redis iam check

Co-authored-by: -LAN- <[email protected]>

.devcontainer/README.md

@@ -1,4 +1,4 @@
-# Devlopment with devcontainer
+# Development with devcontainer
 This project includes a devcontainer configuration that allows you to open the project in a container with a fully configured development environment.
 Both frontend and backend environments are initialized when the container is started.
 ## GitHub Codespaces
@@ -33,5 +33,5 @@ Performance Impact: While usually minimal, programs running inside a devcontaine
 if you see such error message when you open this project in codespaces:
 ![Alt text](troubleshooting.png)
 
-a simple workaround is change `/signin` endpoint into another one, then login with github account and close the tab, then change it back to `/signin` endpoint. Then all things will be fine.
+a simple workaround is change `/signin` endpoint into another one, then login with GitHub account and close the tab, then change it back to `/signin` endpoint. Then all things will be fine.
 The reason is `signin` endpoint is not allowed in codespaces, details can be found [here](https://github.com/orgs/community/discussions/5204)

.devcontainer/devcontainer.json

@@ -32,8 +32,8 @@
 			]
 		}
 	},
-	"postStartCommand": "cd api && pip install -r requirements.txt",
-	"postCreateCommand": "cd web && npm install"
+	"postStartCommand": "./.devcontainer/post_start_command.sh",
+	"postCreateCommand": "./.devcontainer/post_create_command.sh"
 
 	// Features to add to the dev container. More info: https://containers.dev/features.
 	// "features": {},

.devcontainer/post_create_command.sh

@@ -0,0 +1,10 @@
+#!/bin/bash
+
+cd web && npm install
+
+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"' >> ~/.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
+
+source /home/vscode/.bashrc

.devcontainer/post_start_command.sh

@@ -0,0 +1,3 @@
+#!/bin/bash
+
+cd api && pip install -r requirements.txt

.github/ISSUE_TEMPLATE/bug_report.yml

@@ -8,13 +8,13 @@ body:
       label: Self Checks
       description: "To make sure we get to you in time, please check the following :)"
       options:
-        - label: This is only for bug report, if you would like to ask a quesion, please head to [Discussions](https://github.com/langgenius/dify/discussions/categories/general).
+        - label: This is only for bug report, if you would like to ask a question, please head to [Discussions](https://github.com/langgenius/dify/discussions/categories/general).
           required: true
         - 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: "Pleas do not modify this template :) and fill in all the required fields."
+        - label: "Please do not modify this template :) and fill in all the required fields."
           required: true
 
   - type: input

.github/ISSUE_TEMPLATE/document_issue.yml

@@ -1,7 +1,7 @@
 name: "📚 Documentation Issue"
 description: Report issues in our documentation
 labels:
-  - ducumentation
+  - documentation
 body:
   - type: checkboxes
     attributes:
@@ -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: "Pleas do not modify this template :) and fill in all the required fields."
+        - label: "Please do not modify this template :) and fill in all the required fields."
           required: true
   - type: textarea
     attributes:

.github/ISSUE_TEMPLATE/feature_request.yml

@@ -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: "Pleas do not modify this template :) and fill in all the required fields."
+        - label: "Please do not modify this template :) and fill in all the required fields."
           required: true
   - type: textarea
     attributes:

.github/ISSUE_TEMPLATE/translation_issue.yml

@@ -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: "Pleas do not modify this template :) and fill in all the required fields."
+        - label: "Please do not modify this template :) and fill in all the required fields."
           required: true
   - type: input
     attributes:

.github/workflows/api-tests.yml

@@ -4,43 +4,31 @@ on:
   pull_request:
     branches:
       - main
+    paths:
+      - api/**
+      - docker/**
+
+concurrency:
+  group: api-tests-${{ github.head_ref || github.run_id }}
+  cancel-in-progress: true
 
 jobs:
   test:
     runs-on: ubuntu-latest
-
-    env:
-      OPENAI_API_KEY: sk-IamNotARealKeyJustForMockTestKawaiiiiiiiiii
-      AZURE_OPENAI_API_BASE: https://difyai-openai.openai.azure.com
-      AZURE_OPENAI_API_KEY: xxxxb1707exxxxxxxxxxaaxxxxxf94
-      ANTHROPIC_API_KEY: sk-ant-api11-IamNotARealKeyJustForMockTestKawaiiiiiiiiii-NotBaka-ASkksz
-      CHATGLM_API_BASE: http://a.abc.com:11451
-      XINFERENCE_SERVER_URL: http://a.abc.com:11451
-      XINFERENCE_GENERATION_MODEL_UID: generate
-      XINFERENCE_CHAT_MODEL_UID: chat
-      XINFERENCE_EMBEDDINGS_MODEL_UID: embedding
-      XINFERENCE_RERANK_MODEL_UID: rerank
-      GOOGLE_API_KEY: abcdefghijklmnopqrstuvwxyz
-      HUGGINGFACE_API_KEY: hf-awuwuwuwuwuwuwuwuwuwuwuwuwuwuwuwuwu
-      HUGGINGFACE_TEXT_GEN_ENDPOINT_URL: a
-      HUGGINGFACE_TEXT2TEXT_GEN_ENDPOINT_URL: b
-      HUGGINGFACE_EMBEDDINGS_ENDPOINT_URL: c
-      MOCK_SWITCH: true
-      CODE_MAX_STRING_LENGTH: 80000
+    strategy:
+      matrix:
+        python-version:
+          - "3.10"
+          - "3.11"
 
     steps:
       - name: Checkout code
         uses: actions/checkout@v4
 
-      - name: Install APT packages
-        uses: awalsh128/cache-apt-pkgs-action@v1
-        with:
-          packages: ffmpeg
-
-      - name: Set up Python
+      - name: Set up Python ${{ matrix.python-version }}
         uses: actions/setup-python@v5
         with:
-          python-version: '3.10'
+          python-version: ${{ matrix.python-version }}
           cache: 'pip'
           cache-dependency-path: |
             ./api/requirements.txt
@@ -49,11 +37,121 @@ jobs:
       - name: Install dependencies
         run: pip install -r ./api/requirements.txt -r ./api/requirements-dev.txt
 
+      - name: Run Unit tests
+        run: dev/pytest/pytest_unit_tests.sh
+
       - name: Run ModelRuntime
-        run: pytest api/tests/integration_tests/model_runtime/anthropic api/tests/integration_tests/model_runtime/azure_openai api/tests/integration_tests/model_runtime/openai api/tests/integration_tests/model_runtime/chatglm api/tests/integration_tests/model_runtime/google api/tests/integration_tests/model_runtime/xinference api/tests/integration_tests/model_runtime/huggingface_hub/test_llm.py
+        run: dev/pytest/pytest_model_runtime.sh
 
       - name: Run Tool
-        run: pytest api/tests/integration_tests/tools/test_all_provider.py
+        run: dev/pytest/pytest_tools.sh
+
+      - name: Set up Sandbox
+        uses: hoverkraft-tech/[email protected]
+        with:
+          compose-file: |
+            docker/docker-compose.middleware.yaml
+          services: |
+            sandbox
+            ssrf_proxy
 
       - name: Run Workflow
-        run: pytest api/tests/integration_tests/workflow
+        run: dev/pytest/pytest_workflow.sh
+
+      - name: Set up Vector Stores (Weaviate, Qdrant, PGVector, Milvus, PgVecto-RS, Chroma)
+        uses: hoverkraft-tech/[email protected]
+        with:
+          compose-file: |
+            docker/docker-compose.middleware.yaml
+            docker/docker-compose.qdrant.yaml
+            docker/docker-compose.milvus.yaml
+            docker/docker-compose.pgvecto-rs.yaml
+            docker/docker-compose.pgvector.yaml
+            docker/docker-compose.chroma.yaml
+          services: |
+            weaviate
+            qdrant
+            etcd
+            minio
+            milvus-standalone
+            pgvecto-rs
+            pgvector
+            chroma
+
+      - name: Test Vector Stores
+        run: dev/pytest/pytest_vdb.sh
+
+  test-in-poetry:
+    name: API Tests
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version:
+          - "3.10"
+          - "3.11"
+
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+
+      - name: Install Poetry
+        uses: abatilo/actions-poetry@v3
+
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v5
+        with:
+          python-version: ${{ matrix.python-version }}
+          cache: 'poetry'
+          cache-dependency-path: |
+            api/pyproject.toml
+            api/poetry.lock
+
+      - name: Poetry check
+        run: poetry check -C api
+
+      - name: Install dependencies
+        run: poetry install -C api --with dev
+
+      - name: Run Unit tests
+        run: poetry run -C api bash dev/pytest/pytest_unit_tests.sh
+
+      - name: Run ModelRuntime
+        run: poetry run -C api bash dev/pytest/pytest_model_runtime.sh
+
+      - name: Run Tool
+        run: poetry run -C api bash dev/pytest/pytest_tools.sh
+
+      - name: Set up Sandbox
+        uses: hoverkraft-tech/[email protected]
+        with:
+          compose-file: |
+            docker/docker-compose.middleware.yaml
+          services: |
+            sandbox
+            ssrf_proxy
+
+      - 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)
+        uses: hoverkraft-tech/[email protected]
+        with:
+          compose-file: |
+            docker/docker-compose.middleware.yaml
+            docker/docker-compose.qdrant.yaml
+            docker/docker-compose.milvus.yaml
+            docker/docker-compose.pgvecto-rs.yaml
+            docker/docker-compose.pgvector.yaml
+            docker/docker-compose.chroma.yaml
+          services: |
+            weaviate
+            qdrant
+            etcd
+            minio
+            milvus-standalone
+            pgvecto-rs
+            pgvector
+            chroma
+
+      - name: Test Vector Stores
+        run: poetry run -C api bash dev/pytest/pytest_vdb.sh

.github/workflows/db-migration-test.yml

@@ -0,0 +1,57 @@
+name: DB Migration Test
+
+on:
+  pull_request:
+    branches:
+      - main
+    paths:
+      - api/migrations/**
+
+concurrency:
+  group: db-migration-test-${{ github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  db-migration-test:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version:
+          - "3.10"
+
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+
+      - name: Install Poetry
+        uses: abatilo/actions-poetry@v3
+
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v5
+        with:
+          python-version: ${{ matrix.python-version }}
+          cache: 'poetry'
+          cache-dependency-path: |
+            api/pyproject.toml
+            api/poetry.lock
+
+      - name: Install dependencies
+        run: poetry install -C api
+
+      - name: Set up Middleware
+        uses: hoverkraft-tech/[email protected]
+        with:
+          compose-file: |
+            docker/docker-compose.middleware.yaml
+          services: |
+            db
+
+      - name: Prepare configs
+        run: |
+          cd api
+          cp .env.example .env
+
+      - name: Run DB Migration
+        run: |
+          cd api
+          poetry run python -m flask db upgrade

.github/workflows/style.yml

@@ -6,7 +6,7 @@ on:
       - main
 
 concurrency:
-  group: dep-${{ github.head_ref || github.run_id }}
+  group: style-${{ github.head_ref || github.run_id }}
   cancel-in-progress: true
 
 jobs:
@@ -18,51 +18,92 @@ jobs:
       - name: Checkout code
         uses: actions/checkout@v4
 
+      - name: Check changed files
+        id: changed-files
+        uses: tj-actions/changed-files@v44
+        with:
+          files: api/**
+
+      - name: Install Poetry
+        uses: abatilo/actions-poetry@v3
+
       - name: Set up Python
         uses: actions/setup-python@v5
+        if: steps.changed-files.outputs.any_changed == 'true'
         with:
           python-version: '3.10'
 
       - name: Python dependencies
-        run: pip install ruff
+        if: steps.changed-files.outputs.any_changed == 'true'
+        run: poetry install -C api --only lint
 
       - name: Ruff check
-        run: ruff check ./api
+        if: steps.changed-files.outputs.any_changed == 'true'
+        run: poetry run -C api ruff check --preview ./api
+
+      - name: Dotenv check
+        if: steps.changed-files.outputs.any_changed == 'true'
+        run: poetry run -C api dotenv-linter ./api/.env.example ./web/.env.example
 
       - name: Lint hints
         if: failure()
         run: echo "Please run 'dev/reformat' to fix the fixable linting errors."
 
-  test:
-    name: ESLint and SuperLinter
+  web-style:
+    name: Web Style
     runs-on: ubuntu-latest
-    needs: python-style
+    defaults:
+      run:
+        working-directory: ./web
 
     steps:
       - name: Checkout code
         uses: actions/checkout@v4
+
+      - name: Check changed files
+        id: changed-files
+        uses: tj-actions/changed-files@v44
         with:
-          fetch-depth: 0
+          files: web/**
 
       - name: Setup NodeJS
         uses: actions/setup-node@v4
+        if: steps.changed-files.outputs.any_changed == 'true'
         with:
           node-version: 20
           cache: yarn
           cache-dependency-path: ./web/package.json
 
       - name: Web dependencies
-        run: |
-          cd ./web
-          yarn install --frozen-lockfile
+        if: steps.changed-files.outputs.any_changed == 'true'
+        run: yarn install --frozen-lockfile
 
       - name: Web style check
-        run: |
-          cd ./web
-          yarn run lint
+        if: steps.changed-files.outputs.any_changed == 'true'
+        run: yarn run lint
+
+
+  superlinter:
+    name: SuperLinter
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+
+      - name: Check changed files
+        id: changed-files
+        uses: tj-actions/changed-files@v44
+        with:
+          files: |
+            **.sh
+            **.yaml
+            **.yml
+            Dockerfile
 
       - name: Super-linter
         uses: super-linter/super-linter/slim@v6
+        if: steps.changed-files.outputs.any_changed == 'true'
         env:
           BASH_SEVERITY: warning
           DEFAULT_BRANCH: main
@@ -73,4 +114,5 @@ jobs:
           VALIDATE_BASH_EXEC: true
           VALIDATE_GITHUB_ACTIONS: true
           VALIDATE_DOCKERFILE_HADOLINT: true
+          VALIDATE_XML: true
           VALIDATE_YAML: true

.github/workflows/tool-test-sdks.yaml

@@ -4,6 +4,13 @@ on:
   pull_request:
     branches:
       - main
+    paths:
+      - sdks/**
+
+concurrency:
+  group: sdk-tests-${{ github.head_ref || github.run_id }}
+  cancel-in-progress: true
+
 jobs:
   build:
     name: unit test for Node.js SDK

.gitignore

@@ -134,7 +134,8 @@ dmypy.json
 web/.vscode/settings.json
 
 # Intellij IDEA Files
-.idea/
+.idea/*
+!.idea/vcs.xml
 .ideaDataSources/
 
 api/.env
@@ -148,6 +149,7 @@ docker/volumes/qdrant/*
 docker/volumes/etcd/*
 docker/volumes/minio/*
 docker/volumes/milvus/*
+docker/volumes/chroma/*
 
 sdks/python-client/build
 sdks/python-client/dist

.idea/vcs.xml

@@ -0,0 +1,16 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="IssueNavigationConfiguration">
+    <option name="links">
+      <list>
+        <IssueNavigationLink>
+          <option name="issueRegexp" value="#(\d+)" />
+          <option name="linkRegexp" value="https://github.com/langgenius/dify/issues/$1" />
+        </IssueNavigationLink>
+      </list>
+    </option>
+  </component>
+  <component name="VcsDirectoryMappings">
+    <mapping directory="" vcs="Git" />
+  </component>
+</project>

CONTRIBUTING.md

@@ -4,7 +4,7 @@ We need to be nimble and ship fast given where we are, but we also want to make
 
 This guide, like Dify itself, is a constant work in progress. We highly appreciate your understanding if at times it lags behind the actual project, and welcome any feedback for us to improve.
 
-In terms of licensing, please take a minute to read our short [License and Contributor Agreement](./license). The community also adheres to the [code of conduct](https://github.com/langgenius/.github/blob/main/CODE_OF_CONDUCT.md).
+In terms of licensing, please take a minute to read our short [License and Contributor Agreement](./LICENSE). The community also adheres to the [code of conduct](https://github.com/langgenius/.github/blob/main/CODE_OF_CONDUCT.md).
 
 ## Before you jump in
 

CONTRIBUTING_CN.md

@@ -4,7 +4,7 @@
 
 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
 

CONTRIBUTING_JA.md

@@ -0,0 +1,160 @@
+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。
+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、ご理解をお願いします。
+
+ライセンスに関しては、私たちの短い[ライセンスおよびコントリビューター規約](./LICENSE)をお読みください。また、コミュニティは[行動規範](https://github.com/langgenius/.github/blob/main/CODE_OF_CONDUCT.md)を遵守しています。
+
+## 飛び込む前に
+
+[既存の Issue](https://github.com/langgenius/dify/issues?q=is:issue+is:closed) を探すか、[新しい Issue](https://github.com/langgenius/dify/issues/new/choose) を作成してください。私たちは Issue を 2 つのタイプに分類しています。
+
+### 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、可能な限り多くの文脈を含めてください。[@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。
+
+  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                                |
+| --------------------------------------------------------------------------------------- | ------------------------------------ |
+| [@yeuoly](https://github.com/Yeuoly)                                                    | エージェントアーキテクチャ           |
+| [@jyong](https://github.com/JohnJyong)                                                  | RAG パイプライン設計                 |
+| [@GarfieldDai](https://github.com/GarfieldDai)                                          | workflow orchestrations の構築       |
+| [@iamjoel](https://github.com/iamjoel) & [@zxhlyh](https://github.com/zxhlyh)           | フロントエンドを使いやすくする       |
+| [@guchenhe](https://github.com/guchenhe) & [@crazywoola](https://github.com/crazywoola) | 開発者体験、何でも相談できる窓口     |
+| [@takatost](https://github.com/takatost)                                                | 全体的な製品の方向性とアーキテクチャ |
+
+優先順位の付け方:
+
+| Feature Type                                                                                                          | Priority        |
+| --------------------------------------------------------------------------------------------------------------------- | --------------- |
+| チームメンバーによってラベル付けされた優先度の高い機能                                                                | High Priority   |
+| [community feedback board](https://github.com/langgenius/dify/discussions/categories/feedbacks)の人気の機能リクエスト | Medium Priority |
+| 非コア機能とマイナーな機能強化                                                                                        | Low Priority    |
+| 価値はあるが即効性はない                                                                                              | Future-Feature  |
+
+### その他 (バグレポート、パフォーマンスの最適化、誤字の修正など)
+
+* すぐにコーディングを始めてください
+
+優先順位の付け方:
+
+| Issue Type                                                                             | Priority        |
+| -------------------------------------------------------------------------------------- | --------------- |
+| コア機能のバグ（ログインできない、アプリケーションが動作しない、セキュリティの抜け穴） | Critical        |
+| 致命的でないバグ、パフォーマンス向上                                                   | Medium Priority |
+| 細かな修正（誤字脱字、機能はするが分かりにくい UI）                                  | Low Priority    |
+
+## インストール
+
+Dify を開発用にセットアップする手順は以下の通りです。
+
+### 1. このリポジトリをフォークする
+
+### 2. リポジトリをクローンする
+
+フォークしたリポジトリをターミナルからクローンします。
+
+```
+git clone [email protected]:<github_username>/dify.git
+```
+
+### 3. 依存関係の確認
+
+Dify を構築するには次の依存関係が必要です。それらがシステムにインストールされていることを確認してください。
+
+- [Docker](https://www.docker.com/)
+- [Docker Compose](https://docs.docker.com/compose/install/)
+- [Node.js v18.x (LTS)](http://nodejs.org)
+- [npm](https://www.npmjs.com/) version 8.x.x or [Yarn](https://yarnpkg.com/)
+- [Python](https://www.python.org/) version 3.10.x
+
+### 4. インストール
+
+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/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
+
+設定を確認するために、ブラウザで[http://localhost:3000](http://localhost:3000)(デフォルト、または自分で設定した URL とポート)にアクセスしてください。Dify が起動して実行中であることが確認できるはずです。
+
+## 開発中
+
+モデルプロバイダーを追加する場合は、[このガイド](https://github.com/langgenius/dify/blob/main/api/core/model_runtime/README.md)が役立ちます。
+
+Agent や Workflow にツールプロバイダーを追加する場合は、[このガイド](./api/core/tools/README.md)が役立ちます。
+
+Dify のバックエンドとフロントエンドの概要を簡単に説明します。
+
+### バックエンド
+
+Dify のバックエンドは[Flask](https://flask.palletsprojects.com/en/3.0.x/)を使って Python で書かれています。ORM には[SQLAlchemy](https://www.sqlalchemy.org/)を、タスクキューには[Celery](https://docs.celeryq.dev/en/stable/getting-started/introduction.html)を使っています。認証ロジックは Flask-login 経由で行われます。
+
+```
+[api/]
+├── constants             // コードベース全体で使用される定数設定
+├── controllers           // APIルート定義とリクエスト処理ロジック
+├── core                  // アプリケーションの中核的な管理、モデル統合、およびツール
+├── docker                // Dockerおよびコンテナ関連の設定
+├── events                // イベントのハンドリングと処理
+├── extensions            // 第三者のフレームワーク/プラットフォームとの拡張
+├── fields                // シリアライゼーション/マーシャリング用のフィールド定義
+├── libs                  // 再利用可能なライブラリとヘルパー
+├── migrations            // データベースマイグレーションスクリプト
+├── models                // データベースモデルとスキーマ定義
+├── services              // ビジネスロジックの定義
+├── storage               // 秘密鍵の保存
+├── tasks                 // 非同期タスクとバックグラウンドジョブの処理
+└── tests                 // テスト関連のファイル
+```
+
+### フロントエンド
+
+このウェブサイトは、Typescript の[Next.js](https://nextjs.org/)ボイラープレートでブートストラップされており、スタイリングには[Tailwind CSS](https://tailwindcss.com/)を使用しています。国際化には[React-i18next](https://react.i18next.com/)を使用しています。
+
+```
+[web/]
+├── app                   // レイアウト、ページ、コンポーネント
+│   ├── (commonLayout)    // アプリ全体で共通のレイアウト
+│   ├── (shareLayout)     // トークン特有のセッションで共有されるレイアウト
+│   ├── activate          // アクティベートページ
+│   ├── components        // ページやレイアウトで共有されるコンポーネント
+│   ├── install           // インストールページ
+│   ├── signin            // サインインページ
+│   └── styles            // グローバルに共有されるスタイル
+├── assets                // 静的アセット
+├── bin                   // ビルドステップで実行されるスクリプト
+├── config                // 調整可能な設定とオプション
+├── context               // アプリの異なる部分で使用される共有コンテキスト
+├── dictionaries          // 言語別の翻訳ファイル
+├── docker                // コンテナ設定
+├── hooks                 // 再利用可能なフック
+├── i18n                  // 国際化設定
+├── models                // データモデルとAPIレスポンスの形状を記述
+├── public                // ファビコンなどのメタアセット
+├── service               // APIアクションの形状を指定
+├── test
+├── types                 // 関数のパラメータと戻り値の記述
+└── utils                 // 共有ユーティリティ関数
+```
+
+## PR を投稿する
+
+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。
+
+## ヘルプを得る
+
+コントリビュート中に行き詰まったり、疑問が生じたりした場合は、GitHub の関連する issue から質問していただくか、[Discord](https://discord.gg/8Tpq4AcN9c)でチャットしてください。

README.md

@@ -29,19 +29,17 @@
 </p>
 
 <p align="center">
-  <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.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>
 </p>
 
-#
 
-<p align="center">
-  <a href="https://trendshift.io/repositories/2152" target="_blank"><img src="https://trendshift.io/api/badge/repositories/2152" alt="langgenius%2Fdify | Trendshift" style="width: 250px; height: 55px;" width="250" height="55"/></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:
 </br> </br>
 
@@ -54,7 +52,7 @@ Dify is an open-source LLM app development platform. Its intuitive interface com
 
 
 **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, Llama2, 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).
+  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)
 
@@ -109,7 +107,7 @@ Dify is an open-source LLM app development platform. Its intuitive interface com
     <td align="center">Agent</td>
     <td align="center">✅</td>
     <td align="center">✅</td>
-    <td align="center">✅</td>
+    <td align="center">❌</td>
     <td align="center">✅</td>
   </tr>
   <tr>
@@ -127,7 +125,7 @@ Dify is an open-source LLM app development platform. Its intuitive interface com
     <td align="center">❌</td>
   </tr>
   <tr>
-    <td align="center">Enterprise Feature (SSO/Access control)</td>
+    <td align="center">Enterprise Features (SSO/Access control)</td>
     <td align="center">✅</td>
     <td align="center">❌</td>
     <td align="center">❌</td>

README_AR.md

@@ -0,0 +1,225 @@
+![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">الاستضافة الذاتية</a> ·
+  <a href="https://docs.dify.ai">التوثيق</a> ·
+  <a href="https://cal.com/guchenhe/60-min-meeting">استفسارات الشركات</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 on 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="follow on 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 last month" 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="Issues closed" 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="Discussion posts" 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>
+</p>
+
+<div style="text-align: right;">
+مشروع Dify هو منصة تطوير تطبيقات الذكاء الصناعي مفتوحة المصدر. تجمع واجهته البديهية بين سير العمل الذكي بالذكاء الاصطناعي وخط أنابيب RAG وقدرات الوكيل وإدارة النماذج وميزات الملاحظة وأكثر من ذلك، مما يتيح لك الانتقال بسرعة من المرحلة التجريبية إلى الإنتاج. إليك قائمة بالميزات الأساسية:
+</br> </br>
+
+**1. سير العمل**:  قم ببناء واختبار سير عمل الذكاء الاصطناعي القوي على قماش بصري، مستفيدًا من جميع الميزات التالية وأكثر.
+
+  https://github.com/langgenius/dify/assets/13230914/356df23e-1604-483d-80a6-9517ece318aa
+
+
+**2. الدعم الشامل للنماذج**: تكامل سلس مع مئات من LLMs الخاصة / مفتوحة المصدر من عشرات من موفري التحليل والحلول المستضافة ذاتيًا، مما يغطي GPT و Mistral و Llama3 وأي نماذج متوافقة مع واجهة OpenAI API. يمكن العثور على قائمة كاملة بمزودي النموذج المدعومين [هنا](https://docs.dify.ai/getting-started/readme/model-providers).
+
+![providers-v5](https://github.com/langgenius/dify/assets/13230914/5a17bdbe-097a-4100-8363-40255b70f6e3)
+
+**3. بيئة التطوير للأوامر**: واجهة بيئة التطوير المبتكرة لصياغة الأمر ومقارنة أداء النموذج، وإضافة ميزات إضافية مثل تحويل النص إلى كلام إلى تطبيق قائم على الدردشة.
+
+**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 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.
+
+**7.الواجهة الخلفية (Backend) كخدمة**: تأتي جميع عروض Dify مع APIs مطابقة، حتى يمكنك دمج Dify بسهولة في منطق أعمالك الخاص.
+## مقارنة الميزات
+<table style="width: 100%;">
+  <tr>
+    <th align="center">الميزة</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">نهج البرمجة</td>
+    <td align="center">موجّه لـ تطبيق + واجهة برمجة تطبيق (API)</td>
+    <td align="center">برمجة Python</td>
+    <td align="center">موجه لتطبيق</td>
+    <td align="center">واجهة برمجة تطبيق (API)</td>
+  </tr>
+  <tr>
+    <td align="center">LLMs المدعومة</td>
+    <td align="center">تنوع غني</td>
+    <td align="center">تنوع غني</td>
+    <td align="center">تنوع غني</td>
+    <td align="center">فقط OpenAI</td>
+  </tr>
+  <tr>
+    <td align="center">محرك RAG</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <td align="center">الوكيل</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <td align="center">سير العمل</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">الملاحظة</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">ميزات الشركات (SSO / مراقبة الوصول)</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">نشر محلي</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+</table>
+
+
+## استخدام Dify
+- **سحابة </br>**
+نحن نستضيف [خدمة Dify Cloud](https://dify.ai) لأي شخص لتجربتها بدون أي إعدادات. توفر كل قدرات النسخة التي تمت استضافتها ذاتيًا، وتتضمن 200 أمر GPT-4 مجانًا في خطة الصندوق الرملي.
+
+- **استضافة ذاتية لنسخة المجتمع Dify</br>**
+ابدأ سريعًا في تشغيل Dify في بيئتك باستخدام [دليل البدء السريع](#البدء السريع).
+استخدم [توثيقنا](https://docs.dify.ai) للمزيد من المراجع والتعليمات الأعمق.
+
+- **مشروع Dify للشركات / المؤسسات</br>**
+نحن نوفر ميزات إضافية مركزة على الشركات. [جدول اجتماع معنا](https://cal.com/guchenhe/30min) أو [أرسل لنا بريدًا إلكترونيًا](mailto:[email protected]?subject=[GitHub]Business%20License%20Inquiry) لمناقشة احتياجات الشركات. </br>
+> بالنسبة للشركات الناشئة والشركات الصغيرة التي تستخدم خدمات AWS، تحقق من [Dify Premium على AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-t22mebxzwjhu6) ونشرها في شبكتك الخاصة على AWS VPC بنقرة واحدة. إنها عرض AMI بأسعار معقولة مع خيار إنشاء تطبيقات بشعار وعلامة تجارية مخصصة.
+## البقاء قدمًا
+
+قم بإضافة نجمة إلى Dify على GitHub وتلق تنبيهًا فوريًا بالإصدارات الجديدة.
+
+![نجمنا](https://github.com/langgenius/dify/assets/13230914/b823edc1-6388-4e25-ad45-2f6b187adbb4)
+## البداية السريعة
+> قبل تثبيت Dify، تأكد من أن جهازك يلبي الحد الأدنى من متطلبات النظام التالية:
+> 
+>- معالج >= 2 نواة
+>- ذاكرة وصول عشوائي (RAM) >= 4 جيجابايت
+
+</br>
+
+أسهل طريقة لبدء تشغيل خادم Dify هي تشغيل ملف [docker-compose.yml](docker/docker-compose.yaml) الخاص بنا. قبل تشغيل أمر التثبيت، تأكد من تثبيت [Docker](https://docs.docker.com/get-docker/) و [Docker Compose](https://docs.docker.com/compose/install/) على جهازك:
+
+```bash
+cd docker
+docker compose up -d
+```
+بعد التشغيل، يمكنك الوصول إلى لوحة تحكم Dify في متصفحك على [http://localhost/install](http://localhost/install) وبدء عملية التهيئة.
+
+> إذا كنت ترغب في المساهمة في Dify أو القيام بتطوير إضافي، فانظر إلى [دليلنا للنشر من الشفرة (code) المصدرية](https://docs.dify.ai/getting-started/install-self-hosted/local-source-code)
+
+## الخطوات التالية
+
+إذا كنت بحاجة إلى تخصيص التكوين، يرجى الرجوع إلى التعليقات في ملف [docker-compose.yml](docker/docker-compose.yaml) لدينا وتعيين التكوينات البيئية يدويًا. بعد إجراء التغييرات، يرجى تشغيل `docker-compose up -d` مرة أخرى. يمكنك رؤية قائمة كاملة بالمتغيرات البيئية [هنا](https://docs.dify.ai/getting-started/install-self-hosted/environments).
+
+إذا كنت ترغب في تكوين إعداد متوفر بشكل عالي، فهناك [رسوم بيانية Helm](https://helm.sh/) المساهمة من المجتمع تسمح بنشر Dify على Kubernetes.
+
+- [رسم بياني Helm من قبل @LeoQuote](https://github.com/douban/charts/tree/master/charts/dify)
+- [رسم بياني Helm من قبل @BorisPolonsky](https://github.com/BorisPolonsky/dify-helm)
+
+
+## المساهمة
+
+لأولئك الذين يرغبون في المساهمة، انظر إلى [دليل المساهمة](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md) لدينا. 
+في الوقت نفسه، يرجى النظر في دعم Dify عن طريق مشاركته على وسائل التواصل الاجتماعي وفي الفعاليات والمؤتمرات.
+
+
+> نحن نبحث عن مساهمين لمساعدة في ترجمة Dify إلى لغات أخرى غير اللغة الصينية المندرين أو الإنجليزية. إذا كنت مهتمًا بالمساعدة، يرجى الاطلاع على [README للترجمة](https://github.com/langgenius/dify/blob/main/web/i18n/README.md) لمزيد من المعلومات، واترك لنا تعليقًا في قناة `global-users` على [خادم المجتمع على Discord](https://discord.gg/8Tpq4AcN9c).
+
+**المساهمون**
+
+<a href="https://github.com/langgenius/dify/graphs/contributors">
+  <img src="https://contrib.rocks/image?repo=langgenius/dify" />
+</a>
+
+## 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:[email protected]?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)
+
+
+## الكشف عن الأمان
+
+لحماية خصوصيتك، يرجى تجنب نشر مشكلات الأمان على GitHub. بدلاً من ذلك، أرسل أسئلتك إلى security@dify.ai وسنقدم لك إجابة أكثر تفصيلاً.
+
+## الرخصة
+
+هذا المستودع متاح تحت [رخصة البرنامج الحر Dify](LICENSE)، والتي تعتبر بشكل أساسي Apache 2.0 مع بعض القيود الإضافية.

README_CN.md

@@ -35,6 +35,7 @@
   <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>
 
 
@@ -44,11 +45,11 @@
   <a href="https://trendshift.io/repositories/2152" target="_blank"><img src="https://trendshift.io/api/badge/repositories/2152" alt="langgenius%2Fdify | 趋势转变" style="width: 250px; height: 55px;" width="250" height="55"/></a>
 </div>
 
-Dify 是一个开源的LLM应用开发平台。其直观的界面结合了AI工作流程、RAG管道、代理功能、模型管理、可观察性功能等，让您可以快速从原型到生产。以下是其核心功能列表：
+Dify 是一个开源的 LLM 应用开发平台。其直观的界面结合了 AI 工作流、RAG 管道、Agent、模型管理、可观测性功能等，让您可以快速从原型到生产。以下是其核心功能列表：
 </br> </br>
 
 **1. 工作流**: 
-  在视觉画布上构建和测试功能强大的AI工作流程，利用以下所有功能以及更多功能。
+  在画布上构建和测试功能强大的 AI 工作流程，利用以下所有功能以及更多功能。
 
 
   https://github.com/langgenius/dify/assets/13230914/356df23e-1604-483d-80a6-9517ece318aa
@@ -56,7 +57,7 @@ Dify 是一个开源的LLM应用开发平台。其直观的界面结合了AI工
 
 
 **2. 全面的模型支持**: 
-  与数百种专有/开源LLMs以及数十种推理提供商和自托管解决方案无缝集成，涵盖GPT、Mistral、Llama2以及任何与OpenAI API兼容的模型。完整的支持模型提供商列表可在[此处](https://docs.dify.ai/getting-started/readme/model-providers)找到。
+  与数百种专有/开源 LLMs 以及数十种推理提供商和自托管解决方案无缝集成，涵盖 GPT、Mistral、Llama3 以及任何与 OpenAI API 兼容的模型。完整的支持模型提供商列表可在[此处](https://docs.dify.ai/getting-started/readme/model-providers)找到。
 
 ![providers-v5](https://github.com/langgenius/dify/assets/13230914/5a17bdbe-097a-4100-8363-40255b70f6e3)
 
@@ -65,16 +66,16 @@ Dify 是一个开源的LLM应用开发平台。其直观的界面结合了AI工
   用于制作提示、比较模型性能以及向基于聊天的应用程序添加其他功能（如文本转语音）的直观界面。
 
 **4. RAG Pipeline**: 
-  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。
+  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定义代理，并为代理添加预构建或自定义工具。Dify为AI代理提供了50多种内置工具，如谷歌搜索、DELL·E、稳定扩散和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注释持续改进提示、数据集和模型。
+  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。
 
 **7. 后端即服务**: 
-  所有Dify的功能都带有相应的API，因此您可以轻松地将Dify集成到自己的业务逻辑中。
+  所有 Dify 的功能都带有相应的 API，因此您可以轻松地将 Dify 集成到自己的业务逻辑中。
 
 
 ## 功能比较
@@ -84,21 +85,21 @@ Dify 是一个开源的LLM应用开发平台。其直观的界面结合了AI工
     <th align="center">Dify.AI</th>
     <th align="center">LangChain</th>
     <th align="center">Flowise</th>
-    <th align="center">OpenAI助理API</th>
+    <th align="center">OpenAI Assistant API</th>
   </tr>
   <tr>
     <td align="center">编程方法</td>
     <td align="center">API + 应用程序导向</td>
-    <td align="center">Python代码</td>
+    <td align="center">Python 代码</td>
     <td align="center">应用程序导向</td>
-    <td align="center">API导向</td>
+    <td align="center">API 导向</td>
   </tr>
   <tr>
-    <td align="center">支持的LLMs</td>
+    <td align="center">支持的 LLMs</td>
     <td align="center">丰富多样</td>
     <td align="center">丰富多样</td>
     <td align="center">丰富多样</td>
-    <td align="center">仅限OpenAI</td>
+    <td align="center">仅限 OpenAI</td>
   </tr>
   <tr>
     <td align="center">RAG引擎</td>
@@ -108,21 +109,21 @@ Dify 是一个开源的LLM应用开发平台。其直观的界面结合了AI工
     <td align="center">✅</td>
   </tr>
   <tr>
-    <td align="center">代理</td>
-    <td align="center">✅</td>
+    <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">工作流程</td>
+    <td align="center">工作流</td>
     <td align="center">✅</td>
     <td align="center">❌</td>
     <td align="center">✅</td>
     <td align="center">❌</td>
   </tr>
   <tr>
-    <td align="center">可观察性</td>
+    <td align="center">可观测性</td>
     <td align="center">✅</td>
     <td align="center">✅</td>
     <td align="center">❌</td>
@@ -202,7 +203,7 @@ docker compose up -d
 ## Contributing
 
 对于那些想要贡献代码的人，请参阅我们的[贡献指南](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md)。
-同时，请考虑通过社交媒体、活动和会议来支持Dify的分享。
+同时，请考虑通过社交媒体、活动和会议来支持 Dify 的分享。
 
 > 我们正在寻找贡献者来帮助将Dify翻译成除了中文和英文之外的其他语言。如果您有兴趣帮助，请参阅我们的[i18n README](https://github.com/langgenius/dify/blob/main/web/i18n/README.md)获取更多信息，并在我们的[Discord社区服务器](https://discord.gg/8Tpq4AcN9c)的`global-users`频道中留言。
 

README_ES.md

@@ -35,6 +35,7 @@
   <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>
 
 #
@@ -54,7 +55,7 @@ Dify es una plataforma de desarrollo de aplicaciones de LLM de código abierto.
 
 
 **2. Soporte de modelos completo**: 
-  Integración perfecta con cientos de LLMs propietarios / de código abierto de docenas de proveedores de inferencia y soluciones auto-alojadas, que cubren GPT, Mistral, Llama2 y cualquier modelo compatible con la API de OpenAI. Se puede encontrar una lista completa de proveedores de modelos admitidos [aquí](https://docs.dify.ai/getting-started/readme/model-providers).
+  Integración perfecta con cientos de LLMs propietarios / de código abierto de docenas de proveedores de inferencia y soluciones auto-alojadas, que cubren GPT, Mistral, Llama3 y cualquier modelo compatible con la API de OpenAI. Se puede encontrar una lista completa de proveedores de modelos admitidos [aquí](https://docs.dify.ai/getting-started/readme/model-providers).
 
 ![proveedores-v5](https://github.com/langgenius/dify/assets/13230914/5a17bdbe-097a-4100-8363-40255b70f6e3)
 
@@ -111,7 +112,7 @@ es basados en LLM Function Calling o ReAct, y agregar herramientas preconstruida
     <td align="center">Agente</td>
     <td align="center">✅</td>
     <td align="center">✅</td>
-    <td align="center">✅</td>
+    <td align="center">❌</td>
     <td align="center">✅</td>
   </tr>
   <tr>

README_FR.md

@@ -35,6 +35,7 @@
   <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>
 
 #
@@ -54,7 +55,7 @@ Dify est une plateforme de développement d'applications LLM open source. Son in
 
 
 **2. Prise en charge complète des modèles**: 
-  Intégration transparente avec des centaines de LLM propriétaires / open source provenant de dizaines de fournisseurs d'inférence et de solutions auto-hébergées, couvrant GPT, Mistral, Llama2, et tous les modèles compatibles avec l'API OpenAI. Une liste complète des fournisseurs de modèles pris en charge se trouve [ici](https://docs.dify.ai/getting-started/readme/model-providers).
+  Intégration transparente avec des centaines de LLM propriétaires / open source provenant de dizaines de fournisseurs d'inférence et de solutions auto-hébergées, couvrant GPT, Mistral, Llama3, et tous les modèles compatibles avec l'API OpenAI. Une liste complète des fournisseurs de modèles pris en charge se trouve [ici](https://docs.dify.ai/getting-started/readme/model-providers).
 
 ![providers-v5](https://github.com/langgenius/dify/assets/13230914/5a17bdbe-097a-4100-8363-40255b70f6e3)
 
@@ -111,7 +112,7 @@ ités d'agent**:
     <td align="center">Agent</td>
     <td align="center">✅</td>
     <td align="center">✅</td>
-    <td align="center">✅</td>
+    <td align="center">❌</td>
     <td align="center">✅</td>
   </tr>
   <tr>

README_JA.md

@@ -2,7 +2,7 @@
 
 <p align="center">
   <a href="https://cloud.dify.ai">Dify Cloud</a> ·
-  <a href="https://docs.dify.ai/getting-started/install-self-hosted">自己ホスティング</a> ·
+  <a href="https://docs.dify.ai/getting-started/install-self-hosted">セルフホスト</a> ·
   <a href="https://docs.dify.ai">ドキュメント</a> ·
   <a href="https://cal.com/guchenhe/dify-demo">デモのスケジュール</a>
 </p>
@@ -35,6 +35,7 @@
   <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>
 
 #
@@ -54,10 +55,8 @@ 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
 
 
 
-**2. 網羅的なモデルサポート**: 
-  数百のプロプライエタリ/オープンソースのLLMと、数十の推論プロバイダーおよびセルフホスティングソリューションとのシームレスな統合を提供します。GPT、Mistral、Llama2、およびOpenAI API互換のモデルをカバーします。サポートされているモデルプロバイダーの完全なリストは[こちら](https://docs
-
-.dify.ai/getting-started/readme/model-providers)をご覧ください。
+**2. 包括的なモデルサポート**: 
+  数百のプロプライエタリ/オープンソースのLLMと、数十の推論プロバイダーおよびセルフホスティングソリューションとのシームレスな統合を提供します。GPT、Mistral、Llama3、およびOpenAI API互換のモデルをカバーします。サポートされているモデルプロバイダーの完全なリストは[こちら](https://docs.dify.ai/getting-started/readme/model-providers)をご覧ください。
 
 ![providers-v5](https://github.com/langgenius/dify/assets/13230914/5a17bdbe-097a-4100-8363-40255b70f6e3)
 
@@ -96,9 +95,9 @@ 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
   </tr>
   <tr>
     <td align="center">サポートされているLLM</td>
-    <td align="center">豊富なバリエーション</td>
-    <td align="center">豊富なバリエーション</td>
-    <td align="center">豊富なバリエーション</td>
+    <td align="center">バリエーション豊富</td>
+    <td align="center">バリエーション豊富</td>
+    <td align="center">バリエーション豊富</td>
     <td align="center">OpenAIのみ</td>
   </tr>
   <tr>
@@ -112,7 +111,7 @@ 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
     <td align="center">エージェント</td>
     <td align="center">✅</td>
     <td align="center">✅</td>
-    <td align="center">✅</td>
+    <td align="center">❌</td>
     <td align="center">✅</td>
   </tr>
   <tr>
@@ -148,36 +147,34 @@ 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
 ## Difyの使用方法
 
 - **クラウド </br>**
-[こちら](https://dify.ai)のDify Cloudサービスを利用して、セットアップが不要で誰でも試すことができます。サンドボックスプランでは、200回の無料のGPT-4呼び出しが含まれています。
+[こちら](https://dify.ai)のDify Cloudサービスを利用して、セットアップ不要で試すことができます。サンドボックスプランには、200回の無料のGPT-4呼び出しが含まれています。
 
 - **Dify Community Editionのセルフホスティング</br>**
-この[スターターガイド](#quick-start)を使用して、環境でDifyをすばやく実行できます。
-さらなる参照や詳細な手順については、[ドキュメント](https://docs.dify.ai)をご覧ください。
+この[スターターガイド](#quick-start)を使用して、ローカル環境でDifyを簡単に実行できます。
+さらなる参考資料や詳細な手順については、[ドキュメント](https://docs.dify.ai)をご覧ください。
 
 - **エンタープライズ/組織向けのDify</br>**
-追加のエンタープライズ向け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:[email protected]?subject=[GitHub]Business%20License%20Inquiry)してエンタープライズのニーズについて相談してください。 </br>
+追加のエンタープライズ向け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:[email protected]?subject=[GitHub]Business%20License%20Inquiry)してエンタープライズ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、ワンクリックで独自のAWS VPCにデプロイできます。カスタムロゴとブランディングでアプリを作成するオプションを備えた手頃な価格のAMIオファリングです。
 
 
-## 先を見る
+## 最新の情報を入手
 
-GitHubでDifyにスターを付け、新しいリリースをすぐに通知されます。
+GitHub上でDifyにスターを付けることで、Difyに関する新しいニュースを受け取れます。
 
 ![star-us](https://github.com/langgenius/dify/assets/13230914/b823edc1-6388-4e25-ad45-2f6b187adbb4)
 
 
 
 ## クイックスタート
-> Difyをインストールする前に、マシンが以下の最小システム要件を満たしていることを確認してください：
+> Difyをインストールする前に、お使いのマシンが以下の最小システム要件を満たしていることを確認してください：
 > 
 >- CPU >= 2コア
 >- RAM >= 4GB
 
 </br>
 
-Difyサーバーを起動する最も簡単な方法は、当社の[docker-compose.yml](docker/docker-compose.yaml)ファイルを実行することです。インストールコマンドを実行する前に、マシンに[Docker](https://docs.docker.com/get-docker/)と[Docker Compose](https://docs.docker.com/compose/install/)がインストールされていることを確認してください。
+Difyサーバーを起動する最も簡単な方法は、[docker-compose.yml](docker/docker-compose.yaml)ファイルを実行することです。インストールコマンドを実行する前に、マシンに[Docker](https://docs.docker.com/get-docker/)と[Docker Compose](https://docs.docker.com/compose/install/)がインストールされていることを確認してください。
 
 ```bash
 cd docker
@@ -220,7 +217,7 @@ docker compose up -d
 * [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します：
+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>
@@ -231,7 +228,7 @@ docker compose up -d
     <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してください。</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>
@@ -246,4 +243,4 @@ docker compose up -d
 
 ## ライセンス
 
-プロジェクトはMITライセンスの下で利用可能です。[LICENSE](LICENSE)をご参照ください。
+このリポジトリは、Dify Open Source License にいくつかの追加制限を加えた[Difyオープンソースライセンス](LICENSE)の下で利用可能です。

README_KL.md

@@ -35,6 +35,7 @@
   <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>
 
 #
@@ -54,7 +55,7 @@ Dify is an open-source LLM app development platform. Its intuitive interface com
 
 
 **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, Llama2, 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).
+  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)
 
@@ -111,7 +112,7 @@ Dify is an open-source LLM app development platform. Its intuitive interface com
     <td align="center">Agent</td>
     <td align="center">✅</td>
     <td align="center">✅</td>
-    <td align="center">✅</td>
+    <td align="center">❌</td>
     <td align="center">✅</td>
   </tr>
   <tr>

README_KR.md

@@ -0,0 +1,243 @@
+![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 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://cal.com/guchenhe/60-min-meeting">기업 문의</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 on 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="follow on 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 last month" 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="Issues closed" 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="Discussion posts" 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="한국어 README" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
+
+</p>
+
+
+   Dify는 오픈 소스 LLM 앱 개발 플랫폼입니다. 직관적인 인터페이스를 통해 AI 워크플로우, RAG 파이프라인, 에이전트 기능, 모델 관리, 관찰 기능 등을 결합하여 프로토타입에서 프로덕션까지 빠르게 전환할 수 있습니다. 주요 기능 목록은 다음과 같습니다:</br> </br>
+
+**1. 워크플로우**:
+    다음 기능들을 비롯한 다양한 기능을 활용하여 시각적 캔버스에서 강력한 AI 워크플로우를 구축하고 테스트하세요.
+
+
+  https://github.com/langgenius/dify/assets/13230914/356df23e-1604-483d-80a6-9517ece318aa
+
+
+
+**2. 포괄적인 모델 지원:**: 
+
+수십 개의 추론 제공업체와 자체 호스팅 솔루션에서 제공하는 수백 개의 독점 및 오픈 소스 LLM과 원활하게 통합되며, GPT, Mistral, Llama3 및 모든 OpenAI API 호환 모델을 포함합니다. 지원되는 모델 제공업체의 전체 목록은 [여기](https://docs.dify.ai/getting-started/readme/model-providers)에서 확인할 수 있습니다.
+![providers-v5](https://github.com/langgenius/dify/assets/13230914/5a17bdbe-097a-4100-8363-40255b70f6e3)
+
+
+**3. 통합 개발환경**:
+  프롬프트를 작성하고, 모델 성능을 비교하며, 텍스트-음성 변환과 같은 추가 기능을 채팅 기반 앱에 추가할 수 있는 직관적인 인터페이스를 제공합니다.
+
+**4. RAG 파이프라인**: 
+  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, 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.
+
+**7. Backend-as-a-Service**:
+  Dify의 모든 제품에는 해당 API가 함께 제공되므로 Dify를 자신의 비즈니스 로직에 쉽게 통합할 수 있습니다.
+
+## 기능 비교
+<table style="width: 100%;">
+  <tr>
+    <th align="center">기능</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">프로그래밍 접근 방식</td>
+    <td align="center">API + 앱 중심</td>
+    <td align="center">Python 코드</td>
+    <td align="center">앱 중심</td>
+    <td align="center">API 중심</td>
+  </tr>
+  <tr>
+    <td align="center">지원되는 LLMs</td>
+    <td align="center">다양한 종류</td>
+    <td align="center">다양한 종류</td>
+    <td align="center">다양한 종류</td>
+    <td align="center">OpenAI 전용</td>
+  </tr>
+  <tr>
+    <td align="center">RAG 엔진</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <td align="center">에이전트</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <td align="center">워크플로우</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">가시성</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">기업용 기능 (SSO/접근 제어)</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">로컬 배포</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+</table>
+
+## Dify 사용하기
+
+- **클라우드 </br>**
+  우리는 누구나 설정이 필요 없이 사용해 볼 수 있도록 [Dify 클라우드](https://dify.ai) 서비스를 호스팅합니다. 이는 자체 배포 버전의 모든 기능을 제공하며, 샌드박스 플랜에서 무료로 200회의 GPT-4 호출을 포함합니다.
+
+- **셀프-호스팅 Dify 커뮤니티 에디션</br>**
+  환경에서 Dify를 빠르게 실행하려면 이  [스타터 가이드를](#quick-start) 참조하세요.
+  추가 참조 및 더 심층적인 지침은 [문서](https://docs.dify.ai)를 사용하세요.
+
+- **기업 / 조직을 위한 Dify</br>**
+  우리는 추가적인 기업 중심 기능을 제공합니다. 당사와 [미팅일정](https://cal.com/guchenhe/30min)을 잡거나  [이메일 보내기](mailto:[email protected]?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.
+
+
+
+## 앞서가기
+
+GitHub에서 Dify에 별표를 찍어 새로운 릴리스를 즉시 알림 받으세요.
+
+![star-us](https://github.com/langgenius/dify/assets/13230914/b823edc1-6388-4e25-ad45-2f6b187adbb4)
+
+
+
+## 빠른 시작
+>Dify를 설치하기 전에 컴퓨터가 다음과 같은 최소 시스템 요구 사항을 충족하는지 확인하세요 : 
+>- CPU >= 2 Core
+>- RAM >= 4GB
+
+</br>
+
+Dify 서버를 시작하는 가장 쉬운 방법은 [docker-compose.yml](docker/docker-compose.yaml) 파일을 실행하는 것입니다. 설치 명령을 실행하기 전에 [Docker](https://docs.docker.com/get-docker/) 및 [Docker Compose](https://docs.docker.com/compose/install/)가 머신에 설치되어 있는지 확인하세요.
+
+```bash
+cd docker
+docker compose up -d
+```
+
+실행 후 브라우저의 [http://localhost/install](http://localhost/install) 에서 Dify 대시보드에 액세스하고 초기화 프로세스를 시작할 수 있습니다.
+
+> Dify에 기여하거나 추가 개발을 하고 싶다면 소스 코드에서 [배포에 대한 가이드](https://docs.dify.ai/getting-started/install-self-hosted/local-source-code)를 참조하세요.
+
+## 다음 단계
+
+구성 커스터마이징이 필요한 경우, [docker-compose.yml](docker/docker-compose.yaml) 파일의 코멘트를 참조하여 환경 구성을 수동으로 설정하십시오. 변경 후 `docker-compose up -d` 를 다시 실행하십시오. 환경 변수의 전체 목록은 [여기](https://docs.dify.ai/getting-started/install-self-hosted/environments)에서 확인할 수 있습니다.
+
+
+고가용성 설정을 구성하려면 Dify를 Kubernetes에 배포할 수 있는 커뮤니티 제공 [Helm Charts](https://helm.sh/)가 있습니다.
+
+- [Helm Chart by @LeoQuote](https://github.com/douban/charts/tree/master/charts/dify)
+- [Helm Chart by @BorisPolonsky](https://github.com/BorisPolonsky/dify-helm)
+
+
+## 기여
+
+코드에 기여하고 싶은 분들은 [기여 가이드](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md)를 참조하세요.
+동시에 Dify를 소셜 미디어와 행사 및 컨퍼런스에 공유하여 지원하는 것을 고려해 주시기 바랍니다.
+
+
+> 우리는 Dify를 중국어나 영어 이외의 언어로 번역하는 데 도움을 줄 수 있는 기여자를 찾고 있습니다. 도움을 주고 싶으시다면 [i18n README](https://github.com/langgenius/dify/blob/main/web/i18n/README.md)에서 더 많은 정보를 확인하시고 [Discord 커뮤니티 서버](https://discord.gg/8Tpq4AcN9c)의 `global-users` 채널에 댓글을 남겨주세요. 
+
+**기여자**
+
+<a href="https://github.com/langgenius/dify/graphs/contributors">
+  <img src="https://contrib.rocks/image?repo=langgenius/dify" />
+</a>
+
+## 커뮤니티 & 연락처
+
+* [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:[email protected]?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
+
+[![Star History Chart](https://api.star-history.com/svg?repos=langgenius/dify&type=Date)](https://star-history.com/#langgenius/dify&Date)
+
+
+## 보안 공개
+
+개인정보 보호를 위해 보안 문제를 GitHub에 게시하지 마십시오. 대신 security@dify.ai로 질문을 보내주시면 더 자세한 답변을 드리겠습니다.
+
+## 라이선스
+
+이 저장소는 기본적으로 몇 가지 추가 제한 사항이 있는 Apache 2.0인 [Dify 오픈 소스 라이선스](LICENSE)에 따라 사용할 수 있습니다.

api/.env.example

@@ -1,6 +1,3 @@
-# Server Edition
-EDITION=SELF_HOSTED
-
 # Your App secret key will be used for securely signing the session cookie
 # Make sure you are changing this key for your deployment with a strong key.
 # You can generate a strong key using `openssl rand -base64 42`.
@@ -20,6 +17,9 @@ APP_WEB_URL=http://127.0.0.1:3000
 # Files URL
 FILES_URL=http://127.0.0.1:5001
 
+# The time in seconds after the signature is rejected
+FILES_ACCESS_TIMEOUT=300
+
 # celery configuration
 CELERY_BROKER_URL=redis://:difyai123456@localhost:6379/1
 
@@ -52,12 +52,23 @@ AZURE_BLOB_ACCOUNT_NAME=your-account-name
 AZURE_BLOB_ACCOUNT_KEY=your-account-key
 AZURE_BLOB_CONTAINER_NAME=yout-container-name
 AZURE_BLOB_ACCOUNT_URL=https://<your_account_name>.blob.core.windows.net
+# Aliyun oss Storage configuration
+ALIYUN_OSS_BUCKET_NAME=your-bucket-name
+ALIYUN_OSS_ACCESS_KEY=your-access-key
+ALIYUN_OSS_SECRET_KEY=your-secret-key
+ALIYUN_OSS_ENDPOINT=your-endpoint
+ALIYUN_OSS_AUTH_VERSION=v1
+ALIYUN_OSS_REGION=your-region
+
+# Google Storage configuration
+GOOGLE_STORAGE_BUCKET_NAME=yout-bucket-name
+GOOGLE_STORAGE_SERVICE_ACCOUNT_JSON=your-google-service-account-json-base64-string
 
 # CORS configuration
 WEB_API_CORS_ALLOW_ORIGINS=http://127.0.0.1:3000,*
 CONSOLE_CORS_ALLOW_ORIGINS=http://127.0.0.1:3000,*
 
-# Vector database configuration, support: weaviate, qdrant, milvus, relyt
+# Vector database configuration, support: weaviate, qdrant, milvus, relyt, pgvecto_rs, pgvector
 VECTOR_STORE=weaviate
 
 # Weaviate configuration
@@ -70,6 +81,8 @@ WEAVIATE_BATCH_SIZE=100
 QDRANT_URL=http://localhost:6333
 QDRANT_API_KEY=difyai123456
 QDRANT_CLIENT_TIMEOUT=20
+QDRANT_GRPC_ENABLED=false
+QDRANT_GRPC_PORT=6334
 
 # Milvus configuration
 MILVUS_HOST=127.0.0.1
@@ -85,6 +98,35 @@ RELYT_USER=postgres
 RELYT_PASSWORD=postgres
 RELYT_DATABASE=postgres
 
+# PGVECTO_RS configuration
+PGVECTO_RS_HOST=localhost
+PGVECTO_RS_PORT=5431
+PGVECTO_RS_USER=postgres
+PGVECTO_RS_PASSWORD=difyai123456
+PGVECTO_RS_DATABASE=postgres
+
+# PGVector configuration
+PGVECTOR_HOST=127.0.0.1
+PGVECTOR_PORT=5433
+PGVECTOR_USER=postgres
+PGVECTOR_PASSWORD=postgres
+PGVECTOR_DATABASE=postgres
+
+# Tidb Vector configuration
+TIDB_VECTOR_HOST=xxx.eu-central-1.xxx.aws.tidbcloud.com
+TIDB_VECTOR_PORT=4000
+TIDB_VECTOR_USER=xxx.root
+TIDB_VECTOR_PASSWORD=xxxxxx
+TIDB_VECTOR_DATABASE=dify
+
+# Chroma configuration
+CHROMA_HOST=127.0.0.1
+CHROMA_PORT=8000
+CHROMA_TENANT=default_tenant
+CHROMA_DATABASE=default_database
+CHROMA_AUTH_PROVIDER=chromadb.auth.token_authn.TokenAuthenticationServerProvider
+CHROMA_AUTH_CREDENTIALS=difyai123456
+
 # Upload configuration
 UPLOAD_FILE_SIZE_LIMIT=15
 UPLOAD_FILE_BATCH_LIMIT=5
@@ -100,10 +142,11 @@ RESEND_API_KEY=
 RESEND_API_URL=https://api.resend.com
 # smtp configuration
 SMTP_SERVER=smtp.gmail.com
-SMTP_PORT=587
+SMTP_PORT=465
 SMTP_USERNAME=123
 SMTP_PASSWORD=abc
-SMTP_USE_TLS=false
+SMTP_USE_TLS=true
+SMTP_OPPORTUNISTIC_TLS=false
 
 # Sentry configuration
 SENTRY_DSN=
@@ -118,27 +161,9 @@ NOTION_CLIENT_SECRET=you-client-secret
 NOTION_CLIENT_ID=you-client-id
 NOTION_INTERNAL_SECRET=you-internal-secret
 
-# Hosted Model Credentials
-HOSTED_OPENAI_API_KEY=
-HOSTED_OPENAI_API_BASE=
-HOSTED_OPENAI_API_ORGANIZATION=
-HOSTED_OPENAI_TRIAL_ENABLED=false
-HOSTED_OPENAI_QUOTA_LIMIT=200
-HOSTED_OPENAI_PAID_ENABLED=false
-
-HOSTED_AZURE_OPENAI_ENABLED=false
-HOSTED_AZURE_OPENAI_API_KEY=
-HOSTED_AZURE_OPENAI_API_BASE=
-HOSTED_AZURE_OPENAI_QUOTA_LIMIT=200
-
-HOSTED_ANTHROPIC_API_BASE=
-HOSTED_ANTHROPIC_API_KEY=
-HOSTED_ANTHROPIC_TRIAL_ENABLED=false
-HOSTED_ANTHROPIC_QUOTA_LIMIT=600000
-HOSTED_ANTHROPIC_PAID_ENABLED=false
-
 ETL_TYPE=dify
 UNSTRUCTURED_API_URL=
+UNSTRUCTURED_API_KEY=
 
 SSRF_PROXY_HTTP_URL=
 SSRF_PROXY_HTTPS_URL=
@@ -160,3 +185,21 @@ CODE_MAX_NUMBER_ARRAY_LENGTH=1000
 # API Tool configuration
 API_TOOL_DEFAULT_CONNECT_TIMEOUT=10
 API_TOOL_DEFAULT_READ_TIMEOUT=60
+
+# HTTP Node configuration
+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 # 10MB
+HTTP_REQUEST_NODE_MAX_TEXT_SIZE=1048576 # 1MB
+
+# Log file path
+LOG_FILE=
+
+# Indexing configuration
+INDEXING_MAX_SEGMENTATION_TOKENS_LENGTH=1000
+
+# Workflow runtime configuration
+WORKFLOW_MAX_EXECUTION_STEPS=500
+WORKFLOW_MAX_EXECUTION_TIME=1200
+WORKFLOW_CALL_MAX_DEPTH=5

api/.vscode/launch.json

@@ -17,7 +17,8 @@
                 "FLASK_DEBUG": "1",
                 "GEVENT_SUPPORT": "True"
             },
-            "console": "integratedTerminal"
+            "console": "integratedTerminal",
+            "python": "${command:python.interpreterPath}"
         },
         {
             "name": "Python: Flask",
@@ -36,7 +37,8 @@
                 "--debug"
             ],
             "jinja": true,
-            "justMyCode": true
+            "justMyCode": true,
+            "python": "${command:python.interpreterPath}"
         }
     ]
 }

api/README.md

@@ -17,15 +17,30 @@
    ```bash
    sed -i "/^SECRET_KEY=/c\SECRET_KEY=$(openssl rand -base64 42)" .env
    ```
-4. If you use Anaconda, create a new environment and activate it
+4. Create environment.
+   - Anaconda  
+   If you use Anaconda, create a new environment and activate it
    ```bash
    conda create --name dify python=3.10
    conda activate dify
    ```
+   - Poetry  
+   If you use Poetry, you don't need to manually create the environment. You can execute `poetry shell` to activate the environment.
 5. Install dependencies
+   - Anaconda  
    ```bash
    pip install -r requirements.txt
    ```
+   - Poetry  
+   ```bash
+   poetry install
+   ```
+   In case of contributors missing to update dependencies for `pyproject.toml`, you can perform the following shell instead.
+   ```base
+   poetry shell                                               # activate current environment
+   poetry add $(cat requirements.txt)           # install dependencies of production and update pyproject.toml
+   poetry add $(cat requirements-dev.txt) --group dev    # install dependencies of development and update pyproject.toml
+   ```
 6. Run migrate
 
    Before the first launch, migrate the database to the latest version.
@@ -55,3 +70,16 @@
 9. If you need to debug local async processing, please start the worker service by running 
 `celery -A app.celery worker -P gevent -c 1 --loglevel INFO -Q dataset,generation,mail`.
 The started celery app handles the async tasks, e.g. dataset importing and documents indexing.
+
+
+## Testing
+
+1. Install dependencies for both the backend and the test environment
+   ```bash
+   pip install -r requirements.txt -r requirements-dev.txt
+   ``` 
+   
+2. Run the tests locally with mocked system environment variables in `tool.pytest_env` section in `pyproject.toml`
+   ```bash
+   dev/pytest/pytest_all_tests.sh
+   ```

api/app.py

@@ -4,23 +4,28 @@ if not os.environ.get("DEBUG") or os.environ.get("DEBUG").lower() != 'true':
     from gevent import monkey
 
     monkey.patch_all()
-    # if os.environ.get("VECTOR_STORE") == 'milvus':
+
     import grpc.experimental.gevent
 
     grpc.experimental.gevent.init_gevent()
 
 import json
 import logging
+import sys
 import threading
 import time
 import warnings
+from logging.handlers import RotatingFileHandler
 
 from flask import Flask, Response, request
 from flask_cors import CORS
-
 from werkzeug.exceptions import Unauthorized
+
 from commands import register_commands
-from config import CloudEditionConfig, Config
+from config import Config
+
+# DO NOT REMOVE BELOW
+from events import event_handlers
 from extensions import (
     ext_celery,
     ext_code_based_extension,
@@ -37,11 +42,8 @@ from extensions import (
 from extensions.ext_database import db
 from extensions.ext_login import login_manager
 from libs.passport import PassportService
-from services.account_service import AccountService
-
-# DO NOT REMOVE BELOW
-from events import event_handlers
 from models import account, dataset, model, source, task, tool, tools, web
+from services.account_service import AccountService
 
 # DO NOT REMOVE ABOVE
 
@@ -73,20 +75,32 @@ config_type = os.getenv('EDITION', default='SELF_HOSTED')  # ce edition first
 # ----------------------------
 
 
-def create_app(test_config=None) -> Flask:
+def create_app() -> Flask:
     app = DifyApp(__name__)
-
-    if test_config:
-        app.config.from_object(test_config)
-    else:
-        if config_type == "CLOUD":
-            app.config.from_object(CloudEditionConfig())
-        else:
-            app.config.from_object(Config())
+    app.config.from_object(Config())
 
     app.secret_key = app.config['SECRET_KEY']
 
-    logging.basicConfig(level=app.config.get('LOG_LEVEL', 'INFO'))
+    log_handlers = None
+    log_file = app.config.get('LOG_FILE')
+    if log_file:
+        log_dir = os.path.dirname(log_file)
+        os.makedirs(log_dir, exist_ok=True)
+        log_handlers = [
+            RotatingFileHandler(
+                filename=log_file,
+                maxBytes=1024 * 1024 * 1024,
+                backupCount=5
+            ),
+            logging.StreamHandler(sys.stdout)
+        ]
+
+    logging.basicConfig(
+        level=app.config.get('LOG_LEVEL'),
+        format=app.config.get('LOG_FORMAT'),
+        datefmt=app.config.get('LOG_DATEFORMAT'),
+        handlers=log_handlers
+    )
 
     initialize_extensions(app)
     register_blueprints(app)
@@ -115,7 +129,7 @@ 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 == 'console':
+    if request.blueprint in ['console', 'inner_api']:
         # Check if the user_id contains a dot, indicating the old format
         auth_header = request.headers.get('Authorization', '')
         if not auth_header:
@@ -151,6 +165,7 @@ def unauthorized_handler():
 def register_blueprints(app):
     from controllers.console import bp as console_app_bp
     from controllers.files import bp as files_bp
+    from controllers.inner_api import bp as inner_api_bp
     from controllers.service_api import bp as service_api_bp
     from controllers.web import bp as web_bp
 
@@ -188,6 +203,8 @@ def register_blueprints(app):
          )
     app.register_blueprint(files_bp)
 
+    app.register_blueprint(inner_api_bp)
+
 
 # create app
 app = create_app()

api/commands.py

@@ -1,12 +1,15 @@
 import base64
 import json
 import secrets
+from typing import Optional
 
 import click
 from flask import current_app
 from werkzeug.exceptions import NotFound
 
+from constants.languages import languages
 from core.rag.datasource.vdb.vector_factory import Vector
+from core.rag.datasource.vdb.vector_type import VectorType
 from core.rag.models.document import Document
 from extensions.ext_database import db
 from libs.helper import email as email_validate
@@ -17,6 +20,7 @@ from models.dataset import Dataset, DatasetCollectionBinding, DocumentSegment
 from models.dataset import Document as DatasetDocument
 from models.model import Account, App, AppAnnotationSetting, AppMode, Conversation, MessageAnnotation
 from models.provider import Provider, ProviderModel
+from services.account_service import RegisterService, TenantService
 
 
 @click.command('reset-password', help='Reset the account password.')
@@ -57,7 +61,7 @@ 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.')
@@ -263,15 +267,15 @@ def migrate_knowledge_vector_database():
                         skipped_count = skipped_count + 1
                         continue
                 collection_name = ''
-                if vector_type == "weaviate":
+                if vector_type == VectorType.WEAVIATE:
                     dataset_id = dataset.id
                     collection_name = Dataset.gen_collection_name_by_id(dataset_id)
                     index_struct_dict = {
-                        "type": 'weaviate',
+                        "type": VectorType.WEAVIATE,
                         "vector_store": {"class_prefix": collection_name}
                     }
                     dataset.index_struct = json.dumps(index_struct_dict)
-                elif vector_type == "qdrant":
+                elif vector_type == VectorType.QDRANT:
                     if dataset.collection_binding_id:
                         dataset_collection_binding = db.session.query(DatasetCollectionBinding). \
                             filter(DatasetCollectionBinding.id == dataset.collection_binding_id). \
@@ -284,20 +288,20 @@ def migrate_knowledge_vector_database():
                         dataset_id = dataset.id
                         collection_name = Dataset.gen_collection_name_by_id(dataset_id)
                     index_struct_dict = {
-                        "type": 'qdrant',
+                        "type": VectorType.QDRANT,
                         "vector_store": {"class_prefix": collection_name}
                     }
                     dataset.index_struct = json.dumps(index_struct_dict)
 
-                elif vector_type == "milvus":
+                elif vector_type == VectorType.MILVUS:
                     dataset_id = dataset.id
                     collection_name = Dataset.gen_collection_name_by_id(dataset_id)
                     index_struct_dict = {
-                        "type": 'milvus',
+                        "type": VectorType.MILVUS,
                         "vector_store": {"class_prefix": collection_name}
                     }
                     dataset.index_struct = json.dumps(index_struct_dict)
-                elif vector_type == "relyt":
+                elif vector_type == VectorType.RELYT:
                     dataset_id = dataset.id
                     collection_name = Dataset.gen_collection_name_by_id(dataset_id)
                     index_struct_dict = {
@@ -305,8 +309,16 @@ def migrate_knowledge_vector_database():
                         "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}
+                    }
+                    dataset.index_struct = json.dumps(index_struct_dict)
                 else:
-                    raise ValueError(f"Vector store {config.get('VECTOR_STORE')} is not supported.")
+                    raise ValueError(f"Vector store {vector_type} is not supported.")
 
                 vector = Vector(dataset)
                 click.echo(f"Start to migrate dataset {dataset.id}.")
@@ -440,9 +452,105 @@ def convert_to_agent_apps():
     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.')
+def add_qdrant_doc_id_index(field: str):
+    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'))
+        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'))
+            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:
+            qdrant_config = QdrantConfig(
+                endpoint=config.get('QDRANT_URL'),
+                api_key=config.get('QDRANT_API_KEY'),
+                root_path=current_app.root_path,
+                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)
+                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'))
+                    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'))
+
+    except Exception as e:
+        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.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'))
+        return
+
+    # Create account
+    email = email.strip()
+
+    if '@' not in email:
+        click.echo(click.style('Sorry, invalid email address.', fg='red'))
+        return
+
+    account_name = email.split('@')[0]
+
+    if language not in languages:
+        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
+    )
+
+    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'))
+
+
 def register_commands(app):
     app.cli.add_command(reset_password)
     app.cli.add_command(reset_email)
     app.cli.add_command(reset_encrypt_key_pair)
     app.cli.add_command(vdb_migrate)
     app.cli.add_command(convert_to_agent_apps)
+    app.cli.add_command(add_qdrant_doc_id_index)
+    app.cli.add_command(create_tenant)
+

api/config.py

@@ -5,6 +5,7 @@ import dotenv
 dotenv.load_dotenv()
 
 DEFAULTS = {
+    'EDITION': 'SELF_HOSTED',
     'DB_USERNAME': 'postgres',
     'DB_PASSWORD': '',
     'DB_HOST': 'localhost',
@@ -22,22 +23,30 @@ DEFAULTS = {
     'SERVICE_API_URL': 'https://api.dify.ai',
     'APP_WEB_URL': 'https://udify.app',
     'FILES_URL': '',
+    'FILES_ACCESS_TIMEOUT': 300,
     'S3_ADDRESS_STYLE': 'auto',
     'STORAGE_TYPE': 'local',
     'STORAGE_LOCAL_PATH': 'storage',
     'CHECK_UPDATE_URL': 'https://updates.dify.ai',
     'DEPLOY_ENV': 'PRODUCTION',
+    'SQLALCHEMY_DATABASE_URI_SCHEME': 'postgresql',
     'SQLALCHEMY_POOL_SIZE': 30,
     'SQLALCHEMY_MAX_OVERFLOW': 10,
     'SQLALCHEMY_POOL_RECYCLE': 3600,
+    'SQLALCHEMY_POOL_PRE_PING': 'False',
     'SQLALCHEMY_ECHO': 'False',
     'SENTRY_TRACES_SAMPLE_RATE': 1.0,
     'SENTRY_PROFILES_SAMPLE_RATE': 1.0,
     'WEAVIATE_GRPC_ENABLED': 'True',
     'WEAVIATE_BATCH_SIZE': 100,
     'QDRANT_CLIENT_TIMEOUT': 20,
+    'QDRANT_GRPC_ENABLED': 'False',
+    'QDRANT_GRPC_PORT': '6334',
     'CELERY_BACKEND': 'database',
     'LOG_LEVEL': 'INFO',
+    'LOG_FILE': '',
+    'LOG_FORMAT': '%(asctime)s.%(msecs)03d %(levelname)s [%(threadName)s] [%(filename)s:%(lineno)d] - %(message)s',
+    'LOG_DATEFORMAT': '%Y-%m-%d %H:%M:%S',
     'HOSTED_OPENAI_QUOTA_LIMIT': 200,
     'HOSTED_OPENAI_TRIAL_ENABLED': 'False',
     'HOSTED_OPENAI_TRIAL_MODELS': 'gpt-3.5-turbo,gpt-3.5-turbo-1106,gpt-3.5-turbo-instruct,gpt-3.5-turbo-16k,gpt-3.5-turbo-16k-0613,gpt-3.5-turbo-0613,gpt-3.5-turbo-0125,text-davinci-003',
@@ -61,6 +70,7 @@ DEFAULTS = {
     'INVITE_EXPIRY_HOURS': 72,
     'BILLING_ENABLED': 'False',
     'CAN_REPLACE_LOGO': 'False',
+    'MODEL_LB_ENABLED': 'False',
     'ETL_TYPE': 'dify',
     'KEYWORD_STORE': 'jieba',
     'BATCH_UPLOAD_LIMIT': 20,
@@ -69,6 +79,12 @@ DEFAULTS = {
     'TOOL_ICON_CACHE_MAX_AGE': 3600,
     'MILVUS_DATABASE': 'default',
     'KEYWORD_DATA_SOURCE_TYPE': 'database',
+    'INNER_API': 'False',
+    'ENTERPRISE_ENABLED': 'False',
+    'INDEXING_MAX_SEGMENTATION_TOKENS_LENGTH': 1000,
+    'WORKFLOW_MAX_EXECUTION_STEPS': 500,
+    'WORKFLOW_MAX_EXECUTION_TIME': 1200,
+    'WORKFLOW_CALL_MAX_DEPTH': 5,
 }
 
 
@@ -99,12 +115,16 @@ class Config:
         # ------------------------
         # General Configurations.
         # ------------------------
-        self.CURRENT_VERSION = "0.6.3"
+        self.CURRENT_VERSION = "0.6.10"
         self.COMMIT_SHA = get_env('COMMIT_SHA')
-        self.EDITION = "SELF_HOSTED"
+        self.EDITION = get_env('EDITION')
         self.DEPLOY_ENV = get_env('DEPLOY_ENV')
         self.TESTING = False
         self.LOG_LEVEL = get_env('LOG_LEVEL')
+        self.LOG_FILE = get_env('LOG_FILE')
+        self.LOG_FORMAT = get_env('LOG_FORMAT')
+        self.LOG_DATEFORMAT = get_env('LOG_DATEFORMAT')
+        self.API_COMPRESSION_ENABLED = get_bool_env('API_COMPRESSION_ENABLED')
 
         # The backend URL prefix of the console API.
         # used to concatenate the login authorization callback or notion integration callback.
@@ -127,12 +147,21 @@ class Config:
         # Url is signed and has expiration time.
         self.FILES_URL = get_env('FILES_URL') if get_env('FILES_URL') else self.CONSOLE_API_URL
 
+        # File Access Time specifies a time interval in seconds for the file to be accessed.
+        # The default value is 300 seconds.
+        self.FILES_ACCESS_TIMEOUT = int(get_env('FILES_ACCESS_TIMEOUT'))
+
         # Your App secret key will be used for securely signing the session cookie
         # Make sure you are changing this key for your deployment with a strong key.
         # You can generate a strong key using `openssl rand -base64 42`.
         # Alternatively you can set it with `SECRET_KEY` environment variable.
         self.SECRET_KEY = get_env('SECRET_KEY')
 
+        # Enable or disable the inner API.
+        self.INNER_API = get_bool_env('INNER_API')
+        # The inner API key is used to authenticate the inner API.
+        self.INNER_API_KEY = get_env('INNER_API_KEY')
+
         # cors settings
         self.CONSOLE_CORS_ALLOW_ORIGINS = get_cors_allow_origins(
             'CONSOLE_CORS_ALLOW_ORIGINS', self.CONSOLE_WEB_URL)
@@ -149,14 +178,17 @@ class Config:
             key: get_env(key) for key in
             ['DB_USERNAME', 'DB_PASSWORD', 'DB_HOST', 'DB_PORT', 'DB_DATABASE', 'DB_CHARSET']
         }
+        self.SQLALCHEMY_DATABASE_URI_SCHEME = get_env('SQLALCHEMY_DATABASE_URI_SCHEME')
 
         db_extras = f"?client_encoding={db_credentials['DB_CHARSET']}" if db_credentials['DB_CHARSET'] else ""
 
-        self.SQLALCHEMY_DATABASE_URI = f"postgresql://{db_credentials['DB_USERNAME']}:{db_credentials['DB_PASSWORD']}@{db_credentials['DB_HOST']}:{db_credentials['DB_PORT']}/{db_credentials['DB_DATABASE']}{db_extras}"
+        self.SQLALCHEMY_DATABASE_URI = f"{self.SQLALCHEMY_DATABASE_URI_SCHEME}://{db_credentials['DB_USERNAME']}:{db_credentials['DB_PASSWORD']}@{db_credentials['DB_HOST']}:{db_credentials['DB_PORT']}/{db_credentials['DB_DATABASE']}{db_extras}"
         self.SQLALCHEMY_ENGINE_OPTIONS = {
             'pool_size': int(get_env('SQLALCHEMY_POOL_SIZE')),
             'max_overflow': int(get_env('SQLALCHEMY_MAX_OVERFLOW')),
-            'pool_recycle': int(get_env('SQLALCHEMY_POOL_RECYCLE'))
+            'pool_recycle': int(get_env('SQLALCHEMY_POOL_RECYCLE')),
+            'pool_pre_ping': get_bool_env('SQLALCHEMY_POOL_PRE_PING'),
+            'connect_args': {'options': '-c timezone=UTC'},
         }
 
         self.SQLALCHEMY_ECHO = get_bool_env('SQLALCHEMY_ECHO')
@@ -180,32 +212,57 @@ class Config:
             if self.CELERY_BACKEND == 'database' else self.CELERY_BROKER_URL
         self.BROKER_USE_SSL = self.CELERY_BROKER_URL.startswith('rediss://')
 
+        # ------------------------
+        # Code Execution Sandbox Configurations.
+        # ------------------------
+        self.CODE_EXECUTION_ENDPOINT = get_env('CODE_EXECUTION_ENDPOINT')
+        self.CODE_EXECUTION_API_KEY = get_env('CODE_EXECUTION_API_KEY')
+
         # ------------------------
         # File Storage Configurations.
         # ------------------------
         self.STORAGE_TYPE = get_env('STORAGE_TYPE')
         self.STORAGE_LOCAL_PATH = get_env('STORAGE_LOCAL_PATH')
+
+        # S3 Storage settings
         self.S3_ENDPOINT = get_env('S3_ENDPOINT')
         self.S3_BUCKET_NAME = get_env('S3_BUCKET_NAME')
         self.S3_ACCESS_KEY = get_env('S3_ACCESS_KEY')
         self.S3_SECRET_KEY = get_env('S3_SECRET_KEY')
         self.S3_REGION = get_env('S3_REGION')
         self.S3_ADDRESS_STYLE = get_env('S3_ADDRESS_STYLE')
+
+        # Azure Blob Storage settings
         self.AZURE_BLOB_ACCOUNT_NAME = get_env('AZURE_BLOB_ACCOUNT_NAME')
         self.AZURE_BLOB_ACCOUNT_KEY = get_env('AZURE_BLOB_ACCOUNT_KEY')
         self.AZURE_BLOB_CONTAINER_NAME = get_env('AZURE_BLOB_CONTAINER_NAME')
         self.AZURE_BLOB_ACCOUNT_URL = get_env('AZURE_BLOB_ACCOUNT_URL')
 
+        # Aliyun Storage settings
+        self.ALIYUN_OSS_BUCKET_NAME = get_env('ALIYUN_OSS_BUCKET_NAME')
+        self.ALIYUN_OSS_ACCESS_KEY = get_env('ALIYUN_OSS_ACCESS_KEY')
+        self.ALIYUN_OSS_SECRET_KEY = get_env('ALIYUN_OSS_SECRET_KEY')
+        self.ALIYUN_OSS_ENDPOINT = get_env('ALIYUN_OSS_ENDPOINT')
+        self.ALIYUN_OSS_REGION = get_env('ALIYUN_OSS_REGION')
+        self.ALIYUN_OSS_AUTH_VERSION = get_env('ALIYUN_OSS_AUTH_VERSION')
+
+        # Google Cloud Storage settings
+        self.GOOGLE_STORAGE_BUCKET_NAME = get_env('GOOGLE_STORAGE_BUCKET_NAME')
+        self.GOOGLE_STORAGE_SERVICE_ACCOUNT_JSON_BASE64 = get_env('GOOGLE_STORAGE_SERVICE_ACCOUNT_JSON_BASE64')
+
         # ------------------------
         # Vector Store Configurations.
-        # Currently, only support: qdrant, milvus, zilliz, weaviate, relyt
+        # Currently, only support: qdrant, milvus, zilliz, weaviate, relyt, pgvector
         # ------------------------
         self.VECTOR_STORE = get_env('VECTOR_STORE')
         self.KEYWORD_STORE = get_env('KEYWORD_STORE')
+
         # qdrant settings
         self.QDRANT_URL = get_env('QDRANT_URL')
         self.QDRANT_API_KEY = get_env('QDRANT_API_KEY')
         self.QDRANT_CLIENT_TIMEOUT = get_env('QDRANT_CLIENT_TIMEOUT')
+        self.QDRANT_GRPC_ENABLED = get_env('QDRANT_GRPC_ENABLED')
+        self.QDRANT_GRPC_PORT = get_env('QDRANT_GRPC_PORT')
 
         # milvus / zilliz setting
         self.MILVUS_HOST = get_env('MILVUS_HOST')
@@ -228,6 +285,35 @@ class Config:
         self.RELYT_PASSWORD = get_env('RELYT_PASSWORD')
         self.RELYT_DATABASE = get_env('RELYT_DATABASE')
 
+        # pgvecto rs settings
+        self.PGVECTO_RS_HOST = get_env('PGVECTO_RS_HOST')
+        self.PGVECTO_RS_PORT = get_env('PGVECTO_RS_PORT')
+        self.PGVECTO_RS_USER = get_env('PGVECTO_RS_USER')
+        self.PGVECTO_RS_PASSWORD = get_env('PGVECTO_RS_PASSWORD')
+        self.PGVECTO_RS_DATABASE = get_env('PGVECTO_RS_DATABASE')
+
+        # pgvector settings
+        self.PGVECTOR_HOST = get_env('PGVECTOR_HOST')
+        self.PGVECTOR_PORT = get_env('PGVECTOR_PORT')
+        self.PGVECTOR_USER = get_env('PGVECTOR_USER')
+        self.PGVECTOR_PASSWORD = get_env('PGVECTOR_PASSWORD')
+        self.PGVECTOR_DATABASE = get_env('PGVECTOR_DATABASE')
+
+        # tidb-vector settings
+        self.TIDB_VECTOR_HOST = get_env('TIDB_VECTOR_HOST')
+        self.TIDB_VECTOR_PORT = get_env('TIDB_VECTOR_PORT')
+        self.TIDB_VECTOR_USER = get_env('TIDB_VECTOR_USER')
+        self.TIDB_VECTOR_PASSWORD = get_env('TIDB_VECTOR_PASSWORD')
+        self.TIDB_VECTOR_DATABASE = get_env('TIDB_VECTOR_DATABASE')
+
+        # chroma settings
+        self.CHROMA_HOST = get_env('CHROMA_HOST')
+        self.CHROMA_PORT = get_env('CHROMA_PORT')
+        self.CHROMA_TENANT = get_env('CHROMA_TENANT')
+        self.CHROMA_DATABASE = get_env('CHROMA_DATABASE')
+        self.CHROMA_AUTH_PROVIDER = get_env('CHROMA_AUTH_PROVIDER')
+        self.CHROMA_AUTH_CREDENTIALS = get_env('CHROMA_AUTH_CREDENTIALS')
+
         # ------------------------
         # Mail Configurations.
         # ------------------------
@@ -241,9 +327,10 @@ class Config:
         self.SMTP_USERNAME = get_env('SMTP_USERNAME')
         self.SMTP_PASSWORD = get_env('SMTP_PASSWORD')
         self.SMTP_USE_TLS = get_bool_env('SMTP_USE_TLS')
-        
+        self.SMTP_OPPORTUNISTIC_TLS = get_bool_env('SMTP_OPPORTUNISTIC_TLS')
+
         # ------------------------
-        # Workpace Configurations.
+        # Workspace Configurations.
         # ------------------------
         self.INVITE_EXPIRY_HOURS = int(get_env('INVITE_EXPIRY_HOURS'))
 
@@ -268,6 +355,23 @@ class Config:
         self.UPLOAD_FILE_SIZE_LIMIT = int(get_env('UPLOAD_FILE_SIZE_LIMIT'))
         self.UPLOAD_FILE_BATCH_LIMIT = int(get_env('UPLOAD_FILE_BATCH_LIMIT'))
         self.UPLOAD_IMAGE_FILE_SIZE_LIMIT = int(get_env('UPLOAD_IMAGE_FILE_SIZE_LIMIT'))
+        self.BATCH_UPLOAD_LIMIT = get_env('BATCH_UPLOAD_LIMIT')
+
+        # RAG ETL Configurations.
+        self.ETL_TYPE = get_env('ETL_TYPE')
+        self.UNSTRUCTURED_API_URL = get_env('UNSTRUCTURED_API_URL')
+        self.UNSTRUCTURED_API_KEY = get_env('UNSTRUCTURED_API_KEY')
+        self.KEYWORD_DATA_SOURCE_TYPE = get_env('KEYWORD_DATA_SOURCE_TYPE')
+
+        # Indexing Configurations.
+        self.INDEXING_MAX_SEGMENTATION_TOKENS_LENGTH = get_env('INDEXING_MAX_SEGMENTATION_TOKENS_LENGTH')
+
+        # Tool Configurations.
+        self.TOOL_ICON_CACHE_MAX_AGE = get_env('TOOL_ICON_CACHE_MAX_AGE')
+
+        self.WORKFLOW_MAX_EXECUTION_STEPS = int(get_env('WORKFLOW_MAX_EXECUTION_STEPS'))
+        self.WORKFLOW_MAX_EXECUTION_TIME = int(get_env('WORKFLOW_MAX_EXECUTION_TIME'))
+        self.WORKFLOW_CALL_MAX_DEPTH = int(get_env('WORKFLOW_CALL_MAX_DEPTH'))
 
         # Moderation in app Configurations.
         self.OUTPUT_MODERATION_BUFFER_SIZE = int(get_env('OUTPUT_MODERATION_BUFFER_SIZE'))
@@ -282,6 +386,12 @@ class Config:
         # ------------------------
         # Platform Configurations.
         # ------------------------
+        self.GITHUB_CLIENT_ID = get_env('GITHUB_CLIENT_ID')
+        self.GITHUB_CLIENT_SECRET = get_env('GITHUB_CLIENT_SECRET')
+        self.GOOGLE_CLIENT_ID = get_env('GOOGLE_CLIENT_ID')
+        self.GOOGLE_CLIENT_SECRET = get_env('GOOGLE_CLIENT_SECRET')
+        self.OAUTH_REDIRECT_PATH = get_env('OAUTH_REDIRECT_PATH')
+
         self.HOSTED_OPENAI_API_KEY = get_env('HOSTED_OPENAI_API_KEY')
         self.HOSTED_OPENAI_API_BASE = get_env('HOSTED_OPENAI_API_BASE')
         self.HOSTED_OPENAI_API_ORGANIZATION = get_env('HOSTED_OPENAI_API_ORGANIZATION')
@@ -313,30 +423,15 @@ class Config:
         self.HOSTED_FETCH_APP_TEMPLATES_MODE = get_env('HOSTED_FETCH_APP_TEMPLATES_MODE')
         self.HOSTED_FETCH_APP_TEMPLATES_REMOTE_DOMAIN = get_env('HOSTED_FETCH_APP_TEMPLATES_REMOTE_DOMAIN')
 
-        self.ETL_TYPE = get_env('ETL_TYPE')
-        self.UNSTRUCTURED_API_URL = get_env('UNSTRUCTURED_API_URL')
+        # Model Load Balancing Configurations.
+        self.MODEL_LB_ENABLED = get_bool_env('MODEL_LB_ENABLED')
+
+        # Platform Billing Configurations.
         self.BILLING_ENABLED = get_bool_env('BILLING_ENABLED')
+
+        # ------------------------
+        # Enterprise feature Configurations.
+        # **Before using, please contact [email protected] by email to inquire about licensing matters.**
+        # ------------------------
+        self.ENTERPRISE_ENABLED = get_bool_env('ENTERPRISE_ENABLED')
         self.CAN_REPLACE_LOGO = get_bool_env('CAN_REPLACE_LOGO')
-
-        self.BATCH_UPLOAD_LIMIT = get_env('BATCH_UPLOAD_LIMIT')
-
-        self.CODE_EXECUTION_ENDPOINT = get_env('CODE_EXECUTION_ENDPOINT')
-        self.CODE_EXECUTION_API_KEY = get_env('CODE_EXECUTION_API_KEY')
-
-        self.API_COMPRESSION_ENABLED = get_bool_env('API_COMPRESSION_ENABLED')
-        self.TOOL_ICON_CACHE_MAX_AGE = get_env('TOOL_ICON_CACHE_MAX_AGE')
-
-        self.KEYWORD_DATA_SOURCE_TYPE = get_env('KEYWORD_DATA_SOURCE_TYPE')
-
-class CloudEditionConfig(Config):
-
-    def __init__(self):
-        super().__init__()
-
-        self.EDITION = "CLOUD"
-
-        self.GITHUB_CLIENT_ID = get_env('GITHUB_CLIENT_ID')
-        self.GITHUB_CLIENT_SECRET = get_env('GITHUB_CLIENT_SECRET')
-        self.GOOGLE_CLIENT_ID = get_env('GOOGLE_CLIENT_ID')
-        self.GOOGLE_CLIENT_SECRET = get_env('GOOGLE_CLIENT_SECRET')
-        self.OAUTH_REDIRECT_PATH = get_env('OAUTH_REDIRECT_PATH')

api/constants/languages.py

@@ -1,10 +1,11 @@
 
 
-languages = ['en-US', 'zh-Hans', 'pt-BR', 'es-ES', 'fr-FR', 'de-DE', 'ja-JP', 'ko-KR', 'ru-RU', 'it-IT', 'uk-UA', 'vi-VN']
+languages = ['en-US', 'zh-Hans', 'zh-Hant', 'pt-BR', 'es-ES', 'fr-FR', 'de-DE', 'ja-JP', 'ko-KR', 'ru-RU', 'it-IT', 'uk-UA', 'vi-VN', 'pl-PL']
 
 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',
@@ -15,6 +16,8 @@ language_timezone_mapping = {
     'it-IT': 'Europe/Rome',
     'uk-UA': 'Europe/Kyiv',
     'vi-VN': 'Asia/Ho_Chi_Minh',
+    'ro-RO': 'Europe/Bucharest',
+    'pl-PL': 'Europe/Warsaw',
 }
 
 

api/controllers/__init__.py

@@ -1,4 +1,3 @@
-# -*- coding:utf-8 -*-
 
 
 

api/controllers/console/__init__.py

@@ -1,22 +1,57 @@
 from flask import Blueprint
+
 from libs.external_api import ExternalApi
 
 bp = Blueprint('console', __name__, url_prefix='/console/api')
 api = ExternalApi(bp)
 
 # Import other controllers
-from . import admin, apikey, extension, feature, setup, version, ping
+from . import admin, apikey, extension, feature, ping, setup, version
+
 # Import app controllers
-from .app import (advanced_prompt_template, annotation, app, audio, completion, conversation, generator, message,
-                  model_config, site, statistic, workflow, workflow_run, workflow_app_log, workflow_statistic, agent)
+from .app import (
+    advanced_prompt_template,
+    agent,
+    annotation,
+    app,
+    audio,
+    completion,
+    conversation,
+    generator,
+    message,
+    model_config,
+    site,
+    statistic,
+    workflow,
+    workflow_app_log,
+    workflow_run,
+    workflow_statistic,
+)
+
 # Import auth controllers
 from .auth import activate, data_source_oauth, login, oauth
+
 # Import billing controllers
 from .billing import billing
+
 # Import datasets controllers
 from .datasets import data_source, datasets, datasets_document, datasets_segments, file, hit_testing
+
 # Import explore controllers
-from .explore import (audio, completion, conversation, installed_app, message, parameter, recommended_app,
-                      saved_message, workflow)
+from .explore import (
+    audio,
+    completion,
+    conversation,
+    installed_app,
+    message,
+    parameter,
+    recommended_app,
+    saved_message,
+    workflow,
+)
+
+# Import tag controllers
+from .tag import tags
+
 # Import workspace controllers
-from .workspace import account, members, model_providers, models, tool_providers, workspace
+from .workspace import account, load_balancing_config, members, model_providers, models, tool_providers, workspace

api/controllers/console/admin.py

@@ -48,6 +48,7 @@ class InsertExploreAppListApi(Resource):
         parser.add_argument('desc', type=str, location='json')
         parser.add_argument('copyright', type=str, location='json')
         parser.add_argument('privacy_policy', type=str, location='json')
+        parser.add_argument('custom_disclaimer', type=str, location='json')
         parser.add_argument('language', type=supported_language, required=True, nullable=False, location='json')
         parser.add_argument('category', type=str, required=True, nullable=False, location='json')
         parser.add_argument('position', type=int, required=True, nullable=False, location='json')
@@ -62,6 +63,7 @@ class InsertExploreAppListApi(Resource):
             desc = args['desc'] if args['desc'] else ''
             copy_right = args['copyright'] if args['copyright'] else ''
             privacy_policy = args['privacy_policy'] if args['privacy_policy'] else ''
+            custom_disclaimer = args['custom_disclaimer'] if args['custom_disclaimer'] else ''
         else:
             desc = site.description if site.description else \
                 args['desc'] if args['desc'] else ''
@@ -69,6 +71,8 @@ class InsertExploreAppListApi(Resource):
                 args['copyright'] if args['copyright'] else ''
             privacy_policy = site.privacy_policy if site.privacy_policy else \
                 args['privacy_policy'] if args['privacy_policy']  else ''
+            custom_disclaimer = site.custom_disclaimer if site.custom_disclaimer else \
+                args['custom_disclaimer'] if args['custom_disclaimer'] else ''
 
         recommended_app = RecommendedApp.query.filter(RecommendedApp.app_id == args['app_id']).first()
 
@@ -78,6 +82,7 @@ class InsertExploreAppListApi(Resource):
                 description=desc,
                 copyright=copy_right,
                 privacy_policy=privacy_policy,
+                custom_disclaimer=custom_disclaimer,
                 language=args['language'],
                 category=args['category'],
                 position=args['position']
@@ -93,6 +98,7 @@ class InsertExploreAppListApi(Resource):
             recommended_app.description = desc
             recommended_app.copyright = copy_right
             recommended_app.privacy_policy = privacy_policy
+            recommended_app.custom_disclaimer = custom_disclaimer
             recommended_app.language = args['language']
             recommended_app.category = args['category']
             recommended_app.position = args['position']

api/controllers/console/app/app.py

@@ -1,26 +1,25 @@
 import json
+import uuid
 
 from flask_login import current_user
-from flask_restful import Resource, inputs, marshal_with, reqparse
-from werkzeug.exceptions import Forbidden, BadRequest
+from flask_restful import Resource, inputs, marshal, marshal_with, reqparse
+from werkzeug.exceptions import BadRequest, Forbidden, abort
 
 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, cloud_edition_billing_resource_check
-from core.agent.entities import AgentToolEntity
-from extensions.ext_database import db
+from core.tools.tool_manager import ToolManager
+from core.tools.utils.configuration import ToolParameterConfigurationManager
 from fields.app_fields import (
     app_detail_fields,
     app_detail_fields_with_site,
     app_pagination_fields,
 )
 from libs.login import login_required
+from models.model import App, AppMode, AppModelConfig
 from services.app_service import AppService
-from models.model import App, AppModelConfig, AppMode
-from core.tools.utils.configuration import ToolParameterConfigurationManager
-from core.tools.tool_manager import ToolManager
-
+from services.tag_service import TagService
 
 ALLOW_CREATE_APP_MODES = ['chat', 'agent-chat', 'advanced-chat', 'workflow', 'completion']
 
@@ -30,21 +29,29 @@ class AppListApi(Resource):
     @setup_required
     @login_required
     @account_initialization_required
-    @marshal_with(app_pagination_fields)
     def get(self):
         """Get app list"""
+        def uuid_list(value):
+            try:
+                return [str(uuid.UUID(v)) for v in value.split(',')]
+            except ValueError:
+                abort(400, message="Invalid UUID format in tag_ids.")
         parser = reqparse.RequestParser()
         parser.add_argument('page', type=inputs.int_range(1, 99999), required=False, default=1, location='args')
         parser.add_argument('limit', type=inputs.int_range(1, 100), required=False, default=20, location='args')
         parser.add_argument('mode', type=str, choices=['chat', 'workflow', 'agent-chat', 'channel', 'all'], default='all', location='args', required=False)
         parser.add_argument('name', type=str, location='args', required=False)
+        parser.add_argument('tag_ids', type=uuid_list, location='args', required=False)
+
         args = parser.parse_args()
 
         # get app list
         app_service = AppService()
         app_pagination = app_service.get_paginate_apps(current_user.current_tenant_id, args)
+        if not app_pagination:
+            return {'data': [], 'total': 0, 'page': 1, 'limit': 20, 'has_more': False}
 
-        return app_pagination
+        return marshal(app_pagination, app_pagination_fields)
 
     @setup_required
     @login_required
@@ -109,43 +116,9 @@ class AppApi(Resource):
     @marshal_with(app_detail_fields_with_site)
     def get(self, app_model):
         """Get app detail"""
-        # get original app model config
-        if app_model.mode == AppMode.AGENT_CHAT.value or app_model.is_agent:
-            model_config: AppModelConfig = app_model.app_model_config
-            agent_mode = model_config.agent_mode_dict
-            # decrypt agent tool parameters if it's secret-input
-            for tool in agent_mode.get('tools') or []:
-                if not isinstance(tool, dict) or len(tool.keys()) <= 3:
-                    continue
-                agent_tool_entity = AgentToolEntity(**tool)
-                # get tool
-                try:
-                    tool_runtime = ToolManager.get_agent_tool_runtime(
-                        tenant_id=current_user.current_tenant_id,
-                        agent_tool=agent_tool_entity,
-                    )
-                    manager = ToolParameterConfigurationManager(
-                        tenant_id=current_user.current_tenant_id,
-                        tool_runtime=tool_runtime,
-                        provider_name=agent_tool_entity.provider_id,
-                        provider_type=agent_tool_entity.provider_type,
-                    )
+        app_service = AppService()
 
-                    # get decrypted parameters
-                    if agent_tool_entity.tool_parameters:
-                        parameters = manager.decrypt_tool_parameters(agent_tool_entity.tool_parameters or {})
-                        masked_parameter = manager.mask_tool_parameters(parameters or {})
-                    else:
-                        masked_parameter = {}
-
-                    # override tool parameters
-                    tool['tool_parameters'] = masked_parameter
-                except Exception as e:
-                    pass
-
-            # override agent mode
-            model_config.agent_mode = json.dumps(agent_mode)
-            db.session.commit()
+        app_model = app_service.get_app(app_model)
 
         return app_model
 

api/controllers/console/app/audio.py

@@ -85,7 +85,7 @@ class ChatMessageTextApi(Resource):
             response = AudioService.transcript_tts(
                 app_model=app_model,
                 text=request.form['text'],
-                voice=request.form.get('voice'),
+                voice=request.form['voice'],
                 streaming=False
             )
 

api/controllers/console/app/error.py

@@ -91,3 +91,9 @@ class DraftWorkflowNotExist(BaseHTTPException):
     error_code = 'draft_workflow_not_exist'
     description = "Draft workflow need to be initialized."
     code = 400
+
+
+class DraftWorkflowNotSync(BaseHTTPException):
+    error_code = 'draft_workflow_not_sync'
+    description = "Workflow graph might have been modified, please refresh and resubmit."
+    code = 400

api/controllers/console/app/model_config.py

@@ -57,6 +57,7 @@ class ModelConfigResource(Resource):
                 try:
                     tool_runtime = ToolManager.get_agent_tool_runtime(
                         tenant_id=current_user.current_tenant_id,
+                        app_id=app_model.id,
                         agent_tool=agent_tool_entity,
                     )
                     manager = ToolParameterConfigurationManager(
@@ -64,6 +65,7 @@ class ModelConfigResource(Resource):
                         tool_runtime=tool_runtime,
                         provider_name=agent_tool_entity.provider_id,
                         provider_type=agent_tool_entity.provider_type,
+                        identity_id=f'AGENT.{app_model.id}'
                     )
                 except Exception as e:
                     continue
@@ -94,6 +96,7 @@ class ModelConfigResource(Resource):
                     try:
                         tool_runtime = ToolManager.get_agent_tool_runtime(
                             tenant_id=current_user.current_tenant_id,
+                            app_id=app_model.id,
                             agent_tool=agent_tool_entity,
                         )
                     except Exception as e:
@@ -104,6 +107,7 @@ class ModelConfigResource(Resource):
                     tool_runtime=tool_runtime,
                     provider_name=agent_tool_entity.provider_id,
                     provider_type=agent_tool_entity.provider_type,
+                    identity_id=f'AGENT.{app_model.id}'
                 )
                 manager.delete_tool_parameters_cache()
 
@@ -111,9 +115,11 @@ class ModelConfigResource(Resource):
                 if agent_tool_entity.tool_parameters:
                     if key not in masked_parameter_map:
                         continue
-
-                    if agent_tool_entity.tool_parameters == masked_parameter_map[key]:
-                        agent_tool_entity.tool_parameters = parameter_map[key]
+                    
+                    for masked_key, masked_value in masked_parameter_map[key].items():
+                        if masked_key in agent_tool_entity.tool_parameters and \
+                                agent_tool_entity.tool_parameters[masked_key] == masked_value:
+                            agent_tool_entity.tool_parameters[masked_key] = parameter_map[key].get(masked_key)
 
                 # encrypt parameters
                 if agent_tool_entity.tool_parameters:

api/controllers/console/app/site.py

@@ -23,6 +23,7 @@ def parse_app_site_args():
     parser.add_argument('customize_domain', type=str, required=False, location='json')
     parser.add_argument('copyright', type=str, required=False, location='json')
     parser.add_argument('privacy_policy', type=str, required=False, location='json')
+    parser.add_argument('custom_disclaimer', type=str, required=False, location='json')
     parser.add_argument('customize_token_strategy', type=str, choices=['must', 'allow', 'not_allow'],
                         required=False,
                         location='json')
@@ -56,6 +57,7 @@ class AppSite(Resource):
             'customize_domain',
             'copyright',
             'privacy_policy',
+            'custom_disclaimer',
             'customize_token_strategy',
             'prompt_public'
         ]:

api/controllers/console/app/workflow.py

@@ -7,7 +7,7 @@ from werkzeug.exceptions import InternalServerError, NotFound
 
 import services
 from controllers.console import api
-from controllers.console.app.error import ConversationCompletedError, DraftWorkflowNotExist
+from controllers.console.app.error import ConversationCompletedError, DraftWorkflowNotExist, DraftWorkflowNotSync
 from controllers.console.app.wraps import get_app_model
 from controllers.console.setup import setup_required
 from controllers.console.wraps import account_initialization_required
@@ -20,6 +20,7 @@ from libs.helper import TimestampField, uuid_value
 from libs.login import current_user, login_required
 from models.model import App, AppMode
 from services.app_generate_service import AppGenerateService
+from services.errors.app import WorkflowHashNotEqualError
 from services.workflow_service import WorkflowService
 
 logger = logging.getLogger(__name__)
@@ -59,6 +60,7 @@ class DraftWorkflowApi(Resource):
             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')
             args = parser.parse_args()
         elif 'text/plain' in content_type:
             try:
@@ -71,7 +73,8 @@ class DraftWorkflowApi(Resource):
 
                 args = {
                     'graph': data.get('graph'),
-                    'features': data.get('features')
+                    'features': data.get('features'),
+                    'hash': data.get('hash')
                 }
             except json.JSONDecodeError:
                 return {'message': 'Invalid JSON data'}, 400
@@ -79,15 +82,21 @@ class DraftWorkflowApi(Resource):
             abort(415)
 
         workflow_service = WorkflowService()
-        workflow = workflow_service.sync_draft_workflow(
-            app_model=app_model,
-            graph=args.get('graph'),
-            features=args.get('features'),
-            account=current_user
-        )
+
+        try:
+            workflow = workflow_service.sync_draft_workflow(
+                app_model=app_model,
+                graph=args.get('graph'),
+                features=args.get('features'),
+                unique_hash=args.get('hash'),
+                account=current_user
+            )
+        except WorkflowHashNotEqualError:
+            raise DraftWorkflowNotSync()
 
         return {
             "result": "success",
+            "hash": workflow.unique_hash,
             "updated_at": TimestampField().format(workflow.updated_at or workflow.created_at)
         }
 
@@ -128,6 +137,71 @@ class AdvancedChatDraftWorkflowRunApi(Resource):
             logging.exception("internal server error.")
             raise InternalServerError()
 
+class AdvancedChatDraftRunIterationNodeApi(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    @get_app_model(mode=[AppMode.ADVANCED_CHAT])
+    def post(self, app_model: App, node_id: str):
+        """
+        Run draft workflow iteration node
+        """
+        parser = reqparse.RequestParser()
+        parser.add_argument('inputs', type=dict, location='json')
+        args = parser.parse_args()
+
+        try:
+            response = AppGenerateService.generate_single_iteration(
+                app_model=app_model,
+                user=current_user,
+                node_id=node_id,
+                args=args,
+                streaming=True
+            )
+
+            return helper.compact_generate_response(response)
+        except services.errors.conversation.ConversationNotExistsError:
+            raise NotFound("Conversation Not Exists.")
+        except services.errors.conversation.ConversationCompletedError:
+            raise ConversationCompletedError()
+        except ValueError as e:
+            raise e
+        except Exception as e:
+            logging.exception("internal server error.")
+            raise InternalServerError()
+
+class WorkflowDraftRunIterationNodeApi(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    @get_app_model(mode=[AppMode.WORKFLOW])
+    def post(self, app_model: App, node_id: str):
+        """
+        Run draft workflow iteration node
+        """
+        parser = reqparse.RequestParser()
+        parser.add_argument('inputs', type=dict, location='json')
+        args = parser.parse_args()
+
+        try:
+            response = AppGenerateService.generate_single_iteration(
+                app_model=app_model,
+                user=current_user,
+                node_id=node_id,
+                args=args,
+                streaming=True
+            )
+
+            return helper.compact_generate_response(response)
+        except services.errors.conversation.ConversationNotExistsError:
+            raise NotFound("Conversation Not Exists.")
+        except services.errors.conversation.ConversationCompletedError:
+            raise ConversationCompletedError()
+        except ValueError as e:
+            raise e
+        except Exception as e:
+            logging.exception("internal server error.")
+            raise InternalServerError()
 
 class DraftWorkflowRunApi(Resource):
     @setup_required
@@ -317,6 +391,8 @@ api.add_resource(AdvancedChatDraftWorkflowRunApi, '/apps/<uuid:app_id>/advanced-
 api.add_resource(DraftWorkflowRunApi, '/apps/<uuid:app_id>/workflows/draft/run')
 api.add_resource(WorkflowTaskStopApi, '/apps/<uuid:app_id>/workflow-runs/tasks/<string:task_id>/stop')
 api.add_resource(DraftWorkflowNodeRunApi, '/apps/<uuid:app_id>/workflows/draft/nodes/<string:node_id>/run')
+api.add_resource(AdvancedChatDraftRunIterationNodeApi, '/apps/<uuid:app_id>/advanced-chat/workflows/draft/iteration/nodes/<string:node_id>/run')
+api.add_resource(WorkflowDraftRunIterationNodeApi, '/apps/<uuid:app_id>/workflows/draft/iteration/nodes/<string:node_id>/run')
 api.add_resource(PublishedWorkflowApi, '/apps/<uuid:app_id>/workflows/publish')
 api.add_resource(DefaultBlockConfigsApi, '/apps/<uuid:app_id>/workflows/default-workflow-block-configs')
 api.add_resource(DefaultBlockConfigApi, '/apps/<uuid:app_id>/workflows/default-workflow-block-configs'

api/controllers/console/app/workflow_statistic.py

@@ -227,7 +227,7 @@ class WorkflowAverageAppInteractionStatistic(Resource):
                     {{start}}
                     {{end}}
                 GROUP BY date, c.created_by) sub
-            GROUP BY sub.created_by, sub.date
+            GROUP BY sub.date
             """
         arg_dict = {'tz': account.timezone, 'app_id': app_model.id, 'triggered_from': WorkflowRunTriggeredFrom.APP_RUN.value}
 

api/controllers/console/auth/login.py

@@ -26,10 +26,13 @@ class LoginApi(Resource):
 
         try:
             account = AccountService.authenticate(args['email'], args['password'])
-        except services.errors.account.AccountLoginError:
-            return {'code': 'unauthorized', 'message': 'Invalid email or password'}, 401
+        except services.errors.account.AccountLoginError as e:
+            return {'code': 'unauthorized', 'message': str(e)}, 401
 
-        TenantService.create_owner_tenant_if_not_exist(account)
+        # SELF_HOSTED only have one workspace
+        tenants = TenantService.get_join_tenants(account)
+        if len(tenants) == 0:
+            return {'result': 'fail', 'data': 'workspace not found, please contact system admin to invite you to join in a workspace'}
 
         AccountService.update_last_login(account, request)
 

api/controllers/console/datasets/datasets.py

@@ -15,6 +15,7 @@ from core.errors.error import LLMBadRequestError, ProviderTokenNotInitError
 from core.indexing_runner import IndexingRunner
 from core.model_runtime.entities.model_entities import ModelType
 from core.provider_manager import ProviderManager
+from core.rag.datasource.vdb.vector_type import VectorType
 from core.rag.extractor.entity.extract_setting import ExtractSetting
 from extensions.ext_database import db
 from fields.app_fields import related_app_list
@@ -48,11 +49,14 @@ class DatasetListApi(Resource):
         limit = request.args.get('limit', default=20, type=int)
         ids = request.args.getlist('ids')
         provider = request.args.get('provider', default="vendor")
+        search = request.args.get('keyword', default=None, type=str)
+        tag_ids = request.args.getlist('tag_ids')
+
         if ids:
             datasets, total = DatasetService.get_datasets_by_ids(ids, current_user.current_tenant_id)
         else:
             datasets, total = DatasetService.get_datasets(page, limit, provider,
-                                                          current_user.current_tenant_id, current_user)
+                                                          current_user.current_tenant_id, current_user, search, tag_ids)
 
         # check embedding setting
         provider_manager = ProviderManager()
@@ -184,6 +188,10 @@ class DatasetApi(Resource):
                             help='Invalid indexing technique.')
         parser.add_argument('permission', type=str, location='json', choices=(
             'only_me', 'all_team_members'), help='Invalid permission.')
+        parser.add_argument('embedding_model', type=str,
+                            location='json', help='Invalid embedding model.')
+        parser.add_argument('embedding_model_provider', type=str,
+                            location='json', help='Invalid embedding model provider.')
         parser.add_argument('retrieval_model', type=dict, location='json', help='Invalid retrieval model.')
         args = parser.parse_args()
 
@@ -469,20 +477,22 @@ class DatasetRetrievalSettingApi(Resource):
     @account_initialization_required
     def get(self):
         vector_type = current_app.config['VECTOR_STORE']
-        if vector_type == 'milvus':
-            return {
-                'retrieval_method': [
-                    'semantic_search'
-                ]
-            }
-        elif vector_type == 'qdrant' or vector_type == 'weaviate':
-            return {
-                'retrieval_method': [
-                    'semantic_search', 'full_text_search', 'hybrid_search'
-                ]
-            }
-        else:
-            raise ValueError("Unsupported vector db type.")
+
+        match vector_type:
+            case VectorType.MILVUS | VectorType.RELYT | VectorType.PGVECTOR | VectorType.TIDB_VECTOR | VectorType.CHROMA:
+                return {
+                    'retrieval_method': [
+                        'semantic_search'
+                    ]
+                }
+            case VectorType.QDRANT | VectorType.WEAVIATE:
+                return {
+                    'retrieval_method': [
+                        'semantic_search', 'full_text_search', 'hybrid_search'
+                    ]
+                }
+            case _:
+                raise ValueError(f"Unsupported vector db type {vector_type}.")
 
 
 class DatasetRetrievalSettingMockApi(Resource):
@@ -490,26 +500,44 @@ class DatasetRetrievalSettingMockApi(Resource):
     @login_required
     @account_initialization_required
     def get(self, vector_type):
+        match vector_type:
+            case VectorType.MILVUS | VectorType.RELYT | VectorType.PGVECTOR | VectorType.TIDB_VECTOR | VectorType.CHROMA:
+                return {
+                    'retrieval_method': [
+                        'semantic_search'
+                    ]
+                }
+            case VectorType.QDRANT | VectorType.WEAVIATE:
+                return {
+                    'retrieval_method': [
+                        'semantic_search', 'full_text_search', 'hybrid_search'
+                    ]
+                }
+            case _:
+                raise ValueError(f"Unsupported vector db type {vector_type}.")
 
-        if vector_type == 'milvus':
-            return {
-                'retrieval_method': [
-                    'semantic_search'
-                ]
-            }
-        elif vector_type == 'qdrant' or vector_type == 'weaviate':
-            return {
-                'retrieval_method': [
-                    'semantic_search', 'full_text_search', 'hybrid_search'
-                ]
-            }
-        else:
-            raise ValueError("Unsupported vector db type.")
+
+class DatasetErrorDocs(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def get(self, dataset_id):
+        dataset_id_str = str(dataset_id)
+        dataset = DatasetService.get_dataset(dataset_id_str)
+        if dataset is None:
+            raise NotFound("Dataset not found.")
+        results = DocumentService.get_error_documents_by_dataset_id(dataset_id_str)
+
+        return {
+            'data': [marshal(item, document_status_fields) for item in results],
+            'total': len(results)
+        }, 200
 
 
 api.add_resource(DatasetListApi, '/datasets')
 api.add_resource(DatasetApi, '/datasets/<uuid:dataset_id>')
 api.add_resource(DatasetQueryApi, '/datasets/<uuid:dataset_id>/queries')
+api.add_resource(DatasetErrorDocs, '/datasets/<uuid:dataset_id>/error-docs')
 api.add_resource(DatasetIndexingEstimateApi, '/datasets/indexing-estimate')
 api.add_resource(DatasetRelatedAppListApi, '/datasets/<uuid:dataset_id>/related-apps')
 api.add_resource(DatasetIndexingStatusApi, '/datasets/<uuid:dataset_id>/indexing-status')

api/controllers/console/datasets/datasets_document.py

@@ -1,9 +1,12 @@
+import logging
+from argparse import ArgumentTypeError
 from datetime import datetime, timezone
 
 from flask import request
 from flask_login import current_user
 from flask_restful import Resource, fields, marshal, marshal_with, reqparse
 from sqlalchemy import asc, desc
+from transformers.hf_argparser import string_to_bool
 from werkzeug.exceptions import Forbidden, NotFound
 
 import services
@@ -140,7 +143,11 @@ class DatasetDocumentListApi(Resource):
         limit = request.args.get('limit', default=20, type=int)
         search = request.args.get('keyword', default=None, type=str)
         sort = request.args.get('sort', default='-created_at', type=str)
-        fetch = request.args.get('fetch', default=False, type=bool)
+        # "yes", "true", "t", "y", "1" convert to True, while others convert to False.
+        try:
+            fetch = string_to_bool(request.args.get('fetch', default='false'))
+        except (ArgumentTypeError, ValueError, Exception) as e:
+            fetch = False
         dataset = DatasetService.get_dataset(dataset_id)
         if not dataset:
             raise NotFound('Dataset not found.')
@@ -233,7 +240,7 @@ class DatasetDocumentListApi(Resource):
                             location='json')
         parser.add_argument('data_source', type=dict, required=False, location='json')
         parser.add_argument('process_rule', type=dict, required=False, location='json')
-        parser.add_argument('duplicate', type=bool, nullable=False, location='json')
+        parser.add_argument('duplicate', type=bool, default=True, nullable=False, location='json')
         parser.add_argument('original_document_id', type=str, required=False, location='json')
         parser.add_argument('doc_form', type=str, default='text_model', required=False, nullable=False, location='json')
         parser.add_argument('doc_language', type=str, default='English', required=False, nullable=False,
@@ -393,9 +400,6 @@ class DocumentBatchIndexingEstimateApi(DocumentResource):
     def get(self, dataset_id, batch):
         dataset_id = str(dataset_id)
         batch = str(batch)
-        dataset = DatasetService.get_dataset(dataset_id)
-        if dataset is None:
-            raise NotFound("Dataset not found.")
         documents = self.get_batch_documents(dataset_id, batch)
         response = {
             "tokens": 0,
@@ -883,6 +887,71 @@ class DocumentRecoverApi(DocumentResource):
         return {'result': 'success'}, 204
 
 
+class DocumentRetryApi(DocumentResource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def post(self, dataset_id):
+        """retry document."""
+
+        parser = reqparse.RequestParser()
+        parser.add_argument('document_ids', type=list, required=True, nullable=False,
+                            location='json')
+        args = parser.parse_args()
+        dataset_id = str(dataset_id)
+        dataset = DatasetService.get_dataset(dataset_id)
+        retry_documents = []
+        if not dataset:
+            raise NotFound('Dataset not found.')
+        for document_id in args['document_ids']:
+            try:
+                document_id = str(document_id)
+
+                document = DocumentService.get_document(dataset.id, document_id)
+
+                # 404 if document not found
+                if document is None:
+                    raise NotFound("Document Not Exists.")
+
+                # 403 if document is archived
+                if DocumentService.check_archived(document):
+                    raise ArchivedDocumentImmutableError()
+
+                # 400 if document is completed
+                if document.indexing_status == 'completed':
+                    raise DocumentAlreadyFinishedError()
+                retry_documents.append(document)
+            except Exception as e:
+                logging.error(f"Document {document_id} retry failed: {str(e)}")
+                continue
+        # retry document
+        DocumentService.retry_document(dataset_id, retry_documents)
+
+        return {'result': 'success'}, 204
+
+
+class DocumentRenameApi(DocumentResource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    @marshal_with(document_fields)
+    def post(self, dataset_id, document_id):
+        # 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()
+        parser.add_argument('name', type=str, required=True, nullable=False, location='json')
+        args = parser.parse_args()
+
+        try:
+            document = DocumentService.rename_document(dataset_id, document_id, args['name'])
+        except services.errors.document.DocumentIndexingError:
+            raise DocumentIndexingError('Cannot delete document during indexing.')
+
+        return document
+
+
 api.add_resource(GetProcessRuleApi, '/datasets/process-rule')
 api.add_resource(DatasetDocumentListApi,
                  '/datasets/<uuid:dataset_id>/documents')
@@ -908,3 +977,6 @@ api.add_resource(DocumentStatusApi,
                  '/datasets/<uuid:dataset_id>/documents/<uuid:document_id>/status/<string:action>')
 api.add_resource(DocumentPauseApi, '/datasets/<uuid:dataset_id>/documents/<uuid:document_id>/processing/pause')
 api.add_resource(DocumentRecoverApi, '/datasets/<uuid:dataset_id>/documents/<uuid:document_id>/processing/resume')
+api.add_resource(DocumentRetryApi, '/datasets/<uuid:dataset_id>/retry')
+api.add_resource(DocumentRenameApi,
+                 '/datasets/<uuid:dataset_id>/documents/<uuid:document_id>/rename')

api/controllers/console/datasets/hit_testing.py

@@ -12,7 +12,7 @@ from controllers.console.app.error import (
     ProviderNotInitializeError,
     ProviderQuotaExceededError,
 )
-from controllers.console.datasets.error import DatasetNotInitializedError, HighQualityDatasetOnlyError
+from controllers.console.datasets.error import DatasetNotInitializedError
 from controllers.console.setup import setup_required
 from controllers.console.wraps import account_initialization_required
 from core.errors.error import (
@@ -45,10 +45,6 @@ class HitTestingApi(Resource):
         except services.errors.account.NoPermissionError as e:
             raise Forbidden(str(e))
 
-        # only high quality dataset can be used for hit testing
-        if dataset.indexing_technique != 'high_quality':
-            raise HighQualityDatasetOnlyError()
-
         parser = reqparse.RequestParser()
         parser.add_argument('query', type=str, location='json')
         parser.add_argument('retrieval_model', type=dict, required=False, location='json')

api/controllers/console/explore/audio.py

@@ -76,7 +76,7 @@ class ChatTextApi(InstalledAppResource):
             response = AudioService.transcript_tts(
                 app_model=app_model,
                 text=request.form['text'],
-                voice=request.form.get('voice'),
+                voice=request.form['voice'] if request.form.get('voice') else app_model.app_model_config.text_to_speech_dict.get('voice'),
                 streaming=False
             )
             return {'data': response.data.decode('latin1')}

api/controllers/console/explore/recommended_app.py

@@ -21,6 +21,7 @@ recommended_app_fields = {
     'description': fields.String(attribute='description'),
     'copyright': fields.String,
     'privacy_policy': fields.String,
+    'custom_disclaimer': fields.String,
     'category': fields.String,
     'position': fields.Integer,
     'is_listed': fields.Boolean

api/controllers/console/feature.py

@@ -1,17 +1,28 @@
 from flask_login import current_user
 from flask_restful import Resource
 
+from libs.login import login_required
 from services.feature_service import FeatureService
 
 from . import api
-from .wraps import cloud_utm_record
+from .setup import setup_required
+from .wraps import account_initialization_required, cloud_utm_record
 
 
 class FeatureApi(Resource):
 
+    @setup_required
+    @login_required
+    @account_initialization_required
     @cloud_utm_record
     def get(self):
         return FeatureService.get_features(current_user.current_tenant_id).dict()
 
 
+class SystemFeatureApi(Resource):
+    def get(self):
+        return FeatureService.get_system_features().dict()
+
+
 api.add_resource(FeatureApi, '/features')
+api.add_resource(SystemFeatureApi, '/system-features')

api/controllers/console/setup.py

@@ -58,6 +58,8 @@ class SetupApi(Resource):
             password=args['password']
         )
 
+        TenantService.create_owner_tenant_if_not_exist(account)
+
         setup()
         AccountService.update_last_login(account, request)
 

api/controllers/console/tag/tags.py

@@ -0,0 +1,159 @@
+from flask import request
+from flask_login import current_user
+from flask_restful import Resource, marshal_with, reqparse
+from werkzeug.exceptions import Forbidden
+
+from controllers.console import api
+from controllers.console.setup import setup_required
+from controllers.console.wraps import account_initialization_required
+from fields.tag_fields import tag_fields
+from libs.login import login_required
+from models.model import Tag
+from services.tag_service import TagService
+
+
+def _validate_name(name):
+    if not name or len(name) < 1 or len(name) > 40:
+        raise ValueError('Name must be between 1 to 50 characters.')
+    return name
+
+
+class TagListApi(Resource):
+
+    @setup_required
+    @login_required
+    @account_initialization_required
+    @marshal_with(tag_fields)
+    def get(self):
+        tag_type = request.args.get('type', type=str)
+        keyword = request.args.get('keyword', default=None, type=str)
+        tags = TagService.get_tags(tag_type, current_user.current_tenant_id, keyword)
+
+        return tags, 200
+
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def post(self):
+        # 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()
+        parser.add_argument('name', nullable=False, required=True,
+                            help='Name must be between 1 to 50 characters.',
+                            type=_validate_name)
+        parser.add_argument('type', type=str, location='json',
+                            choices=Tag.TAG_TYPE_LIST,
+                            nullable=True,
+                            help='Invalid tag type.')
+        args = parser.parse_args()
+        tag = TagService.save_tags(args)
+
+        response = {
+            'id': tag.id,
+            'name': tag.name,
+            'type': tag.type,
+            'binding_count': 0
+        }
+
+        return response, 200
+
+
+class TagUpdateDeleteApi(Resource):
+
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def patch(self, tag_id):
+        tag_id = str(tag_id)
+        # 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()
+        parser.add_argument('name', nullable=False, required=True,
+                            help='Name must be between 1 to 50 characters.',
+                            type=_validate_name)
+        args = parser.parse_args()
+        tag = TagService.update_tags(args, tag_id)
+
+        binding_count = TagService.get_tag_binding_count(tag_id)
+
+        response = {
+            'id': tag.id,
+            'name': tag.name,
+            'type': tag.type,
+            'binding_count': binding_count
+        }
+
+        return response, 200
+
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def delete(self, tag_id):
+        tag_id = str(tag_id)
+        # 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()
+
+        TagService.delete_tag(tag_id)
+
+        return 200
+
+
+class TagBindingCreateApi(Resource):
+
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def post(self):
+        # 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()
+        parser.add_argument('tag_ids', type=list, nullable=False, required=True, location='json',
+                            help='Tag IDs is required.')
+        parser.add_argument('target_id', type=str, nullable=False, required=True, location='json',
+                            help='Target ID is required.')
+        parser.add_argument('type', type=str, location='json',
+                            choices=Tag.TAG_TYPE_LIST,
+                            nullable=True,
+                            help='Invalid tag type.')
+        args = parser.parse_args()
+        TagService.save_tag_binding(args)
+
+        return 200
+
+
+class TagBindingDeleteApi(Resource):
+
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def post(self):
+        # 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()
+        parser.add_argument('tag_id', type=str, nullable=False, required=True,
+                            help='Tag ID is required.')
+        parser.add_argument('target_id', type=str, nullable=False, required=True,
+                            help='Target ID is required.')
+        parser.add_argument('type', type=str, location='json',
+                            choices=Tag.TAG_TYPE_LIST,
+                            nullable=True,
+                            help='Invalid tag type.')
+        args = parser.parse_args()
+        TagService.delete_tag_binding(args)
+
+        return 200
+
+
+api.add_resource(TagListApi, '/tags')
+api.add_resource(TagUpdateDeleteApi, '/tags/<uuid:tag_id>')
+api.add_resource(TagBindingCreateApi, '/tag-bindings/create')
+api.add_resource(TagBindingDeleteApi, '/tag-bindings/remove')

api/controllers/console/version.py

@@ -17,13 +17,19 @@ class VersionApi(Resource):
         args = parser.parse_args()
         check_update_url = current_app.config['CHECK_UPDATE_URL']
 
-        if not check_update_url:
-            return {
-                'version': '0.0.0',
-                'release_date': '',
-                'release_notes': '',
-                'can_auto_update': False
+        result = {
+            'version': current_app.config['CURRENT_VERSION'],
+            'release_date': '',
+            'release_notes': '',
+            'can_auto_update': False,
+            'features': {
+                'can_replace_logo': current_app.config['CAN_REPLACE_LOGO'],
+                'model_load_balancing_enabled': current_app.config['MODEL_LB_ENABLED']
             }
+        }
+
+        if not check_update_url:
+            return result
 
         try:
             response = requests.get(check_update_url, {
@@ -31,20 +37,15 @@ class VersionApi(Resource):
             })
         except Exception as error:
             logging.warning("Check update version error: {}.".format(str(error)))
-            return {
-                'version': args.get('current_version'),
-                'release_date': '',
-                'release_notes': '',
-                'can_auto_update': False
-            }
+            result['version'] = args.get('current_version')
+            return result
 
         content = json.loads(response.content)
-        return {
-            'version': content['version'],
-            'release_date': content['releaseDate'],
-            'release_notes': content['releaseNotes'],
-            'can_auto_update': content['canAutoUpdate']
-        }
+        result['version'] = content['version']
+        result['release_date'] = content['releaseDate']
+        result['release_notes'] = content['releaseNotes']
+        result['can_auto_update'] = content['canAutoUpdate']
+        return result
 
 
 api.add_resource(VersionApi, '/version')

api/controllers/console/workspace/load_balancing_config.py

@@ -0,0 +1,106 @@
+from flask_restful import Resource, reqparse
+from werkzeug.exceptions import Forbidden
+
+from controllers.console import api
+from controllers.console.setup import setup_required
+from controllers.console.wraps import account_initialization_required
+from core.model_runtime.entities.model_entities import ModelType
+from core.model_runtime.errors.validate import CredentialsValidateFailedError
+from libs.login import current_user, login_required
+from models.account import TenantAccountRole
+from services.model_load_balancing_service import ModelLoadBalancingService
+
+
+class LoadBalancingCredentialsValidateApi(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def post(self, provider: str):
+        if not TenantAccountRole.is_privileged_role(current_user.current_tenant.current_role):
+            raise Forbidden()
+
+        tenant_id = current_user.current_tenant_id
+
+        parser = reqparse.RequestParser()
+        parser.add_argument('model', type=str, required=True, nullable=False, location='json')
+        parser.add_argument('model_type', type=str, required=True, nullable=False,
+                            choices=[mt.value for mt in ModelType], location='json')
+        parser.add_argument('credentials', type=dict, required=True, nullable=False, location='json')
+        args = parser.parse_args()
+
+        # validate model load balancing credentials
+        model_load_balancing_service = ModelLoadBalancingService()
+
+        result = True
+        error = None
+
+        try:
+            model_load_balancing_service.validate_load_balancing_credentials(
+                tenant_id=tenant_id,
+                provider=provider,
+                model=args['model'],
+                model_type=args['model_type'],
+                credentials=args['credentials']
+            )
+        except CredentialsValidateFailedError as ex:
+            result = False
+            error = str(ex)
+
+        response = {'result': 'success' if result else 'error'}
+
+        if not result:
+            response['error'] = error
+
+        return response
+
+
+class LoadBalancingConfigCredentialsValidateApi(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def post(self, provider: str, config_id: str):
+        if not TenantAccountRole.is_privileged_role(current_user.current_tenant.current_role):
+            raise Forbidden()
+
+        tenant_id = current_user.current_tenant_id
+
+        parser = reqparse.RequestParser()
+        parser.add_argument('model', type=str, required=True, nullable=False, location='json')
+        parser.add_argument('model_type', type=str, required=True, nullable=False,
+                            choices=[mt.value for mt in ModelType], location='json')
+        parser.add_argument('credentials', type=dict, required=True, nullable=False, location='json')
+        args = parser.parse_args()
+
+        # validate model load balancing config credentials
+        model_load_balancing_service = ModelLoadBalancingService()
+
+        result = True
+        error = None
+
+        try:
+            model_load_balancing_service.validate_load_balancing_credentials(
+                tenant_id=tenant_id,
+                provider=provider,
+                model=args['model'],
+                model_type=args['model_type'],
+                credentials=args['credentials'],
+                config_id=config_id,
+            )
+        except CredentialsValidateFailedError as ex:
+            result = False
+            error = str(ex)
+
+        response = {'result': 'success' if result else 'error'}
+
+        if not result:
+            response['error'] = error
+
+        return response
+
+
+# Load Balancing Config
+api.add_resource(LoadBalancingCredentialsValidateApi,
+                 '/workspaces/current/model-providers/<string:provider>/models/load-balancing-configs/credentials-validate')
+
+api.add_resource(LoadBalancingConfigCredentialsValidateApi,
+                 '/workspaces/current/model-providers/<string:provider>/models/load-balancing-configs/<string:config_id>/credentials-validate')

api/controllers/console/workspace/members.py

@@ -9,7 +9,7 @@ from controllers.console.wraps import account_initialization_required, cloud_edi
 from extensions.ext_database import db
 from fields.member_fields import account_with_role_list_fields
 from libs.login import login_required
-from models.account import Account
+from models.account import Account, TenantAccountRole
 from services.account_service import RegisterService, TenantService
 from services.errors.account import AccountAlreadyInTenantError
 
@@ -43,7 +43,7 @@ class MemberInviteEmailApi(Resource):
         invitee_emails = args['emails']
         invitee_role = args['role']
         interface_language = args['language']
-        if invitee_role not in ['admin', 'normal']:
+        if invitee_role not in [TenantAccountRole.ADMIN, TenantAccountRole.NORMAL]:
             return {'code': 'invalid-role', 'message': 'Invalid role'}, 400
 
         inviter = current_user

api/controllers/console/workspace/models.py

@@ -11,6 +11,8 @@ from core.model_runtime.entities.model_entities import ModelType
 from core.model_runtime.errors.validate import CredentialsValidateFailedError
 from core.model_runtime.utils.encoders import jsonable_encoder
 from libs.login import login_required
+from models.account import TenantAccountRole
+from services.model_load_balancing_service import ModelLoadBalancingService
 from services.model_provider_service import ModelProviderService
 
 
@@ -94,7 +96,7 @@ class ModelProviderModelApi(Resource):
     @login_required
     @account_initialization_required
     def post(self, provider: str):
-        if current_user.current_tenant.current_role not in ['admin', 'owner']:
+        if not TenantAccountRole.is_privileged_role(current_user.current_tenant.current_role):
             raise Forbidden()
 
         tenant_id = current_user.current_tenant_id
@@ -103,21 +105,56 @@ class ModelProviderModelApi(Resource):
         parser.add_argument('model', type=str, required=True, nullable=False, location='json')
         parser.add_argument('model_type', type=str, required=True, nullable=False,
                             choices=[mt.value for mt in ModelType], location='json')
-        parser.add_argument('credentials', type=dict, required=True, nullable=False, location='json')
+        parser.add_argument('credentials', type=dict, required=False, nullable=True, location='json')
+        parser.add_argument('load_balancing', type=dict, required=False, nullable=True, location='json')
+        parser.add_argument('config_from', type=str, required=False, nullable=True, location='json')
         args = parser.parse_args()
 
-        model_provider_service = ModelProviderService()
+        model_load_balancing_service = ModelLoadBalancingService()
 
-        try:
-            model_provider_service.save_model_credentials(
+        if ('load_balancing' in args and args['load_balancing'] and
+                'enabled' in args['load_balancing'] and args['load_balancing']['enabled']):
+            if 'configs' not in args['load_balancing']:
+                raise ValueError('invalid load balancing configs')
+
+            # save load balancing configs
+            model_load_balancing_service.update_load_balancing_configs(
                 tenant_id=tenant_id,
                 provider=provider,
                 model=args['model'],
                 model_type=args['model_type'],
-                credentials=args['credentials']
+                configs=args['load_balancing']['configs']
             )
-        except CredentialsValidateFailedError as ex:
-            raise ValueError(str(ex))
+
+            # enable load balancing
+            model_load_balancing_service.enable_model_load_balancing(
+                tenant_id=tenant_id,
+                provider=provider,
+                model=args['model'],
+                model_type=args['model_type']
+            )
+        else:
+            # disable load balancing
+            model_load_balancing_service.disable_model_load_balancing(
+                tenant_id=tenant_id,
+                provider=provider,
+                model=args['model'],
+                model_type=args['model_type']
+            )
+
+            if args.get('config_from', '') != 'predefined-model':
+                model_provider_service = ModelProviderService()
+
+                try:
+                    model_provider_service.save_model_credentials(
+                        tenant_id=tenant_id,
+                        provider=provider,
+                        model=args['model'],
+                        model_type=args['model_type'],
+                        credentials=args['credentials']
+                    )
+                except CredentialsValidateFailedError as ex:
+                    raise ValueError(str(ex))
 
         return {'result': 'success'}, 200
 
@@ -125,7 +162,7 @@ class ModelProviderModelApi(Resource):
     @login_required
     @account_initialization_required
     def delete(self, provider: str):
-        if current_user.current_tenant.current_role not in ['admin', 'owner']:
+        if not TenantAccountRole.is_privileged_role(current_user.current_tenant.current_role):
             raise Forbidden()
 
         tenant_id = current_user.current_tenant_id
@@ -169,11 +206,73 @@ class ModelProviderModelCredentialApi(Resource):
             model=args['model']
         )
 
+        model_load_balancing_service = ModelLoadBalancingService()
+        is_load_balancing_enabled, load_balancing_configs = model_load_balancing_service.get_load_balancing_configs(
+            tenant_id=tenant_id,
+            provider=provider,
+            model=args['model'],
+            model_type=args['model_type']
+        )
+
         return {
-            "credentials": credentials
+            "credentials": credentials,
+            "load_balancing": {
+                "enabled": is_load_balancing_enabled,
+                "configs": load_balancing_configs
+            }
         }
 
 
+class ModelProviderModelEnableApi(Resource):
+
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def patch(self, provider: str):
+        tenant_id = current_user.current_tenant_id
+
+        parser = reqparse.RequestParser()
+        parser.add_argument('model', type=str, required=True, nullable=False, location='json')
+        parser.add_argument('model_type', type=str, required=True, nullable=False,
+                            choices=[mt.value for mt in ModelType], location='json')
+        args = parser.parse_args()
+
+        model_provider_service = ModelProviderService()
+        model_provider_service.enable_model(
+            tenant_id=tenant_id,
+            provider=provider,
+            model=args['model'],
+            model_type=args['model_type']
+        )
+
+        return {'result': 'success'}
+
+
+class ModelProviderModelDisableApi(Resource):
+
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def patch(self, provider: str):
+        tenant_id = current_user.current_tenant_id
+
+        parser = reqparse.RequestParser()
+        parser.add_argument('model', type=str, required=True, nullable=False, location='json')
+        parser.add_argument('model_type', type=str, required=True, nullable=False,
+                            choices=[mt.value for mt in ModelType], location='json')
+        args = parser.parse_args()
+
+        model_provider_service = ModelProviderService()
+        model_provider_service.disable_model(
+            tenant_id=tenant_id,
+            provider=provider,
+            model=args['model'],
+            model_type=args['model_type']
+        )
+
+        return {'result': 'success'}
+
+
 class ModelProviderModelValidateApi(Resource):
 
     @setup_required
@@ -258,6 +357,10 @@ class ModelProviderAvailableModelApi(Resource):
 
 
 api.add_resource(ModelProviderModelApi, '/workspaces/current/model-providers/<string:provider>/models')
+api.add_resource(ModelProviderModelEnableApi, '/workspaces/current/model-providers/<string:provider>/models/enable',
+                 endpoint='model-provider-model-enable')
+api.add_resource(ModelProviderModelDisableApi, '/workspaces/current/model-providers/<string:provider>/models/disable',
+                 endpoint='model-provider-model-disable')
 api.add_resource(ModelProviderModelCredentialApi,
                  '/workspaces/current/model-providers/<string:provider>/models/credentials')
 api.add_resource(ModelProviderModelValidateApi,

api/controllers/console/workspace/tool_providers.py

@@ -9,8 +9,13 @@ from controllers.console import api
 from controllers.console.setup import setup_required
 from controllers.console.wraps import account_initialization_required
 from core.model_runtime.utils.encoders import jsonable_encoder
+from libs.helper import alphanumeric, uuid_value
 from libs.login import login_required
-from services.tools_manage_service import ToolManageService
+from services.tools.api_tools_manage_service import ApiToolManageService
+from services.tools.builtin_tools_manage_service import BuiltinToolManageService
+from services.tools.tool_labels_service import ToolLabelsService
+from services.tools.tools_manage_service import ToolCommonService
+from services.tools.workflow_tools_manage_service import WorkflowToolManageService
 
 
 class ToolProviderListApi(Resource):
@@ -21,7 +26,11 @@ class ToolProviderListApi(Resource):
         user_id = current_user.id
         tenant_id = current_user.current_tenant_id
 
-        return ToolManageService.list_tool_providers(user_id, tenant_id)
+        req = reqparse.RequestParser()
+        req.add_argument('type', type=str, choices=['builtin', 'model', 'api', 'workflow'], required=False, nullable=True, location='args')
+        args = req.parse_args()
+
+        return ToolCommonService.list_tool_providers(user_id, tenant_id, args.get('type', None))
 
 class ToolBuiltinProviderListToolsApi(Resource):
     @setup_required
@@ -31,7 +40,7 @@ class ToolBuiltinProviderListToolsApi(Resource):
         user_id = current_user.id
         tenant_id = current_user.current_tenant_id
 
-        return jsonable_encoder(ToolManageService.list_builtin_tool_provider_tools(
+        return jsonable_encoder(BuiltinToolManageService.list_builtin_tool_provider_tools(
             user_id,
             tenant_id,
             provider,
@@ -48,7 +57,7 @@ class ToolBuiltinProviderDeleteApi(Resource):
         user_id = current_user.id
         tenant_id = current_user.current_tenant_id
 
-        return ToolManageService.delete_builtin_tool_provider(
+        return BuiltinToolManageService.delete_builtin_tool_provider(
             user_id,
             tenant_id,
             provider,
@@ -70,7 +79,7 @@ class ToolBuiltinProviderUpdateApi(Resource):
 
         args = parser.parse_args()
 
-        return ToolManageService.update_builtin_tool_provider(
+        return BuiltinToolManageService.update_builtin_tool_provider(
             user_id,
             tenant_id,
             provider,
@@ -85,7 +94,7 @@ class ToolBuiltinProviderGetCredentialsApi(Resource):
         user_id = current_user.id
         tenant_id = current_user.current_tenant_id
 
-        return ToolManageService.get_builtin_tool_provider_credentials(
+        return BuiltinToolManageService.get_builtin_tool_provider_credentials(
             user_id,
             tenant_id,
             provider,
@@ -94,35 +103,10 @@ class ToolBuiltinProviderGetCredentialsApi(Resource):
 class ToolBuiltinProviderIconApi(Resource):
     @setup_required
     def get(self, provider):
-        icon_bytes, mimetype = ToolManageService.get_builtin_tool_provider_icon(provider)
+        icon_bytes, mimetype = BuiltinToolManageService.get_builtin_tool_provider_icon(provider)
         icon_cache_max_age = int(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 ToolModelProviderIconApi(Resource):
-    @setup_required
-    def get(self, provider):
-        icon_bytes, mimetype = ToolManageService.get_model_tool_provider_icon(provider)
-        return send_file(io.BytesIO(icon_bytes), mimetype=mimetype)
-    
-class ToolModelProviderListToolsApi(Resource):
-    @setup_required
-    @login_required
-    @account_initialization_required
-    def get(self):
-        user_id = current_user.id
-        tenant_id = current_user.current_tenant_id
-
-        parser = reqparse.RequestParser()
-        parser.add_argument('provider', type=str, required=True, nullable=False, location='args')
-
-        args = parser.parse_args()
-
-        return jsonable_encoder(ToolManageService.list_model_tool_provider_tools(
-            user_id,
-            tenant_id,
-            args['provider'],
-        ))
-
 class ToolApiProviderAddApi(Resource):
     @setup_required
     @login_required
@@ -141,10 +125,12 @@ class ToolApiProviderAddApi(Resource):
         parser.add_argument('provider', type=str, required=True, nullable=False, location='json')
         parser.add_argument('icon', type=dict, required=True, nullable=False, location='json')
         parser.add_argument('privacy_policy', type=str, required=False, nullable=True, location='json')
+        parser.add_argument('labels', type=list[str], required=False, nullable=True, location='json', default=[])
+        parser.add_argument('custom_disclaimer', type=str, required=False, nullable=True, location='json')
 
         args = parser.parse_args()
 
-        return ToolManageService.create_api_tool_provider(
+        return ApiToolManageService.create_api_tool_provider(
             user_id,
             tenant_id,
             args['provider'],
@@ -153,6 +139,8 @@ class ToolApiProviderAddApi(Resource):
             args['schema_type'],
             args['schema'],
             args.get('privacy_policy', ''),
+            args.get('custom_disclaimer', ''),
+            args.get('labels', []),
         )
 
 class ToolApiProviderGetRemoteSchemaApi(Resource):
@@ -166,7 +154,7 @@ class ToolApiProviderGetRemoteSchemaApi(Resource):
 
         args = parser.parse_args()
 
-        return ToolManageService.get_api_tool_provider_remote_schema(
+        return ApiToolManageService.get_api_tool_provider_remote_schema(
             current_user.id,
             current_user.current_tenant_id,
             args['url'],
@@ -186,7 +174,7 @@ class ToolApiProviderListToolsApi(Resource):
 
         args = parser.parse_args()
 
-        return jsonable_encoder(ToolManageService.list_api_tool_provider_tools(
+        return jsonable_encoder(ApiToolManageService.list_api_tool_provider_tools(
             user_id,
             tenant_id,
             args['provider'],
@@ -211,10 +199,12 @@ class ToolApiProviderUpdateApi(Resource):
         parser.add_argument('original_provider', type=str, required=True, nullable=False, location='json')
         parser.add_argument('icon', type=dict, required=True, nullable=False, location='json')
         parser.add_argument('privacy_policy', type=str, required=True, nullable=True, location='json')
+        parser.add_argument('labels', type=list[str], required=False, nullable=True, location='json')
+        parser.add_argument('custom_disclaimer', type=str, required=True, nullable=True, location='json')
 
         args = parser.parse_args()
 
-        return ToolManageService.update_api_tool_provider(
+        return ApiToolManageService.update_api_tool_provider(
             user_id,
             tenant_id,
             args['provider'],
@@ -224,6 +214,8 @@ class ToolApiProviderUpdateApi(Resource):
             args['schema_type'],
             args['schema'],
             args['privacy_policy'],
+            args['custom_disclaimer'],
+            args.get('labels', []),
         )
 
 class ToolApiProviderDeleteApi(Resource):
@@ -243,7 +235,7 @@ class ToolApiProviderDeleteApi(Resource):
 
         args = parser.parse_args()
 
-        return ToolManageService.delete_api_tool_provider(
+        return ApiToolManageService.delete_api_tool_provider(
             user_id,
             tenant_id,
             args['provider'],
@@ -263,7 +255,7 @@ class ToolApiProviderGetApi(Resource):
 
         args = parser.parse_args()
 
-        return ToolManageService.get_api_tool_provider(
+        return ApiToolManageService.get_api_tool_provider(
             user_id,
             tenant_id,
             args['provider'],
@@ -274,7 +266,7 @@ class ToolBuiltinProviderCredentialsSchemaApi(Resource):
     @login_required
     @account_initialization_required
     def get(self, provider):
-        return ToolManageService.list_builtin_provider_credentials_schema(provider)
+        return BuiltinToolManageService.list_builtin_provider_credentials_schema(provider)
 
 class ToolApiProviderSchemaApi(Resource):
     @setup_required
@@ -287,7 +279,7 @@ class ToolApiProviderSchemaApi(Resource):
 
         args = parser.parse_args()
 
-        return ToolManageService.parser_api_schema(
+        return ApiToolManageService.parser_api_schema(
             schema=args['schema'],
         )
 
@@ -307,7 +299,7 @@ class ToolApiProviderPreviousTestApi(Resource):
 
         args = parser.parse_args()
 
-        return ToolManageService.test_api_tool_preview(
+        return ApiToolManageService.test_api_tool_preview(
             current_user.current_tenant_id,
             args['provider_name'] if args['provider_name'] else '',
             args['tool_name'],
@@ -317,6 +309,153 @@ class ToolApiProviderPreviousTestApi(Resource):
             args['schema'],
         )
 
+class ToolWorkflowProviderCreateApi(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def post(self):
+        if not current_user.is_admin_or_owner:
+            raise Forbidden()
+        
+        user_id = current_user.id
+        tenant_id = current_user.current_tenant_id
+
+        reqparser = reqparse.RequestParser()
+        reqparser.add_argument('workflow_app_id', type=uuid_value, required=True, nullable=False, location='json')
+        reqparser.add_argument('name', type=alphanumeric, required=True, nullable=False, location='json')
+        reqparser.add_argument('label', type=str, required=True, nullable=False, location='json')
+        reqparser.add_argument('description', type=str, required=True, nullable=False, location='json')
+        reqparser.add_argument('icon', type=dict, required=True, nullable=False, location='json')
+        reqparser.add_argument('parameters', type=list[dict], required=True, nullable=False, location='json')
+        reqparser.add_argument('privacy_policy', type=str, required=False, nullable=True, location='json', default='')
+        reqparser.add_argument('labels', type=list[str], required=False, nullable=True, location='json')
+
+        args = reqparser.parse_args()
+
+        return WorkflowToolManageService.create_workflow_tool(
+            user_id,
+            tenant_id,
+            args['workflow_app_id'],
+            args['name'],
+            args['label'],
+            args['icon'],
+            args['description'],
+            args['parameters'],
+            args['privacy_policy'],
+            args.get('labels', []),
+        )
+
+class ToolWorkflowProviderUpdateApi(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def post(self):
+        if not current_user.is_admin_or_owner:
+            raise Forbidden()
+        
+        user_id = current_user.id
+        tenant_id = current_user.current_tenant_id
+
+        reqparser = reqparse.RequestParser()
+        reqparser.add_argument('workflow_tool_id', type=uuid_value, required=True, nullable=False, location='json')
+        reqparser.add_argument('name', type=alphanumeric, required=True, nullable=False, location='json')
+        reqparser.add_argument('label', type=str, required=True, nullable=False, location='json')
+        reqparser.add_argument('description', type=str, required=True, nullable=False, location='json')
+        reqparser.add_argument('icon', type=dict, required=True, nullable=False, location='json')
+        reqparser.add_argument('parameters', type=list[dict], required=True, nullable=False, location='json')
+        reqparser.add_argument('privacy_policy', type=str, required=False, nullable=True, location='json', default='')
+        reqparser.add_argument('labels', type=list[str], required=False, nullable=True, location='json')
+        
+        args = reqparser.parse_args()
+
+        if not args['workflow_tool_id']:
+            raise ValueError('incorrect workflow_tool_id')
+        
+        return WorkflowToolManageService.update_workflow_tool(
+            user_id,
+            tenant_id,
+            args['workflow_tool_id'],
+            args['name'],
+            args['label'],
+            args['icon'],
+            args['description'],
+            args['parameters'],
+            args['privacy_policy'],
+            args.get('labels', []),
+        )
+
+class ToolWorkflowProviderDeleteApi(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def post(self):
+        if not current_user.is_admin_or_owner:
+            raise Forbidden()
+        
+        user_id = current_user.id
+        tenant_id = current_user.current_tenant_id
+
+        reqparser = reqparse.RequestParser()
+        reqparser.add_argument('workflow_tool_id', type=uuid_value, required=True, nullable=False, location='json')
+
+        args = reqparser.parse_args()
+
+        return WorkflowToolManageService.delete_workflow_tool(
+            user_id,
+            tenant_id,
+            args['workflow_tool_id'],
+        )
+        
+class ToolWorkflowProviderGetApi(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def get(self):
+        user_id = current_user.id
+        tenant_id = current_user.current_tenant_id
+
+        parser = reqparse.RequestParser()
+        parser.add_argument('workflow_tool_id', type=uuid_value, required=False, nullable=True, location='args')
+        parser.add_argument('workflow_app_id', type=uuid_value, required=False, nullable=True, location='args')
+
+        args = parser.parse_args()
+
+        if args.get('workflow_tool_id'):
+            tool = WorkflowToolManageService.get_workflow_tool_by_tool_id(
+                user_id,
+                tenant_id,
+                args['workflow_tool_id'],
+            )
+        elif args.get('workflow_app_id'):
+            tool = WorkflowToolManageService.get_workflow_tool_by_app_id(
+                user_id,
+                tenant_id,
+                args['workflow_app_id'],
+            )
+        else:
+            raise ValueError('incorrect workflow_tool_id or workflow_app_id')
+
+        return jsonable_encoder(tool)
+    
+class ToolWorkflowProviderListToolApi(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def get(self):
+        user_id = current_user.id
+        tenant_id = current_user.current_tenant_id
+
+        parser = reqparse.RequestParser()
+        parser.add_argument('workflow_tool_id', type=uuid_value, required=True, nullable=False, location='args')
+
+        args = parser.parse_args()
+
+        return jsonable_encoder(WorkflowToolManageService.list_single_workflow_tools(
+            user_id,
+            tenant_id,
+            args['workflow_tool_id'],
+        ))
+
 class ToolBuiltinListApi(Resource):
     @setup_required
     @login_required
@@ -325,7 +464,7 @@ class ToolBuiltinListApi(Resource):
         user_id = current_user.id
         tenant_id = current_user.current_tenant_id
 
-        return jsonable_encoder([provider.to_dict() for provider in ToolManageService.list_builtin_tools(
+        return jsonable_encoder([provider.to_dict() for provider in BuiltinToolManageService.list_builtin_tools(
             user_id,
             tenant_id,
         )])
@@ -338,20 +477,43 @@ class ToolApiListApi(Resource):
         user_id = current_user.id
         tenant_id = current_user.current_tenant_id
 
-        return jsonable_encoder([provider.to_dict() for provider in ToolManageService.list_api_tools(
+        return jsonable_encoder([provider.to_dict() for provider in ApiToolManageService.list_api_tools(
             user_id,
             tenant_id,
         )])
+    
+class ToolWorkflowListApi(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def get(self):
+        user_id = current_user.id
+        tenant_id = current_user.current_tenant_id
 
+        return jsonable_encoder([provider.to_dict() for provider in WorkflowToolManageService.list_tenant_workflow_tools(
+            user_id,
+            tenant_id,
+        )])
+    
+class ToolLabelsApi(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def get(self):
+        return jsonable_encoder(ToolLabelsService.list_tool_labels())
+
+# tool provider
 api.add_resource(ToolProviderListApi, '/workspaces/current/tool-providers')
+
+# builtin tool provider
 api.add_resource(ToolBuiltinProviderListToolsApi, '/workspaces/current/tool-provider/builtin/<provider>/tools')
 api.add_resource(ToolBuiltinProviderDeleteApi, '/workspaces/current/tool-provider/builtin/<provider>/delete')
 api.add_resource(ToolBuiltinProviderUpdateApi, '/workspaces/current/tool-provider/builtin/<provider>/update')
 api.add_resource(ToolBuiltinProviderGetCredentialsApi, '/workspaces/current/tool-provider/builtin/<provider>/credentials')
 api.add_resource(ToolBuiltinProviderCredentialsSchemaApi, '/workspaces/current/tool-provider/builtin/<provider>/credentials_schema')
 api.add_resource(ToolBuiltinProviderIconApi, '/workspaces/current/tool-provider/builtin/<provider>/icon')
-api.add_resource(ToolModelProviderIconApi, '/workspaces/current/tool-provider/model/<provider>/icon')
-api.add_resource(ToolModelProviderListToolsApi, '/workspaces/current/tool-provider/model/tools')
+
+# api tool provider
 api.add_resource(ToolApiProviderAddApi, '/workspaces/current/tool-provider/api/add')
 api.add_resource(ToolApiProviderGetRemoteSchemaApi, '/workspaces/current/tool-provider/api/remote')
 api.add_resource(ToolApiProviderListToolsApi, '/workspaces/current/tool-provider/api/tools')
@@ -361,5 +523,15 @@ api.add_resource(ToolApiProviderGetApi, '/workspaces/current/tool-provider/api/g
 api.add_resource(ToolApiProviderSchemaApi, '/workspaces/current/tool-provider/api/schema')
 api.add_resource(ToolApiProviderPreviousTestApi, '/workspaces/current/tool-provider/api/test/pre')
 
+# workflow tool provider
+api.add_resource(ToolWorkflowProviderCreateApi, '/workspaces/current/tool-provider/workflow/create')
+api.add_resource(ToolWorkflowProviderUpdateApi, '/workspaces/current/tool-provider/workflow/update')
+api.add_resource(ToolWorkflowProviderDeleteApi, '/workspaces/current/tool-provider/workflow/delete')
+api.add_resource(ToolWorkflowProviderGetApi, '/workspaces/current/tool-provider/workflow/get')
+api.add_resource(ToolWorkflowProviderListToolApi, '/workspaces/current/tool-provider/workflow/tools')
+
 api.add_resource(ToolBuiltinListApi, '/workspaces/current/tools/builtin')
-api.add_resource(ToolApiListApi, '/workspaces/current/tools/api')
+api.add_resource(ToolApiListApi, '/workspaces/current/tools/api')
+api.add_resource(ToolWorkflowListApi, '/workspaces/current/tools/workflow')
+
+api.add_resource(ToolLabelsApi, '/workspaces/current/tool-labels')

api/controllers/console/workspace/workspace.py

@@ -3,6 +3,7 @@ import logging
 from flask import request
 from flask_login import current_user
 from flask_restful import Resource, fields, inputs, marshal, marshal_with, reqparse
+from werkzeug.exceptions import Unauthorized
 
 import services
 from controllers.console import api
@@ -19,7 +20,7 @@ from controllers.console.wraps import account_initialization_required, cloud_edi
 from extensions.ext_database import db
 from libs.helper import TimestampField
 from libs.login import login_required
-from models.account import Tenant
+from models.account import Tenant, TenantStatus
 from services.account_service import TenantService
 from services.file_service import FileService
 from services.workspace_service import WorkspaceService
@@ -116,6 +117,16 @@ class TenantApi(Resource):
 
         tenant = current_user.current_tenant
 
+        if tenant.status == TenantStatus.ARCHIVE:
+            tenants = TenantService.get_join_tenants(current_user)
+            # if there is any tenant, switch to the first one
+            if len(tenants) > 0:
+                TenantService.switch_tenant(current_user, tenants[0].id)
+                tenant = tenants[0]
+            # else, raise Unauthorized
+            else:
+                raise Unauthorized('workspace is archived')
+
         return WorkspaceService.get_tenant_info(tenant), 200
 
 
@@ -150,13 +161,13 @@ class CustomConfigWorkspaceApi(Resource):
         parser.add_argument('replace_webapp_logo', type=str,  location='json')
         args = parser.parse_args()
 
+        tenant = db.session.query(Tenant).filter(Tenant.id == current_user.current_tenant_id).one_or_404()
+
         custom_config_dict = {
             'remove_webapp_brand': args['remove_webapp_brand'],
-            'replace_webapp_logo': args['replace_webapp_logo'],
+            'replace_webapp_logo': args['replace_webapp_logo'] if args['replace_webapp_logo'] is not None else tenant.custom_config_dict.get('replace_webapp_logo') ,
         }
 
-        tenant = db.session.query(Tenant).filter(Tenant.id == current_user.current_tenant_id).one_or_404()
-
         tenant.custom_config_dict = custom_config_dict
         db.session.commit()
 

api/controllers/files/__init__.py

@@ -1,5 +1,5 @@
-# -*- coding:utf-8 -*-
 from flask import Blueprint
+
 from libs.external_api import ExternalApi
 
 bp = Blueprint('files', __name__)

api/controllers/inner_api/__init__.py

@@ -0,0 +1,9 @@
+from flask import Blueprint
+
+from libs.external_api import ExternalApi
+
+bp = Blueprint('inner_api', __name__, url_prefix='/inner/api')
+api = ExternalApi(bp)
+
+from .workspace import workspace
+

api/controllers/inner_api/workspace/workspace.py

@@ -0,0 +1,37 @@
+from flask_restful import Resource, reqparse
+
+from controllers.console.setup import setup_required
+from controllers.inner_api import api
+from controllers.inner_api.wraps import inner_api_only
+from events.tenant_event import tenant_was_created
+from models.account import Account
+from services.account_service import TenantService
+
+
+class EnterpriseWorkspace(Resource):
+
+    @setup_required
+    @inner_api_only
+    def post(self):
+        parser = reqparse.RequestParser()
+        parser.add_argument('name', type=str, required=True, location='json')
+        parser.add_argument('owner_email', type=str, required=True, location='json')
+        args = parser.parse_args()
+
+        account = Account.query.filter_by(email=args['owner_email']).first()
+        if account is None:
+            return {
+                'message': 'owner account not found.'
+            }, 404
+
+        tenant = TenantService.create_tenant(args['name'])
+        TenantService.create_tenant_member(tenant, account, role='owner')
+
+        tenant_was_created.send(tenant)
+
+        return {
+            'message': 'enterprise workspace created.'
+        }
+
+
+api.add_resource(EnterpriseWorkspace, '/enterprise/workspace')

api/controllers/inner_api/wraps.py

@@ -0,0 +1,61 @@
+from base64 import b64encode
+from functools import wraps
+from hashlib import sha1
+from hmac import new as hmac_new
+
+from flask import abort, current_app, request
+
+from extensions.ext_database import db
+from models.model import EndUser
+
+
+def inner_api_only(view):
+    @wraps(view)
+    def decorated(*args, **kwargs):
+        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 != current_app.config['INNER_API_KEY']:
+            abort(404)
+
+        return view(*args, **kwargs)
+
+    return decorated
+
+
+def inner_api_user_auth(view):
+    @wraps(view)
+    def decorated(*args, **kwargs):
+        if not current_app.config['INNER_API']:
+            return view(*args, **kwargs)
+
+        # get header 'X-Inner-Api-Key'
+        authorization = request.headers.get('Authorization')
+        if not authorization:
+            return view(*args, **kwargs)
+
+        parts = authorization.split(':')
+        if len(parts) != 2:
+            return view(*args, **kwargs)
+
+        user_id, token = parts
+        if ' ' in user_id:
+            user_id = user_id.split(' ')[1]
+
+        inner_api_key = request.headers.get('X-Inner-Api-Key')
+
+        data_to_sign = f'DIFY {user_id}'
+
+        signature = hmac_new(inner_api_key.encode('utf-8'), data_to_sign.encode('utf-8'), sha1)
+        signature = b64encode(signature.digest()).decode('utf-8')
+
+        if signature != token:
+            return view(*args, **kwargs)
+
+        kwargs['user'] = db.session.query(EndUser).filter(EndUser.id == user_id).first()
+
+        return view(*args, **kwargs)
+
+    return decorated

api/controllers/service_api/__init__.py

@@ -1,5 +1,5 @@
-# -*- coding:utf-8 -*-
 from flask import Blueprint
+
 from libs.external_api import ExternalApi
 
 bp = Blueprint('service_api', __name__, url_prefix='/v1')

api/controllers/service_api/app/message.py

@@ -97,7 +97,7 @@ class MessageListApi(Resource):
 
 
 class MessageFeedbackApi(Resource):
-    @validate_app_token(fetch_user_arg=FetchUserArg(fetch_from=WhereisUserArg.JSON))
+    @validate_app_token(fetch_user_arg=FetchUserArg(fetch_from=WhereisUserArg.JSON, required=True))
     def post(self, app_model: App, end_user: EndUser, message_id):
         message_id = str(message_id)
 
@@ -114,7 +114,7 @@ class MessageFeedbackApi(Resource):
 
 
 class MessageSuggestedApi(Resource):
-    @validate_app_token(fetch_user_arg=FetchUserArg(fetch_from=WhereisUserArg.QUERY))
+    @validate_app_token(fetch_user_arg=FetchUserArg(fetch_from=WhereisUserArg.QUERY, required=True))
     def get(self, app_model: App, end_user: EndUser, message_id):
         message_id = str(message_id)
         app_mode = AppMode.value_of(app_model.mode)

api/controllers/service_api/dataset/dataset.py

@@ -1,5 +1,6 @@
 from flask import request
 from flask_restful import marshal, reqparse
+from werkzeug.exceptions import NotFound
 
 import services.dataset_service
 from controllers.service_api import api
@@ -19,15 +20,20 @@ def _validate_name(name):
     return name
 
 
-class DatasetApi(DatasetApiResource):
-    """Resource for get datasets."""
+class DatasetListApi(DatasetApiResource):
+    """Resource for datasets."""
 
     def get(self, tenant_id):
+        """Resource for getting datasets."""
+
         page = request.args.get('page', default=1, type=int)
         limit = request.args.get('limit', default=20, type=int)
         provider = request.args.get('provider', default="vendor")
+        search = request.args.get('keyword', default=None, type=str)
+        tag_ids = request.args.getlist('tag_ids')
+
         datasets, total = DatasetService.get_datasets(page, limit, provider,
-                                                      tenant_id, current_user)
+                                                      tenant_id, current_user, search, tag_ids)
         # check embedding setting
         provider_manager = ProviderManager()
         configurations = provider_manager.get_configurations(
@@ -62,9 +68,9 @@ class DatasetApi(DatasetApiResource):
         }
         return response, 200
 
-    """Resource for datasets."""
 
     def post(self, tenant_id):
+        """Resource for creating datasets."""
         parser = reqparse.RequestParser()
         parser.add_argument('name', nullable=False, required=True,
                             help='type is required. Name must be between 1 to 40 characters.',
@@ -86,6 +92,31 @@ class DatasetApi(DatasetApiResource):
 
         return marshal(dataset, dataset_detail_fields), 200
 
+class DatasetApi(DatasetApiResource):
+    """Resource for dataset."""
 
-api.add_resource(DatasetApi, '/datasets')
+    def delete(self, _, dataset_id):
+        """
+        Deletes a dataset given its ID.
 
+        Args:
+            dataset_id (UUID): The ID of the dataset to be deleted.
+
+        Returns:
+            dict: A dictionary with a key 'result' and a value 'success' 
+                  if the dataset was successfully deleted. Omitted in HTTP response.
+            int: HTTP status code 204 indicating that the operation was successful.
+
+        Raises:
+            NotFound: If the dataset with the given ID does not exist.
+        """
+
+        dataset_id_str = str(dataset_id)
+
+        if DatasetService.delete_dataset(dataset_id_str, current_user):
+            return {'result': 'success'}, 204
+        else:
+            raise NotFound("Dataset not found.")
+
+api.add_resource(DatasetListApi, '/datasets')
+api.add_resource(DatasetApi, '/datasets/<uuid:dataset_id>')

api/controllers/service_api/dataset/document.py

@@ -174,7 +174,7 @@ class DocumentAddByFileApi(DatasetApiResource):
 
         if not dataset:
             raise ValueError('Dataset is not exist.')
-        if not dataset.indexing_technique and not args['indexing_technique']:
+        if not dataset.indexing_technique and not args.get('indexing_technique'):
             raise ValueError('indexing_technique is required.')
 
         # save file info

api/controllers/service_api/wraps.py

@@ -8,11 +8,11 @@ from flask import current_app, request
 from flask_login import user_logged_in
 from flask_restful import Resource
 from pydantic import BaseModel
-from werkzeug.exceptions import Forbidden, NotFound, Unauthorized
+from werkzeug.exceptions import Forbidden, Unauthorized
 
 from extensions.ext_database import db
 from libs.login import _get_user
-from models.account import Account, Tenant, TenantAccountJoin
+from models.account import Account, Tenant, TenantAccountJoin, TenantStatus
 from models.model import ApiToken, App, EndUser
 from services.feature_service import FeatureService
 
@@ -39,13 +39,17 @@ def validate_app_token(view: Optional[Callable] = None, *, fetch_user_arg: Optio
 
             app_model = db.session.query(App).filter(App.id == api_token.app_id).first()
             if not app_model:
-                raise NotFound()
+                raise Forbidden("The app no longer exists.")
 
             if app_model.status != 'normal':
-                raise NotFound()
+                raise Forbidden("The app's status is abnormal.")
 
             if not app_model.enable_api:
-                raise NotFound()
+                raise Forbidden("The app's API service has been disabled.")
+
+            tenant = db.session.query(Tenant).filter(Tenant.id == app_model.tenant_id).first()
+            if tenant.status == TenantStatus.ARCHIVE:
+                raise Forbidden("The workspace's status is archived.")
 
             kwargs['app_model'] = app_model
 
@@ -137,6 +141,7 @@ def validate_dataset_token(view=None):
                 .filter(Tenant.id == api_token.tenant_id) \
                 .filter(TenantAccountJoin.tenant_id == Tenant.id) \
                 .filter(TenantAccountJoin.role.in_(['owner'])) \
+                .filter(Tenant.status == TenantStatus.NORMAL) \
                 .one_or_none() # TODO: only owner information is required, so only one is returned.
             if tenant_account_join:
                 tenant, ta = tenant_account_join

api/controllers/web/__init__.py

@@ -1,9 +1,9 @@
-# -*- coding:utf-8 -*-
 from flask import Blueprint
+
 from libs.external_api import ExternalApi
 
 bp = Blueprint('web', __name__, url_prefix='/api')
 api = ExternalApi(bp)
 
 
-from . import app, audio, completion, conversation, file, message, passport, saved_message, site, workflow
+from . import app, audio, completion, conversation, feature, file, message, passport, saved_message, site, workflow

api/controllers/web/app.py

@@ -1,14 +1,10 @@
-import json
-
 from flask import current_app
 from flask_restful import fields, marshal_with
 
 from controllers.web import api
 from controllers.web.error import AppUnavailableError
 from controllers.web.wraps import WebApiResource
-from extensions.ext_database import db
-from models.model import App, AppModelConfig, AppMode
-from models.tools import ApiToolProvider
+from models.model import App, AppMode
 from services.app_service import AppService
 
 

api/controllers/web/audio.py

@@ -74,7 +74,7 @@ class TextApi(WebApiResource):
                 app_model=app_model,
                 text=request.form['text'],
                 end_user=end_user.external_user_id,
-                voice=request.form.get('voice'),
+                voice=request.form['voice'] if request.form.get('voice') else None,
                 streaming=False
             )
 

api/controllers/web/error.py

@@ -115,3 +115,9 @@ class UnsupportedFileTypeError(BaseHTTPException):
     error_code = 'unsupported_file_type'
     description = "File type not allowed."
     code = 415
+
+
+class WebSSOAuthRequiredError(BaseHTTPException):
+    error_code = 'web_sso_auth_required'
+    description = "Web SSO authentication required."
+    code = 401

api/controllers/web/feature.py

@@ -0,0 +1,12 @@
+from flask_restful import Resource
+
+from controllers.web import api
+from services.feature_service import FeatureService
+
+
+class SystemFeatureApi(Resource):
+    def get(self):
+        return FeatureService.get_system_features().dict()
+
+
+api.add_resource(SystemFeatureApi, '/system-features')

api/controllers/web/passport.py

@@ -5,14 +5,21 @@ from flask_restful import Resource
 from werkzeug.exceptions import NotFound, Unauthorized
 
 from controllers.web import api
+from controllers.web.error import WebSSOAuthRequiredError
 from extensions.ext_database import db
 from libs.passport import PassportService
 from models.model import App, EndUser, Site
+from services.feature_service import FeatureService
 
 
 class PassportResource(Resource):
     """Base resource for passport."""
     def get(self):
+
+        system_features = FeatureService.get_system_features()
+        if system_features.sso_enforced_for_web:
+            raise WebSSOAuthRequiredError()
+
         app_code = request.headers.get('X-App-Code')
         if app_code is None:
             raise Unauthorized('X-App-Code header is missing.')
@@ -28,7 +35,7 @@ class PassportResource(Resource):
         app_model = db.session.query(App).filter(App.id == site.app_id).first()
         if not app_model or app_model.status != 'normal' or not app_model.enable_site:
             raise NotFound()
-        
+
         end_user = EndUser(
             tenant_id=app_model.tenant_id,
             app_id=app_model.id,
@@ -36,6 +43,7 @@ class PassportResource(Resource):
             is_anonymous=True,
             session_id=generate_session_id(),
         )
+
         db.session.add(end_user)
         db.session.commit()
 
@@ -53,8 +61,10 @@ class PassportResource(Resource):
             'access_token': tk,
         }
 
+
 api.add_resource(PassportResource, '/passport')
 
+
 def generate_session_id():
     """
     Generate a unique session ID.

api/controllers/web/site.py

@@ -6,6 +6,7 @@ from werkzeug.exceptions import Forbidden
 from controllers.web import api
 from controllers.web.wraps import WebApiResource
 from extensions.ext_database import db
+from models.account import TenantStatus
 from models.model import Site
 from services.feature_service import FeatureService
 
@@ -30,6 +31,7 @@ class AppSiteApi(WebApiResource):
         'description': fields.String,
         'copyright': fields.String,
         'privacy_policy': fields.String,
+        'custom_disclaimer': fields.String,
         'default_language': fields.String,
         'prompt_public': fields.Boolean
     }
@@ -54,6 +56,9 @@ class AppSiteApi(WebApiResource):
         if not site:
             raise Forbidden()
 
+        if app_model.tenant.status == TenantStatus.ARCHIVE:
+            raise Forbidden()
+
         can_replace_logo = FeatureService.get_features(app_model.tenant_id).can_replace_logo
 
         return AppSiteInfo(app_model.tenant, app_model, site, end_user.id, can_replace_logo)

api/controllers/web/wraps.py

@@ -2,11 +2,13 @@ from functools import wraps
 
 from flask import request
 from flask_restful import Resource
-from werkzeug.exceptions import NotFound, Unauthorized
+from werkzeug.exceptions import BadRequest, NotFound, Unauthorized
 
+from controllers.web.error import WebSSOAuthRequiredError
 from extensions.ext_database import db
 from libs.passport import PassportService
 from models.model import App, EndUser, Site
+from services.feature_service import FeatureService
 
 
 def validate_jwt_token(view=None):
@@ -21,34 +23,60 @@ def validate_jwt_token(view=None):
         return decorator(view)
     return decorator
 
+
 def decode_jwt_token():
-    auth_header = request.headers.get('Authorization')
-    if auth_header is None:
-        raise Unauthorized('Authorization header is missing.')
+    system_features = FeatureService.get_system_features()
 
-    if ' ' not in auth_header:
-        raise Unauthorized('Invalid Authorization header format. Expected \'Bearer <api-key>\' format.')
-    
-    auth_scheme, tk = auth_header.split(None, 1)
-    auth_scheme = auth_scheme.lower()
+    try:
+        auth_header = request.headers.get('Authorization')
+        if auth_header is None:
+            raise Unauthorized('Authorization header is missing.')
 
-    if auth_scheme != 'bearer':
-        raise Unauthorized('Invalid Authorization header format. Expected \'Bearer <api-key>\' format.')
-    decoded = PassportService().verify(tk)
-    app_code = decoded.get('app_code')
-    app_model = db.session.query(App).filter(App.id == decoded['app_id']).first()
-    site = db.session.query(Site).filter(Site.code == app_code).first()
-    if not app_model:
-        raise NotFound()
-    if not app_code or not site:
-        raise Unauthorized('Site URL is no longer valid.')
-    if app_model.enable_site is False:
-        raise Unauthorized('Site is disabled.')
-    end_user = db.session.query(EndUser).filter(EndUser.id == decoded['end_user_id']).first()
-    if not end_user:
-        raise NotFound()
+        if ' ' not in auth_header:
+            raise Unauthorized('Invalid Authorization header format. Expected \'Bearer <api-key>\' format.')
+
+        auth_scheme, tk = 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.')
+        decoded = PassportService().verify(tk)
+        app_code = decoded.get('app_code')
+        app_model = db.session.query(App).filter(App.id == decoded['app_id']).first()
+        site = db.session.query(Site).filter(Site.code == app_code).first()
+        if not app_model:
+            raise NotFound()
+        if not app_code or not site:
+            raise BadRequest('Site URL is no longer valid.')
+        if app_model.enable_site is False:
+            raise BadRequest('Site is disabled.')
+        end_user = db.session.query(EndUser).filter(EndUser.id == decoded['end_user_id']).first()
+        if not end_user:
+            raise NotFound()
+
+        _validate_web_sso_token(decoded, system_features)
+
+        return app_model, end_user
+    except Unauthorized as e:
+        if system_features.sso_enforced_for_web:
+            raise WebSSOAuthRequiredError()
+
+        raise Unauthorized(e.description)
+
+
+def _validate_web_sso_token(decoded, system_features):
+    # Check if SSO is enforced for web, and if the token source is not SSO, raise an error and redirect to SSO login
+    if system_features.sso_enforced_for_web:
+        source = decoded.get('token_source')
+        if not source or source != 'sso':
+            raise WebSSOAuthRequiredError()
+
+    # Check if SSO is not enforced for web, and if the token source is SSO, raise an error and redirect to normal passport login
+    if not system_features.sso_enforced_for_web:
+        source = decoded.get('token_source')
+        if source and source == 'sso':
+            raise Unauthorized('sso token expired.')
 
-    return app_model, end_user
 
 class WebApiResource(Resource):
     method_decorators = [validate_jwt_token]

api/core/agent/base_agent_runner.py

@@ -39,6 +39,7 @@ from core.tools.entities.tool_entities import (
 from core.tools.tool.dataset_retriever_tool import DatasetRetrieverTool
 from core.tools.tool.tool import Tool
 from core.tools.tool_manager import ToolManager
+from core.tools.utils.tool_parameter_converter import ToolParameterConverter
 from extensions.ext_database import db
 from models.model import Conversation, Message, MessageAgentThought
 from models.tools import ToolConversationVariables
@@ -128,6 +129,8 @@ class BaseAgentRunner(AppRunner):
             self.files = application_generate_entity.files
         else:
             self.files = []
+        self.query = None
+        self._current_thoughts: list[PromptMessage] = []
 
     def _repack_app_generate_entity(self, app_generate_entity: AgentChatAppGenerateEntity) \
             -> AgentChatAppGenerateEntity:
@@ -163,7 +166,9 @@ class BaseAgentRunner(AppRunner):
         """
         tool_entity = ToolManager.get_agent_tool_runtime(
             tenant_id=self.tenant_id,
+            app_id=self.app_config.app_id,
             agent_tool=tool,
+            invoke_from=self.application_generate_entity.invoke_from
         )
         tool_entity.load_variables(self.variables_pool)
 
@@ -182,21 +187,11 @@ class BaseAgentRunner(AppRunner):
             if parameter.form != ToolParameter.ToolParameterForm.LLM:
                 continue
 
-            parameter_type = 'string'
+            parameter_type = ToolParameterConverter.get_parameter_type(parameter.type)
             enum = []
-            if parameter.type == ToolParameter.ToolParameterType.STRING:
-                parameter_type = 'string'
-            elif parameter.type == ToolParameter.ToolParameterType.BOOLEAN:
-                parameter_type = 'boolean'
-            elif parameter.type == ToolParameter.ToolParameterType.NUMBER:
-                parameter_type = 'number'
-            elif parameter.type == ToolParameter.ToolParameterType.SELECT:
-                for option in parameter.options:
-                    enum.append(option.value)
-                parameter_type = 'string'
-            else:
-                raise ValueError(f"parameter type {parameter.type} is not supported")
-            
+            if parameter.type == ToolParameter.ToolParameterType.SELECT:
+                enum = [option.value for option in parameter.options]
+
             message_tool.parameters['properties'][parameter.name] = {
                 "type": parameter_type,
                 "description": parameter.llm_description or '',
@@ -277,20 +272,10 @@ class BaseAgentRunner(AppRunner):
             if parameter.form != ToolParameter.ToolParameterForm.LLM:
                 continue
 
-            parameter_type = 'string'
+            parameter_type = ToolParameterConverter.get_parameter_type(parameter.type)
             enum = []
-            if parameter.type == ToolParameter.ToolParameterType.STRING:
-                parameter_type = 'string'
-            elif parameter.type == ToolParameter.ToolParameterType.BOOLEAN:
-                parameter_type = 'boolean'
-            elif parameter.type == ToolParameter.ToolParameterType.NUMBER:
-                parameter_type = 'number'
-            elif parameter.type == ToolParameter.ToolParameterType.SELECT:
-                for option in parameter.options:
-                    enum.append(option.value)
-                parameter_type = 'string'
-            else:
-                raise ValueError(f"parameter type {parameter.type} is not supported")
+            if parameter.type == ToolParameter.ToolParameterType.SELECT:
+                enum = [option.value for option in parameter.options]
         
             prompt_tool.parameters['properties'][parameter.name] = {
                 "type": parameter_type,
@@ -462,7 +447,7 @@ class BaseAgentRunner(AppRunner):
         for message in messages:
             if message.id == self.message.id:
                 continue
-            
+
             result.append(self.organize_agent_user_prompt(message))
             agent_thoughts: list[MessageAgentThought] = message.agent_thoughts
             if agent_thoughts:

api/core/agent/cot_agent_runner.py

@@ -15,6 +15,7 @@ from core.model_runtime.entities.message_entities import (
     ToolPromptMessage,
     UserPromptMessage,
 )
+from core.prompt.agent_history_prompt_transform import AgentHistoryPromptTransform
 from core.tools.entities.tool_entities import ToolInvokeMeta
 from core.tools.tool.tool import Tool
 from core.tools.tool_engine import ToolEngine
@@ -121,7 +122,7 @@ class CotAgentRunner(BaseAgentRunner, ABC):
                 raise ValueError("failed to invoke llm")
             
             usage_dict = {}
-            react_chunks = CotAgentOutputParser.handle_react_stream_output(chunks)
+            react_chunks = CotAgentOutputParser.handle_react_stream_output(chunks, usage_dict)
             scratchpad = AgentScratchpadUnit(
                 agent_response='',
                 thought='',
@@ -189,7 +190,7 @@ class CotAgentRunner(BaseAgentRunner, ABC):
 
             if not scratchpad.action:
                 # failed to extract action, return final answer directly
-                final_answer = scratchpad.agent_response or ''
+                final_answer = ''
             else:
                 if scratchpad.action.action_name.lower() == "final answer":
                     # action is final answer, return final answer directly
@@ -219,7 +220,7 @@ class CotAgentRunner(BaseAgentRunner, ABC):
                         tool_input={scratchpad.action.action_name: scratchpad.action.action_input},
                         thought=scratchpad.thought,
                         observation={scratchpad.action.action_name: tool_invoke_response},
-                        tool_invoke_meta=tool_invoke_meta.to_dict(),
+                        tool_invoke_meta={scratchpad.action.action_name: tool_invoke_meta.to_dict()},
                         answer=scratchpad.agent_response,
                         messages_ids=message_file_ids,
                         llm_usage=usage_dict['usage']
@@ -373,7 +374,7 @@ class CotAgentRunner(BaseAgentRunner, ABC):
 
         return message
 
-    def _organize_historic_prompt_messages(self) -> list[PromptMessage]:
+    def _organize_historic_prompt_messages(self, current_session_messages: list[PromptMessage] = None) -> list[PromptMessage]:
         """
             organize historic prompt messages
         """
@@ -381,6 +382,13 @@ class CotAgentRunner(BaseAgentRunner, ABC):
         scratchpad: list[AgentScratchpadUnit] = []
         current_scratchpad: AgentScratchpadUnit = None
 
+        self.history_prompt_messages = AgentHistoryPromptTransform(
+            model_config=self.model_config,
+            prompt_messages=current_session_messages or [],
+            history_messages=self.history_prompt_messages,
+            memory=self.memory
+        ).get_prompt()
+
         for message in self.history_prompt_messages:
             if isinstance(message, AssistantPromptMessage):
                 current_scratchpad = AgentScratchpadUnit(

api/core/agent/cot_chat_agent_runner.py

@@ -32,9 +32,6 @@ class CotChatAgentRunner(CotAgentRunner):
         # organize system prompt
         system_message = self._organize_system_prompt()
 
-        # organize historic prompt messages
-        historic_messages = self._historic_prompt_messages
-
         # organize current assistant messages
         agent_scratchpad = self._agent_scratchpad
         if not agent_scratchpad:
@@ -57,6 +54,13 @@ class CotChatAgentRunner(CotAgentRunner):
         query_messages = UserPromptMessage(content=self._query)
 
         if assistant_messages:
+            # organize historic prompt messages
+            historic_messages = self._organize_historic_prompt_messages([
+                system_message,
+                query_messages,
+                *assistant_messages,
+                UserPromptMessage(content='continue')
+            ])            
             messages = [
                 system_message,
                 *historic_messages,
@@ -65,6 +69,8 @@ class CotChatAgentRunner(CotAgentRunner):
                 UserPromptMessage(content='continue')
             ]
         else:
+            # organize historic prompt messages
+            historic_messages = self._organize_historic_prompt_messages([system_message, query_messages])
             messages = [system_message, *historic_messages, query_messages]
 
         # join all messages

api/core/agent/cot_completion_agent_runner.py

@@ -19,11 +19,11 @@ class CotCompletionAgentRunner(CotAgentRunner):
         
         return system_prompt
 
-    def _organize_historic_prompt(self) -> str:
+    def _organize_historic_prompt(self, current_session_messages: list[PromptMessage] = None) -> str:
         """
         Organize historic prompt
         """
-        historic_prompt_messages = self._historic_prompt_messages
+        historic_prompt_messages = self._organize_historic_prompt_messages(current_session_messages)
         historic_prompt = ""
 
         for message in historic_prompt_messages:

api/core/agent/entities.py

@@ -8,7 +8,7 @@ class AgentToolEntity(BaseModel):
     """
     Agent Tool Entity.
     """
-    provider_type: Literal["builtin", "api"]
+    provider_type: Literal["builtin", "api", "workflow"]
     provider_id: str
     tool_name: str
     tool_parameters: dict[str, Any] = {}

api/core/agent/fc_agent_runner.py

@@ -17,6 +17,7 @@ from core.model_runtime.entities.message_entities import (
     ToolPromptMessage,
     UserPromptMessage,
 )
+from core.prompt.agent_history_prompt_transform import AgentHistoryPromptTransform
 from core.tools.entities.tool_entities import ToolInvokeMeta
 from core.tools.tool_engine import ToolEngine
 from models.model import Message
@@ -24,21 +25,18 @@ from models.model import Message
 logger = logging.getLogger(__name__)
 
 class FunctionCallAgentRunner(BaseAgentRunner):
+
     def run(self, 
             message: Message, query: str, **kwargs: Any
     ) -> Generator[LLMResultChunk, None, None]:
         """
         Run FunctionCall agent application
         """
+        self.query = query
         app_generate_entity = self.application_generate_entity
 
         app_config = self.app_config
 
-        prompt_template = app_config.prompt_template.simple_prompt_template or ''
-        prompt_messages = self.history_prompt_messages
-        prompt_messages = self._init_system_message(prompt_template, prompt_messages)
-        prompt_messages = self._organize_user_query(query, prompt_messages)
-
         # convert tools into ModelRuntime Tool format
         tool_instances, prompt_messages_tools = self._init_prompt_tools()
 
@@ -81,6 +79,7 @@ class FunctionCallAgentRunner(BaseAgentRunner):
             )
 
             # recalc llm max tokens
+            prompt_messages = self._organize_prompt_messages()
             self.recalc_llm_max_tokens(self.model_config, prompt_messages)
             # invoke model
             chunks: Union[Generator[LLMResultChunk, None, None], LLMResult] = model_instance.invoke_llm(
@@ -203,7 +202,7 @@ class FunctionCallAgentRunner(BaseAgentRunner):
             else:
                 assistant_message.content = response
             
-            prompt_messages.append(assistant_message)
+            self._current_thoughts.append(assistant_message)
 
             # save thought
             self.save_agent_thought(
@@ -265,12 +264,14 @@ class FunctionCallAgentRunner(BaseAgentRunner):
                     }
                 
                 tool_responses.append(tool_response)
-                prompt_messages = self._organize_assistant_message(
-                    tool_call_id=tool_call_id,
-                    tool_call_name=tool_call_name,
-                    tool_response=tool_response['tool_response'],
-                    prompt_messages=prompt_messages,
-                )
+                if tool_response['tool_response'] is not None:
+                    self._current_thoughts.append(
+                        ToolPromptMessage(
+                            content=tool_response['tool_response'],
+                            tool_call_id=tool_call_id,
+                            name=tool_call_name,
+                        )
+                    ) 
 
             if len(tool_responses) > 0:
                 # save agent thought
@@ -300,8 +301,6 @@ class FunctionCallAgentRunner(BaseAgentRunner):
 
             iteration_step += 1
 
-            prompt_messages = self._clear_user_prompt_image_messages(prompt_messages)
-
         self.update_db_variables(self.variables_pool, self.db_variables_pool)
         # publish end event
         self.queue_manager.publish(QueueMessageEndEvent(llm_result=LLMResult(
@@ -393,24 +392,6 @@ class FunctionCallAgentRunner(BaseAgentRunner):
 
         return prompt_messages
     
-    def _organize_assistant_message(self, tool_call_id: str = None, tool_call_name: str = None, tool_response: str = None, 
-                                    prompt_messages: list[PromptMessage] = None) -> list[PromptMessage]:
-        """
-        Organize assistant message
-        """
-        prompt_messages = deepcopy(prompt_messages)
-
-        if tool_response is not None:
-            prompt_messages.append(
-                ToolPromptMessage(
-                    content=tool_response,
-                    tool_call_id=tool_call_id,
-                    name=tool_call_name,
-                )
-            )
-
-        return prompt_messages
-    
     def _clear_user_prompt_image_messages(self, prompt_messages: list[PromptMessage]) -> list[PromptMessage]:
         """
         As for now, gpt supports both fc and vision at the first iteration.
@@ -428,4 +409,26 @@ class FunctionCallAgentRunner(BaseAgentRunner):
                         for content in prompt_message.content 
                     ])
 
-        return prompt_messages
+        return prompt_messages
+
+    def _organize_prompt_messages(self):
+        prompt_template = self.app_config.prompt_template.simple_prompt_template or ''
+        self.history_prompt_messages = self._init_system_message(prompt_template, self.history_prompt_messages)
+        query_prompt_messages = self._organize_user_query(self.query, [])
+
+        self.history_prompt_messages = AgentHistoryPromptTransform(
+            model_config=self.model_config,
+            prompt_messages=[*query_prompt_messages, *self._current_thoughts],
+            history_messages=self.history_prompt_messages,
+            memory=self.memory
+        ).get_prompt()
+
+        prompt_messages = [
+            *self.history_prompt_messages,
+            *query_prompt_messages,
+            *self._current_thoughts
+        ]
+        if len(self._current_thoughts) != 0:
+            # clear messages after the first iteration
+            prompt_messages = self._clear_user_prompt_image_messages(prompt_messages)
+        return prompt_messages

api/core/agent/output_parser/cot_output_parser.py

@@ -9,7 +9,7 @@ from core.model_runtime.entities.llm_entities import LLMResultChunk
 
 class CotAgentOutputParser:
     @classmethod
-    def handle_react_stream_output(cls, llm_response: Generator[LLMResultChunk, None, None]) -> \
+    def handle_react_stream_output(cls, llm_response: Generator[LLMResultChunk, None, None], usage_dict: dict) -> \
         Generator[Union[str, AgentScratchpadUnit.Action], None, None]:
         def parse_action(json_str):
             try:
@@ -58,6 +58,8 @@ class CotAgentOutputParser:
         thought_idx = 0
 
         for response in llm_response:
+            if response.delta.usage:
+                usage_dict['usage'] = response.delta.usage
             response = response.delta.message.content
             if not isinstance(response, str):
                 continue

api/core/app/app_config/common/sensitive_word_avoidance/manager.py

@@ -11,7 +11,7 @@ class SensitiveWordAvoidanceConfigManager:
         if not sensitive_word_avoidance_dict:
             return None
 
-        if 'enabled' in sensitive_word_avoidance_dict and sensitive_word_avoidance_dict['enabled']:
+        if sensitive_word_avoidance_dict.get('enabled'):
             return SensitiveWordAvoidanceEntity(
                 type=sensitive_word_avoidance_dict.get('type'),
                 config=sensitive_word_avoidance_dict.get('config'),

api/core/app/app_config/easy_ui_based_app/agent/manager.py

@@ -1,7 +1,7 @@
 from typing import Optional
 
 from core.agent.entities import AgentEntity, AgentPromptEntity, AgentToolEntity
-from core.tools.prompt.template import REACT_PROMPT_TEMPLATES
+from core.agent.prompt.template import REACT_PROMPT_TEMPLATES
 
 
 class AgentConfigManager:

api/core/app/app_config/entities.py

@@ -239,4 +239,4 @@ class WorkflowUIBasedAppConfig(AppConfig):
     """
     Workflow UI Based App Config Entity.
     """
-    workflow_id: str
+    workflow_id: str

api/core/app/app_config/features/file_upload/manager.py

@@ -14,7 +14,7 @@ class FileUploadConfigManager:
         """
         file_upload_dict = config.get('file_upload')
         if file_upload_dict:
-            if 'image' in file_upload_dict and file_upload_dict['image']:
+            if file_upload_dict.get('image'):
                 if 'enabled' in file_upload_dict['image'] and file_upload_dict['image']['enabled']:
                     image_config = {
                         'number_limits': file_upload_dict['image']['number_limits'],

api/core/app/app_config/features/more_like_this/manager.py

@@ -9,7 +9,7 @@ class MoreLikeThisConfigManager:
         more_like_this = False
         more_like_this_dict = config.get('more_like_this')
         if more_like_this_dict:
-            if 'enabled' in more_like_this_dict and more_like_this_dict['enabled']:
+            if more_like_this_dict.get('enabled'):
                 more_like_this = True
 
         return more_like_this

api/core/app/app_config/features/retrieval_resource/manager.py

@@ -4,7 +4,7 @@ class RetrievalResourceConfigManager:
         show_retrieve_source = False
         retriever_resource_dict = config.get('retriever_resource')
         if retriever_resource_dict:
-            if 'enabled' in retriever_resource_dict and retriever_resource_dict['enabled']:
+            if retriever_resource_dict.get('enabled'):
                 show_retrieve_source = True
 
         return show_retrieve_source

api/core/app/app_config/features/speech_to_text/manager.py

@@ -9,7 +9,7 @@ class SpeechToTextConfigManager:
         speech_to_text = False
         speech_to_text_dict = config.get('speech_to_text')
         if speech_to_text_dict:
-            if 'enabled' in speech_to_text_dict and speech_to_text_dict['enabled']:
+            if speech_to_text_dict.get('enabled'):
                 speech_to_text = True
 
         return speech_to_text

api/core/app/app_config/features/suggested_questions_after_answer/manager.py

@@ -9,7 +9,7 @@ class SuggestedQuestionsAfterAnswerConfigManager:
         suggested_questions_after_answer = False
         suggested_questions_after_answer_dict = config.get('suggested_questions_after_answer')
         if suggested_questions_after_answer_dict:
-            if 'enabled' in suggested_questions_after_answer_dict and suggested_questions_after_answer_dict['enabled']:
+            if suggested_questions_after_answer_dict.get('enabled'):
                 suggested_questions_after_answer = True
 
         return suggested_questions_after_answer

api/core/app/app_config/features/text_to_speech/manager.py

@@ -12,7 +12,7 @@ class TextToSpeechConfigManager:
         text_to_speech = False
         text_to_speech_dict = config.get('text_to_speech')
         if text_to_speech_dict:
-            if 'enabled' in text_to_speech_dict and text_to_speech_dict['enabled']:
+            if text_to_speech_dict.get('enabled'):
                 text_to_speech = TextToSpeechEntity(
                     enabled=text_to_speech_dict.get('enabled'),
                     voice=text_to_speech_dict.get('voice'),

api/core/app/apps/advanced_chat/app_generator.py

@@ -66,7 +66,7 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
             conversation = self._get_conversation_by_user(app_model, args.get('conversation_id'), user)
 
         # parse files
-        files = args['files'] if 'files' in args and args['files'] else []
+        files = args['files'] if args.get('files') else []
         message_file_parser = MessageFileParser(tenant_id=app_model.tenant_id, app_id=app_model.id)
         file_extra_config = FileUploadConfigManager.convert(workflow.features_dict, is_vision=False)
         if file_extra_config:
@@ -98,6 +98,90 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
             extras=extras
         )
 
+        return self._generate(
+            app_model=app_model,
+            workflow=workflow,
+            user=user,
+            invoke_from=invoke_from,
+            application_generate_entity=application_generate_entity,
+            conversation=conversation,
+            stream=stream
+        )
+    
+    def single_iteration_generate(self, app_model: App,
+                                  workflow: Workflow,
+                                  node_id: str,
+                                  user: Account,
+                                  args: dict,
+                                  stream: bool = True) \
+            -> Union[dict, Generator[dict, None, None]]:
+        """
+        Generate App response.
+
+        :param app_model: App
+        :param workflow: Workflow
+        :param user: account or end user
+        :param args: request args
+        :param invoke_from: invoke from source
+        :param stream: is stream
+        """
+        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
+        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(
+            app_model=app_model,
+            workflow=workflow
+        )
+
+        # init application generate entity
+        application_generate_entity = AdvancedChatAppGenerateEntity(
+            task_id=str(uuid.uuid4()),
+            app_config=app_config,
+            conversation_id=conversation.id if conversation else None,
+            inputs={},
+            query='',
+            files=[],
+            user_id=user.id,
+            stream=stream,
+            invoke_from=InvokeFrom.DEBUGGER,
+            extras=extras,
+            single_iteration_run=AdvancedChatAppGenerateEntity.SingleIterationRunEntity(
+                node_id=node_id,
+                inputs=args['inputs']
+            )
+        )
+
+        return self._generate(
+            app_model=app_model,
+            workflow=workflow,
+            user=user,
+            invoke_from=InvokeFrom.DEBUGGER,
+            application_generate_entity=application_generate_entity,
+            conversation=conversation,
+            stream=stream
+        )
+
+    def _generate(self, app_model: App,
+                 workflow: Workflow,
+                 user: Union[Account, EndUser],
+                 invoke_from: InvokeFrom,
+                 application_generate_entity: AdvancedChatAppGenerateEntity,
+                 conversation: Conversation = None,
+                 stream: bool = True) \
+            -> Union[dict, Generator[dict, None, None]]:
         is_first_conversation = False
         if not conversation:
             is_first_conversation = True
@@ -167,18 +251,30 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
         """
         with flask_app.app_context():
             try:
-                # get conversation and message
-                conversation = self._get_conversation(conversation_id)
-                message = self._get_message(message_id)
-
-                # chatbot app
                 runner = AdvancedChatAppRunner()
-                runner.run(
-                    application_generate_entity=application_generate_entity,
-                    queue_manager=queue_manager,
-                    conversation=conversation,
-                    message=message
-                )
+                if application_generate_entity.single_iteration_run:
+                    single_iteration_run = application_generate_entity.single_iteration_run
+                    runner.single_iteration_run(
+                        app_id=application_generate_entity.app_config.app_id,
+                        workflow_id=application_generate_entity.app_config.workflow_id,
+                        queue_manager=queue_manager,
+                        inputs=single_iteration_run.inputs,
+                        node_id=single_iteration_run.node_id,
+                        user_id=application_generate_entity.user_id
+                    )
+                else:
+                    # get conversation and message
+                    conversation = self._get_conversation(conversation_id)
+                    message = self._get_message(message_id)
+
+                    # chatbot app
+                    runner = AdvancedChatAppRunner()
+                    runner.run(
+                        application_generate_entity=application_generate_entity,
+                        queue_manager=queue_manager,
+                        conversation=conversation,
+                        message=message
+                    )
             except GenerateTaskStoppedException:
                 pass
             except InvokeAuthorizationError:

api/core/app/apps/advanced_chat/app_runner.py

@@ -18,7 +18,7 @@ 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.model import App, Conversation, Message
+from models.model import App, Conversation, EndUser, Message
 from models.workflow import Workflow
 
 logger = logging.getLogger(__name__)
@@ -56,6 +56,14 @@ class AdvancedChatAppRunner(AppRunner):
         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,
@@ -94,12 +102,43 @@ class AdvancedChatAppRunner(AppRunner):
             user_from=UserFrom.ACCOUNT
             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: conversation.id,
+                SystemVariable.CONVERSATION_ID: conversation.id,
+                SystemVariable.USER_ID: user_id
             },
+            callbacks=workflow_callbacks,
+            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:
+        """
+        Single iteration run
+        """
+        app_record: App = db.session.query(App).filter(App.id == app_id).first()
+        if not app_record:
+            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
+        )]
+
+        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
         )
 

api/core/app/apps/advanced_chat/generate_response_converter.py

@@ -8,6 +8,8 @@ from core.app.entities.task_entities import (
     ChatbotAppStreamResponse,
     ErrorStreamResponse,
     MessageEndStreamResponse,
+    NodeFinishStreamResponse,
+    NodeStartStreamResponse,
     PingStreamResponse,
 )
 
@@ -111,6 +113,8 @@ class AdvancedChatAppGenerateResponseConverter(AppGenerateResponseConverter):
             if isinstance(sub_stream_response, ErrorStreamResponse):
                 data = cls._error_to_stream_response(sub_stream_response.err)
                 response_chunk.update(data)
+            elif isinstance(sub_stream_response, NodeStartStreamResponse | NodeFinishStreamResponse):
+                response_chunk.update(sub_stream_response.to_ignore_detail_dict())
             else:
                 response_chunk.update(sub_stream_response.to_dict())
 

api/core/app/apps/advanced_chat/generate_task_pipeline.py

@@ -12,6 +12,9 @@ from core.app.entities.queue_entities import (
     QueueAdvancedChatMessageEndEvent,
     QueueAnnotationReplyEvent,
     QueueErrorEvent,
+    QueueIterationCompletedEvent,
+    QueueIterationNextEvent,
+    QueueIterationStartEvent,
     QueueMessageReplaceEvent,
     QueueNodeFailedEvent,
     QueueNodeStartedEvent,
@@ -28,9 +31,9 @@ from core.app.entities.task_entities import (
     AdvancedChatTaskState,
     ChatbotAppBlockingResponse,
     ChatbotAppStreamResponse,
+    ChatflowStreamGenerateRoute,
     ErrorStreamResponse,
     MessageEndStreamResponse,
-    StreamGenerateRoute,
     StreamResponse,
 )
 from core.app.task_pipeline.based_generate_task_pipeline import BasedGenerateTaskPipeline
@@ -64,6 +67,7 @@ class AdvancedChatAppGenerateTaskPipeline(BasedGenerateTaskPipeline, WorkflowCyc
     _workflow: Workflow
     _user: Union[Account, EndUser]
     _workflow_system_variables: dict[SystemVariable, Any]
+    _iteration_nested_relations: dict[str, list[str]]
 
     def __init__(self, application_generate_entity: AdvancedChatAppGenerateEntity,
                  workflow: Workflow,
@@ -84,19 +88,26 @@ class AdvancedChatAppGenerateTaskPipeline(BasedGenerateTaskPipeline, WorkflowCyc
         """
         super().__init__(application_generate_entity, queue_manager, user, stream)
 
+        if isinstance(self._user, EndUser):
+            user_id = self._user.session_id
+        else:
+            user_id = self._user.id
+
         self._workflow = workflow
         self._conversation = conversation
         self._message = message
         self._workflow_system_variables = {
             SystemVariable.QUERY: message.query,
             SystemVariable.FILES: application_generate_entity.files,
-            SystemVariable.CONVERSATION: conversation.id,
+            SystemVariable.CONVERSATION_ID: conversation.id,
+            SystemVariable.USER_ID: user_id
         }
 
         self._task_state = AdvancedChatTaskState(
             usage=LLMUsage.empty_usage()
         )
 
+        self._iteration_nested_relations = self._get_iteration_nested_relations(self._workflow.graph_dict)
         self._stream_generate_routes = self._get_stream_generate_routes()
         self._conversation_name_generate_thread = None
 
@@ -198,6 +209,8 @@ class AdvancedChatAppGenerateTaskPipeline(BasedGenerateTaskPipeline, WorkflowCyc
                 # search stream_generate_routes if node id is answer start at node
                 if not self._task_state.current_stream_generate_state and event.node_id in self._stream_generate_routes:
                     self._task_state.current_stream_generate_state = self._stream_generate_routes[event.node_id]
+                    # reset current route position to 0
+                    self._task_state.current_stream_generate_state.current_route_position = 0
 
                     # generate stream outputs when node started
                     yield from self._generate_stream_outputs_when_node_started()
@@ -219,6 +232,22 @@ class AdvancedChatAppGenerateTaskPipeline(BasedGenerateTaskPipeline, WorkflowCyc
                     task_id=self._application_generate_entity.task_id,
                     workflow_node_execution=workflow_node_execution
                 )
+
+                if isinstance(event, QueueNodeFailedEvent):
+                    yield from self._handle_iteration_exception(
+                        task_id=self._application_generate_entity.task_id,
+                        error=f'Child node failed: {event.error}'
+                    )
+            elif isinstance(event, QueueIterationStartEvent | QueueIterationNextEvent | QueueIterationCompletedEvent):
+                if isinstance(event, QueueIterationNextEvent):
+                    # clear ran node execution infos of current iteration
+                    iteration_relations = self._iteration_nested_relations.get(event.node_id)
+                    if iteration_relations:
+                        for node_id in iteration_relations:
+                            self._task_state.ran_node_execution_infos.pop(node_id, None)
+
+                yield self._handle_iteration_to_stream_response(self._application_generate_entity.task_id, event)
+                self._handle_iteration_operation(event)
             elif isinstance(event, QueueStopEvent | QueueWorkflowSucceededEvent | QueueWorkflowFailedEvent):
                 workflow_run = self._handle_workflow_finished(event)
                 if workflow_run:
@@ -257,10 +286,6 @@ class AdvancedChatAppGenerateTaskPipeline(BasedGenerateTaskPipeline, WorkflowCyc
                 self._handle_retriever_resources(event)
             elif isinstance(event, QueueAnnotationReplyEvent):
                 self._handle_annotation_reply(event)
-            # elif isinstance(event, QueueMessageFileEvent):
-            #     response = self._message_file_to_stream_response(event)
-            #     if response:
-            #         yield response
             elif isinstance(event, QueueTextChunkEvent):
                 delta_text = event.text
                 if delta_text is None:
@@ -336,8 +361,8 @@ class AdvancedChatAppGenerateTaskPipeline(BasedGenerateTaskPipeline, WorkflowCyc
             id=self._message.id,
             **extras
         )
-
-    def _get_stream_generate_routes(self) -> dict[str, StreamGenerateRoute]:
+    
+    def _get_stream_generate_routes(self) -> dict[str, ChatflowStreamGenerateRoute]:
         """
         Get stream generate routes.
         :return:
@@ -360,13 +385,13 @@ class AdvancedChatAppGenerateTaskPipeline(BasedGenerateTaskPipeline, WorkflowCyc
                 continue
 
             for start_node_id in start_node_ids:
-                stream_generate_routes[start_node_id] = StreamGenerateRoute(
+                stream_generate_routes[start_node_id] = ChatflowStreamGenerateRoute(
                     answer_node_id=answer_node_id,
                     generate_route=generate_route
                 )
 
         return stream_generate_routes
-
+    
     def _get_answer_start_at_node_ids(self, graph: dict, target_node_id: str) \
             -> list[str]:
         """
@@ -385,6 +410,18 @@ class AdvancedChatAppGenerateTaskPipeline(BasedGenerateTaskPipeline, WorkflowCyc
                 ingoing_edges.append(edge)
 
         if not ingoing_edges:
+            # check if it's the first node in the iteration
+            target_node = next((node for node in nodes if node.get('id') == target_node_id), None)
+            if not target_node:
+                return []
+            
+            node_iteration_id = target_node.get('data', {}).get('iteration_id')
+            # get iteration start node id
+            for node in nodes:
+                if node.get('id') == node_iteration_id:
+                    if node.get('data', {}).get('start_node_id') == target_node_id:
+                        return [target_node_id]
+                    
             return []
 
         start_node_ids = []
@@ -395,14 +432,23 @@ class AdvancedChatAppGenerateTaskPipeline(BasedGenerateTaskPipeline, WorkflowCyc
                 continue
 
             node_type = source_node.get('data', {}).get('type')
+            node_iteration_id = source_node.get('data', {}).get('iteration_id')
+            iteration_start_node_id = None
+            if node_iteration_id:
+                iteration_node = next((node for node in nodes if node.get('id') == node_iteration_id), None)
+                iteration_start_node_id = iteration_node.get('data', {}).get('start_node_id')
+
             if node_type in [
                 NodeType.ANSWER.value,
                 NodeType.IF_ELSE.value,
-                NodeType.QUESTION_CLASSIFIER.value
+                NodeType.QUESTION_CLASSIFIER.value,
+                NodeType.ITERATION.value,
+                NodeType.LOOP.value
             ]:
                 start_node_id = target_node_id
                 start_node_ids.append(start_node_id)
-            elif node_type == NodeType.START.value:
+            elif node_type == NodeType.START.value or \
+                node_iteration_id is not None and iteration_start_node_id == source_node.get('id'):
                 start_node_id = source_node_id
                 start_node_ids.append(start_node_id)
             else:
@@ -411,7 +457,27 @@ class AdvancedChatAppGenerateTaskPipeline(BasedGenerateTaskPipeline, WorkflowCyc
                     start_node_ids.extend(sub_start_node_ids)
 
         return start_node_ids
+    
+    def _get_iteration_nested_relations(self, graph: dict) -> dict[str, list[str]]:
+        """
+        Get iteration nested relations.
+        :param graph: graph
+        :return:
+        """
+        nodes = graph.get('nodes')
 
+        iteration_ids = [node.get('id') for node in nodes 
+                         if node.get('data', {}).get('type') in [
+                             NodeType.ITERATION.value,
+                             NodeType.LOOP.value,
+                        ]]
+
+        return {
+            iteration_id: [
+                node.get('id') for node in nodes if node.get('data', {}).get('iteration_id') == iteration_id
+            ] for iteration_id in iteration_ids
+        }
+    
     def _generate_stream_outputs_when_node_started(self) -> Generator:
         """
         Generate stream outputs.
@@ -419,20 +485,20 @@ class AdvancedChatAppGenerateTaskPipeline(BasedGenerateTaskPipeline, WorkflowCyc
         """
         if self._task_state.current_stream_generate_state:
             route_chunks = self._task_state.current_stream_generate_state.generate_route[
-                           self._task_state.current_stream_generate_state.current_route_position:]
+                self._task_state.current_stream_generate_state.current_route_position:
+            ]
 
             for route_chunk in route_chunks:
                 if route_chunk.type == 'text':
                     route_chunk = cast(TextGenerateRouteChunk, route_chunk)
-                    for token in route_chunk.text:
-                        # handle output moderation chunk
-                        should_direct_answer = self._handle_output_moderation_chunk(token)
-                        if should_direct_answer:
-                            continue
 
-                        self._task_state.answer += token
-                        yield self._message_to_stream_response(token, self._message.id)
-                        time.sleep(0.01)
+                    # handle output moderation chunk
+                    should_direct_answer = self._handle_output_moderation_chunk(route_chunk.text)
+                    if should_direct_answer:
+                        continue
+
+                    self._task_state.answer += route_chunk.text
+                    yield self._message_to_stream_response(route_chunk.text, self._message.id)
                 else:
                     break
 
@@ -453,15 +519,14 @@ class AdvancedChatAppGenerateTaskPipeline(BasedGenerateTaskPipeline, WorkflowCyc
 
         route_chunks = self._task_state.current_stream_generate_state.generate_route[
                        self._task_state.current_stream_generate_state.current_route_position:]
-
+        
         for route_chunk in route_chunks:
             if route_chunk.type == 'text':
                 route_chunk = cast(TextGenerateRouteChunk, route_chunk)
-                for token in route_chunk.text:
-                    self._task_state.answer += token
-                    yield self._message_to_stream_response(token, self._message.id)
-                    time.sleep(0.01)
+                self._task_state.answer += route_chunk.text
+                yield self._message_to_stream_response(route_chunk.text, self._message.id)
             else:
+                value = None
                 route_chunk = cast(VarGenerateRouteChunk, route_chunk)
                 value_selector = route_chunk.value_selector
                 if not value_selector:
@@ -473,6 +538,20 @@ class AdvancedChatAppGenerateTaskPipeline(BasedGenerateTaskPipeline, WorkflowCyc
                 if route_chunk_node_id == 'sys':
                     # system variable
                     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:
+                        continue
+                    iteration_state = self._iteration_state.current_iterations[route_chunk_node_id]
+                    iterator = iteration_state.inputs
+                    if not iterator:
+                        continue
+                    iterator_selector = iterator.get('iterator_selector', [])
+                    if value_selector[1] == 'index':
+                        value = iteration_state.current_index
+                    elif value_selector[1] == 'item':
+                        value = iterator_selector[iteration_state.current_index] if iteration_state.current_index < len(
+                            iterator_selector) else None
                 else:
                     # check chunk node id is before current node id or equal to current node id
                     if route_chunk_node_id not in self._task_state.ran_node_execution_infos:
@@ -502,7 +581,7 @@ class AdvancedChatAppGenerateTaskPipeline(BasedGenerateTaskPipeline, WorkflowCyc
                         else:
                             value = value.get(key)
 
-                if value:
+                if value is not None:
                     text = ''
                     if isinstance(value, str | int | float):
                         text = str(value)

api/core/app/apps/advanced_chat/workflow_event_trigger_callback.py

@@ -1,8 +1,11 @@
-from typing import Optional
+from typing import Any, Optional
 
 from core.app.apps.base_app_queue_manager import AppQueueManager, PublishFrom
 from core.app.entities.queue_entities import (
     AppQueueEvent,
+    QueueIterationCompletedEvent,
+    QueueIterationNextEvent,
+    QueueIterationStartEvent,
     QueueNodeFailedEvent,
     QueueNodeStartedEvent,
     QueueNodeSucceededEvent,
@@ -130,6 +133,66 @@ class WorkflowEventTriggerCallback(BaseWorkflowCallback):
             ), PublishFrom.APPLICATION_MANAGER
         )
 
+    def on_workflow_iteration_started(self, 
+                                      node_id: str,
+                                      node_type: NodeType,
+                                      node_run_index: int = 1,
+                                      node_data: Optional[BaseNodeData] = None,
+                                      inputs: dict = None,
+                                      predecessor_node_id: Optional[str] = None,
+                                      metadata: Optional[dict] = None) -> None:
+        """
+        Publish iteration started
+        """
+        self._queue_manager.publish(
+            QueueIterationStartEvent(
+                node_id=node_id,
+                node_type=node_type,
+                node_run_index=node_run_index,
+                node_data=node_data,
+                inputs=inputs,
+                predecessor_node_id=predecessor_node_id,
+                metadata=metadata
+            ),
+            PublishFrom.APPLICATION_MANAGER
+        )
+
+    def on_workflow_iteration_next(self, node_id: str, 
+                                   node_type: NodeType,
+                                   index: int, 
+                                   node_run_index: int,
+                                   output: Optional[Any]) -> None:
+        """
+        Publish iteration next
+        """
+        self._queue_manager._publish(
+            QueueIterationNextEvent(
+                node_id=node_id,
+                node_type=node_type,
+                index=index,
+                node_run_index=node_run_index,
+                output=output
+            ),
+            PublishFrom.APPLICATION_MANAGER
+        )
+
+    def on_workflow_iteration_completed(self, node_id: str, 
+                                        node_type: NodeType,
+                                        node_run_index: int,
+                                        outputs: dict) -> None:
+        """
+        Publish iteration completed
+        """
+        self._queue_manager._publish(
+            QueueIterationCompletedEvent(
+                node_id=node_id,
+                node_type=node_type,
+                node_run_index=node_run_index,
+                outputs=outputs
+            ),
+            PublishFrom.APPLICATION_MANAGER
+        )
+
     def on_event(self, event: AppQueueEvent) -> None:
         """
         Publish event

api/core/app/apps/agent_chat/app_generator.py

@@ -83,7 +83,7 @@ class AgentChatAppGenerator(MessageBasedAppGenerator):
             )
 
         # parse files
-        files = args['files'] if 'files' in args and args['files'] else []
+        files = args['files'] if args.get('files') else []
         message_file_parser = MessageFileParser(tenant_id=app_model.tenant_id, app_id=app_model.id)
         file_extra_config = FileUploadConfigManager.convert(override_model_config_dict or app_model_config.to_dict())
         if file_extra_config:
@@ -115,7 +115,8 @@ class AgentChatAppGenerator(MessageBasedAppGenerator):
             user_id=user.id,
             stream=stream,
             invoke_from=invoke_from,
-            extras=extras
+            extras=extras,
+            call_depth=0
         )
 
         # init generate records

api/core/app/apps/base_app_generate_response_converter.py

@@ -26,7 +26,10 @@ class AppGenerateResponseConverter(ABC):
             else:
                 def _generate():
                     for chunk in cls.convert_stream_full_response(response):
-                        yield f'data: {chunk}\n\n'
+                        if chunk == 'ping':
+                            yield f'event: {chunk}\n\n'
+                        else:
+                            yield f'data: {chunk}\n\n'
 
                 return _generate()
         else:
@@ -35,7 +38,10 @@ class AppGenerateResponseConverter(ABC):
             else:
                 def _generate():
                     for chunk in cls.convert_stream_simple_response(response):
-                        yield f'data: {chunk}\n\n'
+                        if chunk == 'ping':
+                            yield f'event: {chunk}\n\n'
+                        else:
+                            yield f'data: {chunk}\n\n'
 
                 return _generate()