current_app.config['CURRENT_VERSION'],
'release_date': '',
'release_notes': '',
'can_auto_update': False,
'features': {
'can_replace_logo': dify_config.CAN_REPLACE_LOGO,
'model_load_balancing_enabled': dify_config.MODEL_LB_ENABLED
'can_replace_logo': current_app.config['CAN_REPLACE_LOGO'],
'model_load_balancing_enabled': current_app.config['MODEL_LB_ENABLED']
}
}

View File

@ -1,11 +1,10 @@
import datetime
import pytz
from flask import request
from flask import current_app, request
from flask_login import current_user
from flask_restful import Resource, fields, marshal_with, reqparse
from configs import dify_config
from constants.languages import supported_language
from controllers.console import api
from controllers.console.setup import setup_required
@ -37,7 +36,7 @@ class AccountInitApi(Resource):
parser = reqparse.RequestParser()
if dify_config.EDITION == 'CLOUD':
if current_app.config['EDITION'] == 'CLOUD':
parser.add_argument('invitation_code', type=str, location='json')
parser.add_argument(
@ -46,7 +45,7 @@ class AccountInitApi(Resource):
required=True, location='json')
args = parser.parse_args()
if dify_config.EDITION == 'CLOUD':
if current_app.config['EDITION'] == 'CLOUD':
if not args['invitation_code']:
raise ValueError('invitation_code is required')

View File

@ -1,8 +1,8 @@
from flask import current_app
from flask_login import current_user
from flask_restful import Resource, abort, marshal_with, reqparse
import services
from configs import dify_config
from controllers.console import api
from controllers.console.setup import setup_required
from controllers.console.wraps import account_initialization_required, cloud_edition_billing_resource_check
@ -48,7 +48,7 @@ class MemberInviteEmailApi(Resource):
inviter = current_user
invitation_results = []
console_web_url = dify_config.CONSOLE_WEB_URL
console_web_url = current_app.config.get("CONSOLE_WEB_URL")
for invitee_email in invitee_emails:
try:
token = RegisterService.invite_new_member(inviter.current_tenant, invitee_email, interface_language, role=invitee_role, inviter=inviter)
@ -117,7 +117,7 @@ class MemberUpdateRoleApi(Resource):
if not TenantAccountRole.is_valid_role(new_role):
return {'code': 'invalid-role', 'message': 'Invalid role'}, 400
member = db.session.get(Account, str(member_id))
member = Account.query.get(str(member_id))
if not member:
abort(404)

View File

@ -1,11 +1,10 @@
import io
from flask import send_file
from flask import current_app, send_file
from flask_login import current_user
from flask_restful import Resource, reqparse
from werkzeug.exceptions import Forbidden
from configs import dify_config
from controllers.console import api
from controllers.console.setup import setup_required
from controllers.console.wraps import account_initialization_required
@ -105,7 +104,7 @@ class ToolBuiltinProviderIconApi(Resource):
@setup_required
def get(self, provider):
icon_bytes, mimetype = BuiltinToolManageService.get_builtin_tool_provider_icon(provider)
icon_cache_max_age = dify_config.TOOL_ICON_CACHE_MAX_AGE
icon_cache_max_age = current_app.config.get('TOOL_ICON_CACHE_MAX_AGE')
return send_file(io.BytesIO(icon_bytes), mimetype=mimetype, max_age=icon_cache_max_age)
class ToolApiProviderAddApi(Resource):

View File

@ -1,10 +1,9 @@
import json
from functools import wraps
from flask import abort, request
from flask import abort, current_app, request
from flask_login import current_user
from configs import dify_config
from controllers.console.workspace.error import AccountNotInitializedError
from services.feature_service import FeatureService
from services.operation_service import OperationService
@ -27,7 +26,7 @@ def account_initialization_required(view):
def only_edition_cloud(view):
@wraps(view)
def decorated(*args, **kwargs):
if dify_config.EDITION != 'CLOUD':
if current_app.config['EDITION'] != 'CLOUD':
abort(404)
return view(*args, **kwargs)
@ -38,7 +37,7 @@ def only_edition_cloud(view):
def only_edition_self_hosted(view):
@wraps(view)
def decorated(*args, **kwargs):
if dify_config.EDITION != 'SELF_HOSTED':
if current_app.config['EDITION'] != 'SELF_HOSTED':
abort(404)
return view(*args, **kwargs)

View File

@ -3,9 +3,8 @@ from functools import wraps
from hashlib import sha1
from hmac import new as hmac_new
from flask import abort, request
from flask import abort, current_app, request
from configs import dify_config
from extensions.ext_database import db
from models.model import EndUser
@ -13,13 +12,13 @@ from models.model import EndUser
def inner_api_only(view):
@wraps(view)
def decorated(*args, **kwargs):
if not dify_config.INNER_API:
if not current_app.config['INNER_API']:
abort(404)
# get header 'X-Inner-Api-Key'
inner_api_key = request.headers.get('X-Inner-Api-Key')
if not inner_api_key or inner_api_key != dify_config.INNER_API_KEY:
abort(401)
if not inner_api_key or inner_api_key != current_app.config['INNER_API_KEY']:
abort(404)
return view(*args, **kwargs)
@ -29,7 +28,7 @@ def inner_api_only(view):
def inner_api_user_auth(view):
@wraps(view)
def decorated(*args, **kwargs):
if not dify_config.INNER_API:
if not current_app.config['INNER_API']:
return view(*args, **kwargs)
# get header 'X-Inner-Api-Key'

View File

@ -1,7 +1,7 @@
from flask import current_app
from flask_restful import Resource, fields, marshal_with
from configs import dify_config
from controllers.service_api import api
from controllers.service_api.app.error import AppUnavailableError
from controllers.service_api.wraps import validate_app_token
@ -78,7 +78,7 @@ class AppParameterApi(Resource):
"transfer_methods": ["remote_url", "local_file"]
}}),
'system_parameters': {
'image_file_size_limit': dify_config.UPLOAD_IMAGE_FILE_SIZE_LIMIT
'image_file_size_limit': current_app.config.get('UPLOAD_IMAGE_FILE_SIZE_LIMIT')
}
}

View File

@ -76,12 +76,10 @@ class TextApi(Resource):
parser = reqparse.RequestParser()
parser.add_argument('message_id', type=str, required=False, location='json')
parser.add_argument('voice', type=str, location='json')
parser.add_argument('text', type=str, location='json')
parser.add_argument('streaming', type=bool, location='json')
args = parser.parse_args()
message_id = args.get('message_id', None)
text = args.get('text', None)
message_id = args.get('message_id')
if (app_model.mode in [AppMode.ADVANCED_CHAT.value, AppMode.WORKFLOW.value]
and app_model.workflow
and app_model.workflow.features_dict):
@ -89,15 +87,15 @@ class TextApi(Resource):
voice = args.get('voice') if args.get('voice') else text_to_speech.get('voice')
else:
try:
voice = args.get('voice') if args.get('voice') else app_model.app_model_config.text_to_speech_dict.get('voice')
voice = args.get('voice') if args.get('voice') else app_model.app_model_config.text_to_speech_dict.get(
'voice')
except Exception:
voice = None
response = AudioService.transcript_tts(
app_model=app_model,
message_id=message_id,
end_user=end_user.external_user_id,
voice=voice,
text=text
voice=voice
)
return response

View File

@ -25,8 +25,6 @@ class ConversationApi(Resource):
parser = reqparse.RequestParser()
parser.add_argument('last_id', type=uuid_value, location='args')
parser.add_argument('limit', type=int_range(1, 100), required=False, default=20, location='args')
parser.add_argument('sort_by', type=str, choices=['created_at', '-created_at', 'updated_at', '-updated_at'],
required=False, default='-updated_at', location='args')
args = parser.parse_args()
try:
@ -35,8 +33,7 @@ class ConversationApi(Resource):
user=end_user,
last_id=args['last_id'],
limit=args['limit'],
invoke_from=InvokeFrom.SERVICE_API,
sort_by=args['sort_by']
invoke_from=InvokeFrom.SERVICE_API
)
except services.errors.conversation.LastConversationNotExistsError:
raise NotFound("Last Conversation Not Exists.")
@ -56,7 +53,7 @@ class ConversationDetailApi(Resource):
ConversationService.delete(app_model, conversation_id, end_user)
except services.errors.conversation.ConversationNotExistsError:
raise NotFound("Conversation Not Exists.")
return {'result': 'success'}, 200
return {"result": "success"}, 204
class ConversationRenameApi(Resource):

View File

@ -131,7 +131,7 @@ class MessageSuggestedApi(Resource):
except services.errors.message.MessageNotExistsError:
raise NotFound("Message Not Exists.")
except SuggestedQuestionsAfterAnswerDisabledError:
raise BadRequest("Suggested Questions Is Disabled.")
raise BadRequest("Message Not Exists.")
except Exception:
logging.exception("internal server error.")
raise InternalServerError()

View File

@ -1,6 +1,6 @@
import logging
from flask_restful import Resource, fields, marshal_with, reqparse
from flask_restful import Resource, reqparse
from werkzeug.exceptions import InternalServerError
from controllers.service_api import api
@ -21,41 +21,13 @@ from core.errors.error import (
QuotaExceededError,
)
from core.model_runtime.errors.invoke import InvokeError
from extensions.ext_database import db
from libs import helper
from models.model import App, AppMode, EndUser
from models.workflow import WorkflowRun
from services.app_generate_service import AppGenerateService
logger = logging.getLogger(__name__)
workflow_run_fields = {
'id': fields.String,
'workflow_id': fields.String,
'status': fields.String,
'inputs': fields.Raw,
'outputs': fields.Raw,
'error': fields.String,
'total_steps': fields.Integer,
'total_tokens': fields.Integer,
'created_at': fields.DateTime,
'finished_at': fields.DateTime,
'elapsed_time': fields.Float,
}
class WorkflowRunDetailApi(Resource):
@validate_app_token
@marshal_with(workflow_run_fields)
def get(self, app_model: App, workflow_id: str):
"""
Get a workflow task running detail
"""
app_mode = AppMode.value_of(app_model.mode)
if app_mode != AppMode.WORKFLOW:
raise NotWorkflowAppError()
workflow_run = db.session.query(WorkflowRun).filter(WorkflowRun.id == workflow_id).first()
return workflow_run
class WorkflowRunApi(Resource):
@validate_app_token(fetch_user_arg=FetchUserArg(fetch_from=WhereisUserArg.JSON, required=True))
def post(self, app_model: App, end_user: EndUser):
@ -117,5 +89,4 @@ class WorkflowTaskStopApi(Resource):
api.add_resource(WorkflowRunApi, '/workflows/run')
api.add_resource(WorkflowRunDetailApi, '/workflows/run/<string:workflow_id>')
api.add_resource(WorkflowTaskStopApi, '/workflows/tasks/<string:task_id>/stop')

View File

@ -10,7 +10,7 @@ from core.model_runtime.entities.model_entities import ModelType
from core.provider_manager import ProviderManager
from fields.dataset_fields import dataset_detail_fields
from libs.login import current_user
from models.dataset import Dataset, DatasetPermissionEnum
from models.dataset import Dataset
from services.dataset_service import DatasetService
@ -78,8 +78,6 @@ class DatasetListApi(DatasetApiResource):
parser.add_argument('indexing_technique', type=str, location='json',
choices=Dataset.INDEXING_TECHNIQUE_LIST,
help='Invalid indexing technique.')
parser.add_argument('permission', type=str, location='json', choices=(
DatasetPermissionEnum.ONLY_ME, DatasetPermissionEnum.ALL_TEAM, DatasetPermissionEnum.PARTIAL_TEAM), help='Invalid permission.', required=False, nullable=False)
args = parser.parse_args()
try:
@ -87,8 +85,7 @@ class DatasetListApi(DatasetApiResource):
tenant_id=tenant_id,
name=args['name'],
indexing_technique=args['indexing_technique'],
account=current_user,
permission=args['permission']
account=current_user
)
except services.errors.dataset.DatasetNameDuplicateError:
raise DatasetNameDuplicateError()

View File

@ -53,22 +53,19 @@ class SegmentApi(DatasetApiResource):
raise ProviderNotInitializeError(
"No Embedding Model available. Please configure a valid provider "
"in the Settings -> Model Provider.")
except ProviderTokenNotInitError as ex:
except ProviderTokenNotInitError as ex:
raise ProviderNotInitializeError(ex.description)
# validate args
parser = reqparse.RequestParser()
parser.add_argument('segments', type=list, required=False, nullable=True, location='json')
args = parser.parse_args()
if args['segments'] is not None:
for args_item in args['segments']:
SegmentService.segment_create_args_validate(args_item, document)
segments = SegmentService.multi_create_segment(args['segments'], document, dataset)
return {
'data': marshal(segments, segment_fields),
'doc_form': document.doc_form
}, 200
else:
return {"error": "Segemtns is required"}, 400
for args_item in args['segments']:
SegmentService.segment_create_args_validate(args_item, document)
segments = SegmentService.multi_create_segment(args['segments'], document, dataset)
return {
'data': marshal(segments, segment_fields),
'doc_form': document.doc_form
}, 200
def get(self, tenant_id, dataset_id, document_id):
"""Create single segment."""

View File

@ -1,6 +1,6 @@
from flask import current_app
from flask_restful import Resource
from configs import dify_config
from controllers.service_api import api
@ -9,7 +9,7 @@ class IndexApi(Resource):
return {
"welcome": "Dify OpenAPI",
"api_version": "v1",
"server_version": dify_config.CURRENT_VERSION,
"server_version": current_app.config['CURRENT_VERSION']
}

View File

@ -1,6 +1,6 @@
from flask import current_app
from flask_restful import fields, marshal_with
from configs import dify_config
from controllers.web import api
from controllers.web.error import AppUnavailableError
from controllers.web.wraps import WebApiResource
@ -75,7 +75,7 @@ class AppParameterApi(WebApiResource):
"transfer_methods": ["remote_url", "local_file"]
}}),
'system_parameters': {
'image_file_size_limit': dify_config.UPLOAD_IMAGE_FILE_SIZE_LIMIT
'image_file_size_limit': current_app.config.get('UPLOAD_IMAGE_FILE_SIZE_LIMIT')
}
}

View File

@ -74,12 +74,10 @@ class TextApi(WebApiResource):
parser = reqparse.RequestParser()
parser.add_argument('message_id', type=str, required=False, location='json')
parser.add_argument('voice', type=str, location='json')
parser.add_argument('text', type=str, location='json')
parser.add_argument('streaming', type=bool, location='json')
args = parser.parse_args()
message_id = args.get('message_id', None)
text = args.get('text', None)
message_id = args.get('message_id')
if (app_model.mode in [AppMode.ADVANCED_CHAT.value, AppMode.WORKFLOW.value]
and app_model.workflow
and app_model.workflow.features_dict):
@ -96,8 +94,7 @@ class TextApi(WebApiResource):
app_model=app_model,
message_id=message_id,
end_user=end_user.external_user_id,
voice=voice,
text=text
voice=voice
)
return response

View File

@ -26,8 +26,6 @@ class ConversationListApi(WebApiResource):
parser.add_argument('last_id', type=uuid_value, location='args')
parser.add_argument('limit', type=int_range(1, 100), required=False, default=20, location='args')
parser.add_argument('pinned', type=str, choices=['true', 'false', None], location='args')
parser.add_argument('sort_by', type=str, choices=['created_at', '-created_at', 'updated_at', '-updated_at'],
required=False, default='-updated_at', location='args')
args = parser.parse_args()
pinned = None
@ -42,7 +40,6 @@ class ConversationListApi(WebApiResource):
limit=args['limit'],
invoke_from=InvokeFrom.WEB_APP,
pinned=pinned,
sort_by=args['sort_by']
)
except LastConversationNotExistsError:
raise NotFound("Last Conversation Not Exists.")

View File

@ -1,12 +1,11 @@
from flask import current_app
from flask_restful import fields, marshal_with
from werkzeug.exceptions import Forbidden
from configs import dify_config
from controllers.web import api
from controllers.web.wraps import WebApiResource
from extensions.ext_database import db
from libs.helper import AppIconUrlField
from models.account import TenantStatus
from models.model import Site
from services.feature_service import FeatureService
@ -29,10 +28,8 @@ class AppSiteApi(WebApiResource):
'title': fields.String,
'chat_color_theme': fields.String,
'chat_color_theme_inverted': fields.Boolean,
'icon_type': fields.String,
'icon': fields.String,
'icon_background': fields.String,
'icon_url': AppIconUrlField,
'description': fields.String,
'copyright': fields.String,
'privacy_policy': fields.String,
@ -87,7 +84,7 @@ class AppSiteInfo:
self.can_replace_logo = can_replace_logo
if can_replace_logo:
base_url = dify_config.FILES_URL
base_url = current_app.config.get('FILES_URL')
remove_webapp_brand = tenant.custom_config_dict.get('remove_webapp_brand', False)
replace_webapp_logo = f'{base_url}/files/workspaces/{tenant.id}/webapp-logo' if tenant.custom_config_dict.get('replace_webapp_logo') else None
self.custom_config = {

View File

@ -64,19 +64,15 @@ class BaseAgentRunner(AppRunner):
"""
Agent runner
:param tenant_id: tenant id
:param application_generate_entity: application generate entity
:param conversation: conversation
:param app_config: app generate entity
:param model_config: model config
:param config: dataset config
:param queue_manager: queue manager
:param message: message
:param user_id: user id
:param agent_llm_callback: agent llm callback
:param callback: callback
:param memory: memory
:param prompt_messages: prompt messages
:param variables_pool: variables pool
:param db_variables: db variables
:param model_instance: model instance
"""
self.tenant_id = tenant_id
self.application_generate_entity = application_generate_entity
@ -449,7 +445,7 @@ class BaseAgentRunner(AppRunner):
try:
tool_responses = json.loads(agent_thought.observation)
except Exception as e:
tool_responses = dict.fromkeys(tools, agent_thought.observation)
tool_responses = { tool: agent_thought.observation for tool in tools }
for tool in tools:
# generate a uuid for tool call

View File

@ -79,7 +79,6 @@ class CotAgentRunner(BaseAgentRunner, ABC):
llm_usage.completion_tokens += usage.completion_tokens
llm_usage.prompt_price += usage.prompt_price
llm_usage.completion_price += usage.completion_price
llm_usage.total_price += usage.total_price
model_instance = self.model_instance
@ -292,8 +291,6 @@ class CotAgentRunner(BaseAgentRunner, ABC):
handle invoke action
:param action: action
:param tool_instances: tool instances
:param message_file_ids: message file ids
:param trace_manager: trace manager
:return: observation, meta
"""
# action is tool call, invoke tool

View File

@ -62,7 +62,6 @@ class FunctionCallAgentRunner(BaseAgentRunner):
llm_usage.completion_tokens += usage.completion_tokens
llm_usage.prompt_price += usage.prompt_price
llm_usage.completion_price += usage.completion_price
llm_usage.total_price += usage.total_price
model_instance = self.model_instance
@ -343,14 +342,10 @@ class FunctionCallAgentRunner(BaseAgentRunner):
"""
tool_calls = []
for prompt_message in llm_result_chunk.delta.message.tool_calls:
args = {}
if prompt_message.function.arguments != '':
args = json.loads(prompt_message.function.arguments)
tool_calls.append((
prompt_message.id,
prompt_message.function.name,
args,
json.loads(prompt_message.function.arguments),
))
return tool_calls
@ -364,14 +359,10 @@ class FunctionCallAgentRunner(BaseAgentRunner):
"""
tool_calls = []
for prompt_message in llm_result.message.tool_calls:
args = {}
if prompt_message.function.arguments != '':
args = json.loads(prompt_message.function.arguments)
tool_calls.append((
prompt_message.id,
prompt_message.function.name,
args,
json.loads(prompt_message.function.arguments),
))
return tool_calls

View File

@ -1,7 +1,6 @@
from collections.abc import Mapping
from typing import Any
from typing import Optional, Union
from core.app.app_config.entities import AppAdditionalFeatures
from core.app.app_config.entities import AppAdditionalFeatures, EasyUIBasedAppModelConfigFrom
from core.app.app_config.features.file_upload.manager import FileUploadConfigManager
from core.app.app_config.features.more_like_this.manager import MoreLikeThisConfigManager
from core.app.app_config.features.opening_statement.manager import OpeningStatementConfigManager
@ -11,19 +10,37 @@ from core.app.app_config.features.suggested_questions_after_answer.manager impor
SuggestedQuestionsAfterAnswerConfigManager,
)
from core.app.app_config.features.text_to_speech.manager import TextToSpeechConfigManager
from models.model import AppMode
from models.model import AppMode, AppModelConfig
class BaseAppConfigManager:
@classmethod
def convert_features(cls, config_dict: Mapping[str, Any], app_mode: AppMode) -> AppAdditionalFeatures:
def convert_to_config_dict(cls, config_from: EasyUIBasedAppModelConfigFrom,
app_model_config: Union[AppModelConfig, dict],
config_dict: Optional[dict] = None) -> dict:
"""
Convert app model config to config dict
:param config_from: app model config from
:param app_model_config: app model config
:param config_dict: app model config dict
:return:
"""
if config_from != EasyUIBasedAppModelConfigFrom.ARGS:
app_model_config_dict = app_model_config.to_dict()
config_dict = app_model_config_dict.copy()
return config_dict
@classmethod
def convert_features(cls, config_dict: dict, app_mode: AppMode) -> AppAdditionalFeatures:
"""
Convert app config to app model config
:param config_dict: app config
:param app_mode: app mode
"""
config_dict = dict(config_dict.items())
config_dict = config_dict.copy()
additional_features = AppAdditionalFeatures()
additional_features.show_retrieve_source = RetrievalResourceConfigManager.convert(

View File

@ -62,12 +62,7 @@ class DatasetConfigManager:
return None
# dataset configs
if 'dataset_configs' in config and config.get('dataset_configs'):
dataset_configs = config.get('dataset_configs')
else:
dataset_configs = {
'retrieval_model': 'multiple'
}
dataset_configs = config.get('dataset_configs', {'retrieval_model': 'single'})
query_variable = config.get('dataset_query_variable')
if dataset_configs['retrieval_model'] == 'single':
@ -88,12 +83,9 @@ class DatasetConfigManager:
retrieve_strategy=DatasetRetrieveConfigEntity.RetrieveStrategy.value_of(
dataset_configs['retrieval_model']
),
top_k=dataset_configs.get('top_k', 4),
top_k=dataset_configs.get('top_k'),
score_threshold=dataset_configs.get('score_threshold'),
reranking_model=dataset_configs.get('reranking_model'),
weights=dataset_configs.get('weights'),
reranking_enabled=dataset_configs.get('reranking_enabled', True),
rerank_mode=dataset_configs.get('rerank_mode', 'reranking_model'),
reranking_model=dataset_configs.get('reranking_model')
)
)
@ -122,6 +114,12 @@ class DatasetConfigManager:
if not isinstance(config["dataset_configs"], dict):
raise ValueError("dataset_configs must be of object type")
if config["dataset_configs"]['retrieval_model'] == 'multiple':
if not config["dataset_configs"]['reranking_model']:
raise ValueError("reranking_model has not been set")
if not isinstance(config["dataset_configs"]['reranking_model'], dict):
raise ValueError("reranking_model must be of object type")
if not isinstance(config["dataset_configs"], dict):
raise ValueError("dataset_configs must be of object type")

View File

@ -1,6 +1,6 @@
import re
from core.app.app_config.entities import ExternalDataVariableEntity, VariableEntity, VariableEntityType
from core.app.app_config.entities import ExternalDataVariableEntity, VariableEntity
from core.external_data_tool.factory import ExternalDataToolFactory
@ -13,7 +13,7 @@ class BasicVariablesConfigManager:
:param config: model config args
"""
external_data_variables = []
variable_entities = []
variables = []
# old external_data_tools
external_data_tools = config.get('external_data_tools', [])
@ -30,41 +30,50 @@ class BasicVariablesConfigManager:
)
# variables and external_data_tools
for variables in config.get('user_input_form', []):
variable_type = list(variables.keys())[0]
if variable_type == VariableEntityType.EXTERNAL_DATA_TOOL:
variable = variables[variable_type]
if 'config' not in variable:
for variable in config.get('user_input_form', []):
typ = list(variable.keys())[0]
if typ == 'external_data_tool':
val = variable[typ]
if 'config' not in val:
continue
external_data_variables.append(
ExternalDataVariableEntity(
variable=variable['variable'],
type=variable['type'],
config=variable['config']
variable=val['variable'],
type=val['type'],
config=val['config']
)
)
elif variable_type in [
VariableEntityType.TEXT_INPUT,
VariableEntityType.PARAGRAPH,
VariableEntityType.NUMBER,
VariableEntityType.SELECT,
elif typ in [
VariableEntity.Type.TEXT_INPUT.value,
VariableEntity.Type.PARAGRAPH.value,
VariableEntity.Type.NUMBER.value,
]:
variable = variables[variable_type]
variable_entities.append(
variables.append(
VariableEntity(
type=variable_type,
variable=variable.get('variable'),
description=variable.get('description'),
label=variable.get('label'),
required=variable.get('required', False),
max_length=variable.get('max_length'),
options=variable.get('options'),
default=variable.get('default'),
type=VariableEntity.Type.value_of(typ),
variable=variable[typ].get('variable'),
description=variable[typ].get('description'),
label=variable[typ].get('label'),
required=variable[typ].get('required', False),
max_length=variable[typ].get('max_length'),
default=variable[typ].get('default'),
)
)
elif typ == VariableEntity.Type.SELECT.value:
variables.append(
VariableEntity(
type=VariableEntity.Type.SELECT,
variable=variable[typ].get('variable'),
description=variable[typ].get('description'),
label=variable[typ].get('label'),
required=variable[typ].get('required', False),
options=variable[typ].get('options'),
default=variable[typ].get('default'),
)
)
return variable_entities, external_data_variables
return variables, external_data_variables
@classmethod
def validate_and_set_defaults(cls, tenant_id: str, config: dict) -> tuple[dict, list[str]]:
@ -174,4 +183,4 @@ class BasicVariablesConfigManager:
config=config
)
return config, ["external_data_tools"]
return config, ["external_data_tools"]

View File

@ -3,9 +3,8 @@ from typing import Any, Optional
from pydantic import BaseModel
from core.file.file_obj import FileExtraConfig
from core.model_runtime.entities.message_entities import PromptMessageRole
from models import AppMode
from models.model import AppMode
class ModelConfigEntity(BaseModel):
@ -82,29 +81,43 @@ class PromptTemplateEntity(BaseModel):
advanced_completion_prompt_template: Optional[AdvancedCompletionPromptTemplateEntity] = None
class VariableEntityType(str, Enum):
TEXT_INPUT = "text-input"
SELECT = "select"
PARAGRAPH = "paragraph"
NUMBER = "number"
EXTERNAL_DATA_TOOL = "external-data-tool"
class VariableEntity(BaseModel):
"""
Variable Entity.
"""
class Type(Enum):
TEXT_INPUT = 'text-input'
SELECT = 'select'
PARAGRAPH = 'paragraph'
NUMBER = 'number'
@classmethod
def value_of(cls, value: str) -> 'VariableEntity.Type':
"""
Get value of given mode.
:param value: mode value
:return: mode
"""
for mode in cls:
if mode.value == value:
return mode
raise ValueError(f'invalid variable type value {value}')
variable: str
label: str
description: Optional[str] = None
type: VariableEntityType
type: Type
required: bool = False
max_length: Optional[int] = None
options: Optional[list[str]] = None
default: Optional[str] = None
hint: Optional[str] = None
@property
def name(self) -> str:
return self.variable
class ExternalDataVariableEntity(BaseModel):
"""
@ -145,13 +158,8 @@ class DatasetRetrieveConfigEntity(BaseModel):
retrieve_strategy: RetrieveStrategy
top_k: Optional[int] = None
score_threshold: Optional[float] = .0
rerank_mode: Optional[str] = 'reranking_model'
score_threshold: Optional[float] = None
reranking_model: Optional[dict] = None
weights: Optional[dict] = None
reranking_enabled: Optional[bool] = True
class DatasetEntity(BaseModel):
@ -187,6 +195,11 @@ class TracingConfigEntity(BaseModel):
tracing_provider: str
class FileExtraConfig(BaseModel):
"""
File Upload Entity.
"""
image_config: Optional[dict[str, Any]] = None
class AppAdditionalFeatures(BaseModel):
@ -238,4 +251,4 @@ class WorkflowUIBasedAppConfig(AppConfig):
"""
Workflow UI Based App Config Entity.
"""
workflow_id: str
workflow_id: str

View File

@ -1,12 +1,11 @@
from collections.abc import Mapping
from typing import Any, Optional
from typing import Optional
from core.file.file_obj import FileExtraConfig
from core.app.app_config.entities import FileExtraConfig
class FileUploadConfigManager:
@classmethod
def convert(cls, config: Mapping[str, Any], is_vision: bool = True) -> Optional[FileExtraConfig]:
def convert(cls, config: dict, is_vision: bool = True) -> Optional[FileExtraConfig]:
"""
Convert model config to model config

View File

@ -3,13 +3,13 @@ from core.app.app_config.entities import TextToSpeechEntity
class TextToSpeechConfigManager:
@classmethod
def convert(cls, config: dict):
def convert(cls, config: dict) -> bool:
"""
Convert model config to model config
:param config: model config args
"""
text_to_speech = None
text_to_speech = False
text_to_speech_dict = config.get('text_to_speech')
if text_to_speech_dict:
if text_to_speech_dict.get('enabled'):

View File

@ -1,4 +1,3 @@
import contextvars
import logging
import os
import threading
@ -8,10 +7,7 @@ from typing import Union
from flask import Flask, current_app
from pydantic import ValidationError
from sqlalchemy import select
from sqlalchemy.orm import Session
import contexts
from core.app.app_config.features.file_upload.manager import FileUploadConfigManager
from core.app.apps.advanced_chat.app_config_manager import AdvancedChatAppConfigManager
from core.app.apps.advanced_chat.app_runner import AdvancedChatAppRunner
@ -20,20 +16,15 @@ from core.app.apps.advanced_chat.generate_task_pipeline import AdvancedChatAppGe
from core.app.apps.base_app_queue_manager import AppQueueManager, GenerateTaskStoppedException, PublishFrom
from core.app.apps.message_based_app_generator import MessageBasedAppGenerator
from core.app.apps.message_based_app_queue_manager import MessageBasedAppQueueManager
from core.app.entities.app_invoke_entities import (
AdvancedChatAppGenerateEntity,
InvokeFrom,
)
from core.app.entities.app_invoke_entities import AdvancedChatAppGenerateEntity, InvokeFrom
from core.app.entities.task_entities import ChatbotAppBlockingResponse, ChatbotAppStreamResponse
from core.file.message_file_parser import MessageFileParser
from core.model_runtime.errors.invoke import InvokeAuthorizationError, InvokeError
from core.ops.ops_trace_manager import TraceQueueManager
from core.workflow.entities.variable_pool import VariablePool
from core.workflow.enums import SystemVariableKey
from extensions.ext_database import db
from models.account import Account
from models.model import App, Conversation, EndUser, Message
from models.workflow import ConversationVariable, Workflow
from models.workflow import Workflow
logger = logging.getLogger(__name__)
@ -46,7 +37,7 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
args: dict,
invoke_from: InvokeFrom,
stream: bool = True,
):
) -> Union[dict, Generator[dict, None, None]]:
"""
Generate App response.
@ -73,9 +64,8 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
# get conversation
conversation = None
conversation_id = args.get('conversation_id')
if conversation_id:
conversation = self._get_conversation_by_user(app_model=app_model, conversation_id=conversation_id, user=user)
if args.get('conversation_id'):
conversation = self._get_conversation_by_user(app_model, args.get('conversation_id'), user)
# parse files
files = args['files'] if args.get('files') else []
@ -97,8 +87,7 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
)
# get tracing instance
user_id = user.id if isinstance(user, Account) else user.session_id
trace_manager = TraceQueueManager(app_model.id, user_id)
trace_manager = TraceQueueManager(app_id=app_model.id)
if invoke_from == InvokeFrom.DEBUGGER:
# always enable retriever resource in debugger mode
@ -118,9 +107,9 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
extras=extras,
trace_manager=trace_manager
)
contexts.tenant_id.set(application_generate_entity.app_config.tenant_id)
return self._generate(
app_model=app_model,
workflow=workflow,
user=user,
invoke_from=invoke_from,
@ -128,13 +117,14 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
conversation=conversation,
stream=stream
)
def single_iteration_generate(self, app_model: App,
workflow: Workflow,
node_id: str,
user: Account,
args: dict,
stream: bool = True):
stream: bool = True) \
-> Union[dict, Generator[dict, None, None]]:
"""
Generate App response.
@ -147,19 +137,18 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
"""
if not node_id:
raise ValueError('node_id is required')
if args.get('inputs') is None:
raise ValueError('inputs is required')
extras = {
"auto_generate_conversation_name": False
}
# get conversation
conversation = None
conversation_id = args.get('conversation_id')
if conversation_id:
conversation = self._get_conversation_by_user(app_model=app_model, conversation_id=conversation_id, user=user)
if args.get('conversation_id'):
conversation = self._get_conversation_by_user(app_model, args.get('conversation_id'), user)
# convert to app config
app_config = AdvancedChatAppConfigManager.get_app_config(
@ -184,9 +173,9 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
inputs=args['inputs']
)
)
contexts.tenant_id.set(application_generate_entity.app_config.tenant_id)
return self._generate(
app_model=app_model,
workflow=workflow,
user=user,
invoke_from=InvokeFrom.DEBUGGER,
@ -195,13 +184,14 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
stream=stream
)
def _generate(self, *,
def _generate(self, app_model: App,
workflow: Workflow,
user: Union[Account, EndUser],
invoke_from: InvokeFrom,
application_generate_entity: AdvancedChatAppGenerateEntity,
conversation: Conversation | None = None,
stream: bool = True):
conversation: Conversation = None,
stream: bool = True) \
-> Union[dict, Generator[dict, None, None]]:
is_first_conversation = False
if not conversation:
is_first_conversation = True
@ -216,7 +206,7 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
# update conversation features
conversation.override_model_configs = workflow.features
db.session.commit()
# db.session.refresh(conversation)
db.session.refresh(conversation)
# init queue manager
queue_manager = MessageBasedAppQueueManager(
@ -228,69 +218,13 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
message_id=message.id
)
# Init conversation variables
stmt = select(ConversationVariable).where(
ConversationVariable.app_id == conversation.app_id, ConversationVariable.conversation_id == conversation.id
)
with Session(db.engine) as session:
conversation_variables = session.scalars(stmt).all()
if not conversation_variables:
# Create conversation variables if they don't exist.
conversation_variables = [
ConversationVariable.from_variable(
app_id=conversation.app_id, conversation_id=conversation.id, variable=variable
)
for variable in workflow.conversation_variables
]
session.add_all(conversation_variables)
# Convert database entities to variables.
conversation_variables = [item.to_variable() for item in conversation_variables]
session.commit()
# Increment dialogue count.
conversation.dialogue_count += 1
conversation_id = conversation.id
conversation_dialogue_count = conversation.dialogue_count
db.session.commit()
db.session.refresh(conversation)
inputs = application_generate_entity.inputs
query = application_generate_entity.query
files = application_generate_entity.files
user_id = None
if application_generate_entity.invoke_from in [InvokeFrom.WEB_APP, InvokeFrom.SERVICE_API]:
end_user = db.session.query(EndUser).filter(EndUser.id == application_generate_entity.user_id).first()
if end_user:
user_id = end_user.session_id
else:
user_id = application_generate_entity.user_id
# Create a variable pool.
system_inputs = {
SystemVariableKey.QUERY: query,
SystemVariableKey.FILES: files,
SystemVariableKey.CONVERSATION_ID: conversation_id,
SystemVariableKey.USER_ID: user_id,
SystemVariableKey.DIALOGUE_COUNT: conversation_dialogue_count,
}
variable_pool = VariablePool(
system_variables=system_inputs,
user_inputs=inputs,
environment_variables=workflow.environment_variables,
conversation_variables=conversation_variables,
)
contexts.workflow_variable_pool.set(variable_pool)
# new thread
worker_thread = threading.Thread(target=self._generate_worker, kwargs={
'flask_app': current_app._get_current_object(),
'application_generate_entity': application_generate_entity,
'queue_manager': queue_manager,
'conversation_id': conversation.id,
'message_id': message.id,
'context': contextvars.copy_context(),
})
worker_thread.start()
@ -303,7 +237,7 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
conversation=conversation,
message=message,
user=user,
stream=stream,
stream=stream
)
return AdvancedChatAppGenerateResponseConverter.convert(
@ -314,8 +248,8 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
def _generate_worker(self, flask_app: Flask,
application_generate_entity: AdvancedChatAppGenerateEntity,
queue_manager: AppQueueManager,
message_id: str,
context: contextvars.Context) -> None:
conversation_id: str,
message_id: str) -> None:
"""
Generate worker in a new thread.
:param flask_app: Flask app
@ -325,8 +259,6 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
:param message_id: message ID
:return:
"""
for var, val in context.items():
var.set(val)
with flask_app.app_context():
try:
runner = AdvancedChatAppRunner()
@ -341,7 +273,8 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
user_id=application_generate_entity.user_id
)
else:
# get message
# get conversation and message
conversation = self._get_conversation(conversation_id)
message = self._get_message(message_id)
# chatbot app
@ -349,6 +282,7 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
runner.run(
application_generate_entity=application_generate_entity,
queue_manager=queue_manager,
conversation=conversation,
message=message
)
except GenerateTaskStoppedException:
@ -362,7 +296,7 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
logger.exception("Validation Error when generating")
queue_manager.publish_error(e, PublishFrom.APPLICATION_MANAGER)
except (ValueError, InvokeError) as e:
if os.environ.get("DEBUG", "false").lower() == 'true':
if os.environ.get("DEBUG") and os.environ.get("DEBUG").lower() == 'true':
logger.exception("Error when generating")
queue_manager.publish_error(e, PublishFrom.APPLICATION_MANAGER)
except Exception as e:
@ -371,17 +305,14 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
finally:
db.session.close()
def _handle_advanced_chat_response(
self,
*,
application_generate_entity: AdvancedChatAppGenerateEntity,
workflow: Workflow,
queue_manager: AppQueueManager,
conversation: Conversation,
message: Message,
user: Union[Account, EndUser],
stream: bool = False,
) -> Union[ChatbotAppBlockingResponse, Generator[ChatbotAppStreamResponse, None, None]]:
def _handle_advanced_chat_response(self, application_generate_entity: AdvancedChatAppGenerateEntity,
workflow: Workflow,
queue_manager: AppQueueManager,
conversation: Conversation,
message: Message,
user: Union[Account, EndUser],
stream: bool = False) \
-> Union[ChatbotAppBlockingResponse, Generator[ChatbotAppStreamResponse, None, None]]:
"""
Handle response.
:param application_generate_entity: application generate entity
@ -401,7 +332,7 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
conversation=conversation,
message=message,
user=user,
stream=stream,
stream=stream
)
try:

View File

@ -5,12 +5,7 @@ import queue
import re
import threading
from core.app.entities.queue_entities import (
QueueAgentMessageEvent,
QueueLLMChunkEvent,
QueueNodeSucceededEvent,
QueueTextChunkEvent,
)
from core.app.entities.queue_entities import QueueAgentMessageEvent, QueueLLMChunkEvent, QueueTextChunkEvent
from core.model_manager import ModelManager
from core.model_runtime.entities.model_entities import ModelType
@ -93,8 +88,6 @@ class AppGeneratorTTSPublisher:
self.msg_text += message.event.chunk.delta.message.content
elif isinstance(message.event, QueueTextChunkEvent):
self.msg_text += message.event.text
elif isinstance(message.event, QueueNodeSucceededEvent):
self.msg_text += message.event.outputs.get('output', '')
self.last_message = message
sentence_arr, text_tmp = self._extract_sentence(self.msg_text)
if len(sentence_arr) >= min(self.MAX_SENTENCE, 7):

View File

@ -1,8 +1,7 @@
import logging
import os
import time
from collections.abc import Mapping
from typing import Any, Optional, cast
from typing import Optional, cast
from core.app.apps.advanced_chat.app_config_manager import AdvancedChatAppConfig
from core.app.apps.advanced_chat.workflow_event_trigger_callback import WorkflowEventTriggerCallback
@ -15,11 +14,12 @@ from core.app.entities.app_invoke_entities import (
)
from core.app.entities.queue_entities import QueueAnnotationReplyEvent, QueueStopEvent, QueueTextChunkEvent
from core.moderation.base import ModerationException
from core.workflow.callbacks.base_workflow_callback import WorkflowCallback
from core.workflow.entities.node_entities import SystemVariable
from core.workflow.nodes.base_node import UserFrom
from core.workflow.workflow_engine_manager import WorkflowEngineManager
from extensions.ext_database import db
from models import App, Message, Workflow
from models.model import App, Conversation, EndUser, Message
from models.workflow import Workflow
logger = logging.getLogger(__name__)
@ -29,12 +29,10 @@ class AdvancedChatAppRunner(AppRunner):
AdvancedChat Application Runner
"""
def run(
self,
application_generate_entity: AdvancedChatAppGenerateEntity,
queue_manager: AppQueueManager,
message: Message,
) -> None:
def run(self, application_generate_entity: AdvancedChatAppGenerateEntity,
queue_manager: AppQueueManager,
conversation: Conversation,
message: Message) -> None:
"""
Run application
:param application_generate_entity: application generate entity
@ -48,43 +46,53 @@ class AdvancedChatAppRunner(AppRunner):
app_record = db.session.query(App).filter(App.id == app_config.app_id).first()
if not app_record:
raise ValueError('App not found')
raise ValueError("App not found")
workflow = self.get_workflow(app_model=app_record, workflow_id=app_config.workflow_id)
if not workflow:
raise ValueError('Workflow not initialized')
raise ValueError("Workflow not initialized")
inputs = application_generate_entity.inputs
query = application_generate_entity.query
files = application_generate_entity.files
user_id = None
if application_generate_entity.invoke_from in [InvokeFrom.WEB_APP, InvokeFrom.SERVICE_API]:
end_user = db.session.query(EndUser).filter(EndUser.id == application_generate_entity.user_id).first()
if end_user:
user_id = end_user.session_id
else:
user_id = application_generate_entity.user_id
# moderation
if self.handle_input_moderation(
queue_manager=queue_manager,
app_record=app_record,
app_generate_entity=application_generate_entity,
inputs=inputs,
query=query,
message_id=message.id,
queue_manager=queue_manager,
app_record=app_record,
app_generate_entity=application_generate_entity,
inputs=inputs,
query=query,
message_id=message.id
):
return
# annotation reply
if self.handle_annotation_reply(
app_record=app_record,
message=message,
query=query,
queue_manager=queue_manager,
app_generate_entity=application_generate_entity,
app_record=app_record,
message=message,
query=query,
queue_manager=queue_manager,
app_generate_entity=application_generate_entity
):
return
db.session.close()
workflow_callbacks: list[WorkflowCallback] = [
WorkflowEventTriggerCallback(queue_manager=queue_manager, workflow=workflow)
]
workflow_callbacks = [WorkflowEventTriggerCallback(
queue_manager=queue_manager,
workflow=workflow
)]
if bool(os.environ.get('DEBUG', 'False').lower() == 'true'):
if bool(os.environ.get("DEBUG", 'False').lower() == 'true'):
workflow_callbacks.append(WorkflowLoggingCallback())
# RUN WORKFLOW
@ -96,29 +104,43 @@ class AdvancedChatAppRunner(AppRunner):
if application_generate_entity.invoke_from in [InvokeFrom.EXPLORE, InvokeFrom.DEBUGGER]
else UserFrom.END_USER,
invoke_from=application_generate_entity.invoke_from,
user_inputs=inputs,
system_inputs={
SystemVariable.QUERY: query,
SystemVariable.FILES: files,
SystemVariable.CONVERSATION_ID: conversation.id,
SystemVariable.USER_ID: user_id
},
callbacks=workflow_callbacks,
call_depth=application_generate_entity.call_depth,
call_depth=application_generate_entity.call_depth
)
def single_iteration_run(
self, app_id: str, workflow_id: str, queue_manager: AppQueueManager, inputs: dict, node_id: str, user_id: str
) -> None:
def single_iteration_run(self, app_id: str, workflow_id: str,
queue_manager: AppQueueManager,
inputs: dict, node_id: str, user_id: str) -> None:
"""
Single iteration run
"""
app_record = db.session.query(App).filter(App.id == app_id).first()
app_record: App = db.session.query(App).filter(App.id == app_id).first()
if not app_record:
raise ValueError('App not found')
raise ValueError("App not found")
workflow = self.get_workflow(app_model=app_record, workflow_id=workflow_id)
if not workflow:
raise ValueError('Workflow not initialized')
workflow_callbacks = [WorkflowEventTriggerCallback(queue_manager=queue_manager, workflow=workflow)]
raise ValueError("Workflow not initialized")
workflow_callbacks = [WorkflowEventTriggerCallback(
queue_manager=queue_manager,
workflow=workflow
)]
workflow_engine_manager = WorkflowEngineManager()
workflow_engine_manager.single_step_run_iteration_workflow_node(
workflow=workflow, node_id=node_id, user_id=user_id, user_inputs=inputs, callbacks=workflow_callbacks
workflow=workflow,
node_id=node_id,
user_id=user_id,
user_inputs=inputs,
callbacks=workflow_callbacks
)
def get_workflow(self, app_model: App, workflow_id: str) -> Optional[Workflow]:
@ -126,25 +148,22 @@ class AdvancedChatAppRunner(AppRunner):
Get workflow
"""
# fetch workflow by workflow_id
workflow = (
db.session.query(Workflow)
.filter(
Workflow.tenant_id == app_model.tenant_id, Workflow.app_id == app_model.id, Workflow.id == workflow_id
)
.first()
)
workflow = db.session.query(Workflow).filter(
Workflow.tenant_id == app_model.tenant_id,
Workflow.app_id == app_model.id,
Workflow.id == workflow_id
).first()
# return workflow
return workflow
def handle_input_moderation(
self,
queue_manager: AppQueueManager,
app_record: App,
app_generate_entity: AdvancedChatAppGenerateEntity,
inputs: Mapping[str, Any],
query: str,
message_id: str,
self, queue_manager: AppQueueManager,
app_record: App,
app_generate_entity: AdvancedChatAppGenerateEntity,
inputs: dict,
query: str,
message_id: str
) -> bool:
"""
Handle input moderation
@ -171,20 +190,17 @@ class AdvancedChatAppRunner(AppRunner):
queue_manager=queue_manager,
text=str(e),
stream=app_generate_entity.stream,
stopped_by=QueueStopEvent.StopBy.INPUT_MODERATION,
stopped_by=QueueStopEvent.StopBy.INPUT_MODERATION
)
return True
return False
def handle_annotation_reply(
self,
app_record: App,
message: Message,
query: str,
queue_manager: AppQueueManager,
app_generate_entity: AdvancedChatAppGenerateEntity,
) -> bool:
def handle_annotation_reply(self, app_record: App,
message: Message,
query: str,
queue_manager: AppQueueManager,
app_generate_entity: AdvancedChatAppGenerateEntity) -> bool:
"""
Handle annotation reply
:param app_record: app record
@ -199,27 +215,29 @@ class AdvancedChatAppRunner(AppRunner):
message=message,
query=query,
user_id=app_generate_entity.user_id,
invoke_from=app_generate_entity.invoke_from,
invoke_from=app_generate_entity.invoke_from
)
if annotation_reply:
queue_manager.publish(
QueueAnnotationReplyEvent(message_annotation_id=annotation_reply.id), PublishFrom.APPLICATION_MANAGER
QueueAnnotationReplyEvent(message_annotation_id=annotation_reply.id),
PublishFrom.APPLICATION_MANAGER
)
self._stream_output(
queue_manager=queue_manager,
text=annotation_reply.content,
stream=app_generate_entity.stream,
stopped_by=QueueStopEvent.StopBy.ANNOTATION_REPLY,
stopped_by=QueueStopEvent.StopBy.ANNOTATION_REPLY
)
return True
return False
def _stream_output(
self, queue_manager: AppQueueManager, text: str, stream: bool, stopped_by: QueueStopEvent.StopBy
) -> None:
def _stream_output(self, queue_manager: AppQueueManager,
text: str,
stream: bool,
stopped_by: QueueStopEvent.StopBy) -> None:
"""
Direct output
:param queue_manager: application queue manager
@ -230,10 +248,15 @@ class AdvancedChatAppRunner(AppRunner):
if stream:
index = 0
for token in text:
queue_manager.publish(QueueTextChunkEvent(text=token), PublishFrom.APPLICATION_MANAGER)
queue_manager.publish(
QueueTextChunkEvent(
text=token
), PublishFrom.APPLICATION_MANAGER
)
index += 1
time.sleep(0.01)
else:
queue_manager.publish(QueueTextChunkEvent(text=text), PublishFrom.APPLICATION_MANAGER)
queue_manager.publish(QueueStopEvent(stopped_by=stopped_by), PublishFrom.APPLICATION_MANAGER)
queue_manager.publish(
QueueStopEvent(stopped_by=stopped_by),
PublishFrom.APPLICATION_MANAGER
)

View File

@ -1,11 +1,9 @@
import json
from collections.abc import Generator
from typing import Any, cast
from typing import cast
from core.app.apps.base_app_generate_response_converter import AppGenerateResponseConverter
from core.app.entities.task_entities import (
AppBlockingResponse,
AppStreamResponse,
ChatbotAppBlockingResponse,
ChatbotAppStreamResponse,
ErrorStreamResponse,
@ -20,13 +18,12 @@ class AdvancedChatAppGenerateResponseConverter(AppGenerateResponseConverter):
_blocking_response_type = ChatbotAppBlockingResponse
@classmethod
def convert_blocking_full_response(cls, blocking_response: AppBlockingResponse) -> dict[str, Any]:
def convert_blocking_full_response(cls, blocking_response: ChatbotAppBlockingResponse) -> dict:
"""
Convert blocking full response.
:param blocking_response: blocking response
:return:
"""
blocking_response = cast(ChatbotAppBlockingResponse, blocking_response)
response = {
'event': 'message',
'task_id': blocking_response.task_id,
@ -42,7 +39,7 @@ class AdvancedChatAppGenerateResponseConverter(AppGenerateResponseConverter):
return response
@classmethod
def convert_blocking_simple_response(cls, blocking_response: AppBlockingResponse) -> dict[str, Any]:
def convert_blocking_simple_response(cls, blocking_response: ChatbotAppBlockingResponse) -> dict:
"""
Convert blocking simple response.
:param blocking_response: blocking response
@ -56,7 +53,8 @@ class AdvancedChatAppGenerateResponseConverter(AppGenerateResponseConverter):
return response
@classmethod
def convert_stream_full_response(cls, stream_response: Generator[AppStreamResponse, None, None]) -> Generator[str, Any, None]:
def convert_stream_full_response(cls, stream_response: Generator[ChatbotAppStreamResponse, None, None]) \
-> Generator[str, None, None]:
"""
Convert stream full response.
:param stream_response: stream response
@ -85,7 +83,8 @@ class AdvancedChatAppGenerateResponseConverter(AppGenerateResponseConverter):
yield json.dumps(response_chunk)
@classmethod
def convert_stream_simple_response(cls, stream_response: Generator[AppStreamResponse, None, None]) -> Generator[str, Any, None]:
def convert_stream_simple_response(cls, stream_response: Generator[ChatbotAppStreamResponse, None, None]) \
-> Generator[str, None, None]:
"""
Convert stream simple response.
:param stream_response: stream response

View File

@ -4,7 +4,6 @@ import time
from collections.abc import Generator
from typing import Any, Optional, Union, cast
import contexts
from constants.tts_auto_play_timeout import TTS_AUTO_PLAY_TIMEOUT, TTS_AUTO_PLAY_YIELD_CPU_TIME
from core.app.apps.advanced_chat.app_generator_tts_publisher import AppGeneratorTTSPublisher, AudioTrunk
from core.app.apps.base_app_queue_manager import AppQueueManager, PublishFrom
@ -48,8 +47,7 @@ from core.file.file_obj import FileVar
from core.model_runtime.entities.llm_entities import LLMUsage
from core.model_runtime.utils.encoders import jsonable_encoder
from core.ops.ops_trace_manager import TraceQueueManager
from core.workflow.entities.node_entities import NodeType
from core.workflow.enums import SystemVariableKey
from core.workflow.entities.node_entities import NodeType, SystemVariable
from core.workflow.nodes.answer.answer_node import AnswerNode
from core.workflow.nodes.answer.entities import TextGenerateRouteChunk, VarGenerateRouteChunk
from events.message_event import message_was_created
@ -73,8 +71,7 @@ class AdvancedChatAppGenerateTaskPipeline(BasedGenerateTaskPipeline, WorkflowCyc
_application_generate_entity: AdvancedChatAppGenerateEntity
_workflow: Workflow
_user: Union[Account, EndUser]
# Deprecated
_workflow_system_variables: dict[SystemVariableKey, Any]
_workflow_system_variables: dict[SystemVariable, Any]
_iteration_nested_relations: dict[str, list[str]]
def __init__(
@ -84,7 +81,7 @@ class AdvancedChatAppGenerateTaskPipeline(BasedGenerateTaskPipeline, WorkflowCyc
conversation: Conversation,
message: Message,
user: Union[Account, EndUser],
stream: bool,
stream: bool
) -> None:
"""
Initialize AdvancedChatAppGenerateTaskPipeline.
@ -106,12 +103,11 @@ class AdvancedChatAppGenerateTaskPipeline(BasedGenerateTaskPipeline, WorkflowCyc
self._workflow = workflow
self._conversation = conversation
self._message = message
# Deprecated
self._workflow_system_variables = {
SystemVariableKey.QUERY: message.query,
SystemVariableKey.FILES: application_generate_entity.files,
SystemVariableKey.CONVERSATION_ID: conversation.id,
SystemVariableKey.USER_ID: user_id,
SystemVariable.QUERY: message.query,
SystemVariable.FILES: application_generate_entity.files,
SystemVariable.CONVERSATION_ID: conversation.id,
SystemVariable.USER_ID: user_id
}
self._task_state = AdvancedChatTaskState(
@ -122,7 +118,7 @@ class AdvancedChatAppGenerateTaskPipeline(BasedGenerateTaskPipeline, WorkflowCyc
self._stream_generate_routes = self._get_stream_generate_routes()
self._conversation_name_generate_thread = None
def process(self):
def process(self) -> Union[ChatbotAppBlockingResponse, Generator[ChatbotAppStreamResponse, None, None]]:
"""
Process generate task pipeline.
:return:
@ -145,7 +141,8 @@ class AdvancedChatAppGenerateTaskPipeline(BasedGenerateTaskPipeline, WorkflowCyc
else:
return self._to_blocking_response(generator)
def _to_blocking_response(self, generator: Generator[StreamResponse, None, None]) -> ChatbotAppBlockingResponse:
def _to_blocking_response(self, generator: Generator[StreamResponse, None, None]) \
-> ChatbotAppBlockingResponse:
"""
Process blocking response.
:return:
@ -175,7 +172,8 @@ class AdvancedChatAppGenerateTaskPipeline(BasedGenerateTaskPipeline, WorkflowCyc
raise Exception('Queue listening stopped unexpectedly.')
def _to_stream_response(self, generator: Generator[StreamResponse, None, None]) -> Generator[ChatbotAppStreamResponse, Any, None]:
def _to_stream_response(self, generator: Generator[StreamResponse, None, None]) \
-> Generator[ChatbotAppStreamResponse, None, None]:
"""
To stream response.
:return:
@ -248,15 +246,7 @@ class AdvancedChatAppGenerateTaskPipeline(BasedGenerateTaskPipeline, WorkflowCyc
:return:
"""
for message in self._queue_manager.listen():
if (message.event
and getattr(message.event, 'metadata', None)
and message.event.metadata.get('is_answer_previous_node', False)
and publisher):
publisher.publish(message=message)
elif (hasattr(message.event, 'execution_metadata')
and message.event.execution_metadata
and message.event.execution_metadata.get('is_answer_previous_node', False)
and publisher):
if publisher:
publisher.publish(message=message)
event = message.event
@ -616,9 +606,7 @@ class AdvancedChatAppGenerateTaskPipeline(BasedGenerateTaskPipeline, WorkflowCyc
if route_chunk_node_id == 'sys':
# system variable
value = contexts.workflow_variable_pool.get().get(value_selector)
if value:
value = value.text
value = self._workflow_system_variables.get(SystemVariable.value_of(value_selector[1]))
elif route_chunk_node_id in self._iteration_nested_relations:
# it's a iteration variable
if not self._iteration_state or route_chunk_node_id not in self._iteration_state.current_iterations:

View File

@ -14,13 +14,13 @@ from core.app.entities.queue_entities import (
QueueWorkflowStartedEvent,
QueueWorkflowSucceededEvent,
)
from core.workflow.callbacks.base_workflow_callback import WorkflowCallback
from core.workflow.callbacks.base_workflow_callback import BaseWorkflowCallback
from core.workflow.entities.base_node_data_entities import BaseNodeData
from core.workflow.entities.node_entities import NodeType
from models.workflow import Workflow
class WorkflowEventTriggerCallback(WorkflowCallback):
class WorkflowEventTriggerCallback(BaseWorkflowCallback):
def __init__(self, queue_manager: AppQueueManager, workflow: Workflow):
self._queue_manager = queue_manager

View File

@ -110,8 +110,7 @@ class AgentChatAppGenerator(MessageBasedAppGenerator):
)
# get tracing instance
user_id = user.id if isinstance(user, Account) else user.session_id
trace_manager = TraceQueueManager(app_model.id, user_id)
trace_manager = TraceQueueManager(app_model.id)
# init application generate entity
application_generate_entity = AgentChatAppGenerateEntity(

View File

@ -1,7 +1,7 @@
import logging
from abc import ABC, abstractmethod
from collections.abc import Generator
from typing import Any, Union
from typing import Union
from core.app.entities.app_invoke_entities import InvokeFrom
from core.app.entities.task_entities import AppBlockingResponse, AppStreamResponse
@ -15,41 +15,44 @@ class AppGenerateResponseConverter(ABC):
@classmethod
def convert(cls, response: Union[
AppBlockingResponse,
Generator[AppStreamResponse, Any, None]
], invoke_from: InvokeFrom):
Generator[AppStreamResponse, None, None]
], invoke_from: InvokeFrom) -> Union[
dict,
Generator[str, None, None]
]:
if invoke_from in [InvokeFrom.DEBUGGER, InvokeFrom.SERVICE_API]:
if isinstance(response, AppBlockingResponse):
if isinstance(response, cls._blocking_response_type):
return cls.convert_blocking_full_response(response)
else:
def _generate_full_response() -> Generator[str, Any, None]:
def _generate():
for chunk in cls.convert_stream_full_response(response):
if chunk == 'ping':
yield f'event: {chunk}\n\n'
else:
yield f'data: {chunk}\n\n'
return _generate_full_response()
return _generate()
else:
if isinstance(response, AppBlockingResponse):
if isinstance(response, cls._blocking_response_type):
return cls.convert_blocking_simple_response(response)
else:
def _generate_simple_response() -> Generator[str, Any, None]:
def _generate():
for chunk in cls.convert_stream_simple_response(response):
if chunk == 'ping':
yield f'event: {chunk}\n\n'
else:
yield f'data: {chunk}\n\n'
return _generate_simple_response()
return _generate()
@classmethod
@abstractmethod
def convert_blocking_full_response(cls, blocking_response: AppBlockingResponse) -> dict[str, Any]:
def convert_blocking_full_response(cls, blocking_response: AppBlockingResponse) -> dict:
raise NotImplementedError
@classmethod
@abstractmethod
def convert_blocking_simple_response(cls, blocking_response: AppBlockingResponse) -> dict[str, Any]:
def convert_blocking_simple_response(cls, blocking_response: AppBlockingResponse) -> dict:
raise NotImplementedError
@classmethod
@ -65,7 +68,7 @@ class AppGenerateResponseConverter(ABC):
raise NotImplementedError
@classmethod
def _get_simple_metadata(cls, metadata: dict[str, Any]):
def _get_simple_metadata(cls, metadata: dict) -> dict:
"""
Get simple metadata.
:param metadata: metadata

View File

@ -1,7 +1,7 @@
from collections.abc import Mapping
from typing import Any, Optional
from core.app.app_config.entities import AppConfig, VariableEntity, VariableEntityType
from core.app.app_config.entities import AppConfig, VariableEntity
class BaseAppGenerator:
@ -9,29 +9,29 @@ class BaseAppGenerator:
user_inputs = user_inputs or {}
# Filter input variables from form configuration, handle required fields, default values, and option values
variables = app_config.variables
filtered_inputs = {var.variable: self._validate_input(inputs=user_inputs, var=var) for var in variables}
filtered_inputs = {var.name: self._validate_input(inputs=user_inputs, var=var) for var in variables}
filtered_inputs = {k: self._sanitize_value(v) for k, v in filtered_inputs.items()}
return filtered_inputs
def _validate_input(self, *, inputs: Mapping[str, Any], var: VariableEntity):
user_input_value = inputs.get(var.variable)
user_input_value = inputs.get(var.name)
if var.required and not user_input_value:
raise ValueError(f'{var.variable} is required in input form')
raise ValueError(f'{var.name} is required in input form')
if not var.required and not user_input_value:
# TODO: should we return None here if the default value is None?
return var.default or ''
if (
var.type
in (
VariableEntityType.TEXT_INPUT,
VariableEntityType.SELECT,
VariableEntityType.PARAGRAPH,
VariableEntity.Type.TEXT_INPUT,
VariableEntity.Type.SELECT,
VariableEntity.Type.PARAGRAPH,
)
and user_input_value
and not isinstance(user_input_value, str)
):
raise ValueError(f"(type '{var.type}') {var.variable} in input form must be a string")
if var.type == VariableEntityType.NUMBER and isinstance(user_input_value, str):
raise ValueError(f"(type '{var.type}') {var.name} in input form must be a string")
if var.type == VariableEntity.Type.NUMBER and isinstance(user_input_value, str):
# may raise ValueError if user_input_value is not a valid number
try:
if '.' in user_input_value:
@ -39,14 +39,14 @@ class BaseAppGenerator:
else:
return int(user_input_value)
except ValueError:
raise ValueError(f"{var.variable} in input form must be a valid number")
if var.type == VariableEntityType.SELECT:
raise ValueError(f"{var.name} in input form must be a valid number")
if var.type == VariableEntity.Type.SELECT:
options = var.options or []
if user_input_value not in options:
raise ValueError(f'{var.variable} in input form must be one of the following: {options}')
elif var.type in (VariableEntityType.TEXT_INPUT, VariableEntityType.PARAGRAPH):
raise ValueError(f'{var.name} in input form must be one of the following: {options}')
elif var.type in (VariableEntity.Type.TEXT_INPUT, VariableEntity.Type.PARAGRAPH):
if var.max_length and user_input_value and len(user_input_value) > var.max_length:
raise ValueError(f'{var.variable} in input form must be less than {var.max_length} characters')
raise ValueError(f'{var.name} in input form must be less than {var.max_length} characters')
return user_input_value

Some files were not shown because too many files have changed in this diff Show More