fix: credential

Co-authored-by: autofix-ci[bot] <114827586+autofix-ci[bot]@users.noreply.github.com>

.claude/settings.json.example

@@ -1,19 +0,0 @@
-{
-    "permissions": {
-      "allow": [],
-      "deny": []
-    },
-    "env": {
-      "__comment": "Environment variables for MCP servers. Override in .claude/settings.local.json with actual values.",
-      "GITHUB_PERSONAL_ACCESS_TOKEN": "ghp_xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx"
-    },
-    "enabledMcpjsonServers": [
-      "context7",
-      "sequential-thinking",
-      "github",
-      "fetch",
-      "playwright",
-      "ide"
-    ],
-    "enableAllProjectMcpServers": true
-  }

.devcontainer/Dockerfile

@@ -1,4 +1,4 @@
-FROM mcr.microsoft.com/devcontainers/python:3.12-bookworm
+FROM mcr.microsoft.com/devcontainers/python:3.12
 
 RUN apt-get update && export DEBIAN_FRONTEND=noninteractive \
      && apt-get -y install libgmp-dev libmpfr-dev libmpc-dev

.devcontainer/devcontainer.json

@@ -11,7 +11,7 @@
 			"nodeGypDependencies": true,
 			"version": "lts"
 		},
-		"ghcr.io/devcontainers-extra/features/npm-package:1": {
+		"ghcr.io/devcontainers-contrib/features/npm-package:1": {
 			"package": "typescript",
 			"version": "latest"
 		},

.devcontainer/post_create_command.sh

@@ -1,15 +1,15 @@
 #!/bin/bash
-WORKSPACE_ROOT=$(pwd)
 
-corepack enable
+npm add -g pnpm@10.13.1
 cd web && pnpm install
 pipx install uv
 
-echo "alias start-api=\"cd $WORKSPACE_ROOT/api && uv run python -m flask run --host 0.0.0.0 --port=5001 --debug\"" >> ~/.bashrc
-echo "alias start-worker=\"cd $WORKSPACE_ROOT/api && uv run python -m celery -A app.celery worker -P threads -c 1 --loglevel INFO -Q dataset,priority_dataset,priority_pipeline,pipeline,mail,ops_trace,app_deletion,plugin,workflow_storage,conversation,workflow,schedule_poller,schedule_executor,triggered_workflow_dispatcher,trigger_refresh_executor\"" >> ~/.bashrc
-echo "alias start-web=\"cd $WORKSPACE_ROOT/web && pnpm dev\"" >> ~/.bashrc
-echo "alias start-web-prod=\"cd $WORKSPACE_ROOT/web && pnpm build && pnpm start\"" >> ~/.bashrc
-echo "alias start-containers=\"cd $WORKSPACE_ROOT/docker && docker-compose -f docker-compose.middleware.yaml -p dify --env-file middleware.env up -d\"" >> ~/.bashrc
-echo "alias stop-containers=\"cd $WORKSPACE_ROOT/docker && docker-compose -f docker-compose.middleware.yaml -p dify --env-file middleware.env down\"" >> ~/.bashrc
+echo 'alias start-api="cd /workspaces/dify/api && uv run python -m flask run --host 0.0.0.0 --port=5001 --debug"' >> ~/.bashrc
+echo 'alias start-worker="cd /workspaces/dify/api && uv run python -m celery -A app.celery worker -P gevent -c 1 --loglevel INFO -Q dataset,generation,mail,ops_trace,app_deletion,plugin,workflow_storage"' >> ~/.bashrc
+echo 'alias start-web="cd /workspaces/dify/web && pnpm dev"' >> ~/.bashrc
+echo 'alias start-web-prod="cd /workspaces/dify/web && pnpm build && pnpm start"' >> ~/.bashrc
+echo 'alias start-containers="cd /workspaces/dify/docker && docker-compose -f docker-compose.middleware.yaml -p dify --env-file middleware.env up -d"' >> ~/.bashrc
+echo 'alias stop-containers="cd /workspaces/dify/docker && docker-compose -f docker-compose.middleware.yaml -p dify --env-file middleware.env down"' >> ~/.bashrc
 
 source /home/vscode/.bashrc
+

.editorconfig

@@ -29,7 +29,7 @@ trim_trailing_whitespace = false
 
 # Matches multiple files with brace expansion notation
 # Set default charset
-[*.{js,jsx,ts,tsx,mjs}]
+[*.{js,tsx}]
 indent_style = space
 indent_size = 2
 

.github/ISSUE_TEMPLATE/config.yml

@@ -1,8 +1,5 @@
 blank_issues_enabled: false
 contact_links:
-  - name: "\U0001F510 Security Vulnerabilities"
-    url: "https://github.com/langgenius/dify/security/advisories/new"
-    about: Report security vulnerabilities through GitHub Security Advisories to ensure responsible disclosure. 💡 Please do not report security vulnerabilities in public issues.
   - name: "\U0001F4A1 Model Providers & Plugins"
     url: "https://github.com/langgenius/dify-official-plugins/issues/new/choose"
     about: Report issues with official plugins or model providers, you will need to provide the plugin version and other relevant details.

.github/actions/setup-uv/action.yml

@@ -0,0 +1,34 @@
+name: Setup UV and Python
+
+inputs:
+  python-version:
+    description: Python version to use and the UV installed with
+    required: true
+    default: '3.12'
+  uv-version:
+    description: UV version to set up
+    required: true
+    default: '0.8.9'
+  uv-lockfile:
+    description: Path to the UV lockfile to restore cache from
+    required: true
+    default: ''
+  enable-cache:
+    required: true
+    default: true
+
+runs:
+  using: composite
+  steps:
+    - name: Set up Python ${{ inputs.python-version }}
+      uses: actions/setup-python@v5
+      with:
+        python-version: ${{ inputs.python-version }}
+
+    - name: Install uv
+      uses: astral-sh/setup-uv@v6
+      with:
+        version: ${{ inputs.uv-version }}
+        python-version: ${{ inputs.python-version }}
+        enable-cache: ${{ inputs.enable-cache }}
+        cache-dependency-glob: ${{ inputs.uv-lockfile }}

.github/dependabot.yml

@@ -1,12 +0,0 @@
-version: 2
-updates:
-  - package-ecosystem: "npm"
-    directory: "/web"
-    schedule:
-      interval: "weekly"
-    open-pull-requests-limit: 2
-  - package-ecosystem: "uv"
-    directory: "/api"
-    schedule:
-      interval: "weekly"
-    open-pull-requests-limit: 2

.github/workflows/api-tests.yml

@@ -1,7 +1,13 @@
 name: Run Pytest
 
 on:
-  workflow_call:
+  pull_request:
+    branches:
+      - main
+    paths:
+      - api/**
+      - docker/**
+      - .github/workflows/api-tests.yml
 
 concurrency:
   group: api-tests-${{ github.head_ref || github.run_id }}
@@ -27,11 +33,10 @@ jobs:
           persist-credentials: false
 
       - name: Setup UV and Python
-        uses: astral-sh/setup-uv@v6
+        uses: ./.github/actions/setup-uv
         with:
-          enable-cache: true
           python-version: ${{ matrix.python-version }}
-          cache-dependency-glob: api/uv.lock
+          uv-lockfile: api/uv.lock
 
       - name: Check UV lockfile
         run: uv lock --project api --check
@@ -39,47 +44,6 @@ jobs:
       - name: Install dependencies
         run: uv sync --project api --dev
 
-      - name: Run pyrefly check
-        run: |
-          cd api
-          uv add --dev pyrefly
-          uv run pyrefly check || true
-
-      - name: Run dify config tests
-        run: uv run --project api dev/pytest/pytest_config_tests.py
-
-      - name: Set up dotenvs
-        run: |
-          cp docker/.env.example docker/.env
-          cp docker/middleware.env.example docker/middleware.env
-
-      - name: Expose Service Ports
-        run: sh .github/workflows/expose_service_ports.sh
-
-      - name: Set up Sandbox
-        uses: hoverkraft-tech/compose-action@v2.0.2
-        with:
-          compose-file: |
-            docker/docker-compose.middleware.yaml
-          services: |
-            db_postgres
-            redis
-            sandbox
-            ssrf_proxy
-
-      - name: setup test config
-        run: |
-          cp api/tests/integration_tests/.env.example api/tests/integration_tests/.env
-
-      - name: Run Workflow
-        run: uv run --project api bash dev/pytest/pytest_workflow.sh
-
-      - name: Run Tool
-        run: uv run --project api bash dev/pytest/pytest_tools.sh
-
-      - name: Run TestContainers
-        run: uv run --project api bash dev/pytest/pytest_testcontainers.sh
-
       - name: Run Unit tests
         run: |
           uv run --project api bash dev/pytest/pytest_unit_tests.sh
@@ -95,3 +59,46 @@ jobs:
           echo "Total Coverage: ${TOTAL_COVERAGE}%" >> $GITHUB_STEP_SUMMARY
           uv run --project api coverage report --format=markdown >> $GITHUB_STEP_SUMMARY
 
+      - name: Run dify config tests
+        run: uv run --project api dev/pytest/pytest_config_tests.py
+
+      - name: MyPy Cache
+        uses: actions/cache@v4
+        with:
+          path: api/.mypy_cache
+          key: mypy-${{ matrix.python-version }}-${{ runner.os }}-${{ hashFiles('api/uv.lock') }}
+
+      - name: Run MyPy Checks
+        run: dev/mypy-check
+
+      - name: Set up dotenvs
+        run: |
+          cp docker/.env.example docker/.env
+          cp docker/middleware.env.example docker/middleware.env
+
+      - name: Expose Service Ports
+        run: sh .github/workflows/expose_service_ports.sh
+
+      - name: Set up Sandbox
+        uses: hoverkraft-tech/compose-action@v2.0.2
+        with:
+          compose-file: |
+            docker/docker-compose.middleware.yaml
+          services: |
+            db
+            redis
+            sandbox
+            ssrf_proxy
+
+      - name: setup test config
+        run: |
+          cp api/tests/integration_tests/.env.example api/tests/integration_tests/.env
+
+      - name: Run Workflow
+        run: uv run --project api bash dev/pytest/pytest_workflow.sh
+
+      - name: Run Tool
+        run: uv run --project api bash dev/pytest/pytest_tools.sh
+
+      - name: Run TestContainers
+        run: uv run --project api bash dev/pytest/pytest_testcontainers.sh

.github/workflows/autofix.yml

@@ -1,9 +1,9 @@
 name: autofix.ci
 on:
+  workflow_call:
   pull_request:
-    branches: ["main"]
   push:
-    branches: ["main"]
+    branches: [ "main" ]
 permissions:
   contents: read
 
@@ -15,76 +15,17 @@ jobs:
       - uses: actions/checkout@v4
 
       # Use uv to ensure we have the same ruff version in CI and locally.
-      - uses: astral-sh/setup-uv@v6
-        with:
-          python-version: "3.11"
+      - uses: astral-sh/setup-uv@7edac99f961f18b581bbd960d59d049f04c0002f 
       - run: |
           cd api
           uv sync --dev
-          # fmt first to avoid line too long
-          uv run ruff format ..
           # Fix lint errors
-          uv run ruff check --fix .
+          uv run ruff check --fix-only .
           # Format code
-          uv run ruff format ..
-
-      - name: count migration progress
-        run: |
-          cd api
-          ./cnt_base.sh
-
+          uv run ruff format .
       - name: ast-grep
         run: |
           uvx --from ast-grep-cli sg --pattern 'db.session.query($WHATEVER).filter($HERE)' --rewrite 'db.session.query($WHATEVER).where($HERE)' -l py --update-all
-          uvx --from ast-grep-cli sg --pattern 'session.query($WHATEVER).filter($HERE)' --rewrite 'session.query($WHATEVER).where($HERE)' -l py --update-all
-          uvx --from ast-grep-cli sg -p '$A = db.Column($$$B)' -r '$A = mapped_column($$$B)' -l py --update-all
-          uvx --from ast-grep-cli sg -p '$A : $T = db.Column($$$B)' -r '$A : $T = mapped_column($$$B)' -l py --update-all
-          # Convert Optional[T] to T | None (ignoring quoted types)
-          cat > /tmp/optional-rule.yml << 'EOF'
-          id: convert-optional-to-union
-          language: python
-          rule:
-            kind: generic_type
-            all:
-              - has:
-                  kind: identifier
-                  pattern: Optional
-              - has:
-                  kind: type_parameter
-                  has:
-                    kind: type
-                    pattern: $T
-          fix: $T | None
-          EOF
-          uvx --from ast-grep-cli sg scan --inline-rules "$(cat /tmp/optional-rule.yml)" --update-all
-          # Fix forward references that were incorrectly converted (Python doesn't support "Type" | None syntax)
-          find . -name "*.py" -type f -exec sed -i.bak -E 's/"([^"]+)" \| None/Optional["\1"]/g; s/'"'"'([^'"'"']+)'"'"' \| None/Optional['"'"'\1'"'"']/g' {} \;
-          find . -name "*.py.bak" -type f -delete
-
-      - name: mdformat
-        run: |
-          uvx mdformat .
-
-      - name: Install pnpm
-        uses: pnpm/action-setup@v4
-        with:
-          package_json_file: web/package.json
-          run_install: false
-
-      - name: Setup NodeJS
-        uses: actions/setup-node@v4
-        with:
-          node-version: 22
-          cache: pnpm
-          cache-dependency-path: ./web/package.json
-
-      - name: Web dependencies
-        working-directory: ./web
-        run: pnpm install --frozen-lockfile
-
-      - name: oxlint
-        working-directory: ./web
-        run: |
-          pnpx oxlint --fix
 
       - uses: autofix-ci/action@635ffb0c9798bd160680f18fd73371e355b85f27
+

.github/workflows/build-push.yml

@@ -4,10 +4,10 @@ on:
   push:
     branches:
       - "main"
-      - "deploy/**"
+      - "deploy/dev"
+      - "deploy/enterprise"
       - "build/**"
       - "release/e-*"
-      - "hotfix/**"
     tags:
       - "*"
 

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

@@ -1,14 +1,20 @@
 name: DB Migration Test
 
 on:
-  workflow_call:
+  pull_request:
+    branches:
+      - main
+      - plugins/beta
+    paths:
+      - api/migrations/**
+      - .github/workflows/db-migration-test.yml
 
 concurrency:
   group: db-migration-test-${{ github.ref }}
   cancel-in-progress: true
 
 jobs:
-  db-migration-test-postgres:
+  db-migration-test:
     runs-on: ubuntu-latest
 
     steps:
@@ -19,20 +25,12 @@ jobs:
           persist-credentials: false
 
       - name: Setup UV and Python
-        uses: astral-sh/setup-uv@v6
+        uses: ./.github/actions/setup-uv
         with:
-          enable-cache: true
-          python-version: "3.12"
-          cache-dependency-glob: api/uv.lock
+          uv-lockfile: api/uv.lock
 
       - name: Install dependencies
         run: uv sync --project api
-      - name: Ensure Offline migration are supported
-        run: |
-          # upgrade
-          uv run --directory api flask db upgrade 'base:head' --sql
-          # downgrade
-          uv run --directory api flask db downgrade 'head:base' --sql
 
       - name: Prepare middleware env
         run: |
@@ -45,7 +43,7 @@ jobs:
           compose-file: |
             docker/docker-compose.middleware.yaml
           services: |
-            db_postgres
+            db
             redis
 
       - name: Prepare configs
@@ -57,60 +55,3 @@ jobs:
         env:
           DEBUG: true
         run: uv run --directory api flask upgrade-db
-
-  db-migration-test-mysql:
-    runs-on: ubuntu-latest
-
-    steps:
-      - name: Checkout code
-        uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-          persist-credentials: false
-
-      - name: Setup UV and Python
-        uses: astral-sh/setup-uv@v6
-        with:
-          enable-cache: true
-          python-version: "3.12"
-          cache-dependency-glob: api/uv.lock
-
-      - name: Install dependencies
-        run: uv sync --project api
-      - name: Ensure Offline migration are supported
-        run: |
-          # upgrade
-          uv run --directory api flask db upgrade 'base:head' --sql
-          # downgrade
-          uv run --directory api flask db downgrade 'head:base' --sql
-
-      - name: Prepare middleware env for MySQL
-        run: |
-          cd docker
-          cp middleware.env.example middleware.env
-          sed -i 's/DB_TYPE=postgresql/DB_TYPE=mysql/' middleware.env
-          sed -i 's/DB_HOST=db_postgres/DB_HOST=db_mysql/' middleware.env
-          sed -i 's/DB_PORT=5432/DB_PORT=3306/' middleware.env
-          sed -i 's/DB_USERNAME=postgres/DB_USERNAME=mysql/' middleware.env
-
-      - name: Set up Middlewares
-        uses: hoverkraft-tech/compose-action@v2.0.2
-        with:
-          compose-file: |
-            docker/docker-compose.middleware.yaml
-          services: |
-            db_mysql
-            redis
-
-      - name: Prepare configs for MySQL
-        run: |
-          cd api
-          cp .env.example .env
-          sed -i 's/DB_TYPE=postgresql/DB_TYPE=mysql/' .env
-          sed -i 's/DB_PORT=5432/DB_PORT=3306/' .env
-          sed -i 's/DB_USERNAME=postgres/DB_USERNAME=root/' .env
-
-      - name: Run DB Migration
-        env:
-          DEBUG: true
-        run: uv run --directory api flask upgrade-db

.github/workflows/deploy-dev.yml

@@ -12,8 +12,7 @@ jobs:
   deploy:
     runs-on: ubuntu-latest
     if: |
-      github.event.workflow_run.conclusion == 'success' &&
-      github.event.workflow_run.head_branch == 'deploy/dev'
+      github.event.workflow_run.conclusion == 'success'
     steps:
       - name: Deploy to server
         uses: appleboy/ssh-action@v0.1.8

.github/workflows/deploy-enterprise.yml

@@ -19,23 +19,11 @@ jobs:
       github.event.workflow_run.head_branch == 'deploy/enterprise'
 
     steps:
-      - name: trigger deployments
-        env:
-          DEV_ENV_ADDRS: ${{ vars.DEV_ENV_ADDRS }}
-          DEPLOY_SECRET: ${{ secrets.DEPLOY_SECRET }}
-        run: |
-          IFS=',' read -ra ENDPOINTS <<< "${DEV_ENV_ADDRS:-}"
-          BODY='{"project":"dify-api","tag":"deploy-enterprise"}'
-
-          for ENDPOINT in "${ENDPOINTS[@]}"; do
-            ENDPOINT="$(echo "$ENDPOINT" | xargs)"
-            [ -z "$ENDPOINT" ] && continue
-
-            API_SIGNATURE=$(printf '%s' "$BODY" | openssl dgst -sha256 -hmac "$DEPLOY_SECRET" | awk '{print "sha256="$2}')
-
-            curl -sSf -X POST \
-              -H "Content-Type: application/json" \
-              -H "X-Hub-Signature-256: $API_SIGNATURE" \
-              -d "$BODY" \
-              "$ENDPOINT"
-          done
+      - name: Deploy to server
+        uses: appleboy/ssh-action@v0.1.8
+        with:
+          host: ${{ secrets.ENTERPRISE_SSH_HOST }}
+          username: ${{ secrets.ENTERPRISE_SSH_USER }}
+          password: ${{ secrets.ENTERPRISE_SSH_PASSWORD }}
+          script: |
+            ${{ vars.ENTERPRISE_SSH_SCRIPT || secrets.ENTERPRISE_SSH_SCRIPT }}

.github/workflows/deploy-rag-dev.yml

@@ -1,4 +1,4 @@
-name: Deploy Trigger Dev
+name: Deploy RAG Dev
 
 permissions:
   contents: read
@@ -7,7 +7,7 @@ on:
   workflow_run:
     workflows: ["Build and Push API & Web"]
     branches:
-      - "deploy/trigger-dev"
+      - "deploy/rag-dev"
     types:
       - completed
 
@@ -16,12 +16,12 @@ jobs:
     runs-on: ubuntu-latest
     if: |
       github.event.workflow_run.conclusion == 'success' &&
-      github.event.workflow_run.head_branch == 'deploy/trigger-dev'
+      github.event.workflow_run.head_branch == 'deploy/rag-dev'
     steps:
       - name: Deploy to server
         uses: appleboy/ssh-action@v0.1.8
         with:
-          host: ${{ secrets.TRIGGER_SSH_HOST }}
+          host: ${{ secrets.RAG_SSH_HOST }}
           username: ${{ secrets.SSH_USER }}
           key: ${{ secrets.SSH_PRIVATE_KEY }}
           script: |

.github/workflows/expose_service_ports.sh

@@ -1,7 +1,6 @@
 #!/bin/bash
 
 yq eval '.services.weaviate.ports += ["8080:8080"]' -i docker/docker-compose.yaml
-yq eval '.services.weaviate.ports += ["50051:50051"]' -i docker/docker-compose.yaml
 yq eval '.services.qdrant.ports += ["6333:6333"]' -i docker/docker-compose.yaml
 yq eval '.services.chroma.ports += ["8000:8000"]' -i docker/docker-compose.yaml
 yq eval '.services["milvus-standalone"].ports += ["19530:19530"]' -i docker/docker-compose.yaml
@@ -14,4 +13,4 @@ yq eval '.services.tidb.ports += ["4000:4000"]' -i docker/tidb/docker-compose.ya
 yq eval '.services.oceanbase.ports += ["2881:2881"]' -i docker/docker-compose.yaml
 yq eval '.services.opengauss.ports += ["6600:6600"]' -i docker/docker-compose.yaml
 
-echo "Ports exposed for sandbox, weaviate (HTTP 8080, gRPC 50051), tidb, qdrant, chroma, milvus, pgvector, pgvecto-rs, elasticsearch, couchbase, opengauss"
+echo "Ports exposed for sandbox, weaviate, tidb, qdrant, chroma, milvus, pgvector, pgvecto-rs, elasticsearch, couchbase, opengauss"

.github/workflows/main-ci.yml

@@ -1,78 +0,0 @@
-name: Main CI Pipeline
-
-on:
-  pull_request:
-    branches: ["main"]
-  push:
-    branches: ["main"]
-
-permissions:
-  contents: write
-  pull-requests: write
-  checks: write
-  statuses: write
-
-concurrency:
-  group: main-ci-${{ github.head_ref || github.run_id }}
-  cancel-in-progress: true
-
-jobs:
-  # Check which paths were changed to determine which tests to run
-  check-changes:
-    name: Check Changed Files
-    runs-on: ubuntu-latest
-    outputs:
-      api-changed: ${{ steps.changes.outputs.api }}
-      web-changed: ${{ steps.changes.outputs.web }}
-      vdb-changed: ${{ steps.changes.outputs.vdb }}
-      migration-changed: ${{ steps.changes.outputs.migration }}
-    steps:
-      - uses: actions/checkout@v4
-      - uses: dorny/paths-filter@v3
-        id: changes
-        with:
-          filters: |
-            api:
-              - 'api/**'
-              - 'docker/**'
-              - '.github/workflows/api-tests.yml'
-            web:
-              - 'web/**'
-            vdb:
-              - 'api/core/rag/datasource/**'
-              - 'docker/**'
-              - '.github/workflows/vdb-tests.yml'
-              - 'api/uv.lock'
-              - 'api/pyproject.toml'
-            migration:
-              - 'api/migrations/**'
-              - '.github/workflows/db-migration-test.yml'
-
-  # Run tests in parallel
-  api-tests:
-    name: API Tests
-    needs: check-changes
-    if: needs.check-changes.outputs.api-changed == 'true'
-    uses: ./.github/workflows/api-tests.yml
-
-  web-tests:
-    name: Web Tests
-    needs: check-changes
-    if: needs.check-changes.outputs.web-changed == 'true'
-    uses: ./.github/workflows/web-tests.yml
-
-  style-check:
-    name: Style Check
-    uses: ./.github/workflows/style.yml
-
-  vdb-tests:
-    name: VDB Tests
-    needs: check-changes
-    if: needs.check-changes.outputs.vdb-changed == 'true'
-    uses: ./.github/workflows/vdb-tests.yml
-
-  db-migration-test:
-    name: DB Migration Test
-    needs: check-changes
-    if: needs.check-changes.outputs.migration-changed == 'true'
-    uses: ./.github/workflows/db-migration-test.yml

.github/workflows/style.yml

@@ -1,7 +1,9 @@
 name: Style check
 
 on:
-  workflow_call:
+  pull_request:
+    branches:
+      - main
 
 concurrency:
   group: style-${{ github.head_ref || github.run_id }}
@@ -12,6 +14,7 @@ permissions:
   statuses: write
   contents: read
 
+
 jobs:
   python-style:
     name: Python Style
@@ -33,32 +36,30 @@ jobs:
 
       - name: Setup UV and Python
         if: steps.changed-files.outputs.any_changed == 'true'
-        uses: astral-sh/setup-uv@v6
+        uses: ./.github/actions/setup-uv
         with:
+          uv-lockfile: api/uv.lock
           enable-cache: false
-          python-version: "3.12"
-          cache-dependency-glob: api/uv.lock
 
       - name: Install dependencies
         if: steps.changed-files.outputs.any_changed == 'true'
         run: uv sync --project api --dev
 
-      - name: Run Import Linter
+      - name: Ruff check
         if: steps.changed-files.outputs.any_changed == 'true'
-        run: uv run --directory api --dev lint-imports
-
-      - name: Run Basedpyright Checks
-        if: steps.changed-files.outputs.any_changed == 'true'
-        run: dev/basedpyright-check
-
-      - name: Run Mypy Type Checks
-        if: steps.changed-files.outputs.any_changed == 'true'
-        run: uv --directory api run mypy --exclude-gitignore --exclude 'tests/' --exclude 'migrations/' --check-untyped-defs --disable-error-code=import-untyped .
+        run: |
+          uv run --directory api ruff --version
+          uv run --directory api ruff check ./
+          uv run --directory api ruff format --check ./
 
       - name: Dotenv check
         if: steps.changed-files.outputs.any_changed == 'true'
         run: uv run --project 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."
+
   web-style:
     name: Web Style
     runs-on: ubuntu-latest
@@ -100,13 +101,7 @@ jobs:
       - name: Web style check
         if: steps.changed-files.outputs.any_changed == 'true'
         working-directory: ./web
-        run: |
-          pnpm run lint
-
-      - name: Web type check
-        if: steps.changed-files.outputs.any_changed == 'true'
-        working-directory: ./web
-        run: pnpm run type-check
+        run: pnpm run lint
 
   docker-compose-template:
     name: Docker Compose Template

.github/workflows/translate-i18n-base-on-english.yml

@@ -20,22 +20,22 @@ jobs:
     steps:
       - uses: actions/checkout@v4
         with:
-          fetch-depth: 0
+          fetch-depth: 2
           token: ${{ secrets.GITHUB_TOKEN }}
 
       - name: Check for file changes in i18n/en-US
         id: check_files
         run: |
-          git fetch origin "${{ github.event.before }}" || true
-          git fetch origin "${{ github.sha }}" || true
-          changed_files=$(git diff --name-only "${{ github.event.before }}" "${{ github.sha }}" -- 'i18n/en-US/*.ts')
+          recent_commit_sha=$(git rev-parse HEAD)
+          second_recent_commit_sha=$(git rev-parse HEAD~1)
+          changed_files=$(git diff --name-only $recent_commit_sha $second_recent_commit_sha -- 'i18n/en-US/*.ts')
           echo "Changed files: $changed_files"
           if [ -n "$changed_files" ]; then
             echo "FILES_CHANGED=true" >> $GITHUB_ENV
             file_args=""
             for file in $changed_files; do
               filename=$(basename "$file" .ts)
-              file_args="$file_args --file $filename"
+              file_args="$file_args --file=$filename"
             done
             echo "FILE_ARGS=$file_args" >> $GITHUB_ENV
             echo "File arguments: $file_args"
@@ -67,22 +67,12 @@ jobs:
         working-directory: ./web
         run: pnpm run auto-gen-i18n ${{ env.FILE_ARGS }}
 
-      - name: Generate i18n type definitions
-        if: env.FILES_CHANGED == 'true'
-        working-directory: ./web
-        run: pnpm run gen:i18n-types
-
       - name: Create Pull Request
         if: env.FILES_CHANGED == 'true'
         uses: peter-evans/create-pull-request@v6
         with:
           token: ${{ secrets.GITHUB_TOKEN }}
-          commit-message: Update i18n files and type definitions based on en-US changes
-          title: 'chore: translate i18n files and update type definitions'
-          body: |
-            This PR was automatically created to update i18n files and TypeScript type definitions based on changes in en-US locale.
-            
-            **Changes included:**
-            - Updated translation files for all locales
-            - Regenerated TypeScript type definitions for type safety
+          commit-message: Update i18n files based on en-US changes
+          title: 'chore: translate i18n files'
+          body: This PR was automatically created to update i18n files based on changes in en-US locale.
           branch: chore/automated-i18n-updates

.github/workflows/vdb-tests.yml

@@ -1,7 +1,15 @@
 name: Run VDB Tests
 
 on:
-  workflow_call:
+  pull_request:
+    branches:
+      - main
+    paths:
+      - api/core/rag/datasource/**
+      - docker/**
+      - .github/workflows/vdb-tests.yml
+      - api/uv.lock
+      - api/pyproject.toml
 
 concurrency:
   group: vdb-tests-${{ github.head_ref || github.run_id }}
@@ -31,11 +39,10 @@ jobs:
           remove_tool_cache: true
 
       - name: Setup UV and Python
-        uses: astral-sh/setup-uv@v6
+        uses: ./.github/actions/setup-uv
         with:
-          enable-cache: true
           python-version: ${{ matrix.python-version }}
-          cache-dependency-glob: api/uv.lock
+          uv-lockfile: api/uv.lock
 
       - name: Check UV lockfile
         run: uv lock --project api --check
@@ -51,13 +58,13 @@ jobs:
       - name: Expose Service Ports
         run: sh .github/workflows/expose_service_ports.sh
 
-#      - name: Set up Vector Store (TiDB)
-#        uses: hoverkraft-tech/compose-action@v2.0.2
-#        with:
-#          compose-file: docker/tidb/docker-compose.yaml
-#          services: |
-#            tidb
-#            tiflash
+      - name: Set up Vector Store (TiDB)
+        uses: hoverkraft-tech/compose-action@v2.0.2
+        with:
+          compose-file: docker/tidb/docker-compose.yaml
+          services: |
+            tidb
+            tiflash
 
       - name: Set up Vector Stores (Weaviate, Qdrant, PGVector, Milvus, PgVecto-RS, Chroma, MyScale, ElasticSearch, Couchbase, OceanBase)
         uses: hoverkraft-tech/compose-action@v2.0.2
@@ -83,8 +90,8 @@ jobs:
           ls -lah .
           cp api/tests/integration_tests/.env.example api/tests/integration_tests/.env
 
-#      - name: Check VDB Ready (TiDB)
-#        run: uv run --project api python api/tests/integration_tests/vdb/tidb_vector/check_tiflash_ready.py
+      - name: Check VDB Ready (TiDB)
+        run: uv run --project api python api/tests/integration_tests/vdb/tidb_vector/check_tiflash_ready.py
 
       - name: Test Vector Stores
         run: uv run --project api bash dev/pytest/pytest_vdb.sh

.github/workflows/web-tests.yml

@@ -1,7 +1,11 @@
 name: Web Tests
 
 on:
-  workflow_call:
+  pull_request:
+    branches:
+      - main
+    paths:
+      - web/**
 
 concurrency:
   group: web-tests-${{ github.head_ref || github.run_id }}
@@ -47,11 +51,6 @@ jobs:
         working-directory: ./web
         run: pnpm install --frozen-lockfile
 
-      - name: Check i18n types synchronization
-        if: steps.changed-files.outputs.any_changed == 'true'
-        working-directory: ./web
-        run: pnpm run check:i18n-types
-
       - name: Run tests
         if: steps.changed-files.outputs.any_changed == 'true'
         working-directory: ./web

.gitignore

@@ -6,9 +6,6 @@ __pycache__/
 # C extensions
 *.so
 
-# *db files
-*.db
-
 # Distribution / packaging
 .Python
 build/
@@ -100,7 +97,6 @@ __pypackages__/
 
 # Celery stuff
 celerybeat-schedule
-celerybeat-schedule.db
 celerybeat.pid
 
 # SageMath parsed files
@@ -127,12 +123,10 @@ venv.bak/
 # mkdocs documentation
 /site
 
-# type checking
+# mypy
 .mypy_cache/
 .dmypy.json
 dmypy.json
-pyrightconfig.json
-!api/pyrightconfig.json
 
 # Pyre type checker
 .pyre/
@@ -186,8 +180,6 @@ docker/volumes/couchbase/*
 docker/volumes/oceanbase/*
 docker/volumes/plugin_daemon/*
 docker/volumes/matrixone/*
-docker/volumes/mysql/*
-docker/volumes/seekdb/*
 !docker/volumes/oceanbase/init.d
 
 docker/nginx/conf.d/default.conf
@@ -203,8 +195,8 @@ sdks/python-client/dify_client.egg-info
 .vscode/*
 !.vscode/launch.json.template
 !.vscode/README.md
+pyrightconfig.json
 api/.vscode
-web/.vscode
 # vscode Code History Extension
 .history
 
@@ -222,25 +214,7 @@ mise.toml
 # Next.js build output
 .next/
 
-# PWA generated files
-web/public/sw.js
-web/public/sw.js.map
-web/public/workbox-*.js
-web/public/workbox-*.js.map
-web/public/fallback-*.js
-
 # AI Assistant
 .roo/
 api/.env.backup
 /clickzetta
-
-# Benchmark
-scripts/stress-test/setup/config/
-scripts/stress-test/reports/
-
-# mcp
-.playwright-mcp/
-.serena/
-
-# settings
-*.local.json

.mcp.json

@@ -1,34 +0,0 @@
-{
-    "mcpServers": {
-      "context7": {
-        "type": "http",
-        "url": "https://mcp.context7.com/mcp"
-      },
-      "sequential-thinking": {
-        "type": "stdio",
-        "command": "npx",
-        "args": ["-y", "@modelcontextprotocol/server-sequential-thinking"],
-        "env": {}
-      },
-      "github": {
-        "type": "stdio",
-        "command": "npx",
-        "args": ["-y", "@modelcontextprotocol/server-github"],
-        "env": {
-          "GITHUB_PERSONAL_ACCESS_TOKEN": "${GITHUB_PERSONAL_ACCESS_TOKEN}"
-        }
-      },
-      "fetch": {
-        "type": "stdio",
-        "command": "uvx",
-        "args": ["mcp-server-fetch"],
-        "env": {}
-      },
-      "playwright": {
-        "type": "stdio",
-        "command": "npx",
-        "args": ["-y", "@playwright/mcp@latest"],
-        "env": {}
-      }
-    }
-  }

.vscode/launch.json.template

@@ -8,7 +8,8 @@
             "module": "flask",
             "env": {
                 "FLASK_APP": "app.py",
-                "FLASK_ENV": "development"
+                "FLASK_ENV": "development",
+                "GEVENT_SUPPORT": "True"
             },
             "args": [
                 "run",
@@ -27,7 +28,9 @@
             "type": "debugpy",
             "request": "launch",
             "module": "celery",
-            "env": {},
+            "env": {
+                "GEVENT_SUPPORT": "True"
+            },
             "args": [
                 "-A",
                 "app.celery",
@@ -37,7 +40,7 @@
                 "-c",
                 "1",
                 "-Q",
-                "dataset,priority_dataset,priority_pipeline,pipeline,mail,ops_trace,app_deletion,plugin,workflow_storage,conversation,workflow,schedule_poller,schedule_executor,triggered_workflow_dispatcher,trigger_refresh_executor",
+                "dataset,generation,mail,ops_trace",
                 "--loglevel",
                 "INFO"
             ],

AGENTS.md

@@ -1,54 +0,0 @@
-# AGENTS.md
-
-## Project Overview
-
-Dify is an open-source platform for developing LLM applications with an intuitive interface combining agentic AI workflows, RAG pipelines, agent capabilities, and model management.
-
-The codebase is split into:
-
-- **Backend API** (`/api`): Python Flask application organized with Domain-Driven Design
-- **Frontend Web** (`/web`): Next.js 15 application using TypeScript and React 19
-- **Docker deployment** (`/docker`): Containerized deployment configurations
-
-## Backend Workflow
-
-- Run backend CLI commands through `uv run --project api <command>`.
-
-- Before submission, all backend modifications must pass local checks: `make lint`, `make type-check`, and `uv run --project api --dev dev/pytest/pytest_unit_tests.sh`.
-
-- Use Makefile targets for linting and formatting; `make lint` and `make type-check` cover the required checks.
-
-- Integration tests are CI-only and are not expected to run in the local environment.
-
-## Frontend Workflow
-
-```bash
-cd web
-pnpm lint
-pnpm lint:fix
-pnpm test
-```
-
-## Testing & Quality Practices
-
-- Follow TDD: red → green → refactor.
-- Use `pytest` for backend tests with Arrange-Act-Assert structure.
-- Enforce strong typing; avoid `Any` and prefer explicit type annotations.
-- Write self-documenting code; only add comments that explain intent.
-
-## Language Style
-
-- **Python**: Keep type hints on functions and attributes, and implement relevant special methods (e.g., `__repr__`, `__str__`).
-- **TypeScript**: Use the strict config, lean on ESLint + Prettier workflows, and avoid `any` types.
-
-## General Practices
-
-- Prefer editing existing files; add new documentation only when requested.
-- Inject dependencies through constructors and preserve clean architecture boundaries.
-- Handle errors with domain-specific exceptions at the correct layer.
-
-## Project Conventions
-
-- Backend architecture adheres to DDD and Clean Architecture principles.
-- Async work runs through Celery with Redis as the broker.
-- Frontend user-facing strings must use `web/i18n/en-US/`; avoid hardcoded text.

CLAUDE.md

@@ -1 +0,0 @@
-AGENTS.md

CLAUDE.md

@@ -0,0 +1,88 @@
+# CLAUDE.md
+
+This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
+
+## Project Overview
+
+Dify is an open-source platform for developing LLM applications with an intuitive interface combining agentic AI workflows, RAG pipelines, agent capabilities, and model management.
+
+The codebase consists of:
+
+- **Backend API** (`/api`): Python Flask application with Domain-Driven Design architecture
+- **Frontend Web** (`/web`): Next.js 15 application with TypeScript and React 19
+- **Docker deployment** (`/docker`): Containerized deployment configurations
+
+## Development Commands
+
+### Backend (API)
+
+All Python commands must be prefixed with `uv run --project api`:
+
+```bash
+# Start development servers
+./dev/start-api                   # Start API server
+./dev/start-worker                # Start Celery worker
+
+# Run tests
+uv run --project api pytest      # Run all tests
+uv run --project api pytest tests/unit_tests/     # Unit tests only
+uv run --project api pytest tests/integration_tests/  # Integration tests
+
+# Code quality
+./dev/reformat                    # Run all formatters and linters
+uv run --project api ruff check --fix ./    # Fix linting issues
+uv run --project api ruff format ./         # Format code
+uv run --project api mypy .                 # Type checking
+```
+
+### Frontend (Web)
+
+```bash
+cd web
+pnpm lint                         # Run ESLint
+pnpm eslint-fix                   # Fix ESLint issues
+pnpm test                         # Run Jest tests
+```
+
+## Testing Guidelines
+
+### Backend Testing
+
+- Use `pytest` for all backend tests
+- Write tests first (TDD approach)
+- Test structure: Arrange-Act-Assert
+
+## Code Style Requirements
+
+### Python
+
+- Use type hints for all functions and class attributes
+- No `Any` types unless absolutely necessary
+- Implement special methods (`__repr__`, `__str__`) appropriately
+
+### TypeScript/JavaScript
+
+- Strict TypeScript configuration
+- ESLint with Prettier integration
+- Avoid `any` type
+
+## Important Notes
+
+- **Environment Variables**: Always use UV for Python commands: `uv run --project api <command>`
+- **Comments**: Only write meaningful comments that explain "why", not "what"
+- **File Creation**: Always prefer editing existing files over creating new ones
+- **Documentation**: Don't create documentation files unless explicitly requested
+- **Code Quality**: Always run `./dev/reformat` before committing backend changes
+
+## Common Development Tasks
+
+### Adding a New API Endpoint
+
+1. Create controller in `/api/controllers/`
+1. Add service logic in `/api/services/`
+1. Update routes in controller's `__init__.py`
+1. Write tests in `/api/tests/`
+
+## Project-Specific Conventions
+
+- All async tasks use Celery with Redis as broker

CONTRIBUTING_CN.md

@@ -6,7 +6,7 @@
 
 本指南和 Dify 一样在不断完善中。如果有任何滞后于项目实际情况的地方，恳请谅解，我们也欢迎任何改进建议。
 
-关于许可证，请花一分钟阅读我们简短的[许可和贡献者协议](../../LICENSE)。同时也请遵循社区[行为准则](https://github.com/langgenius/.github/blob/main/CODE_OF_CONDUCT.md)。
+关于许可证，请花一分钟阅读我们简短的[许可和贡献者协议](./LICENSE)。同时也请遵循社区[行为准则](https://github.com/langgenius/.github/blob/main/CODE_OF_CONDUCT.md)。
 
 ## 开始之前
 

CONTRIBUTING_DE.md

@@ -6,7 +6,7 @@ Wir müssen wendig sein und schnell liefern, aber wir möchten auch sicherstelle
 
 Dieser Leitfaden ist, wie Dify selbst, in ständiger Entwicklung. Wir sind dankbar für Ihr Verständnis, falls er manchmal hinter dem eigentlichen Projekt zurückbleibt, und begrüßen jedes Feedback zur Verbesserung.
 
-Bitte nehmen Sie sich einen Moment Zeit, um unsere [Lizenz- und Mitwirkungsvereinbarung](../../LICENSE) zu lesen. Die Community hält sich außerdem an den [Verhaltenskodex](https://github.com/langgenius/.github/blob/main/CODE_OF_CONDUCT.md).
+Bitte nehmen Sie sich einen Moment Zeit, um unsere [Lizenz- und Mitwirkungsvereinbarung](./LICENSE) zu lesen. Die Community hält sich außerdem an den [Verhaltenskodex](https://github.com/langgenius/.github/blob/main/CODE_OF_CONDUCT.md).
 
 ## Bevor Sie loslegen
 

CONTRIBUTING_ES.md

@@ -6,7 +6,7 @@ Necesitamos ser ágiles y enviar rápidamente dado donde estamos, pero también
 
 Esta guía, como Dify mismo, es un trabajo en constante progreso. Agradecemos mucho tu comprensión si a veces se queda atrás del proyecto real, y damos la bienvenida a cualquier comentario para que podamos mejorar.
 
-En términos de licencia, por favor tómate un minuto para leer nuestro breve [Acuerdo de Licencia y Colaborador](../../LICENSE). La comunidad también se adhiere al [código de conducta](https://github.com/langgenius/.github/blob/main/CODE_OF_CONDUCT.md).
+En términos de licencia, por favor tómate un minuto para leer nuestro breve [Acuerdo de Licencia y Colaborador](./LICENSE). La comunidad también se adhiere al [código de conducta](https://github.com/langgenius/.github/blob/main/CODE_OF_CONDUCT.md).
 
 ## Antes de empezar
 

CONTRIBUTING_FR.md

@@ -6,7 +6,7 @@ Nous devons être agiles et livrer rapidement compte tenu de notre position, mai
 
 Ce guide, comme Dify lui-même, est un travail en constante évolution. Nous apprécions grandement votre compréhension si parfois il est en retard par rapport au projet réel, et nous accueillons tout commentaire pour nous aider à nous améliorer.
 
-En termes de licence, veuillez prendre une minute pour lire notre bref [Accord de Licence et de Contributeur](../../LICENSE). La communauté adhère également au [code de conduite](https://github.com/langgenius/.github/blob/main/CODE_OF_CONDUCT.md).
+En termes de licence, veuillez prendre une minute pour lire notre bref [Accord de Licence et de Contributeur](./LICENSE). La communauté adhère également au [code de conduite](https://github.com/langgenius/.github/blob/main/CODE_OF_CONDUCT.md).
 
 ## Avant de vous lancer
 

CONTRIBUTING_JA.md

@@ -6,7 +6,7 @@ Difyに貢献しようとお考えですか？素晴らしいですね。私た
 
 このガイドは、Dify自体と同様に、常に進化し続けています。実際のプロジェクトの進行状況と多少のずれが生じる場合もございますが、ご理解いただけますと幸いです。改善のためのフィードバックも歓迎いたします。
 
-ライセンスについては、[ライセンスと貢献者同意書](../../LICENSE)をご一読ください。また、コミュニティは[行動規範](https://github.com/langgenius/.github/blob/main/CODE_OF_CONDUCT.md)に従っています。
+ライセンスについては、[ライセンスと貢献者同意書](./LICENSE)をご一読ください。また、コミュニティは[行動規範](https://github.com/langgenius/.github/blob/main/CODE_OF_CONDUCT.md)に従っています。
 
 ## 始める前に
 

CONTRIBUTING_KR.md

@@ -6,7 +6,7 @@ Dify에 기여하려고 하시는군요 - 정말 멋집니다, 당신이 무엇
 
 이 가이드는 Dify 자체와 마찬가지로 끊임없이 진행 중인 작업입니다. 때로는 실제 프로젝트보다 뒤처질 수 있다는 점을 이해해 주시면 감사하겠으며, 개선을 위한 피드백은 언제든지 환영합니다.
 
-라이센스 측면에서, 간략한 [라이센스 및 기여자 동의서](../../LICENSE)를 읽어보는 시간을 가져주세요. 커뮤니티는 또한 [행동 강령](https://github.com/langgenius/.github/blob/main/CODE_OF_CONDUCT.md)을 준수합니다.
+라이센스 측면에서, 간략한 [라이센스 및 기여자 동의서](./LICENSE)를 읽어보는 시간을 가져주세요. 커뮤니티는 또한 [행동 강령](https://github.com/langgenius/.github/blob/main/CODE_OF_CONDUCT.md)을 준수합니다.
 
 ## 시작하기 전에
 

CONTRIBUTING_PT.md

@@ -6,7 +6,7 @@ Precisamos ser ágeis e entregar rapidamente considerando onde estamos, mas tamb
 
 Este guia, como o próprio Dify, é um trabalho em constante evolução. Agradecemos muito a sua compreensão se às vezes ele ficar atrasado em relação ao projeto real, e damos as boas-vindas a qualquer feedback para que possamos melhorar.
 
-Em termos de licenciamento, por favor, dedique um minuto para ler nosso breve [Acordo de Licença e Contribuidor](../../LICENSE). A comunidade também adere ao [código de conduta](https://github.com/langgenius/.github/blob/main/CODE_OF_CONDUCT.md).
+Em termos de licenciamento, por favor, dedique um minuto para ler nosso breve [Acordo de Licença e Contribuidor](./LICENSE). A comunidade também adere ao [código de conduta](https://github.com/langgenius/.github/blob/main/CODE_OF_CONDUCT.md).
 
 ## Antes de começar
 

CONTRIBUTING_TR.md

@@ -6,7 +6,7 @@ Bulunduğumuz noktada çevik olmamız ve hızlı hareket etmemiz gerekiyor, anca
 
 Bu rehber, Dify'ın kendisi gibi, sürekli gelişen bir çalışmadır. Bazen gerçek projenin gerisinde kalırsa anlayışınız için çok minnettarız ve gelişmemize yardımcı olacak her türlü geri bildirimi memnuniyetle karşılıyoruz.
 
-Lisanslama konusunda, lütfen kısa [Lisans ve Katkıda Bulunan Anlaşmamızı](../../LICENSE) okumak için bir dakikanızı ayırın. Topluluk ayrıca [davranış kurallarına](https://github.com/langgenius/.github/blob/main/CODE_OF_CONDUCT.md) da uyar.
+Lisanslama konusunda, lütfen kısa [Lisans ve Katkıda Bulunan Anlaşmamızı](./LICENSE) okumak için bir dakikanızı ayırın. Topluluk ayrıca [davranış kurallarına](https://github.com/langgenius/.github/blob/main/CODE_OF_CONDUCT.md) da uyar.
 
 ## Başlamadan Önce
 

CONTRIBUTING_TW.md

@@ -6,7 +6,7 @@
 
 這份指南與 Dify 一樣，都在持續完善中。如果指南內容有落後於實際專案的情況，還請見諒，也歡迎提供改進建議。
 
-關於授權部分，請花點時間閱讀我們簡短的[授權和貢獻者協議](../../LICENSE)。社群也需遵守[行為準則](https://github.com/langgenius/.github/blob/main/CODE_OF_CONDUCT.md)。
+關於授權部分，請花點時間閱讀我們簡短的[授權和貢獻者協議](./LICENSE)。社群也需遵守[行為準則](https://github.com/langgenius/.github/blob/main/CODE_OF_CONDUCT.md)。
 
 ## 開始之前
 

CONTRIBUTING_VI.md

@@ -6,7 +6,7 @@ Chúng tôi cần phải nhanh nhẹn và triển khai nhanh chóng, nhưng cũn
 
 Hướng dẫn này, giống như Dify, đang được phát triển liên tục. Chúng tôi rất cảm kích sự thông cảm của bạn nếu đôi khi nó chưa theo kịp dự án thực tế, và hoan nghênh mọi phản hồi để cải thiện.
 
-Về giấy phép, vui lòng dành chút thời gian đọc [Thỏa thuận Cấp phép và Người đóng góp](../../LICENSE) ngắn gọn của chúng tôi. Cộng đồng cũng tuân theo [quy tắc ứng xử](https://github.com/langgenius/.github/blob/main/CODE_OF_CONDUCT.md).
+Về giấy phép, vui lòng dành chút thời gian đọc [Thỏa thuận Cấp phép và Người đóng góp](./LICENSE) ngắn gọn của chúng tôi. Cộng đồng cũng tuân theo [quy tắc ứng xử](https://github.com/langgenius/.github/blob/main/CODE_OF_CONDUCT.md).
 
 ## Trước khi bắt đầu
 

Makefile

@@ -4,77 +4,6 @@ WEB_IMAGE=$(DOCKER_REGISTRY)/dify-web
 API_IMAGE=$(DOCKER_REGISTRY)/dify-api
 VERSION=latest
 
-# Default target - show help
-.DEFAULT_GOAL := help
-
-# Backend Development Environment Setup
-.PHONY: dev-setup prepare-docker prepare-web prepare-api
-
-# Dev setup target
-dev-setup: prepare-docker prepare-web prepare-api
-	@echo "✅ Backend development environment setup complete!"
-
-# Step 1: Prepare Docker middleware
-prepare-docker:
-	@echo "🐳 Setting up Docker middleware..."
-	@cp -n docker/middleware.env.example docker/middleware.env 2>/dev/null || echo "Docker middleware.env already exists"
-	@cd docker && docker compose -f docker-compose.middleware.yaml --env-file middleware.env -p dify-middlewares-dev up -d
-	@echo "✅ Docker middleware started"
-
-# Step 2: Prepare web environment
-prepare-web:
-	@echo "🌐 Setting up web environment..."
-	@cp -n web/.env.example web/.env 2>/dev/null || echo "Web .env already exists"
-	@cd web && pnpm install
-	@echo "✅ Web environment prepared (not started)"
-
-# Step 3: Prepare API environment
-prepare-api:
-	@echo "🔧 Setting up API environment..."
-	@cp -n api/.env.example api/.env 2>/dev/null || echo "API .env already exists"
-	@cd api && uv sync --dev
-	@cd api && uv run flask db upgrade
-	@echo "✅ API environment prepared (not started)"
-
-# Clean dev environment
-dev-clean:
-	@echo "⚠️  Stopping Docker containers..."
-	@cd docker && docker compose -f docker-compose.middleware.yaml --env-file middleware.env -p dify-middlewares-dev down
-	@echo "🗑️  Removing volumes..."
-	@rm -rf docker/volumes/db
-	@rm -rf docker/volumes/redis
-	@rm -rf docker/volumes/plugin_daemon
-	@rm -rf docker/volumes/weaviate
-	@rm -rf api/storage
-	@echo "✅ Cleanup complete"
-
-# Backend Code Quality Commands
-format:
-	@echo "🎨 Running ruff format..."
-	@uv run --project api --dev ruff format ./api
-	@echo "✅ Code formatting complete"
-
-check:
-	@echo "🔍 Running ruff check..."
-	@uv run --project api --dev ruff check ./api
-	@echo "✅ Code check complete"
-
-lint:
-	@echo "🔧 Running ruff format, check with fixes, and import linter..."
-	@uv run --project api --dev sh -c 'ruff format ./api && ruff check --fix ./api'
-	@uv run --directory api --dev lint-imports
-	@echo "✅ Linting complete"
-
-type-check:
-	@echo "📝 Running type check with basedpyright..."
-	@uv run --directory api --dev basedpyright
-	@echo "✅ Type check complete"
-
-test:
-	@echo "🧪 Running backend unit tests..."
-	@uv run --project api --dev dev/pytest/pytest_unit_tests.sh
-	@echo "✅ Tests complete"
-
 # Build Docker images
 build-web:
 	@echo "Building web Docker image: $(WEB_IMAGE):$(VERSION)..."
@@ -110,28 +39,5 @@ build-push-web: build-web push-web
 build-push-all: build-all push-all
 	@echo "All Docker images have been built and pushed."
 
-# Help target
-help:
-	@echo "Development Setup Targets:"
-	@echo "  make dev-setup      - Run all setup steps for backend dev environment"
-	@echo "  make prepare-docker - Set up Docker middleware"
-	@echo "  make prepare-web    - Set up web environment"
-	@echo "  make prepare-api    - Set up API environment"
-	@echo "  make dev-clean      - Stop Docker middleware containers"
-	@echo ""
-	@echo "Backend Code Quality:"
-	@echo "  make format         - Format code with ruff"
-	@echo "  make check          - Check code with ruff"
-	@echo "  make lint           - Format and fix code with ruff"
-	@echo "  make type-check     - Run type checking with basedpyright"
-	@echo "  make test           - Run backend unit tests"
-	@echo ""
-	@echo "Docker Build Targets:"
-	@echo "  make build-web      - Build web Docker image"
-	@echo "  make build-api      - Build API Docker image"
-	@echo "  make build-all      - Build all Docker images"
-	@echo "  make push-all       - Push all Docker images"
-	@echo "  make build-push-all - Build and push all Docker images"
-
 # Phony targets
-.PHONY: build-web build-api push-web push-api build-all push-all build-push-all dev-setup prepare-docker prepare-web prepare-api dev-clean help format check lint type-check test
+.PHONY: build-web build-api push-web push-api build-all push-all build-push-all

README.md

@@ -40,18 +40,18 @@
 
 <p align="center">
   <a href="./README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
-  <a href="./docs/zh-TW/README.md"><img alt="繁體中文文件" src="https://img.shields.io/badge/繁體中文-d9d9d9"></a>
-  <a href="./docs/zh-CN/README.md"><img alt="简体中文文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
-  <a href="./docs/ja-JP/README.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
-  <a href="./docs/es-ES/README.md"><img alt="README en Español" src="https://img.shields.io/badge/Español-d9d9d9"></a>
-  <a href="./docs/fr-FR/README.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-d9d9d9"></a>
-  <a href="./docs/tlh/README.md"><img alt="README tlhIngan Hol" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
-  <a href="./docs/ko-KR/README.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
-  <a href="./docs/ar-SA/README.md"><img alt="README بالعربية" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
-  <a href="./docs/tr-TR/README.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
-  <a href="./docs/vi-VN/README.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
-  <a href="./docs/de-DE/README.md"><img alt="README in Deutsch" src="https://img.shields.io/badge/German-d9d9d9"></a>
-  <a href="./docs/bn-BD/README.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-d9d9d9"></a>
+  <a href="./README_TW.md"><img alt="繁體中文文件" src="https://img.shields.io/badge/繁體中文-d9d9d9"></a>
+  <a href="./README_CN.md"><img alt="简体中文版自述文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
+  <a href="./README_JA.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
+  <a href="./README_ES.md"><img alt="README en Español" src="https://img.shields.io/badge/Español-d9d9d9"></a>
+  <a href="./README_FR.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-d9d9d9"></a>
+  <a href="./README_KL.md"><img alt="README tlhIngan Hol" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
+  <a href="./README_KR.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
+  <a href="./README_AR.md"><img alt="README بالعربية" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
+  <a href="./README_TR.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
+  <a href="./README_VI.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
+  <a href="./README_DE.md"><img alt="README in Deutsch" src="https://img.shields.io/badge/German-d9d9d9"></a>
+  <a href="./README_BN.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-d9d9d9"></a>
 </p>
 
 Dify is an open-source platform for developing LLM applications. Its intuitive interface combines agentic AI workflows, RAG pipelines, agent capabilities, model management, observability features, and more—allowing you to quickly move from prototype to production.
@@ -63,7 +63,7 @@ Dify is an open-source platform for developing LLM applications. Its intuitive i
 > - CPU >= 2 Core
 > - RAM >= 4 GiB
 
-<br/>
+</br>
 
 The easiest way to start the Dify server is through [Docker Compose](docker/docker-compose.yaml). Before running Dify with the following commands, make sure that [Docker](https://docs.docker.com/get-docker/) and [Docker Compose](https://docs.docker.com/compose/install/) are installed on your machine:
 
@@ -107,17 +107,85 @@ Monitor and analyze application logs and performance over time. You could contin
 **7. Backend-as-a-Service**:
 All of Dify's offerings come with corresponding APIs, so you could effortlessly integrate Dify into your own business logic.
 
+## Feature Comparison
+
+<table style="width: 100%;">
+  <tr>
+    <th align="center">Feature</th>
+    <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">Programming Approach</td>
+    <td align="center">API + App-oriented</td>
+    <td align="center">Python Code</td>
+    <td align="center">App-oriented</td>
+    <td align="center">API-oriented</td>
+  </tr>
+  <tr>
+    <td align="center">Supported LLMs</td>
+    <td align="center">Rich Variety</td>
+    <td align="center">Rich Variety</td>
+    <td align="center">Rich Variety</td>
+    <td align="center">OpenAI-only</td>
+  </tr>
+  <tr>
+    <td align="center">RAG Engine</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <td align="center">Agent</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <td align="center">Workflow</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">Observability</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">Enterprise Feature (SSO/Access control)</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">Local Deployment</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+</table>
+
 ## Using Dify
 
-- **Cloud <br/>**
+- **Cloud </br>**
   We host a [Dify Cloud](https://dify.ai) service for anyone to try with zero setup. It provides all the capabilities of the self-deployed version, and includes 200 free GPT-4 calls in the sandbox plan.
 
-- **Self-hosting Dify Community Edition<br/>**
+- **Self-hosting Dify Community Edition</br>**
   Quickly get Dify running in your environment with this [starter guide](#quick-start).
   Use our [documentation](https://docs.dify.ai) for further references and more in-depth instructions.
 
-- **Dify for enterprise / organizations<br/>**
-  We provide additional enterprise-centric features. [Send us an email](mailto:business@dify.ai?subject=%5BGitHub%5DBusiness%20License%20Inquiry) to discuss your enterprise needs. <br/>
+- **Dify for enterprise / organizations</br>**
+  We provide additional enterprise-centric features. [Log your questions for us through this chatbot](https://udify.app/chat/22L1zSxg6yW1cWQg) or [send us an email](mailto:business@dify.ai?subject=%5BGitHub%5DBusiness%20License%20Inquiry) to discuss enterprise needs. </br>
 
   > For startups and small businesses using AWS, check out [Dify Premium on AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-t22mebxzwjhu6) and deploy it to your own AWS VPC with one click. It's an affordable AMI offering with the option to create apps with custom logo and branding.
 
@@ -129,18 +197,8 @@ Star Dify on GitHub and be instantly notified of new releases.
 
 ## Advanced Setup
 
-### Custom configurations
-
 If you need to customize the configuration, please refer to the comments in our [.env.example](docker/.env.example) file and update the corresponding values in your `.env` file. Additionally, you might need to make adjustments to the `docker-compose.yaml` file itself, such as changing image versions, port mappings, or volume mounts, based on your specific deployment environment and requirements. After making any changes, please re-run `docker-compose up -d`. You can find the full list of available environment variables [here](https://docs.dify.ai/getting-started/install-self-hosted/environments).
 
-### Metrics Monitoring with Grafana
-
-Import the dashboard to Grafana, using Dify's PostgreSQL database as data source, to monitor metrics in granularity of apps, tenants, messages, and more.
-
-- [Grafana Dashboard by @bowenliang123](https://github.com/bowenliang123/dify-grafana-dashboard)
-
-### Deployment with Kubernetes
-
 If you'd like to configure a highly-available setup, there are community-contributed [Helm Charts](https://helm.sh/) and YAML files which allow Dify to be deployed on Kubernetes.
 
 - [Helm Chart by @LeoQuote](https://github.com/douban/charts/tree/master/charts/dify)

README_AR.md

@@ -1,4 +1,4 @@
-![cover-v5-optimized](../../images/GitHub_README_if.png)
+![cover-v5-optimized](./images/GitHub_README_if.png)
 
 <p align="center">
   <a href="https://cloud.dify.ai">Dify Cloud</a> ·
@@ -35,19 +35,17 @@
 </p>
 
 <p align="center">
-  <a href="../../README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
-  <a href="../zh-TW/README.md"><img alt="繁體中文文件" src="https://img.shields.io/badge/繁體中文-d9d9d9"></a>
-  <a href="../zh-CN/README.md"><img alt="简体中文文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
-  <a href="../ja-JP/README.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
-  <a href="../es-ES/README.md"><img alt="README en Español" src="https://img.shields.io/badge/Español-d9d9d9"></a>
-  <a href="../fr-FR/README.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-d9d9d9"></a>
-  <a href="../tlh/README.md"><img alt="README tlhIngan Hol" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
-  <a href="../ko-KR/README.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
-  <a href="../ar-SA/README.md"><img alt="README بالعربية" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
-  <a href="../tr-TR/README.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
-  <a href="../vi-VN/README.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
-  <a href="../de-DE/README.md"><img alt="README in Deutsch" src="https://img.shields.io/badge/German-d9d9d9"></a>
-  <a href="../bn-BD/README.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-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>
+  <a href="./README_TR.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
+  <a href="./README_VI.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
+  <a href="./README_BN.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-d9d9d9"></a>
 </p>
 
 <div style="text-align: right;">
@@ -70,6 +68,74 @@
 
 **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>**
@@ -99,7 +165,7 @@
 
 </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:
+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
@@ -113,15 +179,7 @@ docker compose up -d
 
 ## الخطوات التالية
 
-إذا كنت بحاجة إلى تخصيص الإعدادات، فيرجى الرجوع إلى التعليقات في ملف [.env.example](../../docker/.env.example) وتحديث القيم المقابلة في ملف `.env`. بالإضافة إلى ذلك، قد تحتاج إلى إجراء تعديلات على ملف `docker-compose.yaml` نفسه، مثل تغيير إصدارات الصور أو تعيينات المنافذ أو نقاط تحميل وحدات التخزين، بناءً على بيئة النشر ومتطلباتك الخاصة. بعد إجراء أي تغييرات، يرجى إعادة تشغيل `docker-compose up -d`. يمكنك العثور على قائمة كاملة بمتغيرات البيئة المتاحة [هنا](https://docs.dify.ai/getting-started/install-self-hosted/environments).
-
-### مراقبة المقاييس باستخدام Grafana
-
-استيراد لوحة التحكم إلى Grafana، باستخدام قاعدة بيانات PostgreSQL الخاصة بـ Dify كمصدر للبيانات، لمراقبة المقاييس بدقة للتطبيقات والمستأجرين والرسائل وغير ذلك.
-
-- [لوحة تحكم Grafana بواسطة @bowenliang123](https://github.com/bowenliang123/dify-grafana-dashboard)
-
-### النشر باستخدام Kubernetes
+إذا كنت بحاجة إلى تخصيص الإعدادات، فيرجى الرجوع إلى التعليقات في ملف [.env.example](docker/.env.example) وتحديث القيم المقابلة في ملف `.env`. بالإضافة إلى ذلك، قد تحتاج إلى إجراء تعديلات على ملف `docker-compose.yaml` نفسه، مثل تغيير إصدارات الصور أو تعيينات المنافذ أو نقاط تحميل وحدات التخزين، بناءً على بيئة النشر ومتطلباتك الخاصة. بعد إجراء أي تغييرات، يرجى إعادة تشغيل `docker-compose up -d`. يمكنك العثور على قائمة كاملة بمتغيرات البيئة المتاحة [هنا](https://docs.dify.ai/getting-started/install-self-hosted/environments).
 
 يوجد مجتمع خاص بـ [Helm Charts](https://helm.sh/) وملفات YAML التي تسمح بتنفيذ Dify على Kubernetes للنظام من الإيجابيات العلوية.
 
@@ -195,4 +253,12 @@ docker compose up -d
 
 ## الرخصة
 
-هذا المستودع متاح تحت [رخصة البرنامج الحر Dify](../../LICENSE)، والتي تعتبر بشكل أساسي Apache 2.0 مع بعض القيود الإضافية.
+هذا المستودع متاح تحت [رخصة البرنامج الحر Dify](LICENSE)، والتي تعتبر بشكل أساسي Apache 2.0 مع بعض القيود الإضافية.
+
+## 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_BN.md

@@ -1,4 +1,4 @@
-![cover-v5-optimized](../../images/GitHub_README_if.png)
+![cover-v5-optimized](./images/GitHub_README_if.png)
 
 <p align="center">
   📌 <a href="https://dify.ai/blog/introducing-dify-workflow-file-upload-a-demo-on-ai-podcast">ডিফাই ওয়ার্কফ্লো ফাইল আপলোড পরিচিতি: গুগল নোটবুক-এলএম পডকাস্ট পুনর্নির্মাণ</a>
@@ -39,19 +39,18 @@
 </p>
 
 <p align="center">
-  <a href="../../README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
-  <a href="../zh-TW/README.md"><img alt="繁體中文文件" src="https://img.shields.io/badge/繁體中文-d9d9d9"></a>
-  <a href="../zh-CN/README.md"><img alt="简体中文文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
-  <a href="../ja-JP/README.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
-  <a href="../es-ES/README.md"><img alt="README en Español" src="https://img.shields.io/badge/Español-d9d9d9"></a>
-  <a href="../fr-FR/README.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-d9d9d9"></a>
-  <a href="../tlh/README.md"><img alt="README tlhIngan Hol" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
-  <a href="../ko-KR/README.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
-  <a href="../ar-SA/README.md"><img alt="README بالعربية" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
-  <a href="../tr-TR/README.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
-  <a href="../vi-VN/README.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
-  <a href="../de-DE/README.md"><img alt="README in Deutsch" src="https://img.shields.io/badge/German-d9d9d9"></a>
-  <a href="../bn-BD/README.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-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>
+  <a href="./README_TR.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
+  <a href="./README_VI.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
+  <a href="./README_DE.md"><img alt="README in Deutsch" src="https://img.shields.io/badge/German-d9d9d9"></a>
+  <a href="./README_BN.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-d9d9d9"></a>
 </p>
 
 ডিফাই একটি ওপেন-সোর্স LLM অ্যাপ ডেভেলপমেন্ট প্ল্যাটফর্ম। এটি ইন্টুইটিভ ইন্টারফেস, এজেন্টিক AI ওয়ার্কফ্লো, RAG পাইপলাইন, এজেন্ট ক্যাপাবিলিটি, মডেল ম্যানেজমেন্ট, মনিটরিং সুবিধা এবং আরও অনেক কিছু একত্রিত করে, যা দ্রুত প্রোটোটাইপ থেকে প্রোডাকশন পর্যন্ত নিয়ে যেতে সহায়তা করে।
@@ -65,7 +64,7 @@
 
 </br>
 
-ডিফাই সার্ভার চালু করার সবচেয়ে সহজ উপায় [docker compose](../../docker/docker-compose.yaml) মাধ্যমে। নিম্নলিখিত কমান্ডগুলো ব্যবহার করে ডিফাই চালানোর আগে, নিশ্চিত করুন যে আপনার মেশিনে [Docker](https://docs.docker.com/get-docker/) এবং [Docker Compose](https://docs.docker.com/compose/install/) ইনস্টল করা আছে :
+ডিফাই সার্ভার চালু করার সবচেয়ে সহজ উপায় [docker compose](docker/docker-compose.yaml) মাধ্যমে। নিম্নলিখিত কমান্ডগুলো ব্যবহার করে ডিফাই চালানোর আগে, নিশ্চিত করুন যে আপনার মেশিনে [Docker](https://docs.docker.com/get-docker/) এবং [Docker Compose](https://docs.docker.com/compose/install/) ইনস্টল করা আছে :
 
 ```bash
 cd dify
@@ -107,6 +106,74 @@ LLM ফাংশন কলিং বা ReAct উপর ভিত্তি ক
 **7. ব্যাকএন্ড-অ্যাজ-এ-সার্ভিস**:
 ডিফাই-এর সমস্ত অফার সংশ্লিষ্ট API-সহ আছে, যাতে আপনি অনায়াসে ডিফাইকে আপনার নিজস্ব বিজনেস লজিকে ইন্টেগ্রেট করতে পারেন।
 
+## বৈশিষ্ট্য তুলনা
+
+<table style="width: 100%;">
+  <tr>
+    <th align="center">বৈশিষ্ট্য</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">প্রোগ্রামিং পদ্ধতি</td>
+    <td align="center">API + App-oriented</td>
+    <td align="center">Python Code</td>
+    <td align="center">App-oriented</td>
+    <td align="center">API-oriented</td>
+  </tr>
+  <tr>
+    <td align="center">সাপোর্টেড LLMs</td>
+    <td align="center">Rich Variety</td>
+    <td align="center">Rich Variety</td>
+    <td align="center">Rich Variety</td>
+    <td align="center">OpenAI-only</td>
+  </tr>
+  <tr>
+    <td align="center">RAG ইঞ্জিন</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <td align="center">এজেন্ট</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <td align="center">ওয়ার্কফ্লো</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">অবজার্ভেবল</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">এন্টারপ্রাইজ ফিচার (SSO/Access control)</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">লোকাল ডেপ্লয়মেন্ট</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+</table>
+
 ## ডিফাই-এর ব্যবহার
 
 - **ক্লাউড </br>**
@@ -129,17 +196,9 @@ GitHub-এ ডিফাইকে স্টার দিয়ে রাখুন
 
 ## Advanced Setup
 
-যদি আপনার কনফিগারেশনটি কাস্টমাইজ করার প্রয়োজন হয়, তাহলে অনুগ্রহ করে আমাদের [.env.example](../../docker/.env.example) ফাইল দেখুন এবং আপনার `.env` ফাইলে সংশ্লিষ্ট মানগুলি আপডেট করুন। এছাড়াও, আপনার নির্দিষ্ট এনভায়রনমেন্ট এবং প্রয়োজনীয়তার উপর ভিত্তি করে আপনাকে `docker-compose.yaml` ফাইলে সমন্বয় করতে হতে পারে, যেমন ইমেজ ভার্সন পরিবর্তন করা, পোর্ট ম্যাপিং করা, অথবা ভলিউম মাউন্ট করা।
+যদি আপনার কনফিগারেশনটি কাস্টমাইজ করার প্রয়োজন হয়, তাহলে অনুগ্রহ করে আমাদের [.env.example](docker/.env.example) ফাইল দেখুন এবং আপনার `.env` ফাইলে সংশ্লিষ্ট মানগুলি আপডেট করুন। এছাড়াও, আপনার নির্দিষ্ট এনভায়রনমেন্ট এবং প্রয়োজনীয়তার উপর ভিত্তি করে আপনাকে `docker-compose.yaml` ফাইলে সমন্বয় করতে হতে পারে, যেমন ইমেজ ভার্সন পরিবর্তন করা, পোর্ট ম্যাপিং করা, অথবা ভলিউম মাউন্ট করা।
 যেকোনো পরিবর্তন করার পর, অনুগ্রহ করে `docker-compose up -d` পুনরায় চালান। ভেরিয়েবলের সম্পূর্ণ তালিকা [এখানে] (https://docs.dify.ai/getting-started/install-self-hosted/environments) খুঁজে পেতে পারেন।
 
-### Grafana দিয়ে মেট্রিক্স মনিটরিং
-
-Dify-এর PostgreSQL ডাটাবেসকে ডেটা সোর্স হিসাবে ব্যবহার করে, অ্যাপ, টেন্যান্ট, মেসেজ ইত্যাদির গ্র্যানুলারিটিতে মেট্রিক্স মনিটর করার জন্য Grafana-তে ড্যাশবোর্ড ইম্পোর্ট করুন।
-
-- [@bowenliang123 কর্তৃক Grafana ড্যাশবোর্ড](https://github.com/bowenliang123/dify-grafana-dashboard)
-
-### Kubernetes এর সাথে ডেপ্লয়মেন্ট
-
 যদি আপনি একটি হাইলি এভেইলেবল সেটআপ কনফিগার করতে চান, তাহলে কমিউনিটি [Helm Charts](https://helm.sh/) এবং YAML ফাইল রয়েছে যা Dify কে Kubernetes-এ ডিপ্লয় করার প্রক্রিয়া বর্ণনা করে।
 
 - [Helm Chart by @LeoQuote](https://github.com/douban/charts/tree/master/charts/dify)
@@ -184,7 +243,7 @@ Dify-এর PostgreSQL ডাটাবেসকে ডেটা সোর্স
 
 ## Contributing
 
-যারা কোড অবদান রাখতে চান, তাদের জন্য আমাদের [অবদান নির্দেশিকা](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md) দেখুন।
+যারা কোড অবদান রাখতে চান, তাদের জন্য আমাদের [অবদান নির্দেশিকা] দেখুন (https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md)।
 একই সাথে, সোশ্যাল মিডিয়া এবং ইভেন্ট এবং কনফারেন্সে এটি শেয়ার করে Dify কে সমর্থন করুন।
 
 > আমরা ম্যান্ডারিন বা ইংরেজি ছাড়া অন্য ভাষায় Dify অনুবাদ করতে সাহায্য করার জন্য অবদানকারীদের খুঁজছি। আপনি যদি সাহায্য করতে আগ্রহী হন, তাহলে আরও তথ্যের জন্য [i18n README](https://github.com/langgenius/dify/blob/main/web/i18n-config/README.md) দেখুন এবং আমাদের [ডিসকর্ড কমিউনিটি সার্ভার](https://discord.gg/8Tpq4AcN9c) এর `গ্লোবাল-ইউজারস` চ্যানেলে আমাদের একটি মন্তব্য করুন।
@@ -212,4 +271,4 @@ Dify-এর PostgreSQL ডাটাবেসকে ডেটা সোর্স
 
 ## লাইসেন্স
 
-এই রিপোজিটরিটি [ডিফাই ওপেন সোর্স লাইসেন্স](../../LICENSE) এর অধিনে , যা মূলত অ্যাপাচি ২.০, তবে কিছু অতিরিক্ত বিধিনিষেধ রয়েছে।
+এই রিপোজিটরিটি [ডিফাই ওপেন সোর্স লাইসেন্স](LICENSE) এর অধিনে , যা মূলত অ্যাপাচি ২.০, তবে কিছু অতিরিক্ত বিধিনিষেধ রয়েছে।

README_CN.md

@@ -1,4 +1,4 @@
-![cover-v5-optimized](../../images/GitHub_README_if.png)
+![cover-v5-optimized](./images/GitHub_README_if.png)
 
 <div align="center">
   <a href="https://cloud.dify.ai">Dify 云服务</a> ·
@@ -35,19 +35,17 @@
 </p>
 
 <div align="center">
-  <a href="../../README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
-  <a href="../zh-TW/README.md"><img alt="繁體中文文件" src="https://img.shields.io/badge/繁體中文-d9d9d9"></a>
-  <a href="../zh-CN/README.md"><img alt="简体中文文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
-  <a href="../ja-JP/README.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
-  <a href="../es-ES/README.md"><img alt="README en Español" src="https://img.shields.io/badge/Español-d9d9d9"></a>
-  <a href="../fr-FR/README.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-d9d9d9"></a>
-  <a href="../tlh/README.md"><img alt="README tlhIngan Hol" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
-  <a href="../ko-KR/README.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
-  <a href="../ar-SA/README.md"><img alt="README بالعربية" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
-  <a href="../tr-TR/README.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
-  <a href="../vi-VN/README.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
-  <a href="../de-DE/README.md"><img alt="README in Deutsch" src="https://img.shields.io/badge/German-d9d9d9"></a>
-  <a href="../bn-BD/README.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-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>
+  <a href="./README_TR.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
+  <a href="./README_VI.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
+  <a href="./README_BN.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-d9d9d9"></a>
 </div>
 
 # 
@@ -82,6 +80,74 @@ Dify 是一个开源的 LLM 应用开发平台。其直观的界面结合了 AI
 **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。
 
+## 功能比较
+
+<table style="width: 100%;">
+  <tr>
+    <th align="center">功能</th>
+    <th align="center">Dify.AI</th>
+    <th align="center">LangChain</th>
+    <th align="center">Flowise</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">应用程序导向</td>
+    <td align="center">API 导向</td>
+  </tr>
+  <tr>
+    <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>
+  </tr>
+  <tr>
+    <td align="center">RAG 引擎</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <td align="center">Agent</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <td align="center">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">可观测性</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">企业功能（SSO/访问控制）</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">本地部署</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+</table>
+
 ## 使用 Dify
 
 - **云 </br>**
@@ -113,7 +179,7 @@ Dify 是一个开源的 LLM 应用开发平台。其直观的界面结合了 AI
 
 ### 快速启动
 
-启动 Dify 服务器的最简单方法是运行我们的 [docker-compose.yml](../../docker/docker-compose.yaml) 文件。在运行安装命令之前，请确保您的机器上安装了 [Docker](https://docs.docker.com/get-docker/) 和 [Docker Compose](https://docs.docker.com/compose/install/)：
+启动 Dify 服务器的最简单方法是运行我们的 [docker-compose.yml](docker/docker-compose.yaml) 文件。在运行安装命令之前，请确保您的机器上安装了 [Docker](https://docs.docker.com/get-docker/) 和 [Docker Compose](https://docs.docker.com/compose/install/)：
 
 ```bash
 cd docker
@@ -125,13 +191,7 @@ docker compose up -d
 
 ### 自定义配置
 
-如果您需要自定义配置，请参考 [.env.example](../../docker/.env.example) 文件中的注释，并更新 `.env` 文件中对应的值。此外，您可能需要根据您的具体部署环境和需求对 `docker-compose.yaml` 文件本身进行调整，例如更改镜像版本、端口映射或卷挂载。完成任何更改后，请重新运行 `docker-compose up -d`。您可以在[此处](https://docs.dify.ai/getting-started/install-self-hosted/environments)找到可用环境变量的完整列表。
-
-### 使用 Grafana 进行指标监控
-
-将仪表板导入 Grafana，使用 Dify 的 PostgreSQL 数据库作为数据源，以监控应用、租户、消息等粒度的指标。
-
-- [由 @bowenliang123 提供的 Grafana 仪表板](https://github.com/bowenliang123/dify-grafana-dashboard)
+如果您需要自定义配置，请参考 [.env.example](docker/.env.example) 文件中的注释，并更新 `.env` 文件中对应的值。此外，您可能需要根据您的具体部署环境和需求对 `docker-compose.yaml` 文件本身进行调整，例如更改镜像版本、端口映射或卷挂载。完成任何更改后，请重新运行 `docker-compose up -d`。您可以在[此处](https://docs.dify.ai/getting-started/install-self-hosted/environments)找到可用环境变量的完整列表。
 
 #### 使用 Helm Chart 或 Kubernetes 资源清单（YAML）部署
 
@@ -188,7 +248,7 @@ 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](./CONTRIBUTING.md)。
+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。
 
 > 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-config/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。
@@ -204,7 +264,7 @@ docker compose up -d
 我们欢迎您为 Dify 做出贡献，以帮助改善 Dify。包括：提交代码、问题、新想法，或分享您基于 Dify 创建的有趣且有用的 AI 应用程序。同时，我们也欢迎您在不同的活动、会议和社交媒体上分享 Dify。
 
 - [GitHub Discussion](https://github.com/langgenius/dify/discussions). 👉：分享您的应用程序并与社区交流。
-- [GitHub Issues](https://github.com/langgenius/dify/issues)。👉：使用 Dify.AI 时遇到的错误和问题，请参阅[贡献指南](./CONTRIBUTING.md)。
+- [GitHub Issues](https://github.com/langgenius/dify/issues)。👉：使用 Dify.AI 时遇到的错误和问题，请参阅[贡献指南](CONTRIBUTING.md)。
 - [电子邮件支持](mailto:hello@dify.ai?subject=%5BGitHub%5DQuestions%20About%20Dify)。👉：关于使用 Dify.AI 的问题。
 - [Discord](https://discord.gg/FngNHpbcY7)。👉：分享您的应用程序并与社区交流。
 - [X(Twitter)](https://twitter.com/dify_ai)。👉：分享您的应用程序并与社区交流。
@@ -216,4 +276,4 @@ docker compose up -d
 
 ## License
 
-本仓库遵循 [Dify Open Source License](../../LICENSE) 开源协议，该许可证本质上是 Apache 2.0，但有一些额外的限制。
+本仓库遵循 [Dify Open Source License](LICENSE) 开源协议，该许可证本质上是 Apache 2.0，但有一些额外的限制。

README_DE.md

@@ -1,4 +1,4 @@
-![cover-v5-optimized](../../images/GitHub_README_if.png)
+![cover-v5-optimized](./images/GitHub_README_if.png)
 
 <p align="center">
   📌 <a href="https://dify.ai/blog/introducing-dify-workflow-file-upload-a-demo-on-ai-podcast">Einführung in Dify Workflow File Upload: Google NotebookLM Podcast nachbilden</a>
@@ -39,19 +39,18 @@
 </p>
 
 <p align="center">
-  <a href="../../README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
-  <a href="../zh-TW/README.md"><img alt="繁體中文文件" src="https://img.shields.io/badge/繁體中文-d9d9d9"></a>
-  <a href="../zh-CN/README.md"><img alt="简体中文文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
-  <a href="../ja-JP/README.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
-  <a href="../es-ES/README.md"><img alt="README en Español" src="https://img.shields.io/badge/Español-d9d9d9"></a>
-  <a href="../fr-FR/README.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-d9d9d9"></a>
-  <a href="../tlh/README.md"><img alt="README tlhIngan Hol" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
-  <a href="../ko-KR/README.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
-  <a href="../ar-SA/README.md"><img alt="README بالعربية" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
-  <a href="../tr-TR/README.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
-  <a href="../vi-VN/README.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
-  <a href="../de-DE/README.md"><img alt="README in Deutsch" src="https://img.shields.io/badge/German-d9d9d9"></a>
-  <a href="../bn-BD/README.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-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>
+  <a href="./README_TR.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
+  <a href="./README_VI.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
+  <a href="./README_DE.md"><img alt="README in Deutsch" src="https://img.shields.io/badge/German-d9d9d9"></a>
+  <a href="./README_BN.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-d9d9d9"></a>
 </p>
 
 Dify ist eine Open-Source-Plattform zur Entwicklung von LLM-Anwendungen. Ihre intuitive Benutzeroberfläche vereint agentenbasierte KI-Workflows, RAG-Pipelines, Agentenfunktionen, Modellverwaltung, Überwachungsfunktionen und mehr, sodass Sie schnell von einem Prototyp in die Produktion übergehen können.
@@ -65,7 +64,7 @@ Dify ist eine Open-Source-Plattform zur Entwicklung von LLM-Anwendungen. Ihre in
 
 </br>
 
-Der einfachste Weg, den Dify-Server zu starten, ist über [docker compose](../../docker/docker-compose.yaml). Stellen Sie vor dem Ausführen von Dify mit den folgenden Befehlen sicher, dass [Docker](https://docs.docker.com/get-docker/) und [Docker Compose](https://docs.docker.com/compose/install/) auf Ihrem System installiert sind:
+Der einfachste Weg, den Dify-Server zu starten, ist über [docker compose](docker/docker-compose.yaml). Stellen Sie vor dem Ausführen von Dify mit den folgenden Befehlen sicher, dass [Docker](https://docs.docker.com/get-docker/) und [Docker Compose](https://docs.docker.com/compose/install/) auf Ihrem System installiert sind:
 
 ```bash
 cd dify
@@ -107,6 +106,74 @@ Sie können Agenten basierend auf LLM Function Calling oder ReAct definieren und
 **7. Backend-as-a-Service**:
 Alle Dify-Angebote kommen mit entsprechenden APIs, sodass Sie Dify mühelos in Ihre eigene Geschäftslogik integrieren können.
 
+## Vergleich der Merkmale
+
+<table style="width: 100%;">
+  <tr>
+    <th align="center">Feature</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">Programming Approach</td>
+    <td align="center">API + App-oriented</td>
+    <td align="center">Python Code</td>
+    <td align="center">App-oriented</td>
+    <td align="center">API-oriented</td>
+  </tr>
+  <tr>
+    <td align="center">Supported LLMs</td>
+    <td align="center">Rich Variety</td>
+    <td align="center">Rich Variety</td>
+    <td align="center">Rich Variety</td>
+    <td align="center">OpenAI-only</td>
+  </tr>
+  <tr>
+    <td align="center">RAG Engine</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <td align="center">Agent</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <td align="center">Workflow</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">Observability</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">Enterprise Feature (SSO/Access control)</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">Local Deployment</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+</table>
+
 ## Dify verwenden
 
 - **Cloud </br>**
@@ -128,15 +195,7 @@ Star Dify auf GitHub und lassen Sie sich sofort über neue Releases benachrichti
 
 ## Erweiterte Einstellungen
 
-Falls Sie die Konfiguration anpassen müssen, lesen Sie bitte die Kommentare in unserer [.env.example](../../docker/.env.example)-Datei und aktualisieren Sie die entsprechenden Werte in Ihrer `.env`-Datei. Zusätzlich müssen Sie eventuell Anpassungen an der `docker-compose.yaml`-Datei vornehmen, wie zum Beispiel das Ändern von Image-Versionen, Portzuordnungen oder Volumen-Mounts, je nach Ihrer spezifischen Einsatzumgebung und Ihren Anforderungen. Nachdem Sie Änderungen vorgenommen haben, starten Sie `docker-compose up -d` erneut. Eine vollständige Liste der verfügbaren Umgebungsvariablen finden Sie [hier](https://docs.dify.ai/getting-started/install-self-hosted/environments).
-
-### Metriküberwachung mit Grafana
-
-Importieren Sie das Dashboard in Grafana, wobei Sie die PostgreSQL-Datenbank von Dify als Datenquelle verwenden, um Metriken in der Granularität von Apps, Mandanten, Nachrichten und mehr zu überwachen.
-
-- [Grafana-Dashboard von @bowenliang123](https://github.com/bowenliang123/dify-grafana-dashboard)
-
-### Bereitstellung mit Kubernetes
+Falls Sie die Konfiguration anpassen müssen, lesen Sie bitte die Kommentare in unserer [.env.example](docker/.env.example)-Datei und aktualisieren Sie die entsprechenden Werte in Ihrer `.env`-Datei. Zusätzlich müssen Sie eventuell Anpassungen an der `docker-compose.yaml`-Datei vornehmen, wie zum Beispiel das Ändern von Image-Versionen, Portzuordnungen oder Volumen-Mounts, je nach Ihrer spezifischen Einsatzumgebung und Ihren Anforderungen. Nachdem Sie Änderungen vorgenommen haben, starten Sie `docker-compose up -d` erneut. Eine vollständige Liste der verfügbaren Umgebungsvariablen finden Sie [hier](https://docs.dify.ai/getting-started/install-self-hosted/environments).
 
 Falls Sie eine hochverfügbare Konfiguration einrichten möchten, gibt es von der Community bereitgestellte [Helm Charts](https://helm.sh/) und YAML-Dateien, die es ermöglichen, Dify auf Kubernetes bereitzustellen.
 
@@ -182,14 +241,14 @@ Stellen Sie Dify mit einem Klick in AKS bereit, indem Sie [Azure Devops Pipeline
 
 ## Contributing
 
-Falls Sie Code beitragen möchten, lesen Sie bitte unseren [Contribution Guide](./CONTRIBUTING.md). Gleichzeitig bitten wir Sie, Dify zu unterstützen, indem Sie es in den sozialen Medien teilen und auf Veranstaltungen und Konferenzen präsentieren.
+Falls Sie Code beitragen möchten, lesen Sie bitte unseren [Contribution Guide](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md). Gleichzeitig bitten wir Sie, Dify zu unterstützen, indem Sie es in den sozialen Medien teilen und auf Veranstaltungen und Konferenzen präsentieren.
 
 > Wir suchen Mitwirkende, die dabei helfen, Dify in weitere Sprachen zu übersetzen – außer Mandarin oder Englisch. Wenn Sie Interesse an einer Mitarbeit haben, lesen Sie bitte die [i18n README](https://github.com/langgenius/dify/blob/main/web/i18n-config/README.md) für weitere Informationen und hinterlassen Sie einen Kommentar im `global-users`-Kanal unseres [Discord Community Servers](https://discord.gg/8Tpq4AcN9c).
 
 ## Gemeinschaft & Kontakt
 
 - [GitHub Discussion](https://github.com/langgenius/dify/discussions). Am besten geeignet für: den Austausch von Feedback und das Stellen von Fragen.
-- [GitHub Issues](https://github.com/langgenius/dify/issues). Am besten für: Fehler, auf die Sie bei der Verwendung von Dify.AI stoßen, und Funktionsvorschläge. Siehe unseren [Contribution Guide](./CONTRIBUTING.md).
+- [GitHub Issues](https://github.com/langgenius/dify/issues). Am besten für: Fehler, auf die Sie bei der Verwendung von Dify.AI stoßen, und Funktionsvorschläge. Siehe unseren [Contribution Guide](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md).
 - [Discord](https://discord.gg/FngNHpbcY7). Am besten geeignet für: den Austausch von Bewerbungen und den Austausch mit der Community.
 - [X(Twitter)](https://twitter.com/dify_ai). Am besten geeignet für: den Austausch von Bewerbungen und den Austausch mit der Community.
 
@@ -209,4 +268,4 @@ Um Ihre Privatsphäre zu schützen, vermeiden Sie es bitte, Sicherheitsprobleme
 
 ## Lizenz
 
-Dieses Repository steht unter der [Dify Open Source License](../../LICENSE), die im Wesentlichen Apache 2.0 mit einigen zusätzlichen Einschränkungen ist.
+Dieses Repository steht unter der [Dify Open Source License](LICENSE), die im Wesentlichen Apache 2.0 mit einigen zusätzlichen Einschränkungen ist.

README_ES.md

@@ -1,4 +1,4 @@
-![cover-v5-optimized](../../images/GitHub_README_if.png)
+![cover-v5-optimized](./images/GitHub_README_if.png)
 
 <p align="center">
   <a href="https://cloud.dify.ai">Dify Cloud</a> ·
@@ -35,19 +35,17 @@
 </p>
 
 <p align="center">
-  <a href="../../README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
-  <a href="../zh-TW/README.md"><img alt="繁體中文文件" src="https://img.shields.io/badge/繁體中文-d9d9d9"></a>
-  <a href="../zh-CN/README.md"><img alt="简体中文文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
-  <a href="../ja-JP/README.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
-  <a href="../es-ES/README.md"><img alt="README en Español" src="https://img.shields.io/badge/Español-d9d9d9"></a>
-  <a href="../fr-FR/README.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-d9d9d9"></a>
-  <a href="../tlh/README.md"><img alt="README tlhIngan Hol" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
-  <a href="../ko-KR/README.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
-  <a href="../ar-SA/README.md"><img alt="README بالعربية" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
-  <a href="../tr-TR/README.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
-  <a href="../vi-VN/README.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
-  <a href="../de-DE/README.md"><img alt="README in Deutsch" src="https://img.shields.io/badge/German-d9d9d9"></a>
-  <a href="../bn-BD/README.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-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>
+  <a href="./README_TR.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
+  <a href="./README_VI.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
+  <a href="./README_BN.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-d9d9d9"></a>
 </p>
 
 # 
@@ -81,6 +79,74 @@ Supervisa y analiza registros de aplicaciones y rendimiento a lo largo del tiemp
 **7. Backend como servicio**:
 Todas las ofertas de Dify vienen con APIs correspondientes, por lo que podrías integrar Dify sin esfuerzo en tu propia lógica empresarial.
 
+## Comparación de características
+
+<table style="width: 100%;">
+  <tr>
+    <th align="center">Característica</th>
+    <th align="center">Dify.AI</th>
+    <th align="center">LangChain</th>
+    <th align="center">Flowise</th>
+    <th align="center">API de Asistentes de OpenAI</th>
+  </tr>
+  <tr>
+    <td align="center">Enfoque de programación</td>
+    <td align="center">API + orientado a la aplicación</td>
+    <td align="center">Código Python</td>
+    <td align="center">Orientado a la aplicación</td>
+    <td align="center">Orientado a la API</td>
+  </tr>
+  <tr>
+    <td align="center">LLMs admitidos</td>
+    <td align="center">Gran variedad</td>
+    <td align="center">Gran variedad</td>
+    <td align="center">Gran variedad</td>
+    <td align="center">Solo OpenAI</td>
+  </tr>
+  <tr>
+    <td align="center">Motor RAG</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <td align="center">Agente</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <td align="center">Flujo de trabajo</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">Observabilidad</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">Característica empresarial (SSO/Control de acceso)</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">Implementación local</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+</table>
+
 ## Usando Dify
 
 - **Nube </br>**
@@ -110,7 +176,7 @@ Dale estrella a Dify en GitHub y serás notificado instantáneamente de las nuev
 
 </br>
 
-La forma más fácil de iniciar el servidor de Dify es ejecutar nuestro archivo [docker-compose.yml](../../docker/docker-compose.yaml). Antes de ejecutar el comando de instalación, asegúrate de que [Docker](https://docs.docker.com/get-docker/) y [Docker Compose](https://docs.docker.com/compose/install/) estén instalados en tu máquina:
+La forma más fácil de iniciar el servidor de Dify es ejecutar nuestro archivo [docker-compose.yml](docker/docker-compose.yaml). Antes de ejecutar el comando de instalación, asegúrate de que [Docker](https://docs.docker.com/get-docker/) y [Docker Compose](https://docs.docker.com/compose/install/) estén instalados en tu máquina:
 
 ```bash
 cd docker
@@ -124,18 +190,10 @@ Después de ejecutarlo, puedes acceder al panel de control de Dify en tu navegad
 
 ## Próximos pasos
 
-Si necesita personalizar la configuración, consulte los comentarios en nuestro archivo [.env.example](../../docker/.env.example) y actualice los valores correspondientes en su archivo `.env`. Además, es posible que deba realizar ajustes en el propio archivo `docker-compose.yaml`, como cambiar las versiones de las imágenes, las asignaciones de puertos o los montajes de volúmenes, según su entorno de implementación y requisitos específicos. Después de realizar cualquier cambio, vuelva a ejecutar `docker-compose up -d`. Puede encontrar la lista completa de variables de entorno disponibles [aquí](https://docs.dify.ai/getting-started/install-self-hosted/environments).
+Si necesita personalizar la configuración, consulte los comentarios en nuestro archivo [.env.example](docker/.env.example) y actualice los valores correspondientes en su archivo `.env`. Además, es posible que deba realizar ajustes en el propio archivo `docker-compose.yaml`, como cambiar las versiones de las imágenes, las asignaciones de puertos o los montajes de volúmenes, según su entorno de implementación y requisitos específicos. Después de realizar cualquier cambio, vuelva a ejecutar `docker-compose up -d`. Puede encontrar la lista completa de variables de entorno disponibles [aquí](https://docs.dify.ai/getting-started/install-self-hosted/environments).
 
 . Después de realizar los cambios, ejecuta `docker-compose up -d` nuevamente. Puedes ver la lista completa de variables de entorno [aquí](https://docs.dify.ai/getting-started/install-self-hosted/environments).
 
-### Monitorización de Métricas con Grafana
-
-Importe el panel a Grafana, utilizando la base de datos PostgreSQL de Dify como fuente de datos, para monitorizar métricas en granularidad de aplicaciones, inquilinos, mensajes y más.
-
-- [Panel de Grafana por @bowenliang123](https://github.com/bowenliang123/dify-grafana-dashboard)
-
-### Implementación con Kubernetes
-
 Si desea configurar una configuración de alta disponibilidad, la comunidad proporciona [Gráficos Helm](https://helm.sh/) y archivos YAML, a través de los cuales puede desplegar Dify en Kubernetes.
 
 - [Gráfico Helm por @LeoQuote](https://github.com/douban/charts/tree/master/charts/dify)
@@ -180,7 +238,7 @@ Implementa Dify en AKS con un clic usando [Azure Devops Pipeline Helm Chart by @
 
 ## Contribuir
 
-Para aquellos que deseen contribuir con código, consulten nuestra [Guía de contribución](./CONTRIBUTING.md).
+Para aquellos que deseen contribuir con código, consulten nuestra [Guía de contribución](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md).
 Al mismo tiempo, considera apoyar a Dify compartiéndolo en redes sociales y en eventos y conferencias.
 
 > Estamos buscando colaboradores para ayudar con la traducción de Dify a idiomas que no sean el mandarín o el inglés. Si estás interesado en ayudar, consulta el [README de i18n](https://github.com/langgenius/dify/blob/main/web/i18n-config/README.md) para obtener más información y déjanos un comentario en el canal `global-users` de nuestro [Servidor de Comunidad en Discord](https://discord.gg/8Tpq4AcN9c).
@@ -194,7 +252,7 @@ Al mismo tiempo, considera apoyar a Dify compartiéndolo en redes sociales y en
 ## Comunidad y Contacto
 
 - [Discusión en GitHub](https://github.com/langgenius/dify/discussions). Lo mejor para: compartir comentarios y hacer preguntas.
-- [Reporte de problemas en GitHub](https://github.com/langgenius/dify/issues). Lo mejor para: errores que encuentres usando Dify.AI y propuestas de características. Consulta nuestra [Guía de contribución](./CONTRIBUTING.md).
+- [Reporte de problemas en GitHub](https://github.com/langgenius/dify/issues). Lo mejor para: errores que encuentres usando Dify.AI y propuestas de características. Consulta nuestra [Guía de contribución](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md).
 - [Discord](https://discord.gg/FngNHpbcY7). Lo mejor para: compartir tus aplicaciones y pasar el rato con la comunidad.
 - [X(Twitter)](https://twitter.com/dify_ai). Lo mejor para: compartir tus aplicaciones y pasar el rato con la comunidad.
 
@@ -208,4 +266,12 @@ Para proteger tu privacidad, evita publicar problemas de seguridad en GitHub. En
 
 ## Licencia
 
-Este repositorio está disponible bajo la [Licencia de Código Abierto de Dify](../../LICENSE), que es esencialmente Apache 2.0 con algunas restricciones adicionales.
+Este repositorio está disponible bajo la [Licencia de Código Abierto de Dify](LICENSE), que es esencialmente Apache 2.0 con algunas restricciones adicionales.
+
+## Divulgación de Seguridad
+
+Para proteger tu privacidad, evita publicar problemas de seguridad en GitHub. En su lugar, envía tus preguntas a security@dify.ai y te proporcionaremos una respuesta más detallada.
+
+## Licencia
+
+Este repositorio está disponible bajo la [Licencia de Código Abierto de Dify](LICENSE), que es esencialmente Apache 2.0 con algunas restricciones adicionales.

README_FR.md

@@ -1,4 +1,4 @@
-![cover-v5-optimized](../../images/GitHub_README_if.png)
+![cover-v5-optimized](./images/GitHub_README_if.png)
 
 <p align="center">
   <a href="https://cloud.dify.ai">Dify Cloud</a> ·
@@ -35,19 +35,17 @@
 </p>
 
 <p align="center">
-  <a href="../../README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
-  <a href="../zh-TW/README.md"><img alt="繁體中文文件" src="https://img.shields.io/badge/繁體中文-d9d9d9"></a>
-  <a href="../zh-CN/README.md"><img alt="简体中文文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
-  <a href="../ja-JP/README.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
-  <a href="../es-ES/README.md"><img alt="README en Español" src="https://img.shields.io/badge/Español-d9d9d9"></a>
-  <a href="../fr-FR/README.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-d9d9d9"></a>
-  <a href="../tlh/README.md"><img alt="README tlhIngan Hol" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
-  <a href="../ko-KR/README.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
-  <a href="../ar-SA/README.md"><img alt="README بالعربية" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
-  <a href="../tr-TR/README.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
-  <a href="../vi-VN/README.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
-  <a href="../de-DE/README.md"><img alt="README in Deutsch" src="https://img.shields.io/badge/German-d9d9d9"></a>
-  <a href="../bn-BD/README.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-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>
+  <a href="./README_TR.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
+  <a href="./README_VI.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
+  <a href="./README_BN.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-d9d9d9"></a>
 </p>
 
 # 
@@ -81,6 +79,74 @@ Surveillez et analysez les journaux d'application et les performances au fil du
 **7. Backend-as-a-Service** :
 Toutes les offres de Dify sont accompagnées d'API correspondantes, vous permettant d'intégrer facilement Dify dans votre propre logique métier.
 
+## Comparaison des fonctionnalités
+
+<table style="width: 100%;">
+  <tr>
+    <th align="center">Fonctionnalité</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">Approche de programmation</td>
+    <td align="center">API + Application</td>
+    <td align="center">Code Python</td>
+    <td align="center">Application</td>
+    <td align="center">API</td>
+  </tr>
+  <tr>
+    <td align="center">LLMs pris en charge</td>
+    <td align="center">Grande variété</td>
+    <td align="center">Grande variété</td>
+    <td align="center">Grande variété</td>
+    <td align="center">Uniquement OpenAI</td>
+  </tr>
+  <tr>
+    <td align="center">Moteur RAG</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <td align="center">Agent</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <td align="center">Flux de travail</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">Observabilité</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">Fonctionnalité d'entreprise (SSO/Contrôle d'accès)</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">Déploiement local</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+</table>
+
 ## Utiliser Dify
 
 - **Cloud </br>**
@@ -110,7 +176,7 @@ Mettez une étoile à Dify sur GitHub et soyez instantanément informé des nouv
 
 </br>
 
-La manière la plus simple de démarrer le serveur Dify est d'exécuter notre fichier [docker-compose.yml](../../docker/docker-compose.yaml). Avant d'exécuter la commande d'installation, assurez-vous que [Docker](https://docs.docker.com/get-docker/) et [Docker Compose](https://docs.docker.com/compose/install/) sont installés sur votre machine:
+La manière la plus simple de démarrer le serveur Dify est d'exécuter notre fichier [docker-compose.yml](docker/docker-compose.yaml). Avant d'exécuter la commande d'installation, assurez-vous que [Docker](https://docs.docker.com/get-docker/) et [Docker Compose](https://docs.docker.com/compose/install/) sont installés sur votre machine:
 
 ```bash
 cd docker
@@ -124,15 +190,7 @@ Après l'exécution, vous pouvez accéder au tableau de bord Dify dans votre nav
 
 ## Prochaines étapes
 
-Si vous devez personnaliser la configuration, veuillez vous référer aux commentaires dans notre fichier [.env.example](../../docker/.env.example) et mettre à jour les valeurs correspondantes dans votre fichier `.env`. De plus, vous devrez peut-être apporter des modifications au fichier `docker-compose.yaml` lui-même, comme changer les versions d'image, les mappages de ports ou les montages de volumes, en fonction de votre environnement de déploiement et de vos exigences spécifiques. Après avoir effectué des modifications, veuillez réexécuter `docker-compose up -d`. Vous pouvez trouver la liste complète des variables d'environnement disponibles [ici](https://docs.dify.ai/getting-started/install-self-hosted/environments).
-
-### Surveillance des Métriques avec Grafana
-
-Importez le tableau de bord dans Grafana, en utilisant la base de données PostgreSQL de Dify comme source de données, pour surveiller les métriques avec une granularité d'applications, de locataires, de messages et plus.
-
-- [Tableau de bord Grafana par @bowenliang123](https://github.com/bowenliang123/dify-grafana-dashboard)
-
-### Déploiement avec Kubernetes
+Si vous devez personnaliser la configuration, veuillez vous référer aux commentaires dans notre fichier [.env.example](docker/.env.example) et mettre à jour les valeurs correspondantes dans votre fichier `.env`. De plus, vous devrez peut-être apporter des modifications au fichier `docker-compose.yaml` lui-même, comme changer les versions d'image, les mappages de ports ou les montages de volumes, en fonction de votre environnement de déploiement et de vos exigences spécifiques. Après avoir effectué des modifications, veuillez réexécuter `docker-compose up -d`. Vous pouvez trouver la liste complète des variables d'environnement disponibles [ici](https://docs.dify.ai/getting-started/install-self-hosted/environments).
 
 Si vous souhaitez configurer une configuration haute disponibilité, la communauté fournit des [Helm Charts](https://helm.sh/) et des fichiers YAML, à travers lesquels vous pouvez déployer Dify sur Kubernetes.
 
@@ -178,7 +236,7 @@ Déployez Dify sur AKS en un clic en utilisant [Azure Devops Pipeline Helm Chart
 
 ## Contribuer
 
-Pour ceux qui souhaitent contribuer du code, consultez notre [Guide de contribution](./CONTRIBUTING.md).
+Pour ceux qui souhaitent contribuer du code, consultez notre [Guide de contribution](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md).
 Dans le même temps, veuillez envisager de soutenir Dify en le partageant sur les réseaux sociaux et lors d'événements et de conférences.
 
 > Nous recherchons des contributeurs pour aider à traduire Dify dans des langues autres que le mandarin ou l'anglais. Si vous êtes intéressé à aider, veuillez consulter le [README i18n](https://github.com/langgenius/dify/blob/main/web/i18n-config/README.md) pour plus d'informations, et laissez-nous un commentaire dans le canal `global-users` de notre [Serveur communautaire Discord](https://discord.gg/8Tpq4AcN9c).
@@ -192,7 +250,7 @@ Dans le même temps, veuillez envisager de soutenir Dify en le partageant sur le
 ## Communauté & Contact
 
 - [Discussion GitHub](https://github.com/langgenius/dify/discussions). Meilleur pour: partager des commentaires et poser des questions.
-- [Problèmes GitHub](https://github.com/langgenius/dify/issues). Meilleur pour: les bogues que vous rencontrez en utilisant Dify.AI et les propositions de fonctionnalités. Consultez notre [Guide de contribution](./CONTRIBUTING.md).
+- [Problèmes GitHub](https://github.com/langgenius/dify/issues). Meilleur pour: les bogues que vous rencontrez en utilisant Dify.AI et les propositions de fonctionnalités. Consultez notre [Guide de contribution](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md).
 - [Discord](https://discord.gg/FngNHpbcY7). Meilleur pour: partager vos applications et passer du temps avec la communauté.
 - [X(Twitter)](https://twitter.com/dify_ai). Meilleur pour: partager vos applications et passer du temps avec la communauté.
 
@@ -206,4 +264,12 @@ Pour protéger votre vie privée, veuillez éviter de publier des problèmes de
 
 ## Licence
 
-Ce référentiel est disponible sous la [Licence open source Dify](../../LICENSE), qui est essentiellement l'Apache 2.0 avec quelques restrictions supplémentaires.
+Ce référentiel est disponible sous la [Licence open source Dify](LICENSE), qui est essentiellement l'Apache 2.0 avec quelques restrictions supplémentaires.
+
+## Divulgation de sécurité
+
+Pour protéger votre vie privée, veuillez éviter de publier des problèmes de sécurité sur GitHub. Au lieu de cela, envoyez vos questions à security@dify.ai et nous vous fournirons une réponse plus détaillée.
+
+## Licence
+
+Ce référentiel est disponible sous la [Licence open source Dify](LICENSE), qui est essentiellement l'Apache 2.0 avec quelques restrictions supplémentaires.

README_JA.md

@@ -1,4 +1,4 @@
-![cover-v5-optimized](../../images/GitHub_README_if.png)
+![cover-v5-optimized](./images/GitHub_README_if.png)
 
 <p align="center">
   <a href="https://cloud.dify.ai">Dify Cloud</a> ·
@@ -35,19 +35,17 @@
 </p>
 
 <p align="center">
-  <a href="../../README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
-  <a href="../zh-TW/README.md"><img alt="繁體中文文件" src="https://img.shields.io/badge/繁體中文-d9d9d9"></a>
-  <a href="../zh-CN/README.md"><img alt="简体中文文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
-  <a href="../ja-JP/README.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
-  <a href="../es-ES/README.md"><img alt="README en Español" src="https://img.shields.io/badge/Español-d9d9d9"></a>
-  <a href="../fr-FR/README.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-d9d9d9"></a>
-  <a href="../tlh/README.md"><img alt="README tlhIngan Hol" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
-  <a href="../ko-KR/README.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
-  <a href="../ar-SA/README.md"><img alt="README بالعربية" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
-  <a href="../tr-TR/README.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
-  <a href="../vi-VN/README.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
-  <a href="../de-DE/README.md"><img alt="README in Deutsch" src="https://img.shields.io/badge/German-d9d9d9"></a>
-  <a href="../bn-BD/README.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-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>
+  <a href="./README_TR.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
+  <a href="./README_VI.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
+  <a href="./README_BN.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-d9d9d9"></a>
 </p>
 
 # 
@@ -82,6 +80,74 @@ LLM Function CallingやReActに基づくエージェントの定義が可能で
 **7. Backend-as-a-Service**:
 すべての機能はAPIを提供されており、Difyを自分のビジネスロジックに簡単に統合できます。
 
+## 機能比較
+
+<table style="width: 100%;">
+  <tr>
+    <th align="center">機能</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">プログラミングアプローチ</td>
+    <td align="center">API + アプリ指向</td>
+    <td align="center">Pythonコード</td>
+    <td align="center">アプリ指向</td>
+    <td align="center">API指向</td>
+  </tr>
+  <tr>
+    <td align="center">サポートされているLLM</td>
+    <td align="center">バラエティ豊か</td>
+    <td align="center">バラエティ豊か</td>
+    <td align="center">バラエティ豊か</td>
+    <td align="center">OpenAIのみ</td>
+  </tr>
+  <tr>
+    <td align="center">RAGエンジン</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <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>
+  </tr>
+  <tr>
+    <td align="center">ワークフロー</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">観測性</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">エンタープライズ機能（SSO/アクセス制御）</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">ローカル展開</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+</table>
+
 ## Difyの使用方法
 
 - **クラウド </br>**
@@ -111,7 +177,7 @@ GitHub上でDifyにスターを付けることで、Difyに関する新しいニ
 
 </br>
 
-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。
+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
@@ -125,15 +191,7 @@ docker compose up -d
 
 ## 次のステップ
 
-設定をカスタマイズする必要がある場合は、[.env.example](../../docker/.env.example) ファイルのコメントを参照し、`.env` ファイルの対応する値を更新してください。さらに、デプロイ環境や要件に応じて、`docker-compose.yaml` ファイル自体を調整する必要がある場合があります。たとえば、イメージのバージョン、ポートのマッピング、ボリュームのマウントなどを変更します。変更を加えた後は、`docker-compose up -d` を再実行してください。利用可能な環境変数の全一覧は、[こちら](https://docs.dify.ai/getting-started/install-self-hosted/environments)で確認できます。
-
-### Grafanaを使用したメトリクス監視
-
-Grafanaにダッシュボードをインポートし、DifyのPostgreSQLデータベースをデータソースとして使用して、アプリ、テナント、メッセージなどの粒度でメトリクスを監視します。
-
-- [@bowenliang123によるGrafanaダッシュボード](https://github.com/bowenliang123/dify-grafana-dashboard)
-
-### Kubernetesでのデプロイ
+設定をカスタマイズする必要がある場合は、[.env.example](docker/.env.example) ファイルのコメントを参照し、`.env` ファイルの対応する値を更新してください。さらに、デプロイ環境や要件に応じて、`docker-compose.yaml` ファイル自体を調整する必要がある場合があります。たとえば、イメージのバージョン、ポートのマッピング、ボリュームのマウントなどを変更します。変更を加えた後は、`docker-compose up -d` を再実行してください。利用可能な環境変数の全一覧は、[こちら](https://docs.dify.ai/getting-started/install-self-hosted/environments)で確認できます。
 
 高可用性設定を設定する必要がある場合、コミュニティは[Helm Charts](https://helm.sh/)とYAMLファイルにより、DifyをKubernetesにデプロイすることができます。
 
@@ -179,7 +237,7 @@ Grafanaにダッシュボードをインポートし、DifyのPostgreSQLデー
 
 ## 貢献
 
-コードに貢献したい方は、[Contribution Guide](./CONTRIBUTING.md)を参照してください。
+コードに貢献したい方は、[Contribution Guide](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md)を参照してください。
 同時に、DifyをSNSやイベント、カンファレンスで共有してサポートしていただけると幸いです。
 
 > Difyを英語または中国語以外の言語に翻訳してくれる貢献者を募集しています。興味がある場合は、詳細については[i18n README](https://github.com/langgenius/dify/blob/main/web/i18n-config/README.md)を参照してください。また、[Discordコミュニティサーバー](https://discord.gg/8Tpq4AcN9c)の`global-users`チャンネルにコメントを残してください。
@@ -193,10 +251,10 @@ Grafanaにダッシュボードをインポートし、DifyのPostgreSQLデー
 ## コミュニティ & お問い合わせ
 
 - [GitHub Discussion](https://github.com/langgenius/dify/discussions). 主に: フィードバックの共有や質問。
-- [GitHub Issues](https://github.com/langgenius/dify/issues). 主に: Dify.AIを使用する際に発生するエラーや問題については、[貢献ガイド](./CONTRIBUTING.md)を参照してください
+- [GitHub Issues](https://github.com/langgenius/dify/issues). 主に: Dify.AIを使用する際に発生するエラーや問題については、[貢献ガイド](CONTRIBUTING_JA.md)を参照してください
 - [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。
 - [X(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。
 
 ## ライセンス
 
-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。
+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

@@ -1,4 +1,4 @@
-![cover-v5-optimized](../../images/GitHub_README_if.png)
+![cover-v5-optimized](./images/GitHub_README_if.png)
 
 <p align="center">
   <a href="https://cloud.dify.ai">Dify Cloud</a> ·
@@ -35,19 +35,17 @@
 </p>
 
 <p align="center">
-  <a href="../../README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
-  <a href="../zh-TW/README.md"><img alt="繁體中文文件" src="https://img.shields.io/badge/繁體中文-d9d9d9"></a>
-  <a href="../zh-CN/README.md"><img alt="简体中文文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
-  <a href="../ja-JP/README.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
-  <a href="../es-ES/README.md"><img alt="README en Español" src="https://img.shields.io/badge/Español-d9d9d9"></a>
-  <a href="../fr-FR/README.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-d9d9d9"></a>
-  <a href="../tlh/README.md"><img alt="README tlhIngan Hol" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
-  <a href="../ko-KR/README.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
-  <a href="../ar-SA/README.md"><img alt="README بالعربية" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
-  <a href="../tr-TR/README.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
-  <a href="../vi-VN/README.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
-  <a href="../de-DE/README.md"><img alt="README in Deutsch" src="https://img.shields.io/badge/German-d9d9d9"></a>
-  <a href="../bn-BD/README.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-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>
+  <a href="./README_TR.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
+  <a href="./README_VI.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
+  <a href="./README_BN.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-d9d9d9"></a>
 </p>
 
 # 
@@ -81,6 +79,74 @@ Monitor and analyze application logs and performance over time. You could contin
 **7. Backend-as-a-Service**:
 All of Dify's offerings come with corresponding APIs, so you could effortlessly integrate Dify into your own business logic.
 
+## Feature Comparison
+
+<table style="width: 100%;">
+  <tr>
+    <th align="center">Feature</th>
+    <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">Programming Approach</td>
+    <td align="center">API + App-oriented</td>
+    <td align="center">Python Code</td>
+    <td align="center">App-oriented</td>
+    <td align="center">API-oriented</td>
+  </tr>
+  <tr>
+    <td align="center">Supported LLMs</td>
+    <td align="center">Rich Variety</td>
+    <td align="center">Rich Variety</td>
+    <td align="center">Rich Variety</td>
+    <td align="center">OpenAI-only</td>
+  </tr>
+  <tr>
+    <td align="center">RAG Engine</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <td align="center">Agent</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <td align="center">Workflow</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">Observability</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">Enterprise Feature (SSO/Access control)</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">Local Deployment</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+</table>
+
 ## Using Dify
 
 - **Cloud </br>**
@@ -110,7 +176,7 @@ Star Dify on GitHub and be instantly notified of new releases.
 
 </br>
 
-The easiest way to start the Dify server is to run our [docker-compose.yml](../../docker/docker-compose.yaml) file. Before running the installation command, make sure that [Docker](https://docs.docker.com/get-docker/) and [Docker Compose](https://docs.docker.com/compose/install/) are installed on your machine:
+The easiest way to start the Dify server is to run our [docker-compose.yml](docker/docker-compose.yaml) file. Before running the installation command, make sure that [Docker](https://docs.docker.com/get-docker/) and [Docker Compose](https://docs.docker.com/compose/install/) are installed on your machine:
 
 ```bash
 cd docker
@@ -124,7 +190,7 @@ After running, you can access the Dify dashboard in your browser at [http://loca
 
 ## Next steps
 
-If you need to customize the configuration, please refer to the comments in our [.env.example](../../docker/.env.example) file and update the corresponding values in your `.env` file. Additionally, you might need to make adjustments to the `docker-compose.yaml` file itself, such as changing image versions, port mappings, or volume mounts, based on your specific deployment environment and requirements. After making any changes, please re-run `docker-compose up -d`. You can find the full list of available environment variables [here](https://docs.dify.ai/getting-started/install-self-hosted/environments).
+If you need to customize the configuration, please refer to the comments in our [.env.example](docker/.env.example) file and update the corresponding values in your `.env` file. Additionally, you might need to make adjustments to the `docker-compose.yaml` file itself, such as changing image versions, port mappings, or volume mounts, based on your specific deployment environment and requirements. After making any changes, please re-run `docker-compose up -d`. You can find the full list of available environment variables [here](https://docs.dify.ai/getting-started/install-self-hosted/environments).
 
 If you'd like to configure a highly-available setup, there are community-contributed [Helm Charts](https://helm.sh/) and YAML files which allow Dify to be deployed on Kubernetes.
 
@@ -183,7 +249,10 @@ At the same time, please consider supporting Dify by sharing it on social media
 
 ## Community & Contact
 
-- [GitHub Discussion](https://github.com/langgenius/dify/discussions). Best for: sharing feedback and asking questions.
+- \[GitHub Discussion\](https://github.com/langgenius/dify/discussions
+
+). Best for: sharing feedback and asking questions.
+
 - [GitHub Issues](https://github.com/langgenius/dify/issues). Best for: bugs you encounter using Dify.AI, and feature proposals. See our [Contribution Guide](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md).
 - [Discord](https://discord.gg/FngNHpbcY7). Best for: sharing your applications and hanging out with the community.
 - [X(Twitter)](https://twitter.com/dify_ai). Best for: sharing your applications and hanging out with the community.
@@ -198,4 +267,4 @@ To protect your privacy, please avoid posting security issues on GitHub. Instead
 
 ## License
 
-This repository is available under the [Dify Open Source License](../../LICENSE), which is essentially Apache 2.0 with a few additional restrictions.
+This repository is available under the [Dify Open Source License](LICENSE), which is essentially Apache 2.0 with a few additional restrictions.

README_KR.md

@@ -1,4 +1,4 @@
-![cover-v5-optimized](../../images/GitHub_README_if.png)
+![cover-v5-optimized](./images/GitHub_README_if.png)
 
 <p align="center">
   <a href="https://cloud.dify.ai">Dify 클라우드</a> ·
@@ -35,19 +35,17 @@
 </p>
 
 <p align="center">
-  <a href="../../README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
-  <a href="../zh-TW/README.md"><img alt="繁體中文文件" src="https://img.shields.io/badge/繁體中文-d9d9d9"></a>
-  <a href="../zh-CN/README.md"><img alt="简体中文文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
-  <a href="../ja-JP/README.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
-  <a href="../es-ES/README.md"><img alt="README en Español" src="https://img.shields.io/badge/Español-d9d9d9"></a>
-  <a href="../fr-FR/README.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-d9d9d9"></a>
-  <a href="../tlh/README.md"><img alt="README tlhIngan Hol" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
-  <a href="../ko-KR/README.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
-  <a href="../ar-SA/README.md"><img alt="README بالعربية" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
-  <a href="../tr-TR/README.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
-  <a href="../vi-VN/README.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
-  <a href="../de-DE/README.md"><img alt="README in Deutsch" src="https://img.shields.io/badge/German-d9d9d9"></a>
-    <a href="../bn-BD/README.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-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>
+  <a href="./README_TR.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
+  <a href="./README_VI.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
+    <a href="./README_BN.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-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>
@@ -75,6 +73,74 @@ LLM 함수 호출 또는 ReAct를 기반으로 에이전트를 정의하고 에
 **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>**
@@ -104,7 +170,7 @@ GitHub에서 Dify에 별표를 찍어 새로운 릴리스를 즉시 알림 받
 
 </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.
+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
@@ -118,15 +184,7 @@ docker compose up -d
 
 ## 다음 단계
 
-구성을 사용자 정의해야 하는 경우 [.env.example](../../docker/.env.example) 파일의 주석을 참조하고 `.env` 파일에서 해당 값을 업데이트하십시오. 또한 특정 배포 환경 및 요구 사항에 따라 `docker-compose.yaml` 파일 자체를 조정해야 할 수도 있습니다. 예를 들어 이미지 버전, 포트 매핑 또는 볼륨 마운트를 변경합니다. 변경 한 후 `docker-compose up -d`를 다시 실행하십시오. 사용 가능한 환경 변수의 전체 목록은 [여기](https://docs.dify.ai/getting-started/install-self-hosted/environments)에서 찾을 수 있습니다.
-
-### Grafana를 사용한 메트릭 모니터링
-
-Dify의 PostgreSQL 데이터베이스를 데이터 소스로 사용하여 앱, 테넌트, 메시지 등에 대한 세분화된 메트릭을 모니터링하기 위해 대시보드를 Grafana로 가져옵니다.
-
-- [@bowenliang123의 Grafana 대시보드](https://github.com/bowenliang123/dify-grafana-dashboard)
-
-### Kubernetes를 통한 배포
+구성을 사용자 정의해야 하는 경우 [.env.example](docker/.env.example) 파일의 주석을 참조하고 `.env` 파일에서 해당 값을 업데이트하십시오. 또한 특정 배포 환경 및 요구 사항에 따라 `docker-compose.yaml` 파일 자체를 조정해야 할 수도 있습니다. 예를 들어 이미지 버전, 포트 매핑 또는 볼륨 마운트를 변경합니다. 변경 한 후 `docker-compose up -d`를 다시 실행하십시오. 사용 가능한 환경 변수의 전체 목록은 [여기](https://docs.dify.ai/getting-started/install-self-hosted/environments)에서 찾을 수 있습니다.
 
 Dify를 Kubernetes에 배포하고 프리미엄 스케일링 설정을 구성했다는 커뮤니티가 제공하는 [Helm Charts](https://helm.sh/)와 YAML 파일이 존재합니다.
 
@@ -172,7 +230,7 @@ Dify를 Kubernetes에 배포하고 프리미엄 스케일링 설정을 구성했
 
 ## 기여
 
-코드에 기여하고 싶은 분들은 [기여 가이드](./CONTRIBUTING.md)를 참조하세요.
+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-config/README.md)에서 더 많은 정보를 확인하시고 [Discord 커뮤니티 서버](https://discord.gg/8Tpq4AcN9c)의 `global-users` 채널에 댓글을 남겨주세요.
@@ -186,7 +244,7 @@ Dify를 Kubernetes에 배포하고 프리미엄 스케일링 설정을 구성했
 ## 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](./CONTRIBUTING.md)를 참조하세요.
+- [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.
 - [디스코드](https://discord.gg/FngNHpbcY7). 애플리케이션 공유 및 커뮤니티와 소통하기에 적합합니다.
 - [트위터](https://twitter.com/dify_ai). 애플리케이션 공유 및 커뮤니티와 소통하기에 적합합니다.
 
@@ -200,4 +258,4 @@ Dify를 Kubernetes에 배포하고 프리미엄 스케일링 설정을 구성했
 
 ## 라이선스
 
-이 저장소는 기본적으로 몇 가지 추가 제한 사항이 있는 Apache 2.0인 [Dify 오픈 소스 라이선스](../../LICENSE)에 따라 사용할 수 있습니다.
+이 저장소는 기본적으로 몇 가지 추가 제한 사항이 있는 Apache 2.0인 [Dify 오픈 소스 라이선스](LICENSE)에 따라 사용할 수 있습니다.

README_PT.md

@@ -1,4 +1,4 @@
-![cover-v5-optimized](../../images/GitHub_README_if.png)
+![cover-v5-optimized](./images/GitHub_README_if.png)
 
 <p align="center">
   📌 <a href="https://dify.ai/blog/introducing-dify-workflow-file-upload-a-demo-on-ai-podcast">Introduzindo o Dify Workflow com Upload de Arquivo: Recrie o Podcast Google NotebookLM</a>
@@ -39,20 +39,18 @@
 </p>
 
 <p align="center">
-  <a href="../../README.md"><img alt="README em Inglês" src="https://img.shields.io/badge/English-d9d9d9"></a>
-  <a href="../zh-TW/README.md"><img alt="繁體中文文件" src="https://img.shields.io/badge/繁體中文-d9d9d9"></a>
-  <a href="../zh-CN/README.md"><img alt="简体中文文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
-  <a href="../ja-JP/README.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
-  <a href="../es-ES/README.md"><img alt="README em Espanhol" src="https://img.shields.io/badge/Español-d9d9d9"></a>
-  <a href="../fr-FR/README.md"><img alt="README em Francês" src="https://img.shields.io/badge/Français-d9d9d9"></a>
-  <a href="../tlh/README.md"><img alt="README tlhIngan Hol" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
-  <a href="../ko-KR/README.md"><img alt="README em Coreano" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
-  <a href="../ar-SA/README.md"><img alt="README em Árabe" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
-  <a href="../tr-TR/README.md"><img alt="README em Turco" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
-  <a href="../vi-VN/README.md"><img alt="README em Vietnamita" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
-  <a href="../pt-BR/README.md"><img alt="README em Português - BR" src="https://img.shields.io/badge/Portugu%C3%AAs-BR?style=flat&label=BR&color=d9d9d9"></a>
-  <a href="../de-DE/README.md"><img alt="README in Deutsch" src="https://img.shields.io/badge/German-d9d9d9"></a>
-  <a href="../bn-BD/README.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-d9d9d9"></a>
+  <a href="./README.md"><img alt="README em Inglês" 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 em Espanhol" src="https://img.shields.io/badge/Español-d9d9d9"></a>
+  <a href="./README_FR.md"><img alt="README em Francês" 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 em Coreano" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
+  <a href="./README_AR.md"><img alt="README em Árabe" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
+  <a href="./README_TR.md"><img alt="README em Turco" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
+  <a href="./README_VI.md"><img alt="README em Vietnamita" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
+  <a href="./README_PT.md"><img alt="README em Português - BR" src="https://img.shields.io/badge/Portugu%C3%AAs-BR?style=flat&label=BR&color=d9d9d9"></a>
+  <a href="./README_BN.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-d9d9d9"></a>
 </p>
 
 Dify é uma plataforma de desenvolvimento de aplicativos LLM de código aberto. Sua interface intuitiva combina workflow de IA, pipeline RAG, capacidades de agente, gerenciamento de modelos, recursos de observabilidade e muito mais, permitindo que você vá rapidamente do protótipo à produção. Aqui está uma lista das principais funcionalidades:
@@ -81,6 +79,74 @@ Monitore e analise os registros e o desempenho do aplicativo ao longo do tempo.
 **7. Backend como Serviço**:
 Todas os recursos do Dify vêm com APIs correspondentes, permitindo que você integre o Dify sem esforço na lógica de negócios da sua empresa.
 
+## Comparação de recursos
+
+<table style="width: 100%;">
+  <tr>
+    <th align="center">Recurso</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">Abordagem de Programação</td>
+    <td align="center">Orientada a API + Aplicativo</td>
+    <td align="center">Código Python</td>
+    <td align="center">Orientada a Aplicativo</td>
+    <td align="center">Orientada a API</td>
+  </tr>
+  <tr>
+    <td align="center">LLMs Suportados</td>
+    <td align="center">Variedade Rica</td>
+    <td align="center">Variedade Rica</td>
+    <td align="center">Variedade Rica</td>
+    <td align="center">Apenas OpenAI</td>
+  </tr>
+  <tr>
+    <td align="center">RAG Engine</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <td align="center">Agente</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <td align="center">Workflow</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">Observabilidade</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">Recursos Empresariais (SSO/Controle de Acesso)</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">Implantação Local</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+</table>
+
 ## Usando o Dify
 
 - **Nuvem </br>**
@@ -91,7 +157,7 @@ Todas os recursos do Dify vêm com APIs correspondentes, permitindo que você in
   Use nossa [documentação](https://docs.dify.ai) para referências adicionais e instruções mais detalhadas.
 
 - **Dify para empresas/organizações</br>**
-  Oferecemos recursos adicionais voltados para empresas. Você pode [falar conosco por e-mail](mailto:business@dify.ai?subject=%5BGitHub%5DBusiness%20License%20Inquiry) para discutir necessidades empresariais. <br/>
+  Oferecemos recursos adicionais voltados para empresas. [Envie suas perguntas através deste chatbot](https://udify.app/chat/22L1zSxg6yW1cWQg) ou [envie-nos um e-mail](mailto:business@dify.ai?subject=%5BGitHub%5DBusiness%20License%20Inquiry) para discutir necessidades empresariais. </br>
 
   > Para startups e pequenas empresas que utilizam AWS, confira o [Dify Premium no AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-t22mebxzwjhu6) e implemente no seu próprio AWS VPC com um clique. É uma oferta AMI acessível com a opção de criar aplicativos com logotipo e marca personalizados.
 
@@ -110,7 +176,7 @@ Dê uma estrela no Dify no GitHub e seja notificado imediatamente sobre novos la
 
 </br>
 
-A maneira mais fácil de iniciar o servidor Dify é executar nosso arquivo [docker-compose.yml](../../docker/docker-compose.yaml). Antes de rodar o comando de instalação, certifique-se de que o [Docker](https://docs.docker.com/get-docker/) e o [Docker Compose](https://docs.docker.com/compose/install/) estão instalados na sua máquina:
+A maneira mais fácil de iniciar o servidor Dify é executar nosso arquivo [docker-compose.yml](docker/docker-compose.yaml). Antes de rodar o comando de instalação, certifique-se de que o [Docker](https://docs.docker.com/get-docker/) e o [Docker Compose](https://docs.docker.com/compose/install/) estão instalados na sua máquina:
 
 ```bash
 cd docker
@@ -124,15 +190,7 @@ Após a execução, você pode acessar o painel do Dify no navegador em [http://
 
 ## Próximos passos
 
-Se precisar personalizar a configuração, consulte os comentários no nosso arquivo [.env.example](../../docker/.env.example) e atualize os valores correspondentes no seu arquivo `.env`. Além disso, talvez seja necessário fazer ajustes no próprio arquivo `docker-compose.yaml`, como alterar versões de imagem, mapeamentos de portas ou montagens de volumes, com base no seu ambiente de implantação específico e nas suas necessidades. Após fazer quaisquer alterações, execute novamente `docker-compose up -d`. Você pode encontrar a lista completa de variáveis de ambiente disponíveis [aqui](https://docs.dify.ai/getting-started/install-self-hosted/environments).
-
-### Monitoramento de Métricas com Grafana
-
-Importe o dashboard para o Grafana, usando o banco de dados PostgreSQL do Dify como fonte de dados, para monitorar métricas na granularidade de aplicativos, inquilinos, mensagens e muito mais.
-
-- [Dashboard do Grafana por @bowenliang123](https://github.com/bowenliang123/dify-grafana-dashboard)
-
-### Implantação com Kubernetes
+Se precisar personalizar a configuração, consulte os comentários no nosso arquivo [.env.example](docker/.env.example) e atualize os valores correspondentes no seu arquivo `.env`. Além disso, talvez seja necessário fazer ajustes no próprio arquivo `docker-compose.yaml`, como alterar versões de imagem, mapeamentos de portas ou montagens de volumes, com base no seu ambiente de implantação específico e nas suas necessidades. Após fazer quaisquer alterações, execute novamente `docker-compose up -d`. Você pode encontrar a lista completa de variáveis de ambiente disponíveis [aqui](https://docs.dify.ai/getting-started/install-self-hosted/environments).
 
 Se deseja configurar uma instalação de alta disponibilidade, há [Helm Charts](https://helm.sh/) e arquivos YAML contribuídos pela comunidade que permitem a implantação do Dify no Kubernetes.
 
@@ -178,7 +236,7 @@ Implante o Dify no AKS com um clique usando [Azure Devops Pipeline Helm Chart by
 
 ## Contribuindo
 
-Para aqueles que desejam contribuir com código, veja nosso [Guia de Contribuição](./CONTRIBUTING.md).
+Para aqueles que desejam contribuir com código, veja nosso [Guia de Contribuição](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md).
 Ao mesmo tempo, considere apoiar o Dify compartilhando-o nas redes sociais e em eventos e conferências.
 
 > Estamos buscando contribuidores para ajudar na tradução do Dify para idiomas além de Mandarim e Inglês. Se você tiver interesse em ajudar, consulte o [README i18n](https://github.com/langgenius/dify/blob/main/web/i18n-config/README.md) para mais informações e deixe-nos um comentário no canal `global-users` em nosso [Servidor da Comunidade no Discord](https://discord.gg/8Tpq4AcN9c).
@@ -192,7 +250,7 @@ Ao mesmo tempo, considere apoiar o Dify compartilhando-o nas redes sociais e em
 ## Comunidade e contato
 
 - [Discussões no GitHub](https://github.com/langgenius/dify/discussions). Melhor para: compartilhar feedback e fazer perguntas.
-- [Problemas no GitHub](https://github.com/langgenius/dify/issues). Melhor para: relatar bugs encontrados no Dify.AI e propor novos recursos. Veja nosso [Guia de Contribuição](./CONTRIBUTING.md).
+- [Problemas no GitHub](https://github.com/langgenius/dify/issues). Melhor para: relatar bugs encontrados no Dify.AI e propor novos recursos. Veja nosso [Guia de Contribuição](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md).
 - [Discord](https://discord.gg/FngNHpbcY7). Melhor para: compartilhar suas aplicações e interagir com a comunidade.
 - [X(Twitter)](https://twitter.com/dify_ai). Melhor para: compartilhar suas aplicações e interagir com a comunidade.
 
@@ -206,4 +264,4 @@ Para proteger sua privacidade, evite postar problemas de segurança no GitHub. E
 
 ## Licença
 
-Este repositório está disponível sob a [Licença de Código Aberto Dify](../../LICENSE), que é essencialmente Apache 2.0 com algumas restrições adicionais.
+Este repositório está disponível sob a [Licença de Código Aberto Dify](LICENSE), que é essencialmente Apache 2.0 com algumas restrições adicionais.

README_SI.md

@@ -1,4 +1,4 @@
-![cover-v5-optimized](../../images/GitHub_README_if.png)
+![cover-v5-optimized](./images/GitHub_README_if.png)
 
 <p align="center">
   📌 <a href="https://dify.ai/blog/introducing-dify-workflow-file-upload-a-demo-on-ai-podcast">Predstavljamo nalaganje datotek Dify Workflow: znova ustvarite Google NotebookLM Podcast</a>
@@ -36,20 +36,18 @@
 </p>
 
 <p align="center">
-  <a href="../../README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
-  <a href="../zh-TW/README.md"><img alt="繁體中文文件" src="https://img.shields.io/badge/繁體中文-d9d9d9"></a>
-  <a href="../zh-CN/README.md"><img alt="简体中文文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
-  <a href="../ja-JP/README.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
-  <a href="../es-ES/README.md"><img alt="README en Español" src="https://img.shields.io/badge/Español-d9d9d9"></a>
-  <a href="../fr-FR/README.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-d9d9d9"></a>
-  <a href="../tlh/README.md"><img alt="README tlhIngan Hol" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
-  <a href="../ko-KR/README.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
-  <a href="../ar-SA/README.md"><img alt="README بالعربية" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
-  <a href="../tr-TR/README.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
-  <a href="../vi-VN/README.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
-  <a href="../sl-SI/README.md"><img alt="README Slovenščina" src="https://img.shields.io/badge/Sloven%C5%A1%C4%8Dina-d9d9d9"></a>
-  <a href="../de-DE/README.md"><img alt="README in Deutsch" src="https://img.shields.io/badge/German-d9d9d9"></a>
-  <a href="../bn-BD/README.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-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>
+  <a href="./README_TR.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
+  <a href="./README_VI.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
+  <a href="./README_SI.md"><img alt="README Slovenščina" src="https://img.shields.io/badge/Sloven%C5%A1%C4%8Dina-d9d9d9"></a>
+  <a href="./README_BN.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-d9d9d9"></a>
 </p>
 
 Dify je odprtokodna platforma za razvoj aplikacij LLM. Njegov intuitivni vmesnik združuje agentski potek dela z umetno inteligenco, cevovod RAG, zmogljivosti agentov, upravljanje modelov, funkcije opazovanja in več, kar vam omogoča hiter prehod od prototipa do proizvodnje.
@@ -105,6 +103,74 @@ Spremljajte in analizirajte dnevnike aplikacij in učinkovitost skozi čas. Pozi
 **7. Backend-as-a-Service**:
 AVse ponudbe Difyja so opremljene z ustreznimi API-ji, tako da lahko Dify brez težav integrirate v svojo poslovno logiko.
 
+## Primerjava Funkcij
+
+<table style="width: 100%;">
+  <tr>
+    <th align="center">Funkcija</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">Programski pristop</td>
+    <td align="center">API + usmerjeno v aplikacije</td>
+    <td align="center">Python koda</td>
+    <td align="center">Usmerjeno v aplikacije</td>
+    <td align="center">Usmerjeno v API</td>
+  </tr>
+  <tr>
+    <td align="center">Podprti LLM-ji</td>
+    <td align="center">Bogata izbira</td>
+    <td align="center">Bogata izbira</td>
+    <td align="center">Bogata izbira</td>
+    <td align="center">Samo OpenAI</td>
+  </tr>
+  <tr>
+    <td align="center">RAG pogon</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <td align="center">Agent</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <td align="center">Potek dela</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">Spremljanje</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">Funkcija za podjetja (SSO/nadzor dostopa)</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">Lokalna namestitev</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+</table>
+
 ## Uporaba Dify
 
 - **Cloud </br>**
@@ -128,14 +194,6 @@ Star Dify on GitHub and be instantly notified of new releases.
 
 Če morate prilagoditi konfiguracijo, si oglejte komentarje v naši datoteki .env.example in posodobite ustrezne vrednosti v svoji .env datoteki. Poleg tega boste morda morali prilagoditi docker-compose.yamlsamo datoteko, na primer spremeniti različice slike, preslikave vrat ali namestitve nosilca, glede na vaše specifično okolje in zahteve za uvajanje. Po kakršnih koli spremembah ponovno zaženite docker-compose up -d. Celoten seznam razpoložljivih spremenljivk okolja najdete tukaj .
 
-### Spremljanje metrik z Grafana
-
-Uvoz nadzorne plošče v Grafana, z uporabo Difyjeve PostgreSQL baze podatkov kot vir podatkov, za spremljanje metrike glede na podrobnost aplikacij, najemnikov, sporočil in drugega.
-
-- [Nadzorna plošča Grafana avtorja @bowenliang123](https://github.com/bowenliang123/dify-grafana-dashboard)
-
-### Namestitev s Kubernetes
-
 Če želite konfigurirati visoko razpoložljivo nastavitev, so na voljo Helm Charts in datoteke YAML, ki jih prispeva skupnost, ki omogočajo uvedbo Difyja v Kubernetes.
 
 - [Helm Chart by @LeoQuote](https://github.com/douban/charts/tree/master/charts/dify)
@@ -179,7 +237,7 @@ Z enim klikom namestite Dify v AKS z uporabo [Azure Devops Pipeline Helm Chart b
 
 ## Prispevam
 
-Za tiste, ki bi radi prispevali kodo, si oglejte naš [vodnik za prispevke](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md). Hkrati vas prosimo, da podprete Dify tako, da ga delite na družbenih medijih ter na dogodkih in konferencah.
+Za tiste, ki bi radi prispevali kodo, si oglejte naš vodnik za prispevke . Hkrati vas prosimo, da podprete Dify tako, da ga delite na družbenih medijih ter na dogodkih in konferencah.
 
 > Iščemo sodelavce za pomoč pri prevajanju Difyja v jezike, ki niso mandarinščina ali angleščina. Če želite pomagati, si oglejte i18n README za več informacij in nam pustite komentar v global-userskanalu našega strežnika skupnosti Discord .
 
@@ -206,4 +264,4 @@ Zaradi zaščite vaše zasebnosti se izogibajte objavljanju varnostnih vprašanj
 
 ## Licenca
 
-To skladišče je na voljo pod [odprtokodno licenco Dify](../../LICENSE) , ki je v bistvu Apache 2.0 z nekaj dodatnimi omejitvami.
+To skladišče je na voljo pod [odprtokodno licenco Dify](LICENSE) , ki je v bistvu Apache 2.0 z nekaj dodatnimi omejitvami.

README_TR.md

@@ -1,4 +1,4 @@
-![cover-v5-optimized](../../images/GitHub_README_if.png)
+![cover-v5-optimized](./images/GitHub_README_if.png)
 
 <p align="center">
   <a href="https://cloud.dify.ai">Dify Bulut</a> ·
@@ -35,19 +35,17 @@
 </p>
 
 <p align="center">
-  <a href="../../README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
-  <a href="../zh-TW/README.md"><img alt="繁體中文文件" src="https://img.shields.io/badge/繁體中文-d9d9d9"></a>
-  <a href="../zh-CN/README.md"><img alt="简体中文文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
-  <a href="../ja-JP/README.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
-  <a href="../es-ES/README.md"><img alt="README en Español" src="https://img.shields.io/badge/Español-d9d9d9"></a>
-  <a href="../fr-FR/README.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-d9d9d9"></a>
-  <a href="../tlh/README.md"><img alt="README tlhIngan Hol" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
-  <a href="../ko-KR/README.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
-  <a href="../ar-SA/README.md"><img alt="README بالعربية" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
-  <a href="../tr-TR/README.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
-  <a href="../vi-VN/README.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
-  <a href="../de-DE/README.md"><img alt="README in Deutsch" src="https://img.shields.io/badge/German-d9d9d9"></a>
-  <a href="../bn-BD/README.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-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>
+  <a href="./README_TR.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
+  <a href="./README_VI.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
+  <a href="./README_BN.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-d9d9d9"></a>
 </p>
 
 Dify, açık kaynaklı bir LLM uygulama geliştirme platformudur. Sezgisel arayüzü, AI iş akışı, RAG pipeline'ı, ajan yetenekleri, model yönetimi, gözlemlenebilirlik özellikleri ve daha fazlasını birleştirerek, prototipten üretime hızlıca geçmenizi sağlar. İşte temel özelliklerin bir listesi:
@@ -76,6 +74,74 @@ Uygulama loglarını ve performans metriklerini zaman içinde izleme ve analiz e
 **7. Hizmet Olarak Backend**:
 Dify'ın tüm özellikleri ilgili API'lerle birlikte gelir, böylece Dify'ı kendi iş mantığınıza kolayca entegre edebilirsiniz.
 
+## Özellik karşılaştırması
+
+<table style="width: 100%;">
+  <tr>
+    <th align="center">Özellik</th>
+    <th align="center">Dify.AI</th>
+    <th align="center">LangChain</th>
+    <th align="center">Flowise</th>
+    <th align="center">OpenAI Assistants API</th>
+  </tr>
+  <tr>
+    <td align="center">Programlama Yaklaşımı</td>
+    <td align="center">API + Uygulama odaklı</td>
+    <td align="center">Python Kodu</td>
+    <td align="center">Uygulama odaklı</td>
+    <td align="center">API odaklı</td>
+  </tr>
+  <tr>
+    <td align="center">Desteklenen LLM'ler</td>
+    <td align="center">Zengin Çeşitlilik</td>
+    <td align="center">Zengin Çeşitlilik</td>
+    <td align="center">Zengin Çeşitlilik</td>
+    <td align="center">Yalnızca OpenAI</td>
+  </tr>
+  <tr>
+    <td align="center">RAG Motoru</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <td align="center">Ajan</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <td align="center">İş Akışı</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">Gözlemlenebilirlik</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">Kurumsal Özellikler (SSO/Erişim kontrolü)</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">Yerel Dağıtım</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+</table>
+
 ## Dify'ı Kullanma
 
 - **Cloud </br>**
@@ -104,7 +170,7 @@ GitHub'da Dify'a yıldız verin ve yeni sürümlerden anında haberdar olun.
 > - RAM >= 4GB
 
 </br>
-Dify sunucusunu başlatmanın en kolay yolu, [docker-compose.yml](../../docker/docker-compose.yaml) dosyamızı çalıştırmaktır. Kurulum komutunu çalıştırmadan önce, makinenizde [Docker](https://docs.docker.com/get-docker/) ve [Docker Compose](https://docs.docker.com/compose/install/)'un kurulu olduğundan emin olun:
+Dify sunucusunu başlatmanın en kolay yolu, [docker-compose.yml](docker/docker-compose.yaml) dosyamızı çalıştırmaktır. Kurulum komutunu çalıştırmadan önce, makinenizde [Docker](https://docs.docker.com/get-docker/) ve [Docker Compose](https://docs.docker.com/compose/install/)'un kurulu olduğundan emin olun:
 
 ```bash
 cd docker
@@ -118,15 +184,7 @@ docker compose up -d
 
 ## Sonraki adımlar
 
-Yapılandırmayı özelleştirmeniz gerekiyorsa, lütfen [.env.example](../../docker/.env.example) dosyamızdaki yorumlara bakın ve `.env` dosyanızdaki ilgili değerleri güncelleyin. Ayrıca, spesifik dağıtım ortamınıza ve gereksinimlerinize bağlı olarak `docker-compose.yaml` dosyasının kendisinde de, imaj sürümlerini, port eşlemelerini veya hacim bağlantılarını değiştirmek gibi ayarlamalar yapmanız gerekebilir. Herhangi bir değişiklik yaptıktan sonra, lütfen `docker-compose up -d` komutunu tekrar çalıştırın. Kullanılabilir tüm ortam değişkenlerinin tam listesini [burada](https://docs.dify.ai/getting-started/install-self-hosted/environments) bulabilirsiniz.
-
-### Grafana ile Metrik İzleme
-
-Uygulamalar, kiracılar, mesajlar ve daha fazlasının granularitesinde metrikleri izlemek için Dify'nin PostgreSQL veritabanını veri kaynağı olarak kullanarak panoyu Grafana'ya aktarın.
-
-- [@bowenliang123 tarafından Grafana Panosu](%E9%93%BE%E6%8E%A5)
-
-### Kubernetes ile Dağıtım
+Yapılandırmayı özelleştirmeniz gerekiyorsa, lütfen [.env.example](docker/.env.example) dosyamızdaki yorumlara bakın ve `.env` dosyanızdaki ilgili değerleri güncelleyin. Ayrıca, spesifik dağıtım ortamınıza ve gereksinimlerinize bağlı olarak `docker-compose.yaml` dosyasının kendisinde de, imaj sürümlerini, port eşlemelerini veya hacim bağlantılarını değiştirmek gibi ayarlamalar yapmanız gerekebilir. Herhangi bir değişiklik yaptıktan sonra, lütfen `docker-compose up -d` komutunu tekrar çalıştırın. Kullanılabilir tüm ortam değişkenlerinin tam listesini [burada](https://docs.dify.ai/getting-started/install-self-hosted/environments) bulabilirsiniz.
 
 Yüksek kullanılabilirliğe sahip bir kurulum yapılandırmak isterseniz, Dify'ın Kubernetes üzerine dağıtılmasına olanak tanıyan topluluk katkılı [Helm Charts](https://helm.sh/) ve YAML dosyaları mevcuttur.
 
@@ -171,7 +229,7 @@ Dify'ı bulut platformuna tek tıklamayla dağıtın [terraform](https://www.ter
 
 ## Katkıda Bulunma
 
-Kod katkısında bulunmak isteyenler için [Katkı Kılavuzumuza](./CONTRIBUTING.md) bakabilirsiniz.
+Kod katkısında bulunmak isteyenler için [Katkı Kılavuzumuza](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md) bakabilirsiniz.
 Aynı zamanda, lütfen Dify'ı sosyal medyada, etkinliklerde ve konferanslarda paylaşarak desteklemeyi düşünün.
 
 > Dify'ı Mandarin veya İngilizce dışındaki dillere çevirmemize yardımcı olacak katkıda bulunanlara ihtiyacımız var. Yardımcı olmakla ilgileniyorsanız, lütfen daha fazla bilgi için [i18n README](https://github.com/langgenius/dify/blob/main/web/i18n-config/README.md) dosyasına bakın ve [Discord Topluluk Sunucumuzdaki](https://discord.gg/8Tpq4AcN9c) `global-users` kanalında bize bir yorum bırakın.
@@ -185,7 +243,7 @@ Aynı zamanda, lütfen Dify'ı sosyal medyada, etkinliklerde ve konferanslarda p
 ## Topluluk & iletişim
 
 - [GitHub Tartışmaları](https://github.com/langgenius/dify/discussions). En uygun: geri bildirim paylaşmak ve soru sormak için.
-- [GitHub Sorunları](https://github.com/langgenius/dify/issues). En uygun: Dify.AI kullanırken karşılaştığınız hatalar ve özellik önerileri için. [Katkı Kılavuzumuza](./CONTRIBUTING.md) bakın.
+- [GitHub Sorunları](https://github.com/langgenius/dify/issues). En uygun: Dify.AI kullanırken karşılaştığınız hatalar ve özellik önerileri için. [Katkı Kılavuzumuza](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md) bakın.
 - [Discord](https://discord.gg/FngNHpbcY7). En uygun: uygulamalarınızı paylaşmak ve toplulukla vakit geçirmek için.
 - [X(Twitter)](https://twitter.com/dify_ai). En uygun: uygulamalarınızı paylaşmak ve toplulukla vakit geçirmek için.
 
@@ -199,4 +257,4 @@ Gizliliğinizi korumak için, lütfen güvenlik sorunlarını GitHub'da paylaşm
 
 ## Lisans
 
-Bu depo, temel olarak Apache 2.0 lisansı ve birkaç ek kısıtlama içeren [Dify Açık Kaynak Lisansı](../../LICENSE) altında kullanıma sunulmuştur.
+Bu depo, temel olarak Apache 2.0 lisansı ve birkaç ek kısıtlama içeren [Dify Açık Kaynak Lisansı](LICENSE) altında kullanıma sunulmuştur.

README_TW.md

@@ -1,4 +1,4 @@
-![cover-v5-optimized](../../images/GitHub_README_if.png)
+![cover-v5-optimized](./images/GitHub_README_if.png)
 
 <p align="center">
   📌 <a href="https://dify.ai/blog/introducing-dify-workflow-file-upload-a-demo-on-ai-podcast">介紹 Dify 工作流程檔案上傳功能：重現 Google NotebookLM Podcast</a>
@@ -39,18 +39,18 @@
 </p>
 
 <p align="center">
-  <a href="../../README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
-  <a href="../zh-TW/README.md"><img alt="繁體中文文件" src="https://img.shields.io/badge/繁體中文-d9d9d9"></a>
-  <a href="../zh-CN/README.md"><img alt="简体中文文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
-  <a href="../ja-JP/README.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
-  <a href="../es-ES/README.md"><img alt="README en Español" src="https://img.shields.io/badge/Español-d9d9d9"></a>
-  <a href="../fr-FR/README.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-d9d9d9"></a>
-  <a href="../tlh/README.md"><img alt="README tlhIngan Hol" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
-  <a href="../ko-KR/README.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
-  <a href="../ar-SA/README.md"><img alt="README بالعربية" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
-  <a href="../tr-TR/README.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
-  <a href="../vi-VN/README.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
-  <a href="../de-DE/README.md"><img alt="README in Deutsch" src="https://img.shields.io/badge/German-d9d9d9"></a>
+  <a href="./README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
+  <a href="./README_TW.md"><img alt="繁體中文文件" src="https://img.shields.io/badge/繁體中文-d9d9d9"></a>
+  <a href="./README_CN.md"><img alt="简体中文版自述文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
+  <a href="./README_JA.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
+  <a href="./README_ES.md"><img alt="README en Español" src="https://img.shields.io/badge/Español-d9d9d9"></a>
+  <a href="./README_FR.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-d9d9d9"></a>
+  <a href="./README_KL.md"><img alt="README tlhIngan Hol" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
+  <a href="./README_KR.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
+  <a href="./README_AR.md"><img alt="README بالعربية" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
+  <a href="./README_TR.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
+  <a href="./README_VI.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
+  <a href="./README_DE.md"><img alt="README in Deutsch" src="https://img.shields.io/badge/German-d9d9d9"></a>
 </p>
 
 Dify 是一個開源的 LLM 應用程式開發平台。其直觀的界面結合了智能代理工作流程、RAG 管道、代理功能、模型管理、可觀察性功能等，讓您能夠快速從原型進展到生產環境。
@@ -64,7 +64,7 @@ Dify 是一個開源的 LLM 應用程式開發平台。其直觀的界面結合
 
 </br>
 
-啟動 Dify 伺服器最簡單的方式是透過 [docker compose](../../docker/docker-compose.yaml)。在使用以下命令運行 Dify 之前，請確保您的機器已安裝 [Docker](https://docs.docker.com/get-docker/) 和 [Docker Compose](https://docs.docker.com/compose/install/)：
+啟動 Dify 伺服器最簡單的方式是透過 [docker compose](docker/docker-compose.yaml)。在使用以下命令運行 Dify 之前，請確保您的機器已安裝 [Docker](https://docs.docker.com/get-docker/) 和 [Docker Compose](https://docs.docker.com/compose/install/)：
 
 ```bash
 cd dify
@@ -106,6 +106,74 @@ docker compose up -d
 **7. 後端即服務**：
 Dify 的所有功能都提供相應的 API，因此您可以輕鬆地將 Dify 整合到您自己的業務邏輯中。
 
+## 功能比較
+
+<table style="width: 100%;">
+  <tr>
+    <th align="center">功能</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">程式設計方法</td>
+    <td align="center">API + 應用導向</td>
+    <td align="center">Python 代碼</td>
+    <td align="center">應用導向</td>
+    <td align="center">API 導向</td>
+  </tr>
+  <tr>
+    <td align="center">支援的 LLM 模型</td>
+    <td align="center">豐富多樣</td>
+    <td align="center">豐富多樣</td>
+    <td align="center">豐富多樣</td>
+    <td align="center">僅限 OpenAI</td>
+  </tr>
+  <tr>
+    <td align="center">RAG 引擎</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <td align="center">代理功能</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">✅</td>
+    <td align="center">❌</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">可觀察性</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">企業級功能 (SSO/存取控制)</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">本地部署</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+</table>
+
 ## 使用 Dify
 
 - **雲端服務 </br>**
@@ -128,15 +196,7 @@ Dify 的所有功能都提供相應的 API，因此您可以輕鬆地將 Dify
 
 ## 進階設定
 
-如果您需要自定義配置，請參考我們的 [.env.example](../../docker/.env.example) 文件中的註釋，並在您的 `.env` 文件中更新相應的值。此外，根據您特定的部署環境和需求，您可能需要調整 `docker-compose.yaml` 文件本身，例如更改映像版本、端口映射或卷掛載。進行任何更改後，請重新運行 `docker-compose up -d`。您可以在[這裡](https://docs.dify.ai/getting-started/install-self-hosted/environments)找到可用環境變數的完整列表。
-
-### 使用 Grafana 進行指標監控
-
-將儀表板匯入 Grafana，使用 Dify 的 PostgreSQL 資料庫作為資料來源，以監控應用程式、租戶、訊息等顆粒度的指標。
-
-- [由 @bowenliang123 提供的 Grafana 儀表板](https://github.com/bowenliang123/dify-grafana-dashboard)
-
-### 使用 Kubernetes 部署
+如果您需要自定義配置，請參考我們的 [.env.example](docker/.env.example) 文件中的註釋，並在您的 `.env` 文件中更新相應的值。此外，根據您特定的部署環境和需求，您可能需要調整 `docker-compose.yaml` 文件本身，例如更改映像版本、端口映射或卷掛載。進行任何更改後，請重新運行 `docker-compose up -d`。您可以在[這裡](https://docs.dify.ai/getting-started/install-self-hosted/environments)找到可用環境變數的完整列表。
 
 如果您想配置高可用性設置，社區貢獻的 [Helm Charts](https://helm.sh/) 和 Kubernetes 資源清單（YAML）允許在 Kubernetes 上部署 Dify。
 
@@ -181,7 +241,7 @@ Dify 的所有功能都提供相應的 API，因此您可以輕鬆地將 Dify
 
 ## 貢獻
 
-對於想要貢獻程式碼的開發者，請參閱我們的[貢獻指南](./CONTRIBUTING.md)。
+對於想要貢獻程式碼的開發者，請參閱我們的[貢獻指南](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md)。
 同時，也請考慮透過在社群媒體和各種活動與會議上分享 Dify 來支持我們。
 
 > 我們正在尋找貢獻者協助將 Dify 翻譯成中文和英文以外的語言。如果您有興趣幫忙，請查看 [i18n README](https://github.com/langgenius/dify/blob/main/web/i18n-config/README.md) 獲取更多資訊，並在我們的 [Discord 社群伺服器](https://discord.gg/8Tpq4AcN9c) 的 `global-users` 頻道留言給我們。
@@ -189,7 +249,7 @@ Dify 的所有功能都提供相應的 API，因此您可以輕鬆地將 Dify
 ## 社群與聯絡方式
 
 - [GitHub Discussion](https://github.com/langgenius/dify/discussions)：最適合分享反饋和提問。
-- [GitHub Issues](https://github.com/langgenius/dify/issues)：最適合報告使用 Dify.AI 時遇到的問題和提出功能建議。請參閱我們的[貢獻指南](./CONTRIBUTING.md)。
+- [GitHub Issues](https://github.com/langgenius/dify/issues)：最適合報告使用 Dify.AI 時遇到的問題和提出功能建議。請參閱我們的[貢獻指南](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md)。
 - [Discord](https://discord.gg/FngNHpbcY7)：最適合分享您的應用程式並與社群互動。
 - [X(Twitter)](https://twitter.com/dify_ai)：最適合分享您的應用程式並與社群互動。
 
@@ -209,4 +269,4 @@ Dify 的所有功能都提供相應的 API，因此您可以輕鬆地將 Dify
 
 ## 授權條款
 
-本代碼庫採用 [Dify 開源授權](../../LICENSE)，這基本上是 Apache 2.0 授權加上一些額外限制條款。
+本代碼庫採用 [Dify 開源授權](LICENSE)，這基本上是 Apache 2.0 授權加上一些額外限制條款。

README_VI.md

@@ -1,4 +1,4 @@
-![cover-v5-optimized](../../images/GitHub_README_if.png)
+![cover-v5-optimized](./images/GitHub_README_if.png)
 
 <p align="center">
   <a href="https://cloud.dify.ai">Dify Cloud</a> ·
@@ -35,19 +35,17 @@
 </p>
 
 <p align="center">
-  <a href="../../README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
-  <a href="../zh-TW/README.md"><img alt="繁體中文文件" src="https://img.shields.io/badge/繁體中文-d9d9d9"></a>
-  <a href="../zh-CN/README.md"><img alt="简体中文文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
-  <a href="../ja-JP/README.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
-  <a href="../es-ES/README.md"><img alt="README en Español" src="https://img.shields.io/badge/Español-d9d9d9"></a>
-  <a href="../fr-FR/README.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-d9d9d9"></a>
-  <a href="../tlh/README.md"><img alt="README tlhIngan Hol" src="https://img.shields.io/badge/Klingon-d9d9d9"></a>
-  <a href="../ko-KR/README.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
-  <a href="../ar-SA/README.md"><img alt="README بالعربية" src="https://img.shields.io/badge/العربية-d9d9d9"></a>
-  <a href="../tr-TR/README.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
-  <a href="../vi-VN/README.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
-  <a href="../de-DE/README.md"><img alt="README in Deutsch" src="https://img.shields.io/badge/German-d9d9d9"></a>
-  <a href="../bn-BD/README.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-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>
+  <a href="./README_TR.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-d9d9d9"></a>
+  <a href="./README_VI.md"><img alt="README Tiếng Việt" src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9"></a>
+  <a href="./README_BN.md"><img alt="README in বাংলা" src="https://img.shields.io/badge/বাংলা-d9d9d9"></a>
 </p>
 
 Dify là một nền tảng phát triển ứng dụng LLM mã nguồn mở. Giao diện trực quan kết hợp quy trình làm việc AI, mô hình RAG, khả năng tác nhân, quản lý mô hình, tính năng quan sát và hơn thế nữa, cho phép bạn nhanh chóng chuyển từ nguyên mẫu sang sản phẩm. Đây là danh sách các tính năng cốt lõi:
@@ -76,6 +74,74 @@ Giám sát và phân tích nhật ký và hiệu suất ứng dụng theo thời
 **7. Backend-as-a-Service**:
 Tất cả các dịch vụ của Dify đều đi kèm với các API tương ứng, vì vậy bạn có thể dễ dàng tích hợp Dify vào logic kinh doanh của riêng mình.
 
+## So sánh tính năng
+
+<table style="width: 100%;">
+  <tr>
+    <th align="center">Tính năng</th>
+    <th align="center">Dify.AI</th>
+    <th align="center">LangChain</th>
+    <th align="center">Flowise</th>
+    <th align="center">OpenAI Assistants API</th>
+  </tr>
+  <tr>
+    <td align="center">Phương pháp lập trình</td>
+    <td align="center">Hướng API + Ứng dụng</td>
+    <td align="center">Mã Python</td>
+    <td align="center">Hướng ứng dụng</td>
+    <td align="center">Hướng API</td>
+  </tr>
+  <tr>
+    <td align="center">LLMs được hỗ trợ</td>
+    <td align="center">Đa dạng phong phú</td>
+    <td align="center">Đa dạng phong phú</td>
+    <td align="center">Đa dạng phong phú</td>
+    <td align="center">Chỉ OpenAI</td>
+  </tr>
+  <tr>
+    <td align="center">RAG Engine</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <td align="center">Agent</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">✅</td>
+  </tr>
+  <tr>
+    <td align="center">Quy trình làm việc</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">Khả năng quan sát</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">Tính năng doanh nghiệp (SSO/Kiểm soát truy cập)</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+    <td align="center">❌</td>
+  </tr>
+  <tr>
+    <td align="center">Triển khai cục bộ</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">✅</td>
+    <td align="center">❌</td>
+  </tr>
+</table>
+
 ## Sử dụng Dify
 
 - **Cloud </br>**
@@ -86,7 +152,7 @@ Tất cả các dịch vụ của Dify đều đi kèm với các API tương
   Sử dụng [tài liệu](https://docs.dify.ai) của chúng tôi để tham khảo thêm và nhận hướng dẫn chi tiết hơn.
 
 - **Dify cho doanh nghiệp / tổ chức</br>**
-  Chúng tôi cung cấp các tính năng bổ sung tập trung vào doanh nghiệp. [Gửi email cho chúng tôi](mailto:business@dify.ai?subject=%5BGitHub%5DBusiness%20License%20Inquiry) để thảo luận về nhu cầu doanh nghiệp. <br/>
+  Chúng tôi cung cấp các tính năng bổ sung tập trung vào doanh nghiệp. [Ghi lại câu hỏi của bạn cho chúng tôi thông qua chatbot này](https://udify.app/chat/22L1zSxg6yW1cWQg) hoặc [gửi email cho chúng tôi](mailto:business@dify.ai?subject=%5BGitHub%5DBusiness%20License%20Inquiry) để thảo luận về nhu cầu doanh nghiệp. </br>
 
   > Đối với các công ty khởi nghiệp và doanh nghiệp nhỏ sử dụng AWS, hãy xem [Dify Premium trên AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-t22mebxzwjhu6) và triển khai nó vào AWS VPC của riêng bạn chỉ với một cú nhấp chuột. Đây là một AMI giá cả phải chăng với tùy chọn tạo ứng dụng với logo và thương hiệu tùy chỉnh.
 
@@ -105,7 +171,7 @@ Yêu thích Dify trên GitHub và được thông báo ngay lập tức về cá
 
 </br>
 
-Cách dễ nhất để khởi động máy chủ Dify là chạy tệp [docker-compose.yml](../../docker/docker-compose.yaml) của chúng tôi. Trước khi chạy lệnh cài đặt, hãy đảm bảo rằng [Docker](https://docs.docker.com/get-docker/) và [Docker Compose](https://docs.docker.com/compose/install/) đã được cài đặt trên máy của bạn:
+Cách dễ nhất để khởi động máy chủ Dify là chạy tệp [docker-compose.yml](docker/docker-compose.yaml) của chúng tôi. Trước khi chạy lệnh cài đặt, hãy đảm bảo rằng [Docker](https://docs.docker.com/get-docker/) và [Docker Compose](https://docs.docker.com/compose/install/) đã được cài đặt trên máy của bạn:
 
 ```bash
 cd docker
@@ -119,15 +185,7 @@ Sau khi chạy, bạn có thể truy cập bảng điều khiển Dify trong tr
 
 ## Các bước tiếp theo
 
-Nếu bạn cần tùy chỉnh cấu hình, vui lòng tham khảo các nhận xét trong tệp [.env.example](../../docker/.env.example) của chúng tôi và cập nhật các giá trị tương ứng trong tệp `.env` của bạn. Ngoài ra, bạn có thể cần điều chỉnh tệp `docker-compose.yaml`, chẳng hạn như thay đổi phiên bản hình ảnh, ánh xạ cổng hoặc gắn kết khối lượng, dựa trên môi trường triển khai cụ thể và yêu cầu của bạn. Sau khi thực hiện bất kỳ thay đổi nào, vui lòng chạy lại `docker-compose up -d`. Bạn có thể tìm thấy danh sách đầy đủ các biến môi trường có sẵn [tại đây](https://docs.dify.ai/getting-started/install-self-hosted/environments).
-
-### Giám sát Số liệu với Grafana
-
-Nhập bảng điều khiển vào Grafana, sử dụng cơ sở dữ liệu PostgreSQL của Dify làm nguồn dữ liệu, để giám sát số liệu theo mức độ chi tiết của ứng dụng, người thuê, tin nhắn và hơn thế nữa.
-
-- [Bảng điều khiển Grafana của @bowenliang123](https://github.com/bowenliang123/dify-grafana-dashboard)
-
-### Triển khai với Kubernetes
+Nếu bạn cần tùy chỉnh cấu hình, vui lòng tham khảo các nhận xét trong tệp [.env.example](docker/.env.example) của chúng tôi và cập nhật các giá trị tương ứng trong tệp `.env` của bạn. Ngoài ra, bạn có thể cần điều chỉnh tệp `docker-compose.yaml`, chẳng hạn như thay đổi phiên bản hình ảnh, ánh xạ cổng hoặc gắn kết khối lượng, dựa trên môi trường triển khai cụ thể và yêu cầu của bạn. Sau khi thực hiện bất kỳ thay đổi nào, vui lòng chạy lại `docker-compose up -d`. Bạn có thể tìm thấy danh sách đầy đủ các biến môi trường có sẵn [tại đây](https://docs.dify.ai/getting-started/install-self-hosted/environments).
 
 Nếu bạn muốn cấu hình một cài đặt có độ sẵn sàng cao, có các [Helm Charts](https://helm.sh/) và tệp YAML do cộng đồng đóng góp cho phép Dify được triển khai trên Kubernetes.
 
@@ -172,7 +230,7 @@ Triển khai Dify lên AKS chỉ với một cú nhấp chuột bằng [Azure De
 
 ## Đóng góp
 
-Đối với những người muốn đóng góp mã, xem [Hướng dẫn Đóng góp](./CONTRIBUTING.md) của chúng tôi.
+Đối với những người muốn đóng góp mã, xem [Hướng dẫn Đóng góp](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md) của chúng tôi.
 Đồng thời, vui lòng xem xét hỗ trợ Dify bằng cách chia sẻ nó trên mạng xã hội và tại các sự kiện và hội nghị.
 
 > Chúng tôi đang tìm kiếm người đóng góp để giúp dịch Dify sang các ngôn ngữ khác ngoài tiếng Trung hoặc tiếng Anh. Nếu bạn quan tâm đến việc giúp đỡ, vui lòng xem [README i18n](https://github.com/langgenius/dify/blob/main/web/i18n-config/README.md) để biết thêm thông tin và để lại bình luận cho chúng tôi trong kênh `global-users` của [Máy chủ Cộng đồng Discord](https://discord.gg/8Tpq4AcN9c) của chúng tôi.
@@ -186,7 +244,7 @@ Triển khai Dify lên AKS chỉ với một cú nhấp chuột bằng [Azure De
 ## Cộng đồng & liên hệ
 
 - [Thảo luận GitHub](https://github.com/langgenius/dify/discussions). Tốt nhất cho: chia sẻ phản hồi và đặt câu hỏi.
-- [Vấn đề GitHub](https://github.com/langgenius/dify/issues). Tốt nhất cho: lỗi bạn gặp phải khi sử dụng Dify.AI và đề xuất tính năng. Xem [Hướng dẫn Đóng góp](./CONTRIBUTING.md) của chúng tôi.
+- [Vấn đề GitHub](https://github.com/langgenius/dify/issues). Tốt nhất cho: lỗi bạn gặp phải khi sử dụng Dify.AI và đề xuất tính năng. Xem [Hướng dẫn Đóng góp](https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md) của chúng tôi.
 - [Discord](https://discord.gg/FngNHpbcY7). Tốt nhất cho: chia sẻ ứng dụng của bạn và giao lưu với cộng đồng.
 - [X(Twitter)](https://twitter.com/dify_ai). Tốt nhất cho: chia sẻ ứng dụng của bạn và giao lưu với cộng đồng.
 
@@ -200,4 +258,4 @@ Triển khai Dify lên AKS chỉ với một cú nhấp chuột bằng [Azure De
 
 ## Giấy phép
 
-Kho lưu trữ này có sẵn theo [Giấy phép Mã nguồn Mở Dify](../../LICENSE), về cơ bản là Apache 2.0 với một vài hạn chế bổ sung.
+Kho lưu trữ này có sẵn theo [Giấy phép Mã nguồn Mở Dify](LICENSE), về cơ bản là Apache 2.0 với một vài hạn chế bổ sung.

api/.env.example

@@ -27,9 +27,6 @@ FILES_URL=http://localhost:5001
 # Example: INTERNAL_FILES_URL=http://api:5001
 INTERNAL_FILES_URL=http://127.0.0.1:5001
 
-# TRIGGER URL
-TRIGGER_URL=http://localhost:5001
-
 # The time in seconds after the signature is rejected
 FILES_ACCESS_TIMEOUT=300
 
@@ -72,18 +69,13 @@ REDIS_CLUSTERS_PASSWORD=
 # celery configuration
 CELERY_BROKER_URL=redis://:difyai123456@localhost:${REDIS_PORT}/1
 CELERY_BACKEND=redis
-
-# Database configuration
-DB_TYPE=postgresql
+# PostgreSQL database configuration
 DB_USERNAME=postgres
 DB_PASSWORD=difyai123456
 DB_HOST=localhost
 DB_PORT=5432
 DB_DATABASE=dify
 
-SQLALCHEMY_POOL_PRE_PING=true
-SQLALCHEMY_POOL_TIMEOUT=30
-
 # Storage configuration
 # use for store upload files, private keys...
 # storage type: opendal, s3, aliyun-oss, azure-blob, baidu-obs, google-storage, huawei-obs, oci-storage, tencent-cos, volcengine-tos, supabase
@@ -162,11 +154,9 @@ SUPABASE_URL=your-server-url
 # CORS configuration
 WEB_API_CORS_ALLOW_ORIGINS=http://localhost:3000,*
 CONSOLE_CORS_ALLOW_ORIGINS=http://localhost:3000,*
-# When the frontend and backend run on different subdomains, set COOKIE_DOMAIN to the site’s top-level domain (e.g., `example.com`). Leading dots are optional.
-COOKIE_DOMAIN=
 
 # Vector database configuration
-# Supported values are `weaviate`, `oceanbase`, `qdrant`, `milvus`, `myscale`, `relyt`, `pgvector`, `pgvecto-rs`, `chroma`, `opensearch`, `oracle`, `tencent`, `elasticsearch`, `elasticsearch-ja`, `analyticdb`, `couchbase`, `vikingdb`,  `opengauss`, `tablestore`,`vastbase`,`tidb`,`tidb_on_qdrant`,`baidu`,`lindorm`,`huawei_cloud`,`upstash`, `matrixone`.
+# Supported values are `weaviate`, `qdrant`, `milvus`, `myscale`, `relyt`, `pgvector`, `pgvecto-rs`, `chroma`, `opensearch`, `oracle`, `tencent`, `elasticsearch`, `elasticsearch-ja`, `analyticdb`, `couchbase`, `vikingdb`, `oceanbase`, `opengauss`, `tablestore`,`vastbase`,`tidb`,`tidb_on_qdrant`,`baidu`,`lindorm`,`huawei_cloud`,`upstash`, `matrixone`.
 VECTOR_STORE=weaviate
 # Prefix used to create collection name in vector database
 VECTOR_INDEX_NAME_PREFIX=Vector_index
@@ -176,18 +166,6 @@ WEAVIATE_ENDPOINT=http://localhost:8080
 WEAVIATE_API_KEY=WVF5YThaHlkYwhGUSmCRgsX3tD5ngdN8pkih
 WEAVIATE_GRPC_ENABLED=false
 WEAVIATE_BATCH_SIZE=100
-WEAVIATE_TOKENIZATION=word
-
-# OceanBase Vector configuration
-OCEANBASE_VECTOR_HOST=127.0.0.1
-OCEANBASE_VECTOR_PORT=2881
-OCEANBASE_VECTOR_USER=root@test
-OCEANBASE_VECTOR_PASSWORD=difyai123456
-OCEANBASE_VECTOR_DATABASE=test
-OCEANBASE_MEMORY_LIMIT=6G
-OCEANBASE_ENABLE_HYBRID_SEARCH=false
-OCEANBASE_FULLTEXT_PARSER=ik
-SEEKDB_MEMORY_LIMIT=2G
 
 # Qdrant configuration, use `http://localhost:6333` for local mode or `https://your-qdrant-cluster-url.qdrant.io` for remote mode
 QDRANT_URL=http://localhost:6333
@@ -324,8 +302,6 @@ BAIDU_VECTOR_DB_API_KEY=dify
 BAIDU_VECTOR_DB_DATABASE=dify
 BAIDU_VECTOR_DB_SHARD=1
 BAIDU_VECTOR_DB_REPLICAS=3
-BAIDU_VECTOR_DB_INVERTED_INDEX_ANALYZER=DEFAULT_ANALYZER
-BAIDU_VECTOR_DB_INVERTED_INDEX_PARSER_MODE=COARSE_MODE
 
 # Upstash configuration
 UPSTASH_VECTOR_URL=your-server-url
@@ -351,17 +327,17 @@ MATRIXONE_DATABASE=dify
 LINDORM_URL=http://ld-*******************-proxy-search-pub.lindorm.aliyuncs.com:30070
 LINDORM_USERNAME=admin
 LINDORM_PASSWORD=admin
-LINDORM_USING_UGC=True
+USING_UGC_INDEX=False
 LINDORM_QUERY_TIMEOUT=1
 
-# AlibabaCloud MySQL Vector configuration
-ALIBABACLOUD_MYSQL_HOST=127.0.0.1
-ALIBABACLOUD_MYSQL_PORT=3306
-ALIBABACLOUD_MYSQL_USER=root
-ALIBABACLOUD_MYSQL_PASSWORD=root
-ALIBABACLOUD_MYSQL_DATABASE=dify
-ALIBABACLOUD_MYSQL_MAX_CONNECTION=5
-ALIBABACLOUD_MYSQL_HNSW_M=6
+# OceanBase Vector configuration
+OCEANBASE_VECTOR_HOST=127.0.0.1
+OCEANBASE_VECTOR_PORT=2881
+OCEANBASE_VECTOR_USER=root@test
+OCEANBASE_VECTOR_PASSWORD=difyai123456
+OCEANBASE_VECTOR_DATABASE=test
+OCEANBASE_MEMORY_LIMIT=6G
+OCEANBASE_ENABLE_HYBRID_SEARCH=false
 
 # openGauss configuration
 OPENGAUSS_HOST=127.0.0.1
@@ -379,12 +355,6 @@ UPLOAD_IMAGE_FILE_SIZE_LIMIT=10
 UPLOAD_VIDEO_FILE_SIZE_LIMIT=100
 UPLOAD_AUDIO_FILE_SIZE_LIMIT=50
 
-# Comma-separated list of file extensions blocked from upload for security reasons.
-# Extensions should be lowercase without dots (e.g., exe,bat,sh,dll).
-# Empty by default to allow all file types.
-# Recommended: exe,bat,cmd,com,scr,vbs,ps1,msi,dll
-UPLOAD_FILE_EXTENSION_BLACKLIST=
-
 # Model configuration
 MULTIMODAL_SEND_FORMAT=base64
 PROMPT_GENERATION_MAX_TOKENS=512
@@ -434,9 +404,6 @@ SSRF_DEFAULT_TIME_OUT=5
 SSRF_DEFAULT_CONNECT_TIME_OUT=5
 SSRF_DEFAULT_READ_TIME_OUT=5
 SSRF_DEFAULT_WRITE_TIME_OUT=5
-SSRF_POOL_MAX_CONNECTIONS=100
-SSRF_POOL_MAX_KEEPALIVE_CONNECTIONS=20
-SSRF_POOL_KEEPALIVE_EXPIRY=5.0
 
 BATCH_UPLOAD_LIMIT=10
 KEYWORD_DATA_SOURCE_TYPE=database
@@ -447,17 +414,10 @@ WORKFLOW_FILE_UPLOAD_LIMIT=10
 # CODE EXECUTION CONFIGURATION
 CODE_EXECUTION_ENDPOINT=http://127.0.0.1:8194
 CODE_EXECUTION_API_KEY=dify-sandbox
-CODE_EXECUTION_SSL_VERIFY=True
-CODE_EXECUTION_POOL_MAX_CONNECTIONS=100
-CODE_EXECUTION_POOL_MAX_KEEPALIVE_CONNECTIONS=20
-CODE_EXECUTION_POOL_KEEPALIVE_EXPIRY=5.0
-CODE_EXECUTION_CONNECT_TIMEOUT=10
-CODE_EXECUTION_READ_TIMEOUT=60
-CODE_EXECUTION_WRITE_TIMEOUT=10
 CODE_MAX_NUMBER=9223372036854775807
 CODE_MIN_NUMBER=-9223372036854775808
-CODE_MAX_STRING_LENGTH=400000
-TEMPLATE_TRANSFORM_MAX_LENGTH=400000
+CODE_MAX_STRING_LENGTH=80000
+TEMPLATE_TRANSFORM_MAX_LENGTH=80000
 CODE_MAX_STRING_ARRAY_LENGTH=30
 CODE_MAX_OBJECT_ARRAY_LENGTH=30
 CODE_MAX_NUMBER_ARRAY_LENGTH=1000
@@ -474,9 +434,6 @@ HTTP_REQUEST_NODE_MAX_BINARY_SIZE=10485760
 HTTP_REQUEST_NODE_MAX_TEXT_SIZE=1048576
 HTTP_REQUEST_NODE_SSL_VERIFY=True
 
-# Webhook request configuration
-WEBHOOK_REQUEST_BODY_MAX_SIZE=10485760
-
 # Respect X-* headers to redirect clients
 RESPECT_XFORWARD_HEADERS_ENABLED=false
 
@@ -500,18 +457,9 @@ INDEXING_MAX_SEGMENTATION_TOKENS_LENGTH=4000
 WORKFLOW_MAX_EXECUTION_STEPS=500
 WORKFLOW_MAX_EXECUTION_TIME=1200
 WORKFLOW_CALL_MAX_DEPTH=5
+WORKFLOW_PARALLEL_DEPTH_LIMIT=3
 MAX_VARIABLE_SIZE=204800
 
-# GraphEngine Worker Pool Configuration
-# Minimum number of workers per GraphEngine instance (default: 1)
-GRAPH_ENGINE_MIN_WORKERS=1
-# Maximum number of workers per GraphEngine instance (default: 10)
-GRAPH_ENGINE_MAX_WORKERS=10
-# Queue depth threshold that triggers worker scale up (default: 3)
-GRAPH_ENGINE_SCALE_UP_THRESHOLD=3
-# Seconds of idle time before scaling down workers (default: 5.0)
-GRAPH_ENGINE_SCALE_DOWN_IDLE_TIME=5.0
-
 # Workflow storage configuration
 # Options: rdbms, hybrid
 # rdbms: Use only the relational database (default)
@@ -532,7 +480,7 @@ API_WORKFLOW_NODE_EXECUTION_REPOSITORY=repositories.sqlalchemy_api_workflow_node
 API_WORKFLOW_RUN_REPOSITORY=repositories.sqlalchemy_api_workflow_run_repository.DifyAPISQLAlchemyWorkflowRunRepository
 # Workflow log cleanup configuration
 # Enable automatic cleanup of workflow run logs to manage database size
-WORKFLOW_LOG_CLEANUP_ENABLED=false
+WORKFLOW_LOG_CLEANUP_ENABLED=true
 # Number of days to retain workflow run logs (default: 30 days)
 WORKFLOW_LOG_RETENTION_DAYS=30
 # Batch size for workflow log cleanup operations (default: 100)
@@ -554,12 +502,6 @@ ENABLE_CLEAN_MESSAGES=false
 ENABLE_MAIL_CLEAN_DOCUMENT_NOTIFY_TASK=false
 ENABLE_DATASETS_QUEUE_MONITOR=false
 ENABLE_CHECK_UPGRADABLE_PLUGIN_TASK=true
-ENABLE_WORKFLOW_SCHEDULE_POLLER_TASK=true
-# Interval time in minutes for polling scheduled workflows(default: 1 min)
-WORKFLOW_SCHEDULE_POLLER_INTERVAL=1
-WORKFLOW_SCHEDULE_POLLER_BATCH_SIZE=100
-# Maximum number of scheduled workflows to dispatch per tick (0 for unlimited)
-WORKFLOW_SCHEDULE_MAX_DISPATCH_PER_TICK=0
 
 # Position configuration
 POSITION_TOOL_PINS=
@@ -587,7 +529,6 @@ ENDPOINT_URL_TEMPLATE=http://localhost:5002/e/{hook_id}
 
 # Reset password token expiry minutes
 RESET_PASSWORD_TOKEN_EXPIRY_MINUTES=5
-EMAIL_REGISTER_TOKEN_EXPIRY_MINUTES=5
 CHANGE_EMAIL_TOKEN_EXPIRY_MINUTES=5
 OWNER_TRANSFER_TOKEN_EXPIRY_MINUTES=5
 
@@ -623,17 +564,3 @@ QUEUE_MONITOR_THRESHOLD=200
 QUEUE_MONITOR_ALERT_EMAILS=
 # Monitor interval in minutes, default is 30 minutes
 QUEUE_MONITOR_INTERVAL=30
-
-# Swagger UI configuration
-SWAGGER_UI_ENABLED=true
-SWAGGER_UI_PATH=/swagger-ui.html
-
-# Whether to encrypt dataset IDs when exporting DSL files (default: true)
-# Set to false to export dataset IDs as plain text for easier cross-environment import
-DSL_EXPORT_ENCRYPT_DATASET_ID=true
-
-# Tenant isolated task queue configuration
-TENANT_ISOLATED_TASK_CONCURRENCY=1
-
-# Maximum number of segments for dataset segments API (0 for unlimited)
-DATASET_MAX_SEGMENTS_PER_REQUEST=0

api/.importlinter

@@ -1,105 +0,0 @@
-[importlinter]
-root_packages =
-    core
-    configs
-    controllers
-    models
-    tasks
-    services
-
-[importlinter:contract:workflow]
-name = Workflow
-type=layers
-layers =
-    graph_engine
-    graph_events
-    graph
-    nodes
-    node_events
-    entities
-containers =
-    core.workflow
-ignore_imports =
-    core.workflow.nodes.base.node -> core.workflow.graph_events
-    core.workflow.nodes.iteration.iteration_node -> core.workflow.graph_events
-    core.workflow.nodes.loop.loop_node -> core.workflow.graph_events
-
-    core.workflow.nodes.node_factory -> core.workflow.graph
-    core.workflow.nodes.iteration.iteration_node -> core.workflow.graph_engine
-    core.workflow.nodes.iteration.iteration_node -> core.workflow.graph
-    core.workflow.nodes.iteration.iteration_node -> core.workflow.graph_engine.command_channels
-    core.workflow.nodes.loop.loop_node -> core.workflow.graph_engine
-    core.workflow.nodes.loop.loop_node -> core.workflow.graph
-    core.workflow.nodes.loop.loop_node -> core.workflow.graph_engine.command_channels
-
-[importlinter:contract:rsc]
-name = RSC
-type = layers
-layers =
-    graph_engine
-    response_coordinator
-containers =
-    core.workflow.graph_engine
-
-[importlinter:contract:worker]
-name = Worker
-type = layers
-layers =
-    graph_engine
-    worker
-containers =
-    core.workflow.graph_engine
-
-[importlinter:contract:graph-engine-architecture]
-name = Graph Engine Architecture
-type = layers
-layers =
-    graph_engine
-    orchestration
-    command_processing
-    event_management
-    error_handler
-    graph_traversal
-    graph_state_manager
-    worker_management
-    domain
-containers =
-    core.workflow.graph_engine
-
-[importlinter:contract:domain-isolation]
-name = Domain Model Isolation
-type = forbidden
-source_modules =
-    core.workflow.graph_engine.domain
-forbidden_modules =
-    core.workflow.graph_engine.worker_management
-    core.workflow.graph_engine.command_channels
-    core.workflow.graph_engine.layers
-    core.workflow.graph_engine.protocols
-
-[importlinter:contract:worker-management]
-name = Worker Management
-type = forbidden
-source_modules =
-    core.workflow.graph_engine.worker_management
-forbidden_modules =
-    core.workflow.graph_engine.orchestration
-    core.workflow.graph_engine.command_processing
-    core.workflow.graph_engine.event_management
-
-
-[importlinter:contract:graph-traversal-components]
-name = Graph Traversal Components
-type = layers
-layers =
-    edge_processor
-    skip_propagator
-containers =
-    core.workflow.graph_engine.graph_traversal
-
-[importlinter:contract:command-channels]
-name = Command Channels Independence
-type = independence
-modules =
-    core.workflow.graph_engine.command_channels.in_memory_channel
-    core.workflow.graph_engine.command_channels.redis_channel

api/.ruff.toml

@@ -5,7 +5,7 @@ line-length = 120
 quote-style = "double"
 
 [lint]
-preview = true
+preview = false
 select = [
     "B",       # flake8-bugbear rules
     "C4",      # flake8-comprehensions
@@ -30,7 +30,6 @@ select = [
     "RUF022",  # unsorted-dunder-all
     "S506",    # unsafe-yaml-load
     "SIM",     # flake8-simplify rules
-    "T201",    # print-found
     "TRY400",  # error-instead-of-exception
     "TRY401",  # verbose-log-message
     "UP",      # pyupgrade rules
@@ -44,9 +43,7 @@ select = [
     "S302", # suspicious-marshal-usage, disallow use of `marshal` module
     "S311", # suspicious-non-cryptographic-random-usage
     "G001", # don't use str format to logging messages
-    "G003", # don't use + in logging messages
     "G004", # don't use f-strings to format logging messages
-    "UP042", # use StrEnum
 ]
 
 ignore = [
@@ -66,7 +63,6 @@ ignore = [
     "B006",    # mutable-argument-default
     "B007",    # unused-loop-control-variable
     "B026",    # star-arg-unpacking-after-keyword-arg
-    "B901",    # allow return in yield
     "B903",    # class-as-data-structure
     "B904",    # raise-without-from-inside-except
     "B905",    # zip-without-explicit-strict
@@ -81,6 +77,7 @@ ignore = [
     "SIM113",  # enumerate-for-loop
     "SIM117",  # multiple-with-statements
     "SIM210",  # if-expr-with-true-false
+    "UP038",   # deprecated and not recommended by Ruff, https://docs.astral.sh/ruff/rules/non-pep604-isinstance/
 ]
 
 [lint.per-file-ignores]
@@ -91,18 +88,11 @@ ignore = [
 "configs/*" = [
     "N802", # invalid-function-name
 ]
-"core/model_runtime/callbacks/base_callback.py" = [
-    "T201",
-]
-"core/workflow/callbacks/workflow_logging_callback.py" = [
-    "T201",
-]
 "libs/gmpy2_pkcs10aep_cipher.py" = [
     "N803", # invalid-argument-name
 ]
 "tests/*" = [
     "F811", # redefined-while-unused
-    "T201", # allow print in tests
 ]
 
 [lint.pyflakes]

api/.vscode/launch.json.example

@@ -54,7 +54,7 @@
                 "--loglevel",
                 "DEBUG",
                 "-Q",
-                "dataset,priority_pipeline,pipeline,mail,ops_trace,app_deletion,plugin,workflow_storage,conversation,workflow,schedule_poller,schedule_executor,triggered_workflow_dispatcher,trigger_refresh_executor"
+                "dataset,generation,mail,ops_trace,app_deletion"
             ]
         }
     ]

api/AGENTS.md

@@ -1,62 +0,0 @@
-# Agent Skill Index
-
-Start with the section that best matches your need. Each entry lists the problems it solves plus key files/concepts so you know what to expect before opening it.
-
-______________________________________________________________________
-
-## Platform Foundations
-
-- **[Infrastructure Overview](agent_skills/infra.md)**\
-  When to read this:
-
-  - You need to understand where a feature belongs in the architecture.
-  - You’re wiring storage, Redis, vector stores, or OTEL.
-  - You’re about to add CLI commands or async jobs.\
-    What it covers: configuration stack (`configs/app_config.py`, remote settings), storage entry points (`extensions/ext_storage.py`, `core/file/file_manager.py`), Redis conventions (`extensions/ext_redis.py`), plugin runtime topology, vector-store factory (`core/rag/datasource/vdb/*`), observability hooks, SSRF proxy usage, and core CLI commands.
-
-- **[Coding Style](agent_skills/coding_style.md)**\
-  When to read this:
-
-  - You’re writing or reviewing backend code and need the authoritative checklist.
-  - You’re unsure about Pydantic validators, SQLAlchemy session usage, or logging patterns.
-  - You want the exact lint/type/test commands used in PRs.\
-    Includes: Ruff & BasedPyright commands, no-annotation policy, session examples (`with Session(db.engine, ...)`), `@field_validator` usage, logging expectations, and the rule set for file size, helpers, and package management.
-
-______________________________________________________________________
-
-## Plugin & Extension Development
-
-- **[Plugin Systems](agent_skills/plugin.md)**\
-  When to read this:
-
-  - You’re building or debugging a marketplace plugin.
-  - You need to know how manifests, providers, daemons, and migrations fit together.\
-    What it covers: plugin manifests (`core/plugin/entities/plugin.py`), installation/upgrade flows (`services/plugin/plugin_service.py`, CLI commands), runtime adapters (`core/plugin/impl/*` for tool/model/datasource/trigger/endpoint/agent), daemon coordination (`core/plugin/entities/plugin_daemon.py`), and how provider registries surface capabilities to the rest of the platform.
-
-- **[Plugin OAuth](agent_skills/plugin_oauth.md)**\
-  When to read this:
-
-  - You must integrate OAuth for a plugin or datasource.
-  - You’re handling credential encryption or refresh flows.\
-    Topics: credential storage, encryption helpers (`core/helper/provider_encryption.py`), OAuth client bootstrap (`services/plugin/oauth_service.py`, `services/plugin/plugin_parameter_service.py`), and how console/API layers expose the flows.
-
-______________________________________________________________________
-
-## Workflow Entry & Execution
-
-- **[Trigger Concepts](agent_skills/trigger.md)**\
-  When to read this:
-  - You’re debugging why a workflow didn’t start.
-  - You’re adding a new trigger type or hook.
-  - You need to trace async execution, draft debugging, or webhook/schedule pipelines.\
-    Details: Start-node taxonomy, webhook & schedule internals (`core/workflow/nodes/trigger_*`, `services/trigger/*`), async orchestration (`services/async_workflow_service.py`, Celery queues), debug event bus, and storage/logging interactions.
-
-______________________________________________________________________
-
-## Additional Notes for Agents
-
-- All skill docs assume you follow the coding style guide—run Ruff/BasedPyright/tests listed there before submitting changes.
-- When you cannot find an answer in these briefs, search the codebase using the paths referenced (e.g., `core/plugin/impl/tool.py`, `services/dataset_service.py`).
-- If you run into cross-cutting concerns (tenancy, configuration, storage), check the infrastructure guide first; it links to most supporting modules.
-- Keep multi-tenancy and configuration central: everything flows through `configs.dify_config` and `tenant_id`.
-- When touching plugins or triggers, consult both the system overview and the specialised doc to ensure you adjust lifecycle, storage, and observability consistently.

api/Dockerfile

@@ -15,11 +15,7 @@ FROM base AS packages
 # RUN sed -i 's@deb.debian.org@mirrors.aliyun.com@g' /etc/apt/sources.list.d/debian.sources
 
 RUN apt-get update \
-    && apt-get install -y --no-install-recommends \
-          # basic environment
-          g++ \
-          # for building gmpy2
-          libmpfr-dev libmpc-dev
+    && apt-get install -y --no-install-recommends gcc g++ libc-dev libffi-dev libgmp-dev libmpfr-dev libmpc-dev
 
 # Install Python dependencies
 COPY pyproject.toml uv.lock ./
@@ -53,9 +49,7 @@ RUN \
     # Install dependencies
     && apt-get install -y --no-install-recommends \
         # basic environment
-        curl nodejs \
-        # for gmpy2 \
-        libgmp-dev libmpfr-dev libmpc-dev \
+        curl nodejs libgmp-dev libmpfr-dev libmpc-dev \
         # For Security
         expat libldap-2.5-0 perl libsqlite3-0 zlib1g \
         # install fonts to support the use of tools like pypdfium2
@@ -73,8 +67,7 @@ COPY --from=packages ${VIRTUAL_ENV} ${VIRTUAL_ENV}
 ENV PATH="${VIRTUAL_ENV}/bin:${PATH}"
 
 # Download nltk data
-RUN mkdir -p /usr/local/share/nltk_data && NLTK_DATA=/usr/local/share/nltk_data python -c "import nltk; nltk.download('punkt'); nltk.download('averaged_perceptron_tagger'); nltk.download('stopwords')" \
-    && chmod -R 755 /usr/local/share/nltk_data
+RUN python -c "import nltk; nltk.download('punkt'); nltk.download('averaged_perceptron_tagger')"
 
 ENV TIKTOKEN_CACHE_DIR=/app/api/.tiktoken_cache
 
@@ -87,15 +80,7 @@ COPY . /app/api/
 COPY docker/entrypoint.sh /entrypoint.sh
 RUN chmod +x /entrypoint.sh
 
-# Create non-root user and set permissions
-RUN groupadd -r -g 1001 dify && \
-    useradd -r -u 1001 -g 1001 -s /bin/bash dify && \
-    mkdir -p /home/dify && \
-    chown -R 1001:1001 /app /home/dify ${TIKTOKEN_CACHE_DIR} /entrypoint.sh
-
 ARG COMMIT_SHA
 ENV COMMIT_SHA=${COMMIT_SHA}
-ENV NLTK_DATA=/usr/local/share/nltk_data
-USER 1001
 
 ENTRYPOINT ["/bin/bash", "/entrypoint.sh"]

api/README.md

@@ -15,8 +15,8 @@
    ```bash
    cd ../docker
    cp middleware.env.example middleware.env
-   # change the profile to mysql if you are not using postgres,change the profile to other vector database if you are not using weaviate
-   docker compose -f docker-compose.middleware.yaml --profile postgresql --profile weaviate -p dify up -d
+   # change the profile to other vector database if you are not using weaviate
+   docker compose -f docker-compose.middleware.yaml --profile weaviate -p dify up -d
    cd ../api
    ```
 
@@ -26,10 +26,6 @@
    cp .env.example .env
    ```
 
-> [!IMPORTANT]
->
-> When the frontend and backend run on different subdomains, set COOKIE_DOMAIN to the site’s top-level domain (e.g., `example.com`). The frontend and backend must be under the same top-level domain in order to share authentication cookies.
-
 1. Generate a `SECRET_KEY` in the `.env` file.
 
    bash for Linux
@@ -84,10 +80,10 @@
 1. If you need to handle and debug the async tasks (e.g. dataset importing and documents indexing), please start the worker service.
 
 ```bash
-uv run celery -A app.celery worker -P threads -c 2 --loglevel INFO -Q dataset,priority_dataset,priority_pipeline,pipeline,mail,ops_trace,app_deletion,plugin,workflow_storage,conversation,workflow,schedule_poller,schedule_executor,triggered_workflow_dispatcher,trigger_refresh_executor
+uv run celery -A app.celery worker -P gevent -c 1 --loglevel INFO -Q dataset,generation,mail,ops_trace,app_deletion,plugin,workflow_storage
 ```
 
-Additionally, if you want to debug the celery scheduled tasks, you can run the following command in another terminal to start the beat service:
+Addition, if you want to debug the celery scheduled tasks, you can use the following command in another terminal:
 
 ```bash
 uv run celery -A app.celery beat
@@ -101,16 +97,8 @@ uv run celery -A app.celery beat
    uv sync --dev
    ```
 
-1. Run the tests locally with mocked system environment variables in `tool.pytest_env` section in `pyproject.toml`, more can check [Claude.md](../CLAUDE.md)
+1. Run the tests locally with mocked system environment variables in `tool.pytest_env` section in `pyproject.toml`
 
    ```bash
-   uv run pytest                           # Run all tests
-   uv run pytest tests/unit_tests/         # Unit tests only
-   uv run pytest tests/integration_tests/  # Integration tests
-
-   # Code quality
-   ../dev/reformat               # Run all formatters and linters
-   uv run ruff check --fix ./    # Fix linting issues
-   uv run ruff format ./         # Format code
-   uv run basedpyright .         # Type checking
+   uv run -P api bash dev/pytest/pytest_all_tests.sh
    ```

api/agent_skills/coding_style.md

@@ -1,115 +0,0 @@
-## Linter
-
-- Always follow `.ruff.toml`.
-- Run `uv run ruff check --fix --unsafe-fixes`.
-- Keep each line under 100 characters (including spaces).
-
-## Code Style
-
-- `snake_case` for variables and functions.
-- `PascalCase` for classes.
-- `UPPER_CASE` for constants.
-
-## Rules
-
-- Use Pydantic v2 standard.
-- Use `uv` for package management.
-- Do not override dunder methods like `__init__`, `__iadd__`, etc.
-- Never launch services (`uv run app.py`, `flask run`, etc.); running tests under `tests/` is allowed.
-- Prefer simple functions over classes for lightweight helpers.
-- Keep files below 800 lines; split when necessary.
-- Keep code readable—no clever hacks.
-- Never use `print`; log with `logger = logging.getLogger(__name__)`.
-
-## Guiding Principles
-
-- Mirror the project’s layered architecture: controller → service → core/domain.
-- Reuse existing helpers in `core/`, `services/`, and `libs/` before creating new abstractions.
-- Optimise for observability: deterministic control flow, clear logging, actionable errors.
-
-## SQLAlchemy Patterns
-
-- Models inherit from `models.base.Base`; never create ad-hoc metadata or engines.
-
-- Open sessions with context managers:
-
-  ```python
-  from sqlalchemy.orm import Session
-
-  with Session(db.engine, expire_on_commit=False) as session:
-      stmt = select(Workflow).where(
-          Workflow.id == workflow_id,
-          Workflow.tenant_id == tenant_id,
-      )
-      workflow = session.execute(stmt).scalar_one_or_none()
-  ```
-
-- Use SQLAlchemy expressions; avoid raw SQL unless necessary.
-
-- Introduce repository abstractions only for very large tables (e.g., workflow executions) to support alternative storage strategies.
-
-- Always scope queries by `tenant_id` and protect write paths with safeguards (`FOR UPDATE`, row counts, etc.).
-
-## Storage & External IO
-
-- Access storage via `extensions.ext_storage.storage`.
-- Use `core.helper.ssrf_proxy` for outbound HTTP fetches.
-- Background tasks that touch storage must be idempotent and log the relevant object identifiers.
-
-## Pydantic Usage
-
-- Define DTOs with Pydantic v2 models and forbid extras by default.
-
-- Use `@field_validator` / `@model_validator` for domain rules.
-
-- Example:
-
-  ```python
-  from pydantic import BaseModel, ConfigDict, HttpUrl, field_validator
-
-  class TriggerConfig(BaseModel):
-      endpoint: HttpUrl
-      secret: str
-
-      model_config = ConfigDict(extra="forbid")
-
-      @field_validator("secret")
-      def ensure_secret_prefix(cls, value: str) -> str:
-          if not value.startswith("dify_"):
-              raise ValueError("secret must start with dify_")
-          return value
-  ```
-
-## Generics & Protocols
-
-- Use `typing.Protocol` to define behavioural contracts (e.g., cache interfaces).
-- Apply generics (`TypeVar`, `Generic`) for reusable utilities like caches or providers.
-- Validate dynamic inputs at runtime when generics cannot enforce safety alone.
-
-## Error Handling & Logging
-
-- Raise domain-specific exceptions (`services/errors`, `core/errors`) and translate to HTTP responses in controllers.
-- Declare `logger = logging.getLogger(__name__)` at module top.
-- Include tenant/app/workflow identifiers in log context.
-- Log retryable events at `warning`, terminal failures at `error`.
-
-## Tooling & Checks
-
-- Format/lint: `uv run --project api --dev ruff format ./api` and `uv run --project api --dev ruff check --fix --unsafe-fixes ./api`.
-- Type checks: `uv run --directory api --dev basedpyright`.
-- Tests: `uv run --project api --dev dev/pytest/pytest_unit_tests.sh`.
-- Run all of the above before submitting your work.
-
-## Controllers & Services
-
-- Controllers: parse input via Pydantic, invoke services, return serialised responses; no business logic.
-- Services: coordinate repositories, providers, background tasks; keep side effects explicit.
-- Avoid repositories unless necessary; direct SQLAlchemy usage is preferred for typical tables.
-- Document non-obvious behaviour with concise comments.
-
-## Miscellaneous
-
-- Use `configs.dify_config` for configuration—never read environment variables directly.
-- Maintain tenant awareness end-to-end; `tenant_id` must flow through every layer touching shared resources.
-- Queue async work through `services/async_workflow_service`; implement tasks under `tasks/` with explicit queue selection.
-- Keep experimental scripts under `dev/`; do not ship them in production builds.

api/agent_skills/infra.md

@@ -1,96 +0,0 @@
-## Configuration
-
-- Import `configs.dify_config` for every runtime toggle. Do not read environment variables directly.
-- Add new settings to the proper mixin inside `configs/` (deployment, feature, middleware, etc.) so they load through `DifyConfig`.
-- Remote overrides come from the optional providers in `configs/remote_settings_sources`; keep defaults in code safe when the value is missing.
-- Example: logging pulls targets from `extensions/ext_logging.py`, and model provider URLs are assembled in `services/entities/model_provider_entities.py`.
-
-## Dependencies
-
-- Runtime dependencies live in `[project].dependencies` inside `pyproject.toml`. Optional clients go into the `storage`, `tools`, or `vdb` groups under `[dependency-groups]`.
-- Always pin versions and keep the list alphabetised. Shared tooling (lint, typing, pytest) belongs in the `dev` group.
-- When code needs a new package, explain why in the PR and run `uv lock` so the lockfile stays current.
-
-## Storage & Files
-
-- Use `extensions.ext_storage.storage` for all blob IO; it already respects the configured backend.
-- Convert files for workflows with helpers in `core/file/file_manager.py`; they handle signed URLs and multimodal payloads.
-- When writing controller logic, delegate upload quotas and metadata to `services/file_service.py` instead of touching storage directly.
-- All outbound HTTP fetches (webhooks, remote files) must go through the SSRF-safe client in `core/helper/ssrf_proxy.py`; it wraps `httpx` with the allow/deny rules configured for the platform.
-
-## Redis & Shared State
-
-- Access Redis through `extensions.ext_redis.redis_client`. For locking, reuse `redis_client.lock`.
-- Prefer higher-level helpers when available: rate limits use `libs.helper.RateLimiter`, provider metadata uses caches in `core/helper/provider_cache.py`.
-
-## Models
-
-- SQLAlchemy models sit in `models/` and inherit from the shared declarative `Base` defined in `models/base.py` (metadata configured via `models/engine.py`).
-- `models/__init__.py` exposes grouped aggregates: account/tenant models, app and conversation tables, datasets, providers, workflow runs, triggers, etc. Import from there to avoid deep path churn.
-- Follow the DDD boundary: persistence objects live in `models/`, repositories under `repositories/` translate them into domain entities, and services consume those repositories.
-- When adding a table, create the model class, register it in `models/__init__.py`, wire a repository if needed, and generate an Alembic migration as described below.
-
-## Vector Stores
-
-- Vector client implementations live in `core/rag/datasource/vdb/<provider>`, with a common factory in `core/rag/datasource/vdb/vector_factory.py` and enums in `core/rag/datasource/vdb/vector_type.py`.
-- Retrieval pipelines call these providers through `core/rag/datasource/retrieval_service.py` and dataset ingestion flows in `services/dataset_service.py`.
-- The CLI helper `flask vdb-migrate` orchestrates bulk migrations using routines in `commands.py`; reuse that pattern when adding new backend transitions.
-- To add another store, mirror the provider layout, register it with the factory, and include any schema changes in Alembic migrations.
-
-## Observability & OTEL
-
-- OpenTelemetry settings live under the observability mixin in `configs/observability`. Toggle exporters and sampling via `dify_config`, not ad-hoc env reads.
-- HTTP, Celery, Redis, SQLAlchemy, and httpx instrumentation is initialised in `extensions/ext_app_metrics.py` and `extensions/ext_request_logging.py`; reuse these hooks when adding new workers or entrypoints.
-- When creating background tasks or external calls, propagate tracing context with helpers in the existing instrumented clients (e.g. use the shared `httpx` session from `core/helper/http_client_pooling.py`).
-- If you add a new external integration, ensure spans and metrics are emitted by wiring the appropriate OTEL instrumentation package in `pyproject.toml` and configuring it in `extensions/`.
-
-## Ops Integrations
-
-- Langfuse support and other tracing bridges live under `core/ops/opik_trace`. Config toggles sit in `configs/observability`, while exporters are initialised in the OTEL extensions mentioned above.
-- External monitoring services should follow this pattern: keep client code in `core/ops`, expose switches via `dify_config`, and hook initialisation in `extensions/ext_app_metrics.py` or sibling modules.
-- Before instrumenting new code paths, check whether existing context helpers (e.g. `extensions/ext_request_logging.py`) already capture the necessary metadata.
-
-## Controllers, Services, Core
-
-- Controllers only parse HTTP input and call a service method. Keep business rules in `services/`.
-- Services enforce tenant rules, quotas, and orchestration, then call into `core/` engines (workflow execution, tools, LLMs).
-- When adding a new endpoint, search for an existing service to extend before introducing a new layer. Example: workflow APIs pipe through `services/workflow_service.py` into `core/workflow`.
-
-## Plugins, Tools, Providers
-
-- In Dify a plugin is a tenant-installable bundle that declares one or more providers (tool, model, datasource, trigger, endpoint, agent strategy) plus its resource needs and version metadata. The manifest (`core/plugin/entities/plugin.py`) mirrors what you see in the marketplace documentation.
-- Installation, upgrades, and migrations are orchestrated by `services/plugin/plugin_service.py` together with helpers such as `services/plugin/plugin_migration.py`.
-- Runtime loading happens through the implementations under `core/plugin/impl/*` (tool/model/datasource/trigger/endpoint/agent). These modules normalise plugin providers so that downstream systems (`core/tools/tool_manager.py`, `services/model_provider_service.py`, `services/trigger/*`) can treat builtin and plugin capabilities the same way.
-- For remote execution, plugin daemons (`core/plugin/entities/plugin_daemon.py`, `core/plugin/impl/plugin.py`) manage lifecycle hooks, credential forwarding, and background workers that keep plugin processes in sync with the main application.
-- Acquire tool implementations through `core/tools/tool_manager.py`; it resolves builtin, plugin, and workflow-as-tool providers uniformly, injecting the right context (tenant, credentials, runtime config).
-- To add a new plugin capability, extend the relevant `core/plugin/entities` schema and register the implementation in the matching `core/plugin/impl` module rather than importing the provider directly.
-
-## Async Workloads
-
-see `agent_skills/trigger.md` for more detailed documentation.
-
-- Enqueue background work through `services/async_workflow_service.py`. It routes jobs to the tiered Celery queues defined in `tasks/`.
-- Workers boot from `celery_entrypoint.py` and execute functions in `tasks/workflow_execution_tasks.py`, `tasks/trigger_processing_tasks.py`, etc.
-- Scheduled workflows poll from `schedule/workflow_schedule_tasks.py`. Follow the same pattern if you need new periodic jobs.
-
-## Database & Migrations
-
-- SQLAlchemy models live under `models/` and map directly to migration files in `migrations/versions`.
-- Generate migrations with `uv run --project api flask db revision --autogenerate -m "<summary>"`, then review the diff; never hand-edit the database outside Alembic.
-- Apply migrations locally using `uv run --project api flask db upgrade`; production deploys expect the same history.
-- If you add tenant-scoped data, confirm the upgrade includes tenant filters or defaults consistent with the service logic touching those tables.
-
-## CLI Commands
-
-- Maintenance commands from `commands.py` are registered on the Flask CLI. Run them via `uv run --project api flask <command>`.
-- Use the built-in `db` commands from Flask-Migrate for schema operations (`flask db upgrade`, `flask db stamp`, etc.). Only fall back to custom helpers if you need their extra behaviour.
-- Custom entries such as `flask reset-password`, `flask reset-email`, and `flask vdb-migrate` handle self-hosted account recovery and vector database migrations.
-- Before adding a new command, check whether an existing service can be reused and ensure the command guards edition-specific behaviour (many enforce `SELF_HOSTED`). Document any additions in the PR.
-- Ruff helpers are run directly with `uv`: `uv run --project api --dev ruff format ./api` for formatting and `uv run --project api --dev ruff check ./api` (add `--fix` if you want automatic fixes).
-
-## When You Add Features
-
-- Check for an existing helper or service before writing a new util.
-- Uphold tenancy: every service method should receive the tenant ID from controller wrappers such as `controllers/console/wraps.py`.
-- Update or create tests alongside behaviour changes (`tests/unit_tests` for fast coverage, `tests/integration_tests` when touching orchestrations).
-- Run `uv run --project api --dev ruff check ./api`, `uv run --directory api --dev basedpyright`, and `uv run --project api --dev dev/pytest/pytest_unit_tests.sh` before submitting changes.

api/agent_skills/plugin.md

@@ -1 +0,0 @@
-// TBD

api/agent_skills/plugin_oauth.md

@@ -1 +0,0 @@
-// TBD

api/agent_skills/trigger.md

@@ -1,53 +0,0 @@
-## Overview
-
-Trigger is a collection of nodes that we called `Start` nodes, also, the concept of `Start` is the same as `RootNode` in the workflow engine `core/workflow/graph_engine`, On the other hand, `Start` node is the entry point of workflows, every workflow run always starts from a `Start` node.
-
-## Trigger nodes
-
-- `UserInput`
-- `Trigger Webhook`
-- `Trigger Schedule`
-- `Trigger Plugin`
-
-### UserInput
-
-Before `Trigger` concept is introduced, it's what we called `Start` node, but now, to avoid confusion, it was renamed to `UserInput` node, has a strong relation with `ServiceAPI` in `controllers/service_api/app`
-
-1. `UserInput` node introduces a list of arguments that need to be provided by the user, finally it will be converted into variables in the workflow variable pool.
-1. `ServiceAPI` accept those arguments, and pass through them into `UserInput` node.
-1. For its detailed implementation, please refer to `core/workflow/nodes/start`
-
-### Trigger Webhook
-
-Inside Webhook Node, Dify provided a UI panel that allows user define a HTTP manifest `core/workflow/nodes/trigger_webhook/entities.py`.`WebhookData`, also, Dify generates a random webhook id for each `Trigger Webhook` node, the implementation was implemented in `core/trigger/utils/endpoint.py`, as you can see, `webhook-debug` is a debug mode for webhook, you may find it in `controllers/trigger/webhook.py`.
-
-Finally, requests to `webhook` endpoint will be converted into variables in workflow variable pool during workflow execution.
-
-### Trigger Schedule
-
-`Trigger Schedule` node is a node that allows user define a schedule to trigger the workflow, detailed manifest is here `core/workflow/nodes/trigger_schedule/entities.py`, we have a poller and executor to handle millions of schedules, see `docker/entrypoint.sh` / `schedule/workflow_schedule_task.py` for help.
-
-To Achieve this, a `WorkflowSchedulePlan` model was introduced in `models/trigger.py`, and a `events/event_handlers/sync_workflow_schedule_when_app_published.py` was used to sync workflow schedule plans when app is published.
-
-### Trigger Plugin
-
-`Trigger Plugin` node allows user define there own distributed trigger plugin, whenever a request was received, Dify forwards it to the plugin and wait for parsed variables from it.
-
-1. Requests were saved in storage by `services/trigger/trigger_request_service.py`, referenced by `services/trigger/trigger_service.py`.`TriggerService`.`process_endpoint`
-1. Plugins accept those requests and parse variables from it, see `core/plugin/impl/trigger.py` for details.
-
-A `subscription` concept was out here by Dify, it means an endpoint address from Dify was bound to thirdparty webhook service like `Github` `Slack` `Linear` `GoogleDrive` `Gmail` etc. Once a subscription was created, Dify continually receives requests from the platforms and handle them one by one.
-
-## Worker Pool / Async Task
-
-All the events that triggered a new workflow run is always in async mode, a unified entrypoint can be found here `services/async_workflow_service.py`.`AsyncWorkflowService`.`trigger_workflow_async`.
-
-The infrastructure we used is `celery`, we've already configured it in `docker/entrypoint.sh`, and the consumers are in `tasks/async_workflow_tasks.py`, 3 queues were used to handle different tiers of users, `PROFESSIONAL_QUEUE` `TEAM_QUEUE` `SANDBOX_QUEUE`.
-
-## Debug Strategy
-
-Dify divided users into 2 groups: builders / end users.
-
-Builders are the users who create workflows, in this stage, debugging a workflow becomes a critical part of the workflow development process, as the start node in workflows, trigger nodes can `listen` to the events from `WebhookDebug` `Schedule` `Plugin`, debugging process was created in `controllers/console/app/workflow.py`.`DraftWorkflowTriggerNodeApi`.
-
-A polling process can be considered as combine of few single `poll` operations, each `poll` operation fetches events cached in `Redis`, returns `None` if no event was found, more detailed implemented: `core/trigger/debug/event_bus.py` was used to handle the polling process, and `core/trigger/debug/event_selectors.py` was used to select the event poller based on the trigger type.

api/app.py

@@ -1,7 +1,8 @@
+import os
 import sys
 
 
-def is_db_command() -> bool:
+def is_db_command():
     if len(sys.argv) > 1 and sys.argv[0].endswith("flask") and sys.argv[1] == "db":
         return True
     return False
@@ -13,12 +14,23 @@ if is_db_command():
 
     app = create_migrations_app()
 else:
-    # Gunicorn and Celery handle monkey patching automatically in production by
-    # specifying the `gevent` worker class. Manual monkey patching is not required here.
-    #
-    # See `api/docker/entrypoint.sh` (lines 33 and 47) for details.
-    #
-    # For third-party library patching, refer to `gunicorn.conf.py` and `celery_entrypoint.py`.
+    # It seems that JetBrains Python debugger does not work well with gevent,
+    # so we need to disable gevent in debug mode.
+    # If you are using debugpy and set GEVENT_SUPPORT=True, you can debug with gevent.
+    if (flask_debug := os.environ.get("FLASK_DEBUG", "0")) and flask_debug.lower() in {"false", "0", "no"}:
+        from gevent import monkey
+
+        # gevent
+        monkey.patch_all()
+
+        from grpc.experimental import gevent as grpc_gevent  # type: ignore
+
+        # grpc gevent
+        grpc_gevent.init_gevent()
+
+        import psycogreen.gevent  # type: ignore
+
+        psycogreen.gevent.patch_psycopg()
 
     from app_factory import create_app
 

api/app_factory.py

@@ -5,8 +5,6 @@ from configs import dify_config
 from contexts.wrapper import RecyclableContextVar
 from dify_app import DifyApp
 
-logger = logging.getLogger(__name__)
-
 
 # ----------------------------
 # Application Factory Function
@@ -18,7 +16,6 @@ def create_flask_app_with_configs() -> DifyApp:
     """
     dify_app = DifyApp(__name__)
     dify_app.config.from_mapping(dify_config.model_dump())
-    dify_app.config["RESTX_INCLUDE_ALL_MODELS"] = True
 
     # add before request hook
     @dify_app.before_request
@@ -26,9 +23,6 @@ def create_flask_app_with_configs() -> DifyApp:
         # add an unique identifier to each request
         RecyclableContextVar.increment_thread_recycles()
 
-    # Capture the decorator's return value to avoid pyright reportUnusedFunction
-    _ = before_request
-
     return dify_app
 
 
@@ -38,7 +32,7 @@ def create_app() -> DifyApp:
     initialize_extensions(app)
     end_time = time.perf_counter()
     if dify_config.DEBUG:
-        logger.info("Finished create_app (%s ms)", round((end_time - start_time) * 1000, 2))
+        logging.info("Finished create_app (%s ms)", round((end_time - start_time) * 1000, 2))
     return app
 
 
@@ -99,14 +93,14 @@ def initialize_extensions(app: DifyApp):
         is_enabled = ext.is_enabled() if hasattr(ext, "is_enabled") else True
         if not is_enabled:
             if dify_config.DEBUG:
-                logger.info("Skipped %s", short_name)
+                logging.info("Skipped %s", short_name)
             continue
 
         start_time = time.perf_counter()
         ext.init_app(app)
         end_time = time.perf_counter()
         if dify_config.DEBUG:
-            logger.info("Loaded %s (%s ms)", short_name, round((end_time - start_time) * 1000, 2))
+            logging.info("Loaded %s (%s ms)", short_name, round((end_time - start_time) * 1000, 2))
 
 
 def create_migrations_app():

api/celery_entrypoint.py

@@ -1,13 +0,0 @@
-import psycogreen.gevent as pscycogreen_gevent  # type: ignore
-from grpc.experimental import gevent as grpc_gevent  # type: ignore
-
-# grpc gevent
-grpc_gevent.init_gevent()
-print("gRPC patched with gevent.", flush=True)  # noqa: T201
-pscycogreen_gevent.patch_psycopg()
-print("psycopg2 patched with gevent.", flush=True)  # noqa: T201
-
-
-from app import app, celery
-
-__all__ = ["app", "celery"]

api/cnt_base.sh

@@ -1,7 +0,0 @@
-#!/bin/bash
-set -euxo pipefail
-
-for pattern in "Base" "TypeBase"; do
-    printf "%s " "$pattern"
-    grep "($pattern):" -r --include='*.py' --exclude-dir=".venv" --exclude-dir="tests" . | wc -l
-done

api/commands.py

@@ -2,7 +2,7 @@ import base64
 import json
 import logging
 import secrets
-from typing import Any
+from typing import Any, Optional
 
 import click
 import sqlalchemy as sa
@@ -10,13 +10,10 @@ from flask import current_app
 from pydantic import TypeAdapter
 from sqlalchemy import select
 from sqlalchemy.exc import SQLAlchemyError
-from sqlalchemy.orm import sessionmaker
 
 from configs import dify_config
 from constants.languages import languages
-from core.helper import encrypter
-from core.plugin.entities.plugin_daemon import CredentialType
-from core.plugin.impl.plugin import PluginInstaller
+from core.plugin.entities.plugin import ToolProviderID
 from core.rag.datasource.vdb.vector_factory import Vector
 from core.rag.datasource.vdb.vector_type import VectorType
 from core.rag.index_processor.constant.built_in_field import BuiltInField
@@ -26,29 +23,21 @@ from events.app_event import app_was_created
 from extensions.ext_database import db
 from extensions.ext_redis import redis_client
 from extensions.ext_storage import storage
-from extensions.storage.opendal_storage import OpenDALStorage
-from extensions.storage.storage_type import StorageType
 from libs.helper import email as email_validate
 from libs.password import hash_password, password_pattern, valid_password
 from libs.rsa import generate_key_pair
 from models import Tenant
 from models.dataset import Dataset, DatasetCollectionBinding, DatasetMetadata, DatasetMetadataBinding, DocumentSegment
 from models.dataset import Document as DatasetDocument
-from models.model import Account, App, AppAnnotationSetting, AppMode, Conversation, MessageAnnotation, UploadFile
-from models.oauth import DatasourceOauthParamConfig, DatasourceProvider
+from models.model import Account, App, AppAnnotationSetting, AppMode, Conversation, MessageAnnotation
 from models.provider import Provider, ProviderModel
-from models.provider_ids import DatasourceProviderID, ToolProviderID
-from models.source import DataSourceApiKeyAuthBinding, DataSourceOauthBinding
 from models.tools import ToolOAuthSystemClient
 from services.account_service import AccountService, RegisterService, TenantService
 from services.clear_free_plan_tenant_expired_logs import ClearFreePlanTenantExpiredLogs
 from services.plugin.data_migration import PluginDataMigration
 from services.plugin.plugin_migration import PluginMigration
-from services.plugin.plugin_service import PluginService
 from tasks.remove_app_and_related_data_task import delete_draft_variables_batch
 
-logger = logging.getLogger(__name__)
-
 
 @click.command("reset-password", help="Reset the account password.")
 @click.option("--email", prompt=True, help="Account email to reset password for")
@@ -62,30 +51,31 @@ def reset_password(email, new_password, password_confirm):
     if str(new_password).strip() != str(password_confirm).strip():
         click.echo(click.style("Passwords do not match.", fg="red"))
         return
-    with sessionmaker(db.engine, expire_on_commit=False).begin() as session:
-        account = session.query(Account).where(Account.email == email).one_or_none()
 
-        if not account:
-            click.echo(click.style(f"Account not found for email: {email}", fg="red"))
-            return
+    account = db.session.query(Account).where(Account.email == email).one_or_none()
 
-        try:
-            valid_password(new_password)
-        except:
-            click.echo(click.style(f"Invalid password. Must match {password_pattern}", fg="red"))
-            return
+    if not account:
+        click.echo(click.style(f"Account not found for email: {email}", fg="red"))
+        return
 
-        # generate password salt
-        salt = secrets.token_bytes(16)
-        base64_salt = base64.b64encode(salt).decode()
+    try:
+        valid_password(new_password)
+    except:
+        click.echo(click.style(f"Invalid password. Must match {password_pattern}", fg="red"))
+        return
 
-        # encrypt password with salt
-        password_hashed = hash_password(new_password, salt)
-        base64_password_hashed = base64.b64encode(password_hashed).decode()
-        account.password = base64_password_hashed
-        account.password_salt = base64_salt
-        AccountService.reset_login_error_rate_limit(email)
-        click.echo(click.style("Password reset successfully.", fg="green"))
+    # generate password salt
+    salt = secrets.token_bytes(16)
+    base64_salt = base64.b64encode(salt).decode()
+
+    # encrypt password with salt
+    password_hashed = hash_password(new_password, salt)
+    base64_password_hashed = base64.b64encode(password_hashed).decode()
+    account.password = base64_password_hashed
+    account.password_salt = base64_salt
+    db.session.commit()
+    AccountService.reset_login_error_rate_limit(email)
+    click.echo(click.style("Password reset successfully.", fg="green"))
 
 
 @click.command("reset-email", help="Reset the account email.")
@@ -100,21 +90,22 @@ def reset_email(email, new_email, email_confirm):
     if str(new_email).strip() != str(email_confirm).strip():
         click.echo(click.style("New emails do not match.", fg="red"))
         return
-    with sessionmaker(db.engine, expire_on_commit=False).begin() as session:
-        account = session.query(Account).where(Account.email == email).one_or_none()
 
-        if not account:
-            click.echo(click.style(f"Account not found for email: {email}", fg="red"))
-            return
+    account = db.session.query(Account).where(Account.email == email).one_or_none()
 
-        try:
-            email_validate(new_email)
-        except:
-            click.echo(click.style(f"Invalid email: {new_email}", fg="red"))
-            return
+    if not account:
+        click.echo(click.style(f"Account not found for email: {email}", fg="red"))
+        return
 
-        account.email = new_email
-        click.echo(click.style("Email updated successfully.", fg="green"))
+    try:
+        email_validate(new_email)
+    except:
+        click.echo(click.style(f"Invalid email: {new_email}", fg="red"))
+        return
+
+    account.email = new_email
+    db.session.commit()
+    click.echo(click.style("Email updated successfully.", fg="green"))
 
 
 @click.command(
@@ -138,24 +129,25 @@ def reset_encrypt_key_pair():
     if dify_config.EDITION != "SELF_HOSTED":
         click.echo(click.style("This command is only for SELF_HOSTED installations.", fg="red"))
         return
-    with sessionmaker(db.engine, expire_on_commit=False).begin() as session:
-        tenants = session.query(Tenant).all()
-        for tenant in tenants:
-            if not tenant:
-                click.echo(click.style("No workspaces found. Run /install first.", fg="red"))
-                return
 
-            tenant.encrypt_public_key = generate_key_pair(tenant.id)
+    tenants = db.session.query(Tenant).all()
+    for tenant in tenants:
+        if not tenant:
+            click.echo(click.style("No workspaces found. Run /install first.", fg="red"))
+            return
 
-            session.query(Provider).where(Provider.provider_type == "custom", Provider.tenant_id == tenant.id).delete()
-            session.query(ProviderModel).where(ProviderModel.tenant_id == tenant.id).delete()
+        tenant.encrypt_public_key = generate_key_pair(tenant.id)
 
-            click.echo(
-                click.style(
-                    f"Congratulations! The asymmetric key pair of workspace {tenant.id} has been reset.",
-                    fg="green",
-                )
+        db.session.query(Provider).where(Provider.provider_type == "custom", Provider.tenant_id == tenant.id).delete()
+        db.session.query(ProviderModel).where(ProviderModel.tenant_id == tenant.id).delete()
+        db.session.commit()
+
+        click.echo(
+            click.style(
+                f"Congratulations! The asymmetric key pair of workspace {tenant.id} has been reset.",
+                fg="green",
             )
+        )
 
 
 @click.command("vdb-migrate", help="Migrate vector db.")
@@ -180,15 +172,14 @@ def migrate_annotation_vector_database():
         try:
             # get apps info
             per_page = 50
-            with sessionmaker(db.engine, expire_on_commit=False).begin() as session:
-                apps = (
-                    session.query(App)
-                    .where(App.status == "normal")
-                    .order_by(App.created_at.desc())
-                    .limit(per_page)
-                    .offset((page - 1) * per_page)
-                    .all()
-                )
+            apps = (
+                db.session.query(App)
+                .where(App.status == "normal")
+                .order_by(App.created_at.desc())
+                .limit(per_page)
+                .offset((page - 1) * per_page)
+                .all()
+            )
             if not apps:
                 break
         except SQLAlchemyError:
@@ -202,27 +193,24 @@ def migrate_annotation_vector_database():
             )
             try:
                 click.echo(f"Creating app annotation index: {app.id}")
-                with sessionmaker(db.engine, expire_on_commit=False).begin() as session:
-                    app_annotation_setting = (
-                        session.query(AppAnnotationSetting).where(AppAnnotationSetting.app_id == app.id).first()
-                    )
+                app_annotation_setting = (
+                    db.session.query(AppAnnotationSetting).where(AppAnnotationSetting.app_id == app.id).first()
+                )
 
-                    if not app_annotation_setting:
-                        skipped_count = skipped_count + 1
-                        click.echo(f"App annotation setting disabled: {app.id}")
-                        continue
-                    # get dataset_collection_binding info
-                    dataset_collection_binding = (
-                        session.query(DatasetCollectionBinding)
-                        .where(DatasetCollectionBinding.id == app_annotation_setting.collection_binding_id)
-                        .first()
-                    )
-                    if not dataset_collection_binding:
-                        click.echo(f"App annotation collection binding not found: {app.id}")
-                        continue
-                    annotations = session.scalars(
-                        select(MessageAnnotation).where(MessageAnnotation.app_id == app.id)
-                    ).all()
+                if not app_annotation_setting:
+                    skipped_count = skipped_count + 1
+                    click.echo(f"App annotation setting disabled: {app.id}")
+                    continue
+                # get dataset_collection_binding info
+                dataset_collection_binding = (
+                    db.session.query(DatasetCollectionBinding)
+                    .where(DatasetCollectionBinding.id == app_annotation_setting.collection_binding_id)
+                    .first()
+                )
+                if not dataset_collection_binding:
+                    click.echo(f"App annotation collection binding not found: {app.id}")
+                    continue
+                annotations = db.session.query(MessageAnnotation).where(MessageAnnotation.app_id == app.id).all()
                 dataset = Dataset(
                     id=app.id,
                     tenant_id=app.tenant_id,
@@ -321,8 +309,6 @@ def migrate_knowledge_vector_database():
             )
 
             datasets = db.paginate(select=stmt, page=page, per_page=50, max_per_page=50, error_out=False)
-            if not datasets.items:
-                break
         except SQLAlchemyError:
             raise
 
@@ -379,25 +365,29 @@ def migrate_knowledge_vector_database():
                     )
                     raise e
 
-                dataset_documents = db.session.scalars(
-                    select(DatasetDocument).where(
+                dataset_documents = (
+                    db.session.query(DatasetDocument)
+                    .where(
                         DatasetDocument.dataset_id == dataset.id,
                         DatasetDocument.indexing_status == "completed",
                         DatasetDocument.enabled == True,
                         DatasetDocument.archived == False,
                     )
-                ).all()
+                    .all()
+                )
 
                 documents = []
                 segments_count = 0
                 for dataset_document in dataset_documents:
-                    segments = db.session.scalars(
-                        select(DocumentSegment).where(
+                    segments = (
+                        db.session.query(DocumentSegment)
+                        .where(
                             DocumentSegment.document_id == dataset_document.id,
                             DocumentSegment.status == "completed",
                             DocumentSegment.enabled == True,
                         )
-                    ).all()
+                        .all()
+                    )
 
                     for segment in segments:
                         document = Document(
@@ -487,12 +477,12 @@ def convert_to_agent_apps():
             click.echo(f"Converting app: {app.id}")
 
             try:
-                app.mode = AppMode.AGENT_CHAT
+                app.mode = AppMode.AGENT_CHAT.value
                 db.session.commit()
 
                 # update conversation mode to agent
                 db.session.query(Conversation).where(Conversation.app_id == app.id).update(
-                    {Conversation.mode: AppMode.AGENT_CHAT}
+                    {Conversation.mode: AppMode.AGENT_CHAT.value}
                 )
 
                 db.session.commit()
@@ -519,7 +509,7 @@ def add_qdrant_index(field: str):
         from qdrant_client.http.exceptions import UnexpectedResponse
         from qdrant_client.http.models import PayloadSchemaType
 
-        from core.rag.datasource.vdb.qdrant.qdrant_vector import PathQdrantParams, QdrantConfig
+        from core.rag.datasource.vdb.qdrant.qdrant_vector import QdrantConfig
 
         for binding in bindings:
             if dify_config.QDRANT_URL is None:
@@ -533,21 +523,7 @@ def add_qdrant_index(field: str):
                 prefer_grpc=dify_config.QDRANT_GRPC_ENABLED,
             )
             try:
-                params = qdrant_config.to_qdrant_params()
-                # Check the type before using
-                if isinstance(params, PathQdrantParams):
-                    # PathQdrantParams case
-                    client = qdrant_client.QdrantClient(path=params.path)
-                else:
-                    # UrlQdrantParams case - params is UrlQdrantParams
-                    client = qdrant_client.QdrantClient(
-                        url=params.url,
-                        api_key=params.api_key,
-                        timeout=int(params.timeout),
-                        verify=params.verify,
-                        grpc_port=params.grpc_port,
-                        prefer_grpc=params.prefer_grpc,
-                    )
+                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
@@ -593,7 +569,7 @@ def old_metadata_migration():
         for document in documents:
             if document.doc_metadata:
                 doc_metadata = document.doc_metadata
-                for key in doc_metadata:
+                for key, value in doc_metadata.items():
                     for field in BuiltInField:
                         if field.value == key:
                             break
@@ -649,7 +625,7 @@ def old_metadata_migration():
 @click.option("--email", prompt=True, help="Tenant account email.")
 @click.option("--name", prompt=True, help="Workspace name.")
 @click.option("--language", prompt=True, help="Account language, default: en-US.")
-def create_tenant(email: str, language: str | None = None, name: str | None = None):
+def create_tenant(email: str, language: Optional[str] = None, name: Optional[str] = None):
     """
     Create tenant account
     """
@@ -709,7 +685,7 @@ def upgrade_db():
             click.echo(click.style("Database migration successful!", fg="green"))
 
         except Exception:
-            logger.exception("Failed to execute database migration")
+            logging.exception("Failed to execute database migration")
         finally:
             lock.release()
     else:
@@ -741,23 +717,23 @@ where sites.id is null limit 1000"""
                 try:
                     app = db.session.query(App).where(App.id == app_id).first()
                     if not app:
-                        logger.info("App %s not found", app_id)
+                        print(f"App {app_id} not found")
                         continue
 
                     tenant = app.tenant
                     if tenant:
                         accounts = tenant.get_accounts()
                         if not accounts:
-                            logger.info("Fix failed for app %s", app.id)
+                            print(f"Fix failed for app {app.id}")
                             continue
 
                         account = accounts[0]
-                        logger.info("Fixing missing site for app %s", app.id)
+                        print(f"Fixing missing site for app {app.id}")
                         app_was_created.send(app, account=account)
                 except Exception:
                     failed_app_ids.append(app_id)
                     click.echo(click.style(f"Failed to fix missing site for app {app_id}", fg="red"))
-                    logger.exception("Failed to fix app related site missing issue, app_id: %s", app_id)
+                    logging.exception("Failed to fix app related site missing issue, app_id: %s", app_id)
                     continue
 
             if not processed_count:
@@ -963,7 +939,7 @@ def clear_orphaned_file_records(force: bool):
             click.echo(click.style("- Deleting orphaned message_files records", fg="white"))
             query = "DELETE FROM message_files WHERE id IN :ids"
             with db.engine.begin() as conn:
-                conn.execute(sa.text(query), {"ids": tuple(record["id"] for record in orphaned_message_files)})
+                conn.execute(sa.text(query), {"ids": tuple([record["id"] for record in orphaned_message_files])})
             click.echo(
                 click.style(f"Removed {len(orphaned_message_files)} orphaned message_files records.", fg="green")
             )
@@ -1229,55 +1205,6 @@ def setup_system_tool_oauth_client(provider, client_params):
     click.echo(click.style(f"OAuth client params setup successfully. id: {oauth_client.id}", fg="green"))
 
 
-@click.command("setup-system-trigger-oauth-client", help="Setup system trigger oauth client.")
-@click.option("--provider", prompt=True, help="Provider name")
-@click.option("--client-params", prompt=True, help="Client Params")
-def setup_system_trigger_oauth_client(provider, client_params):
-    """
-    Setup system trigger oauth client
-    """
-    from models.provider_ids import TriggerProviderID
-    from models.trigger import TriggerOAuthSystemClient
-
-    provider_id = TriggerProviderID(provider)
-    provider_name = provider_id.provider_name
-    plugin_id = provider_id.plugin_id
-
-    try:
-        # json validate
-        click.echo(click.style(f"Validating client params: {client_params}", fg="yellow"))
-        client_params_dict = TypeAdapter(dict[str, Any]).validate_json(client_params)
-        click.echo(click.style("Client params validated successfully.", fg="green"))
-
-        click.echo(click.style(f"Encrypting client params: {client_params}", fg="yellow"))
-        click.echo(click.style(f"Using SECRET_KEY: `{dify_config.SECRET_KEY}`", fg="yellow"))
-        oauth_client_params = encrypt_system_oauth_params(client_params_dict)
-        click.echo(click.style("Client params encrypted successfully.", fg="green"))
-    except Exception as e:
-        click.echo(click.style(f"Error parsing client params: {str(e)}", fg="red"))
-        return
-
-    deleted_count = (
-        db.session.query(TriggerOAuthSystemClient)
-        .filter_by(
-            provider=provider_name,
-            plugin_id=plugin_id,
-        )
-        .delete()
-    )
-    if deleted_count > 0:
-        click.echo(click.style(f"Deleted {deleted_count} existing oauth client params.", fg="yellow"))
-
-    oauth_client = TriggerOAuthSystemClient(
-        provider=provider_name,
-        plugin_id=plugin_id,
-        encrypted_oauth_params=oauth_client_params,
-    )
-    db.session.add(oauth_client)
-    db.session.commit()
-    click.echo(click.style(f"OAuth client params setup successfully. id: {oauth_client.id}", fg="green"))
-
-
 def _find_orphaned_draft_variables(batch_size: int = 1000) -> list[str]:
     """
     Find draft variables that reference non-existent apps.
@@ -1304,17 +1231,15 @@ def _find_orphaned_draft_variables(batch_size: int = 1000) -> list[str]:
 
 def _count_orphaned_draft_variables() -> dict[str, Any]:
     """
-    Count orphaned draft variables by app, including associated file counts.
+    Count orphaned draft variables by app.
 
     Returns:
-        Dictionary with statistics about orphaned variables and files
+        Dictionary with statistics about orphaned variables
     """
-    # Count orphaned variables by app
-    variables_query = """
+    query = """
         SELECT
             wdv.app_id,
-            COUNT(*) as variable_count,
-            COUNT(wdv.file_id) as file_count
+            COUNT(*) as variable_count
         FROM workflow_draft_variables AS wdv
         WHERE NOT EXISTS(
             SELECT 1 FROM apps WHERE apps.id = wdv.app_id
@@ -1324,21 +1249,14 @@ def _count_orphaned_draft_variables() -> dict[str, Any]:
     """
 
     with db.engine.connect() as conn:
-        result = conn.execute(sa.text(variables_query))
-        orphaned_by_app = {}
-        total_files = 0
+        result = conn.execute(sa.text(query))
+        orphaned_by_app = {row[0]: row[1] for row in result}
 
-        for row in result:
-            app_id, variable_count, file_count = row
-            orphaned_by_app[app_id] = {"variables": variable_count, "files": file_count}
-            total_files += file_count
-
-        total_orphaned = sum(app_data["variables"] for app_data in orphaned_by_app.values())
+        total_orphaned = sum(orphaned_by_app.values())
         app_count = len(orphaned_by_app)
 
         return {
             "total_orphaned_variables": total_orphaned,
-            "total_orphaned_files": total_files,
             "orphaned_app_count": app_count,
             "orphaned_by_app": orphaned_by_app,
         }
@@ -1367,7 +1285,6 @@ def cleanup_orphaned_draft_variables(
     stats = _count_orphaned_draft_variables()
 
     logger.info("Found %s orphaned draft variables", stats["total_orphaned_variables"])
-    logger.info("Found %s associated offload files", stats["total_orphaned_files"])
     logger.info("Across %s non-existent apps", stats["orphaned_app_count"])
 
     if stats["total_orphaned_variables"] == 0:
@@ -1376,10 +1293,10 @@ def cleanup_orphaned_draft_variables(
 
     if dry_run:
         logger.info("DRY RUN: Would delete the following:")
-        for app_id, data in sorted(stats["orphaned_by_app"].items(), key=lambda x: x[1]["variables"], reverse=True)[
+        for app_id, count in sorted(stats["orphaned_by_app"].items(), key=lambda x: x[1], reverse=True)[
             :10
         ]:  # Show top 10
-            logger.info("  App %s: %s variables, %s files", app_id, data["variables"], data["files"])
+            logger.info("  App %s: %s variables", app_id, count)
         if len(stats["orphaned_by_app"]) > 10:
             logger.info("  ... and %s more apps", len(stats["orphaned_by_app"]) - 10)
         return
@@ -1388,8 +1305,7 @@ def cleanup_orphaned_draft_variables(
     if not force:
         click.confirm(
             f"Are you sure you want to delete {stats['total_orphaned_variables']} "
-            f"orphaned draft variables and {stats['total_orphaned_files']} associated files "
-            f"from {stats['orphaned_app_count']} apps?",
+            f"orphaned draft variables from {stats['orphaned_app_count']} apps?",
             abort=True,
         )
 
@@ -1422,480 +1338,3 @@ def cleanup_orphaned_draft_variables(
                 continue
 
     logger.info("Cleanup completed. Total deleted: %s variables across %s apps", total_deleted, processed_apps)
-
-
-@click.command("setup-datasource-oauth-client", help="Setup datasource oauth client.")
-@click.option("--provider", prompt=True, help="Provider name")
-@click.option("--client-params", prompt=True, help="Client Params")
-def setup_datasource_oauth_client(provider, client_params):
-    """
-    Setup datasource oauth client
-    """
-    provider_id = DatasourceProviderID(provider)
-    provider_name = provider_id.provider_name
-    plugin_id = provider_id.plugin_id
-
-    try:
-        # json validate
-        click.echo(click.style(f"Validating client params: {client_params}", fg="yellow"))
-        client_params_dict = TypeAdapter(dict[str, Any]).validate_json(client_params)
-        click.echo(click.style("Client params validated successfully.", fg="green"))
-    except Exception as e:
-        click.echo(click.style(f"Error parsing client params: {str(e)}", fg="red"))
-        return
-
-    click.echo(click.style(f"Ready to delete existing oauth client params: {provider_name}", fg="yellow"))
-    deleted_count = (
-        db.session.query(DatasourceOauthParamConfig)
-        .filter_by(
-            provider=provider_name,
-            plugin_id=plugin_id,
-        )
-        .delete()
-    )
-    if deleted_count > 0:
-        click.echo(click.style(f"Deleted {deleted_count} existing oauth client params.", fg="yellow"))
-
-    click.echo(click.style(f"Ready to setup datasource oauth client: {provider_name}", fg="yellow"))
-    oauth_client = DatasourceOauthParamConfig(
-        provider=provider_name,
-        plugin_id=plugin_id,
-        system_credentials=client_params_dict,
-    )
-    db.session.add(oauth_client)
-    db.session.commit()
-    click.echo(click.style(f"provider: {provider_name}", fg="green"))
-    click.echo(click.style(f"plugin_id: {plugin_id}", fg="green"))
-    click.echo(click.style(f"params: {json.dumps(client_params_dict, indent=2, ensure_ascii=False)}", fg="green"))
-    click.echo(click.style(f"Datasource oauth client setup successfully. id: {oauth_client.id}", fg="green"))
-
-
-@click.command("transform-datasource-credentials", help="Transform datasource credentials.")
-@click.option(
-    "--environment", prompt=True, help="the environment to transform datasource credentials", default="online"
-)
-def transform_datasource_credentials(environment: str):
-    """
-    Transform datasource credentials
-    """
-    try:
-        installer_manager = PluginInstaller()
-        plugin_migration = PluginMigration()
-
-        notion_plugin_id = "langgenius/notion_datasource"
-        firecrawl_plugin_id = "langgenius/firecrawl_datasource"
-        jina_plugin_id = "langgenius/jina_datasource"
-        if environment == "online":
-            notion_plugin_unique_identifier = plugin_migration._fetch_plugin_unique_identifier(notion_plugin_id)  # pyright: ignore[reportPrivateUsage]
-            firecrawl_plugin_unique_identifier = plugin_migration._fetch_plugin_unique_identifier(firecrawl_plugin_id)  # pyright: ignore[reportPrivateUsage]
-            jina_plugin_unique_identifier = plugin_migration._fetch_plugin_unique_identifier(jina_plugin_id)  # pyright: ignore[reportPrivateUsage]
-        else:
-            notion_plugin_unique_identifier = None
-            firecrawl_plugin_unique_identifier = None
-            jina_plugin_unique_identifier = None
-        oauth_credential_type = CredentialType.OAUTH2
-        api_key_credential_type = CredentialType.API_KEY
-
-        # deal notion credentials
-        deal_notion_count = 0
-        notion_credentials = db.session.query(DataSourceOauthBinding).filter_by(provider="notion").all()
-        if notion_credentials:
-            notion_credentials_tenant_mapping: dict[str, list[DataSourceOauthBinding]] = {}
-            for notion_credential in notion_credentials:
-                tenant_id = notion_credential.tenant_id
-                if tenant_id not in notion_credentials_tenant_mapping:
-                    notion_credentials_tenant_mapping[tenant_id] = []
-                notion_credentials_tenant_mapping[tenant_id].append(notion_credential)
-            for tenant_id, notion_tenant_credentials in notion_credentials_tenant_mapping.items():
-                tenant = db.session.query(Tenant).filter_by(id=tenant_id).first()
-                if not tenant:
-                    continue
-                try:
-                    # check notion plugin is installed
-                    installed_plugins = installer_manager.list_plugins(tenant_id)
-                    installed_plugins_ids = [plugin.plugin_id for plugin in installed_plugins]
-                    if notion_plugin_id not in installed_plugins_ids:
-                        if notion_plugin_unique_identifier:
-                            # install notion plugin
-                            PluginService.install_from_marketplace_pkg(tenant_id, [notion_plugin_unique_identifier])
-                    auth_count = 0
-                    for notion_tenant_credential in notion_tenant_credentials:
-                        auth_count += 1
-                        # get credential oauth params
-                        access_token = notion_tenant_credential.access_token
-                        # notion info
-                        notion_info = notion_tenant_credential.source_info
-                        workspace_id = notion_info.get("workspace_id")
-                        workspace_name = notion_info.get("workspace_name")
-                        workspace_icon = notion_info.get("workspace_icon")
-                        new_credentials = {
-                            "integration_secret": encrypter.encrypt_token(tenant_id, access_token),
-                            "workspace_id": workspace_id,
-                            "workspace_name": workspace_name,
-                            "workspace_icon": workspace_icon,
-                        }
-                        datasource_provider = DatasourceProvider(
-                            provider="notion_datasource",
-                            tenant_id=tenant_id,
-                            plugin_id=notion_plugin_id,
-                            auth_type=oauth_credential_type.value,
-                            encrypted_credentials=new_credentials,
-                            name=f"Auth {auth_count}",
-                            avatar_url=workspace_icon or "default",
-                            is_default=False,
-                        )
-                        db.session.add(datasource_provider)
-                        deal_notion_count += 1
-                except Exception as e:
-                    click.echo(
-                        click.style(
-                            f"Error transforming notion credentials: {str(e)}, tenant_id: {tenant_id}", fg="red"
-                        )
-                    )
-                    continue
-                db.session.commit()
-        # deal firecrawl credentials
-        deal_firecrawl_count = 0
-        firecrawl_credentials = db.session.query(DataSourceApiKeyAuthBinding).filter_by(provider="firecrawl").all()
-        if firecrawl_credentials:
-            firecrawl_credentials_tenant_mapping: dict[str, list[DataSourceApiKeyAuthBinding]] = {}
-            for firecrawl_credential in firecrawl_credentials:
-                tenant_id = firecrawl_credential.tenant_id
-                if tenant_id not in firecrawl_credentials_tenant_mapping:
-                    firecrawl_credentials_tenant_mapping[tenant_id] = []
-                firecrawl_credentials_tenant_mapping[tenant_id].append(firecrawl_credential)
-            for tenant_id, firecrawl_tenant_credentials in firecrawl_credentials_tenant_mapping.items():
-                tenant = db.session.query(Tenant).filter_by(id=tenant_id).first()
-                if not tenant:
-                    continue
-                try:
-                    # check firecrawl plugin is installed
-                    installed_plugins = installer_manager.list_plugins(tenant_id)
-                    installed_plugins_ids = [plugin.plugin_id for plugin in installed_plugins]
-                    if firecrawl_plugin_id not in installed_plugins_ids:
-                        if firecrawl_plugin_unique_identifier:
-                            # install firecrawl plugin
-                            PluginService.install_from_marketplace_pkg(tenant_id, [firecrawl_plugin_unique_identifier])
-
-                    auth_count = 0
-                    for firecrawl_tenant_credential in firecrawl_tenant_credentials:
-                        auth_count += 1
-                        if not firecrawl_tenant_credential.credentials:
-                            click.echo(
-                                click.style(
-                                    f"Skipping firecrawl credential for tenant {tenant_id} due to missing credentials.",
-                                    fg="yellow",
-                                )
-                            )
-                            continue
-                        # get credential api key
-                        credentials_json = json.loads(firecrawl_tenant_credential.credentials)
-                        api_key = credentials_json.get("config", {}).get("api_key")
-                        base_url = credentials_json.get("config", {}).get("base_url")
-                        new_credentials = {
-                            "firecrawl_api_key": api_key,
-                            "base_url": base_url,
-                        }
-                        datasource_provider = DatasourceProvider(
-                            provider="firecrawl",
-                            tenant_id=tenant_id,
-                            plugin_id=firecrawl_plugin_id,
-                            auth_type=api_key_credential_type.value,
-                            encrypted_credentials=new_credentials,
-                            name=f"Auth {auth_count}",
-                            avatar_url="default",
-                            is_default=False,
-                        )
-                        db.session.add(datasource_provider)
-                        deal_firecrawl_count += 1
-                except Exception as e:
-                    click.echo(
-                        click.style(
-                            f"Error transforming firecrawl credentials: {str(e)}, tenant_id: {tenant_id}", fg="red"
-                        )
-                    )
-                    continue
-                db.session.commit()
-        # deal jina credentials
-        deal_jina_count = 0
-        jina_credentials = db.session.query(DataSourceApiKeyAuthBinding).filter_by(provider="jinareader").all()
-        if jina_credentials:
-            jina_credentials_tenant_mapping: dict[str, list[DataSourceApiKeyAuthBinding]] = {}
-            for jina_credential in jina_credentials:
-                tenant_id = jina_credential.tenant_id
-                if tenant_id not in jina_credentials_tenant_mapping:
-                    jina_credentials_tenant_mapping[tenant_id] = []
-                jina_credentials_tenant_mapping[tenant_id].append(jina_credential)
-            for tenant_id, jina_tenant_credentials in jina_credentials_tenant_mapping.items():
-                tenant = db.session.query(Tenant).filter_by(id=tenant_id).first()
-                if not tenant:
-                    continue
-                try:
-                    # check jina plugin is installed
-                    installed_plugins = installer_manager.list_plugins(tenant_id)
-                    installed_plugins_ids = [plugin.plugin_id for plugin in installed_plugins]
-                    if jina_plugin_id not in installed_plugins_ids:
-                        if jina_plugin_unique_identifier:
-                            # install jina plugin
-                            logger.debug("Installing Jina plugin %s", jina_plugin_unique_identifier)
-                            PluginService.install_from_marketplace_pkg(tenant_id, [jina_plugin_unique_identifier])
-
-                    auth_count = 0
-                    for jina_tenant_credential in jina_tenant_credentials:
-                        auth_count += 1
-                        if not jina_tenant_credential.credentials:
-                            click.echo(
-                                click.style(
-                                    f"Skipping jina credential for tenant {tenant_id} due to missing credentials.",
-                                    fg="yellow",
-                                )
-                            )
-                            continue
-                        # get credential api key
-                        credentials_json = json.loads(jina_tenant_credential.credentials)
-                        api_key = credentials_json.get("config", {}).get("api_key")
-                        new_credentials = {
-                            "integration_secret": api_key,
-                        }
-                        datasource_provider = DatasourceProvider(
-                            provider="jinareader",
-                            tenant_id=tenant_id,
-                            plugin_id=jina_plugin_id,
-                            auth_type=api_key_credential_type.value,
-                            encrypted_credentials=new_credentials,
-                            name=f"Auth {auth_count}",
-                            avatar_url="default",
-                            is_default=False,
-                        )
-                        db.session.add(datasource_provider)
-                        deal_jina_count += 1
-                except Exception as e:
-                    click.echo(
-                        click.style(f"Error transforming jina credentials: {str(e)}, tenant_id: {tenant_id}", fg="red")
-                    )
-                    continue
-                db.session.commit()
-    except Exception as e:
-        click.echo(click.style(f"Error parsing client params: {str(e)}", fg="red"))
-        return
-    click.echo(click.style(f"Transforming notion successfully. deal_notion_count: {deal_notion_count}", fg="green"))
-    click.echo(
-        click.style(f"Transforming firecrawl successfully. deal_firecrawl_count: {deal_firecrawl_count}", fg="green")
-    )
-    click.echo(click.style(f"Transforming jina successfully. deal_jina_count: {deal_jina_count}", fg="green"))
-
-
-@click.command("install-rag-pipeline-plugins", help="Install rag pipeline plugins.")
-@click.option(
-    "--input_file", prompt=True, help="The file to store the extracted unique identifiers.", default="plugins.jsonl"
-)
-@click.option(
-    "--output_file", prompt=True, help="The file to store the installed plugins.", default="installed_plugins.jsonl"
-)
-@click.option("--workers", prompt=True, help="The number of workers to install plugins.", default=100)
-def install_rag_pipeline_plugins(input_file, output_file, workers):
-    """
-    Install rag pipeline plugins
-    """
-    click.echo(click.style("Installing rag pipeline plugins", fg="yellow"))
-    plugin_migration = PluginMigration()
-    plugin_migration.install_rag_pipeline_plugins(
-        input_file,
-        output_file,
-        workers,
-    )
-    click.echo(click.style("Installing rag pipeline plugins successfully", fg="green"))
-
-
-@click.command(
-    "migrate-oss",
-    help="Migrate files from Local or OpenDAL source to a cloud OSS storage (destination must NOT be local/opendal).",
-)
-@click.option(
-    "--path",
-    "paths",
-    multiple=True,
-    help="Storage path prefixes to migrate (repeatable). Defaults: privkeys, upload_files, image_files,"
-    " tools, website_files, keyword_files, ops_trace",
-)
-@click.option(
-    "--source",
-    type=click.Choice(["local", "opendal"], case_sensitive=False),
-    default="opendal",
-    show_default=True,
-    help="Source storage type to read from",
-)
-@click.option("--overwrite", is_flag=True, default=False, help="Overwrite destination if file already exists")
-@click.option("--dry-run", is_flag=True, default=False, help="Show what would be migrated without uploading")
-@click.option("-f", "--force", is_flag=True, help="Skip confirmation and run without prompts")
-@click.option(
-    "--update-db/--no-update-db",
-    default=True,
-    help="Update upload_files.storage_type from source type to current storage after migration",
-)
-def migrate_oss(
-    paths: tuple[str, ...],
-    source: str,
-    overwrite: bool,
-    dry_run: bool,
-    force: bool,
-    update_db: bool,
-):
-    """
-    Copy all files under selected prefixes from a source storage
-    (Local filesystem or OpenDAL-backed) into the currently configured
-    destination storage backend, then optionally update DB records.
-
-    Expected usage: set STORAGE_TYPE (and its credentials) to your target backend.
-    """
-    # Ensure target storage is not local/opendal
-    if dify_config.STORAGE_TYPE in (StorageType.LOCAL, StorageType.OPENDAL):
-        click.echo(
-            click.style(
-                "Target STORAGE_TYPE must be a cloud OSS (not 'local' or 'opendal').\n"
-                "Please set STORAGE_TYPE to one of: s3, aliyun-oss, azure-blob, google-storage, tencent-cos, \n"
-                "volcengine-tos, supabase, oci-storage, huawei-obs, baidu-obs, clickzetta-volume.",
-                fg="red",
-            )
-        )
-        return
-
-    # Default paths if none specified
-    default_paths = ("privkeys", "upload_files", "image_files", "tools", "website_files", "keyword_files", "ops_trace")
-    path_list = list(paths) if paths else list(default_paths)
-    is_source_local = source.lower() == "local"
-
-    click.echo(click.style("Preparing migration to target storage.", fg="yellow"))
-    click.echo(click.style(f"Target storage type: {dify_config.STORAGE_TYPE}", fg="white"))
-    if is_source_local:
-        src_root = dify_config.STORAGE_LOCAL_PATH
-        click.echo(click.style(f"Source: local fs, root: {src_root}", fg="white"))
-    else:
-        click.echo(click.style(f"Source: opendal scheme={dify_config.OPENDAL_SCHEME}", fg="white"))
-    click.echo(click.style(f"Paths to migrate: {', '.join(path_list)}", fg="white"))
-    click.echo("")
-
-    if not force:
-        click.confirm("Proceed with migration?", abort=True)
-
-    # Instantiate source storage
-    try:
-        if is_source_local:
-            src_root = dify_config.STORAGE_LOCAL_PATH
-            source_storage = OpenDALStorage(scheme="fs", root=src_root)
-        else:
-            source_storage = OpenDALStorage(scheme=dify_config.OPENDAL_SCHEME)
-    except Exception as e:
-        click.echo(click.style(f"Failed to initialize source storage: {str(e)}", fg="red"))
-        return
-
-    total_files = 0
-    copied_files = 0
-    skipped_files = 0
-    errored_files = 0
-    copied_upload_file_keys: list[str] = []
-
-    for prefix in path_list:
-        click.echo(click.style(f"Scanning source path: {prefix}", fg="white"))
-        try:
-            keys = source_storage.scan(path=prefix, files=True, directories=False)
-        except FileNotFoundError:
-            click.echo(click.style(f"  -> Skipping missing path: {prefix}", fg="yellow"))
-            continue
-        except NotImplementedError:
-            click.echo(click.style("  -> Source storage does not support scanning.", fg="red"))
-            return
-        except Exception as e:
-            click.echo(click.style(f"  -> Error scanning '{prefix}': {str(e)}", fg="red"))
-            continue
-
-        click.echo(click.style(f"Found {len(keys)} files under {prefix}", fg="white"))
-
-        for key in keys:
-            total_files += 1
-
-            # check destination existence
-            if not overwrite:
-                try:
-                    if storage.exists(key):
-                        skipped_files += 1
-                        continue
-                except Exception as e:
-                    # existence check failures should not block migration attempt
-                    # but should be surfaced to user as a warning for visibility
-                    click.echo(
-                        click.style(
-                            f"  -> Warning: failed target existence check for {key}: {str(e)}",
-                            fg="yellow",
-                        )
-                    )
-
-            if dry_run:
-                copied_files += 1
-                continue
-
-            # read from source and write to destination
-            try:
-                data = source_storage.load_once(key)
-            except FileNotFoundError:
-                errored_files += 1
-                click.echo(click.style(f"  -> Missing on source: {key}", fg="yellow"))
-                continue
-            except Exception as e:
-                errored_files += 1
-                click.echo(click.style(f"  -> Error reading {key}: {str(e)}", fg="red"))
-                continue
-
-            try:
-                storage.save(key, data)
-                copied_files += 1
-                if prefix == "upload_files":
-                    copied_upload_file_keys.append(key)
-            except Exception as e:
-                errored_files += 1
-                click.echo(click.style(f"  -> Error writing {key} to target: {str(e)}", fg="red"))
-                continue
-
-    click.echo("")
-    click.echo(click.style("Migration summary:", fg="yellow"))
-    click.echo(click.style(f"  Total:   {total_files}", fg="white"))
-    click.echo(click.style(f"  Copied:  {copied_files}", fg="green"))
-    click.echo(click.style(f"  Skipped: {skipped_files}", fg="white"))
-    if errored_files:
-        click.echo(click.style(f"  Errors:  {errored_files}", fg="red"))
-
-    if dry_run:
-        click.echo(click.style("Dry-run complete. No changes were made.", fg="green"))
-        return
-
-    if errored_files:
-        click.echo(
-            click.style(
-                "Some files failed to migrate. Review errors above before updating DB records.",
-                fg="yellow",
-            )
-        )
-        if update_db and not force:
-            if not click.confirm("Proceed to update DB storage_type despite errors?", default=False):
-                update_db = False
-
-    # Optionally update DB records for upload_files.storage_type (only for successfully copied upload_files)
-    if update_db:
-        if not copied_upload_file_keys:
-            click.echo(click.style("No upload_files copied. Skipping DB storage_type update.", fg="yellow"))
-        else:
-            try:
-                source_storage_type = StorageType.LOCAL if is_source_local else StorageType.OPENDAL
-                updated = (
-                    db.session.query(UploadFile)
-                    .where(
-                        UploadFile.storage_type == source_storage_type,
-                        UploadFile.key.in_(copied_upload_file_keys),
-                    )
-                    .update({UploadFile.storage_type: dify_config.STORAGE_TYPE}, synchronize_session=False)
-                )
-                db.session.commit()
-                click.echo(click.style(f"Updated storage_type for {updated} upload_files records.", fg="green"))
-            except Exception as e:
-                db.session.rollback()
-                click.echo(click.style(f"Failed to update DB storage_type: {str(e)}", fg="red"))

api/configs/__init__.py

@@ -1,3 +1,3 @@
 from .app_config import DifyConfig
 
-dify_config = DifyConfig()  # type: ignore
+dify_config = DifyConfig()

api/configs/extra/notion_config.py

@@ -1,3 +1,5 @@
+from typing import Optional
+
 from pydantic import Field
 from pydantic_settings import BaseSettings
 
@@ -7,28 +9,28 @@ class NotionConfig(BaseSettings):
     Configuration settings for Notion integration
     """
 
-    NOTION_CLIENT_ID: str | None = Field(
+    NOTION_CLIENT_ID: Optional[str] = Field(
         description="Client ID for Notion API authentication. Required for OAuth 2.0 flow.",
         default=None,
     )
 
-    NOTION_CLIENT_SECRET: str | None = Field(
+    NOTION_CLIENT_SECRET: Optional[str] = Field(
         description="Client secret for Notion API authentication. Required for OAuth 2.0 flow.",
         default=None,
     )
 
-    NOTION_INTEGRATION_TYPE: str | None = Field(
+    NOTION_INTEGRATION_TYPE: Optional[str] = Field(
         description="Type of Notion integration."
         " Set to 'internal' for internal integrations, or None for public integrations.",
         default=None,
     )
 
-    NOTION_INTERNAL_SECRET: str | None = Field(
+    NOTION_INTERNAL_SECRET: Optional[str] = Field(
         description="Secret key for internal Notion integrations. Required when NOTION_INTEGRATION_TYPE is 'internal'.",
         default=None,
     )
 
-    NOTION_INTEGRATION_TOKEN: str | None = Field(
+    NOTION_INTEGRATION_TOKEN: Optional[str] = Field(
         description="Integration token for Notion API access. Used for direct API calls without OAuth flow.",
         default=None,
     )

api/configs/extra/sentry_config.py

@@ -1,3 +1,5 @@
+from typing import Optional
+
 from pydantic import Field, NonNegativeFloat
 from pydantic_settings import BaseSettings
 
@@ -7,7 +9,7 @@ class SentryConfig(BaseSettings):
     Configuration settings for Sentry error tracking and performance monitoring
     """
 
-    SENTRY_DSN: str | None = Field(
+    SENTRY_DSN: Optional[str] = Field(
         description="Sentry Data Source Name (DSN)."
         " This is the unique identifier of your Sentry project, used to send events to the correct project.",
         default=None,

api/configs/feature/__init__.py

@@ -1,5 +1,4 @@
-from enum import StrEnum
-from typing import Literal
+from typing import Annotated, Literal, Optional
 
 from pydantic import (
     AliasChoices,
@@ -32,12 +31,6 @@ class SecurityConfig(BaseSettings):
         description="Duration in minutes for which a password reset token remains valid",
         default=5,
     )
-
-    EMAIL_REGISTER_TOKEN_EXPIRY_MINUTES: PositiveInt = Field(
-        description="Duration in minutes for which a email register token remains valid",
-        default=5,
-    )
-
     CHANGE_EMAIL_TOKEN_EXPIRY_MINUTES: PositiveInt = Field(
         description="Duration in minutes for which a change email token remains valid",
         default=5,
@@ -58,7 +51,7 @@ class SecurityConfig(BaseSettings):
         default=False,
     )
 
-    ADMIN_API_KEY: str | None = Field(
+    ADMIN_API_KEY: Optional[str] = Field(
         description="admin api key for authentication",
         default=None,
     )
@@ -77,6 +70,10 @@ class AppExecutionConfig(BaseSettings):
         description="Maximum number of concurrent active requests per app (0 for unlimited)",
         default=0,
     )
+    APP_DAILY_RATE_LIMIT: NonNegativeInt = Field(
+        description="Maximum number of requests per app per day",
+        default=5000,
+    )
 
 
 class CodeExecutionSandboxConfig(BaseSettings):
@@ -94,36 +91,21 @@ class CodeExecutionSandboxConfig(BaseSettings):
         default="dify-sandbox",
     )
 
-    CODE_EXECUTION_CONNECT_TIMEOUT: float | None = Field(
+    CODE_EXECUTION_CONNECT_TIMEOUT: Optional[float] = Field(
         description="Connection timeout in seconds for code execution requests",
         default=10.0,
     )
 
-    CODE_EXECUTION_READ_TIMEOUT: float | None = Field(
+    CODE_EXECUTION_READ_TIMEOUT: Optional[float] = Field(
         description="Read timeout in seconds for code execution requests",
         default=60.0,
     )
 
-    CODE_EXECUTION_WRITE_TIMEOUT: float | None = Field(
+    CODE_EXECUTION_WRITE_TIMEOUT: Optional[float] = Field(
         description="Write timeout in seconds for code execution request",
         default=10.0,
     )
 
-    CODE_EXECUTION_POOL_MAX_CONNECTIONS: PositiveInt = Field(
-        description="Maximum number of concurrent connections for the code execution HTTP client",
-        default=100,
-    )
-
-    CODE_EXECUTION_POOL_MAX_KEEPALIVE_CONNECTIONS: PositiveInt = Field(
-        description="Maximum number of persistent keep-alive connections for the code execution HTTP client",
-        default=20,
-    )
-
-    CODE_EXECUTION_POOL_KEEPALIVE_EXPIRY: PositiveFloat | None = Field(
-        description="Keep-alive expiry in seconds for idle connections (set to None to disable)",
-        default=5.0,
-    )
-
     CODE_MAX_NUMBER: PositiveInt = Field(
         description="Maximum allowed numeric value in code execution",
         default=9223372036854775807,
@@ -146,7 +128,7 @@ class CodeExecutionSandboxConfig(BaseSettings):
 
     CODE_MAX_STRING_LENGTH: PositiveInt = Field(
         description="Maximum allowed length for strings in code execution",
-        default=400_000,
+        default=80000,
     )
 
     CODE_MAX_STRING_ARRAY_LENGTH: PositiveInt = Field(
@@ -164,38 +146,6 @@ class CodeExecutionSandboxConfig(BaseSettings):
         default=1000,
     )
 
-    CODE_EXECUTION_SSL_VERIFY: bool = Field(
-        description="Enable or disable SSL verification for code execution requests",
-        default=True,
-    )
-
-
-class TriggerConfig(BaseSettings):
-    """
-    Configuration for trigger
-    """
-
-    WEBHOOK_REQUEST_BODY_MAX_SIZE: PositiveInt = Field(
-        description="Maximum allowed size for webhook request bodies in bytes",
-        default=10485760,
-    )
-
-
-class AsyncWorkflowConfig(BaseSettings):
-    """
-    Configuration for async workflow
-    """
-
-    ASYNC_WORKFLOW_SCHEDULER_GRANULARITY: int = Field(
-        description="Granularity for async workflow scheduler, "
-        "sometime, few users could block the queue due to some time-consuming tasks, "
-        "to avoid this, workflow can be suspended if needed, to achieve"
-        "this, a time-based checker is required, every granularity seconds, "
-        "the checker will check the workflow queue and suspend the workflow",
-        default=120,
-        ge=1,
-    )
-
 
 class PluginConfig(BaseSettings):
     """
@@ -212,11 +162,6 @@ class PluginConfig(BaseSettings):
         default="plugin-api-key",
     )
 
-    PLUGIN_DAEMON_TIMEOUT: PositiveFloat | None = Field(
-        description="Timeout in seconds for requests to the plugin daemon (set to None to disable)",
-        default=300.0,
-    )
-
     INNER_API_KEY_FOR_PLUGIN: str = Field(description="Inner api key for plugin", default="inner-api-key")
 
     PLUGIN_REMOTE_INSTALL_HOST: str = Field(
@@ -286,8 +231,6 @@ class EndpointConfig(BaseSettings):
         description="Template url for endpoint plugin", default="http://localhost:5002/e/{hook_id}"
     )
 
-    TRIGGER_URL: str = Field(description="Template url for triggers", default="http://localhost:5001")
-
 
 class FileAccessConfig(BaseSettings):
     """
@@ -356,42 +299,12 @@ class FileUploadConfig(BaseSettings):
         default=10,
     )
 
-    inner_UPLOAD_FILE_EXTENSION_BLACKLIST: str = Field(
-        description=(
-            "Comma-separated list of file extensions that are blocked from upload. "
-            "Extensions should be lowercase without dots (e.g., 'exe,bat,sh,dll'). "
-            "Empty by default to allow all file types."
-        ),
-        validation_alias=AliasChoices("UPLOAD_FILE_EXTENSION_BLACKLIST"),
-        default="",
-    )
-
-    @computed_field  # type: ignore[misc]
-    @property
-    def UPLOAD_FILE_EXTENSION_BLACKLIST(self) -> set[str]:
-        """
-        Parse and return the blacklist as a set of lowercase extensions.
-        Returns an empty set if no blacklist is configured.
-        """
-        if not self.inner_UPLOAD_FILE_EXTENSION_BLACKLIST:
-            return set()
-        return {
-            ext.strip().lower().strip(".")
-            for ext in self.inner_UPLOAD_FILE_EXTENSION_BLACKLIST.split(",")
-            if ext.strip()
-        }
-
 
 class HttpConfig(BaseSettings):
     """
     HTTP-related configurations for the application
     """
 
-    COOKIE_DOMAIN: str = Field(
-        description="Explicit cookie domain for console/service cookies when sharing across subdomains",
-        default="",
-    )
-
     API_COMPRESSION_ENABLED: bool = Field(
         description="Enable or disable gzip compression for HTTP responses",
         default=False,
@@ -422,11 +335,11 @@ class HttpConfig(BaseSettings):
     )
 
     HTTP_REQUEST_MAX_READ_TIMEOUT: int = Field(
-        ge=1, description="Maximum read timeout in seconds for HTTP requests", default=600
+        ge=1, description="Maximum read timeout in seconds for HTTP requests", default=60
     )
 
     HTTP_REQUEST_MAX_WRITE_TIMEOUT: int = Field(
-        ge=1, description="Maximum write timeout in seconds for HTTP requests", default=600
+        ge=1, description="Maximum write timeout in seconds for HTTP requests", default=20
     )
 
     HTTP_REQUEST_NODE_MAX_BINARY_SIZE: PositiveInt = Field(
@@ -449,17 +362,17 @@ class HttpConfig(BaseSettings):
         default=3,
     )
 
-    SSRF_PROXY_ALL_URL: str | None = Field(
+    SSRF_PROXY_ALL_URL: Optional[str] = Field(
         description="Proxy URL for HTTP or HTTPS requests to prevent Server-Side Request Forgery (SSRF)",
         default=None,
     )
 
-    SSRF_PROXY_HTTP_URL: str | None = Field(
+    SSRF_PROXY_HTTP_URL: Optional[str] = Field(
         description="Proxy URL for HTTP requests to prevent Server-Side Request Forgery (SSRF)",
         default=None,
     )
 
-    SSRF_PROXY_HTTPS_URL: str | None = Field(
+    SSRF_PROXY_HTTPS_URL: Optional[str] = Field(
         description="Proxy URL for HTTPS requests to prevent Server-Side Request Forgery (SSRF)",
         default=None,
     )
@@ -484,21 +397,6 @@ class HttpConfig(BaseSettings):
         default=5,
     )
 
-    SSRF_POOL_MAX_CONNECTIONS: PositiveInt = Field(
-        description="Maximum number of concurrent connections for the SSRF HTTP client",
-        default=100,
-    )
-
-    SSRF_POOL_MAX_KEEPALIVE_CONNECTIONS: PositiveInt = Field(
-        description="Maximum number of persistent keep-alive connections for the SSRF HTTP client",
-        default=20,
-    )
-
-    SSRF_POOL_KEEPALIVE_EXPIRY: PositiveFloat | None = Field(
-        description="Keep-alive expiry in seconds for idle SSRF connections (set to None to disable)",
-        default=5.0,
-    )
-
     RESPECT_XFORWARD_HEADERS_ENABLED: bool = Field(
         description="Enable handling of X-Forwarded-For, X-Forwarded-Proto, and X-Forwarded-Port headers"
         " when the app is behind a single trusted reverse proxy.",
@@ -516,7 +414,7 @@ class InnerAPIConfig(BaseSettings):
         default=False,
     )
 
-    INNER_API_KEY: str | None = Field(
+    INNER_API_KEY: Optional[str] = Field(
         description="API key for accessing the internal API",
         default=None,
     )
@@ -532,7 +430,7 @@ class LoggingConfig(BaseSettings):
         default="INFO",
     )
 
-    LOG_FILE: str | None = Field(
+    LOG_FILE: Optional[str] = Field(
         description="File path for log output.",
         default=None,
     )
@@ -552,12 +450,12 @@ class LoggingConfig(BaseSettings):
         default="%(asctime)s.%(msecs)03d %(levelname)s [%(threadName)s] [%(filename)s:%(lineno)d] - %(message)s",
     )
 
-    LOG_DATEFORMAT: str | None = Field(
+    LOG_DATEFORMAT: Optional[str] = Field(
         description="Date format string for log timestamps",
         default=None,
     )
 
-    LOG_TZ: str | None = Field(
+    LOG_TZ: Optional[str] = Field(
         description="Timezone for log timestamps (e.g., 'America/New_York')",
         default="UTC",
     )
@@ -601,22 +499,6 @@ class UpdateConfig(BaseSettings):
     )
 
 
-class WorkflowVariableTruncationConfig(BaseSettings):
-    WORKFLOW_VARIABLE_TRUNCATION_MAX_SIZE: PositiveInt = Field(
-        # 1000 KiB
-        1024_000,
-        description="Maximum size for variable to trigger final truncation.",
-    )
-    WORKFLOW_VARIABLE_TRUNCATION_STRING_LENGTH: PositiveInt = Field(
-        100000,
-        description="maximum length for string to trigger tuncation, measure in number of characters",
-    )
-    WORKFLOW_VARIABLE_TRUNCATION_ARRAY_LENGTH: PositiveInt = Field(
-        1000,
-        description="maximum length for array to trigger truncation.",
-    )
-
-
 class WorkflowConfig(BaseSettings):
     """
     Configuration for workflow execution
@@ -637,36 +519,14 @@ class WorkflowConfig(BaseSettings):
         default=5,
     )
 
-    MAX_VARIABLE_SIZE: PositiveInt = Field(
-        description="Maximum size in bytes for a single variable in workflows. Default to 200 KB.",
-        default=200 * 1024,
-    )
-
-    TEMPLATE_TRANSFORM_MAX_LENGTH: PositiveInt = Field(
-        description="Maximum number of characters allowed in Template Transform node output",
-        default=400_000,
-    )
-
-    # GraphEngine Worker Pool Configuration
-    GRAPH_ENGINE_MIN_WORKERS: PositiveInt = Field(
-        description="Minimum number of workers per GraphEngine instance",
-        default=1,
-    )
-
-    GRAPH_ENGINE_MAX_WORKERS: PositiveInt = Field(
-        description="Maximum number of workers per GraphEngine instance",
-        default=10,
-    )
-
-    GRAPH_ENGINE_SCALE_UP_THRESHOLD: PositiveInt = Field(
-        description="Queue depth threshold that triggers worker scale up",
+    WORKFLOW_PARALLEL_DEPTH_LIMIT: PositiveInt = Field(
+        description="Maximum allowed depth for nested parallel executions",
         default=3,
     )
 
-    GRAPH_ENGINE_SCALE_DOWN_IDLE_TIME: float = Field(
-        description="Seconds of idle time before scaling down workers",
-        default=5.0,
-        ge=0.1,
+    MAX_VARIABLE_SIZE: PositiveInt = Field(
+        description="Maximum size in bytes for a single variable in workflows. Default to 200 KB.",
+        default=200 * 1024,
     )
 
 
@@ -729,22 +589,22 @@ class AuthConfig(BaseSettings):
         default="/console/api/oauth/authorize",
     )
 
-    GITHUB_CLIENT_ID: str | None = Field(
+    GITHUB_CLIENT_ID: Optional[str] = Field(
         description="GitHub OAuth client ID",
         default=None,
     )
 
-    GITHUB_CLIENT_SECRET: str | None = Field(
+    GITHUB_CLIENT_SECRET: Optional[str] = Field(
         description="GitHub OAuth client secret",
         default=None,
     )
 
-    GOOGLE_CLIENT_ID: str | None = Field(
+    GOOGLE_CLIENT_ID: Optional[str] = Field(
         description="Google OAuth client ID",
         default=None,
     )
 
-    GOOGLE_CLIENT_SECRET: str | None = Field(
+    GOOGLE_CLIENT_SECRET: Optional[str] = Field(
         description="Google OAuth client secret",
         default=None,
     )
@@ -779,11 +639,6 @@ class AuthConfig(BaseSettings):
         default=86400,
     )
 
-    EMAIL_REGISTER_LOCKOUT_DURATION: PositiveInt = Field(
-        description="Time (in seconds) a user must wait before retrying email register after exceeding the rate limit.",
-        default=86400,
-    )
-
 
 class ModerationConfig(BaseSettings):
     """
@@ -807,71 +662,47 @@ class ToolConfig(BaseSettings):
     )
 
 
-class TemplateMode(StrEnum):
-    # unsafe mode allows flexible operations in templates, but may cause security vulnerabilities
-    UNSAFE = "unsafe"
-
-    # sandbox mode restricts some unsafe operations like accessing __class__.
-    # however, it is still not 100% safe, for example, cpu exploitation can happen.
-    SANDBOX = "sandbox"
-
-    # templating is disabled
-    DISABLED = "disabled"
-
-
 class MailConfig(BaseSettings):
     """
     Configuration for email services
     """
 
-    MAIL_TEMPLATING_MODE: TemplateMode = Field(
-        description="Template mode for email services",
-        default=TemplateMode.SANDBOX,
-    )
-
-    MAIL_TEMPLATING_TIMEOUT: int = Field(
-        description="""
-        Timeout for email templating in seconds. Used to prevent infinite loops in malicious templates.
-        Only available in sandbox mode.""",
-        default=3,
-    )
-
-    MAIL_TYPE: str | None = Field(
+    MAIL_TYPE: Optional[str] = Field(
         description="Email service provider type ('smtp' or 'resend' or 'sendGrid), default to None.",
         default=None,
     )
 
-    MAIL_DEFAULT_SEND_FROM: str | None = Field(
+    MAIL_DEFAULT_SEND_FROM: Optional[str] = Field(
         description="Default email address to use as the sender",
         default=None,
     )
 
-    RESEND_API_KEY: str | None = Field(
+    RESEND_API_KEY: Optional[str] = Field(
         description="API key for Resend email service",
         default=None,
     )
 
-    RESEND_API_URL: str | None = Field(
+    RESEND_API_URL: Optional[str] = Field(
         description="API URL for Resend email service",
         default=None,
     )
 
-    SMTP_SERVER: str | None = Field(
+    SMTP_SERVER: Optional[str] = Field(
         description="SMTP server hostname",
         default=None,
     )
 
-    SMTP_PORT: int | None = Field(
+    SMTP_PORT: Optional[int] = Field(
         description="SMTP server port number",
         default=465,
     )
 
-    SMTP_USERNAME: str | None = Field(
+    SMTP_USERNAME: Optional[str] = Field(
         description="Username for SMTP authentication",
         default=None,
     )
 
-    SMTP_PASSWORD: str | None = Field(
+    SMTP_PASSWORD: Optional[str] = Field(
         description="Password for SMTP authentication",
         default=None,
     )
@@ -891,7 +722,7 @@ class MailConfig(BaseSettings):
         default=50,
     )
 
-    SENDGRID_API_KEY: str | None = Field(
+    SENDGRID_API_KEY: Optional[str] = Field(
         description="API key for SendGrid service",
         default=None,
     )
@@ -914,17 +745,17 @@ class RagEtlConfig(BaseSettings):
         default="database",
     )
 
-    UNSTRUCTURED_API_URL: str | None = Field(
+    UNSTRUCTURED_API_URL: Optional[str] = Field(
         description="API URL for Unstructured.io service",
         default=None,
     )
 
-    UNSTRUCTURED_API_KEY: str | None = Field(
+    UNSTRUCTURED_API_KEY: Optional[str] = Field(
         description="API key for Unstructured.io service",
         default="",
     )
 
-    SCARF_NO_ANALYTICS: str | None = Field(
+    SCARF_NO_ANALYTICS: Optional[str] = Field(
         description="This is about whether to disable Scarf analytics in Unstructured library.",
         default="false",
     )
@@ -965,16 +796,6 @@ class DataSetConfig(BaseSettings):
         default=30,
     )
 
-    DSL_EXPORT_ENCRYPT_DATASET_ID: bool = Field(
-        description="Enable or disable dataset ID encryption when exporting DSL files",
-        default=True,
-    )
-
-    DATASET_MAX_SEGMENTS_PER_REQUEST: NonNegativeInt = Field(
-        description="Maximum number of segments for dataset segments API (0 for unlimited)",
-        default=0,
-    )
-
 
 class WorkspaceConfig(BaseSettings):
     """
@@ -1050,44 +871,6 @@ class CeleryScheduleTasksConfig(BaseSettings):
         description="Enable check upgradable plugin task",
         default=True,
     )
-    ENABLE_WORKFLOW_SCHEDULE_POLLER_TASK: bool = Field(
-        description="Enable workflow schedule poller task",
-        default=True,
-    )
-    WORKFLOW_SCHEDULE_POLLER_INTERVAL: int = Field(
-        description="Workflow schedule poller interval in minutes",
-        default=1,
-    )
-    WORKFLOW_SCHEDULE_POLLER_BATCH_SIZE: int = Field(
-        description="Maximum number of schedules to process in each poll batch",
-        default=100,
-    )
-    WORKFLOW_SCHEDULE_MAX_DISPATCH_PER_TICK: int = Field(
-        description="Maximum schedules to dispatch per tick (0=unlimited, circuit breaker)",
-        default=0,
-    )
-
-    # Trigger provider refresh (simple version)
-    ENABLE_TRIGGER_PROVIDER_REFRESH_TASK: bool = Field(
-        description="Enable trigger provider refresh poller",
-        default=True,
-    )
-    TRIGGER_PROVIDER_REFRESH_INTERVAL: int = Field(
-        description="Trigger provider refresh poller interval in minutes",
-        default=1,
-    )
-    TRIGGER_PROVIDER_REFRESH_BATCH_SIZE: int = Field(
-        description="Max trigger subscriptions to process per tick",
-        default=200,
-    )
-    TRIGGER_PROVIDER_CREDENTIAL_THRESHOLD_SECONDS: int = Field(
-        description="Proactive credential refresh threshold in seconds",
-        default=60 * 60,
-    )
-    TRIGGER_PROVIDER_SUBSCRIPTION_THRESHOLD_SECONDS: int = Field(
-        description="Proactive subscription refresh threshold in seconds",
-        default=60 * 60,
-    )
 
 
 class PositionConfig(BaseSettings):
@@ -1186,40 +969,19 @@ class AccountConfig(BaseSettings):
 
 
 class WorkflowLogConfig(BaseSettings):
-    WORKFLOW_LOG_CLEANUP_ENABLED: bool = Field(default=False, description="Enable workflow run log cleanup")
+    WORKFLOW_LOG_CLEANUP_ENABLED: bool = Field(default=True, description="Enable workflow run log cleanup")
     WORKFLOW_LOG_RETENTION_DAYS: int = Field(default=30, description="Retention days for workflow run logs")
     WORKFLOW_LOG_CLEANUP_BATCH_SIZE: int = Field(
         default=100, description="Batch size for workflow run log cleanup operations"
     )
 
 
-class SwaggerUIConfig(BaseSettings):
-    SWAGGER_UI_ENABLED: bool = Field(
-        description="Whether to enable Swagger UI in api module",
-        default=True,
-    )
-
-    SWAGGER_UI_PATH: str = Field(
-        description="Swagger UI page path in api module",
-        default="/swagger-ui.html",
-    )
-
-
-class TenantIsolatedTaskQueueConfig(BaseSettings):
-    TENANT_ISOLATED_TASK_CONCURRENCY: int = Field(
-        description="Number of tasks allowed to be delivered concurrently from isolated queue per tenant",
-        default=1,
-    )
-
-
 class FeatureConfig(
     # place the configs in alphabet order
     AppExecutionConfig,
     AuthConfig,  # Changed from OAuthConfig to AuthConfig
     BillingConfig,
     CodeExecutionSandboxConfig,
-    TriggerConfig,
-    AsyncWorkflowConfig,
     PluginConfig,
     MarketplaceConfig,
     DataSetConfig,
@@ -1238,7 +1000,6 @@ class FeatureConfig(
     RagEtlConfig,
     RepositoryConfig,
     SecurityConfig,
-    TenantIsolatedTaskQueueConfig,
     ToolConfig,
     UpdateConfig,
     WorkflowConfig,
@@ -1246,12 +1007,10 @@ class FeatureConfig(
     WorkspaceConfig,
     LoginConfig,
     AccountConfig,
-    SwaggerUIConfig,
     # hosted services config
     HostedServiceConfig,
     CeleryBeatConfig,
     CeleryScheduleTasksConfig,
     WorkflowLogConfig,
-    WorkflowVariableTruncationConfig,
 ):
     pass

api/configs/feature/hosted_service/__init__.py

@@ -1,3 +1,5 @@
+from typing import Optional
+
 from pydantic import Field, NonNegativeInt
 from pydantic_settings import BaseSettings
 
@@ -38,17 +40,17 @@ class HostedOpenAiConfig(BaseSettings):
     Configuration for hosted OpenAI service
     """
 
-    HOSTED_OPENAI_API_KEY: str | None = Field(
+    HOSTED_OPENAI_API_KEY: Optional[str] = Field(
         description="API key for hosted OpenAI service",
         default=None,
     )
 
-    HOSTED_OPENAI_API_BASE: str | None = Field(
+    HOSTED_OPENAI_API_BASE: Optional[str] = Field(
         description="Base URL for hosted OpenAI API",
         default=None,
     )
 
-    HOSTED_OPENAI_API_ORGANIZATION: str | None = Field(
+    HOSTED_OPENAI_API_ORGANIZATION: Optional[str] = Field(
         description="Organization ID for hosted OpenAI service",
         default=None,
     )
@@ -108,12 +110,12 @@ class HostedAzureOpenAiConfig(BaseSettings):
         default=False,
     )
 
-    HOSTED_AZURE_OPENAI_API_KEY: str | None = Field(
+    HOSTED_AZURE_OPENAI_API_KEY: Optional[str] = Field(
         description="API key for hosted Azure OpenAI service",
         default=None,
     )
 
-    HOSTED_AZURE_OPENAI_API_BASE: str | None = Field(
+    HOSTED_AZURE_OPENAI_API_BASE: Optional[str] = Field(
         description="Base URL for hosted Azure OpenAI API",
         default=None,
     )
@@ -129,12 +131,12 @@ class HostedAnthropicConfig(BaseSettings):
     Configuration for hosted Anthropic service
     """
 
-    HOSTED_ANTHROPIC_API_BASE: str | None = Field(
+    HOSTED_ANTHROPIC_API_BASE: Optional[str] = Field(
         description="Base URL for hosted Anthropic API",
         default=None,
     )
 
-    HOSTED_ANTHROPIC_API_KEY: str | None = Field(
+    HOSTED_ANTHROPIC_API_KEY: Optional[str] = Field(
         description="API key for hosted Anthropic service",
         default=None,
     )
@@ -220,28 +222,11 @@ class HostedFetchAppTemplateConfig(BaseSettings):
     )
 
 
-class HostedFetchPipelineTemplateConfig(BaseSettings):
-    """
-    Configuration for fetching pipeline templates
-    """
-
-    HOSTED_FETCH_PIPELINE_TEMPLATES_MODE: str = Field(
-        description="Mode for fetching pipeline templates: remote, db, or builtin default to remote,",
-        default="remote",
-    )
-
-    HOSTED_FETCH_PIPELINE_TEMPLATES_REMOTE_DOMAIN: str = Field(
-        description="Domain for fetching remote pipeline templates",
-        default="https://tmpl.dify.ai",
-    )
-
-
 class HostedServiceConfig(
     # place the configs in alphabet order
     HostedAnthropicConfig,
     HostedAzureOpenAiConfig,
     HostedFetchAppTemplateConfig,
-    HostedFetchPipelineTemplateConfig,
     HostedMinmaxConfig,
     HostedOpenAiConfig,
     HostedSparkConfig,

api/configs/middleware/__init__.py

@@ -1,5 +1,5 @@
 import os
-from typing import Any, Literal
+from typing import Any, Literal, Optional
 from urllib.parse import parse_qsl, quote_plus
 
 from pydantic import Field, NonNegativeFloat, NonNegativeInt, PositiveFloat, PositiveInt, computed_field
@@ -18,7 +18,6 @@ from .storage.opendal_storage_config import OpenDALStorageConfig
 from .storage.supabase_storage_config import SupabaseStorageConfig
 from .storage.tencent_cos_storage_config import TencentCloudCOSStorageConfig
 from .storage.volcengine_tos_storage_config import VolcengineTOSStorageConfig
-from .vdb.alibabacloud_mysql_config import AlibabaCloudMySQLConfig
 from .vdb.analyticdb_config import AnalyticdbConfig
 from .vdb.baidu_vector_config import BaiduVectorDBConfig
 from .vdb.chroma_config import ChromaConfig
@@ -79,18 +78,18 @@ class StorageConfig(BaseSettings):
 
 
 class VectorStoreConfig(BaseSettings):
-    VECTOR_STORE: str | None = Field(
+    VECTOR_STORE: Optional[str] = Field(
         description="Type of vector store to use for efficient similarity search."
         " Set to None if not using a vector store.",
         default=None,
     )
 
-    VECTOR_STORE_WHITELIST_ENABLE: bool | None = Field(
+    VECTOR_STORE_WHITELIST_ENABLE: Optional[bool] = Field(
         description="Enable whitelist for vector store.",
         default=False,
     )
 
-    VECTOR_INDEX_NAME_PREFIX: str | None = Field(
+    VECTOR_INDEX_NAME_PREFIX: Optional[str] = Field(
         description="Prefix used to create collection name in vector database",
         default="Vector_index",
     )
@@ -105,12 +104,6 @@ class KeywordStoreConfig(BaseSettings):
 
 
 class DatabaseConfig(BaseSettings):
-    # Database type selector
-    DB_TYPE: Literal["postgresql", "mysql", "oceanbase"] = Field(
-        description="Database type to use. OceanBase is MySQL-compatible.",
-        default="postgresql",
-    )
-
     DB_HOST: str = Field(
         description="Hostname or IP address of the database server.",
         default="localhost",
@@ -146,12 +139,12 @@ class DatabaseConfig(BaseSettings):
         default="",
     )
 
-    @computed_field  # type: ignore[prop-decorator]
-    @property
-    def SQLALCHEMY_DATABASE_URI_SCHEME(self) -> str:
-        return "postgresql" if self.DB_TYPE == "postgresql" else "mysql+pymysql"
+    SQLALCHEMY_DATABASE_URI_SCHEME: str = Field(
+        description="Database URI scheme for SQLAlchemy connection.",
+        default="postgresql",
+    )
 
-    @computed_field  # type: ignore[prop-decorator]
+    @computed_field  # type: ignore[misc]
     @property
     def SQLALCHEMY_DATABASE_URI(self) -> str:
         db_extras = (
@@ -194,31 +187,26 @@ class DatabaseConfig(BaseSettings):
         default=False,
     )
 
-    SQLALCHEMY_POOL_TIMEOUT: NonNegativeInt = Field(
-        description="Number of seconds to wait for a connection from the pool before raising a timeout error.",
-        default=30,
-    )
-
     RETRIEVAL_SERVICE_EXECUTORS: NonNegativeInt = Field(
         description="Number of processes for the retrieval service, default to CPU cores.",
         default=os.cpu_count() or 1,
     )
 
-    @computed_field  # type: ignore[prop-decorator]
+    @computed_field  # type: ignore[misc]
     @property
     def SQLALCHEMY_ENGINE_OPTIONS(self) -> dict[str, Any]:
         # Parse DB_EXTRAS for 'options'
         db_extras_dict = dict(parse_qsl(self.DB_EXTRAS))
         options = db_extras_dict.get("options", "")
-        connect_args = {}
-        # Use the dynamic SQLALCHEMY_DATABASE_URI_SCHEME property
-        if self.SQLALCHEMY_DATABASE_URI_SCHEME.startswith("postgresql"):
-            timezone_opt = "-c timezone=UTC"
-            if options:
-                merged_options = f"{options} {timezone_opt}"
-            else:
-                merged_options = timezone_opt
-            connect_args = {"options": merged_options}
+        # Always include timezone
+        timezone_opt = "-c timezone=UTC"
+        if options:
+            # Merge user options and timezone
+            merged_options = f"{options} {timezone_opt}"
+        else:
+            merged_options = timezone_opt
+
+        connect_args = {"options": merged_options}
 
         return {
             "pool_size": self.SQLALCHEMY_POOL_SIZE,
@@ -227,8 +215,6 @@ class DatabaseConfig(BaseSettings):
             "pool_pre_ping": self.SQLALCHEMY_POOL_PRE_PING,
             "connect_args": connect_args,
             "pool_use_lifo": self.SQLALCHEMY_POOL_USE_LIFO,
-            "pool_reset_on_return": None,
-            "pool_timeout": self.SQLALCHEMY_POOL_TIMEOUT,
         }
 
 
@@ -238,26 +224,26 @@ class CeleryConfig(DatabaseConfig):
         default="redis",
     )
 
-    CELERY_BROKER_URL: str | None = Field(
+    CELERY_BROKER_URL: Optional[str] = Field(
         description="URL of the message broker for Celery tasks.",
         default=None,
     )
 
-    CELERY_USE_SENTINEL: bool | None = Field(
+    CELERY_USE_SENTINEL: Optional[bool] = Field(
         description="Whether to use Redis Sentinel for high availability.",
         default=False,
     )
 
-    CELERY_SENTINEL_MASTER_NAME: str | None = Field(
+    CELERY_SENTINEL_MASTER_NAME: Optional[str] = Field(
         description="Name of the Redis Sentinel master.",
         default=None,
     )
 
-    CELERY_SENTINEL_PASSWORD: str | None = Field(
+    CELERY_SENTINEL_PASSWORD: Optional[str] = Field(
         description="Password of the Redis Sentinel master.",
         default=None,
     )
-    CELERY_SENTINEL_SOCKET_TIMEOUT: PositiveFloat | None = Field(
+    CELERY_SENTINEL_SOCKET_TIMEOUT: Optional[PositiveFloat] = Field(
         description="Timeout for Redis Sentinel socket operations in seconds.",
         default=0.1,
     )
@@ -281,12 +267,12 @@ class InternalTestConfig(BaseSettings):
     Configuration settings for Internal Test
     """
 
-    AWS_SECRET_ACCESS_KEY: str | None = Field(
+    AWS_SECRET_ACCESS_KEY: Optional[str] = Field(
         description="Internal test AWS secret access key",
         default=None,
     )
 
-    AWS_ACCESS_KEY_ID: str | None = Field(
+    AWS_ACCESS_KEY_ID: Optional[str] = Field(
         description="Internal test AWS access key ID",
         default=None,
     )
@@ -297,15 +283,15 @@ class DatasetQueueMonitorConfig(BaseSettings):
     Configuration settings for Dataset Queue Monitor
     """
 
-    QUEUE_MONITOR_THRESHOLD: NonNegativeInt | None = Field(
+    QUEUE_MONITOR_THRESHOLD: Optional[NonNegativeInt] = Field(
         description="Threshold for dataset queue monitor",
         default=200,
     )
-    QUEUE_MONITOR_ALERT_EMAILS: str | None = Field(
+    QUEUE_MONITOR_ALERT_EMAILS: Optional[str] = Field(
         description="Emails for dataset queue monitor alert, separated by commas",
         default=None,
     )
-    QUEUE_MONITOR_INTERVAL: NonNegativeFloat | None = Field(
+    QUEUE_MONITOR_INTERVAL: Optional[NonNegativeFloat] = Field(
         description="Interval for dataset queue monitor in minutes",
         default=30,
     )
@@ -313,7 +299,8 @@ class DatasetQueueMonitorConfig(BaseSettings):
 
 class MiddlewareConfig(
     # place the configs in alphabet order
-    CeleryConfig,  # Note: CeleryConfig already inherits from DatabaseConfig
+    CeleryConfig,
+    DatabaseConfig,
     KeywordStoreConfig,
     RedisConfig,
     # configs of storage and storage providers
@@ -337,7 +324,6 @@ class MiddlewareConfig(
     ClickzettaConfig,
     HuaweiCloudConfig,
     MilvusConfig,
-    AlibabaCloudMySQLConfig,
     MyScaleConfig,
     OpenSearchConfig,
     OracleConfig,

api/configs/middleware/cache/redis_config.py

@@ -1,3 +1,5 @@
+from typing import Optional
+
 from pydantic import Field, NonNegativeInt, PositiveFloat, PositiveInt
 from pydantic_settings import BaseSettings
 
@@ -17,12 +19,12 @@ class RedisConfig(BaseSettings):
         default=6379,
     )
 
-    REDIS_USERNAME: str | None = Field(
+    REDIS_USERNAME: Optional[str] = Field(
         description="Username for Redis authentication (if required)",
         default=None,
     )
 
-    REDIS_PASSWORD: str | None = Field(
+    REDIS_PASSWORD: Optional[str] = Field(
         description="Password for Redis authentication (if required)",
         default=None,
     )
@@ -42,47 +44,47 @@ class RedisConfig(BaseSettings):
         default="CERT_NONE",
     )
 
-    REDIS_SSL_CA_CERTS: str | None = Field(
+    REDIS_SSL_CA_CERTS: Optional[str] = Field(
         description="Path to the CA certificate file for SSL verification",
         default=None,
     )
 
-    REDIS_SSL_CERTFILE: str | None = Field(
+    REDIS_SSL_CERTFILE: Optional[str] = Field(
         description="Path to the client certificate file for SSL authentication",
         default=None,
     )
 
-    REDIS_SSL_KEYFILE: str | None = Field(
+    REDIS_SSL_KEYFILE: Optional[str] = Field(
         description="Path to the client private key file for SSL authentication",
         default=None,
     )
 
-    REDIS_USE_SENTINEL: bool | None = Field(
+    REDIS_USE_SENTINEL: Optional[bool] = Field(
         description="Enable Redis Sentinel mode for high availability",
         default=False,
     )
 
-    REDIS_SENTINELS: str | None = Field(
+    REDIS_SENTINELS: Optional[str] = Field(
         description="Comma-separated list of Redis Sentinel nodes (host:port)",
         default=None,
     )
 
-    REDIS_SENTINEL_SERVICE_NAME: str | None = Field(
+    REDIS_SENTINEL_SERVICE_NAME: Optional[str] = Field(
         description="Name of the Redis Sentinel service to monitor",
         default=None,
     )
 
-    REDIS_SENTINEL_USERNAME: str | None = Field(
+    REDIS_SENTINEL_USERNAME: Optional[str] = Field(
         description="Username for Redis Sentinel authentication (if required)",
         default=None,
     )
 
-    REDIS_SENTINEL_PASSWORD: str | None = Field(
+    REDIS_SENTINEL_PASSWORD: Optional[str] = Field(
         description="Password for Redis Sentinel authentication (if required)",
         default=None,
     )
 
-    REDIS_SENTINEL_SOCKET_TIMEOUT: PositiveFloat | None = Field(
+    REDIS_SENTINEL_SOCKET_TIMEOUT: Optional[PositiveFloat] = Field(
         description="Socket timeout in seconds for Redis Sentinel connections",
         default=0.1,
     )
@@ -92,12 +94,12 @@ class RedisConfig(BaseSettings):
         default=False,
     )
 
-    REDIS_CLUSTERS: str | None = Field(
+    REDIS_CLUSTERS: Optional[str] = Field(
         description="Comma-separated list of Redis Clusters nodes (host:port)",
         default=None,
     )
 
-    REDIS_CLUSTERS_PASSWORD: str | None = Field(
+    REDIS_CLUSTERS_PASSWORD: Optional[str] = Field(
         description="Password for Redis Clusters authentication (if required)",
         default=None,
     )

api/configs/middleware/storage/aliyun_oss_storage_config.py

@@ -1,3 +1,5 @@
+from typing import Optional
+
 from pydantic import Field
 from pydantic_settings import BaseSettings
 
@@ -7,37 +9,37 @@ class AliyunOSSStorageConfig(BaseSettings):
     Configuration settings for Aliyun Object Storage Service (OSS)
     """
 
-    ALIYUN_OSS_BUCKET_NAME: str | None = Field(
+    ALIYUN_OSS_BUCKET_NAME: Optional[str] = Field(
         description="Name of the Aliyun OSS bucket to store and retrieve objects",
         default=None,
     )
 
-    ALIYUN_OSS_ACCESS_KEY: str | None = Field(
+    ALIYUN_OSS_ACCESS_KEY: Optional[str] = Field(
         description="Access key ID for authenticating with Aliyun OSS",
         default=None,
     )
 
-    ALIYUN_OSS_SECRET_KEY: str | None = Field(
+    ALIYUN_OSS_SECRET_KEY: Optional[str] = Field(
         description="Secret access key for authenticating with Aliyun OSS",
         default=None,
     )
 
-    ALIYUN_OSS_ENDPOINT: str | None = Field(
+    ALIYUN_OSS_ENDPOINT: Optional[str] = Field(
         description="URL of the Aliyun OSS endpoint for your chosen region",
         default=None,
     )
 
-    ALIYUN_OSS_REGION: str | None = Field(
+    ALIYUN_OSS_REGION: Optional[str] = Field(
         description="Aliyun OSS region where your bucket is located (e.g., 'oss-cn-hangzhou')",
         default=None,
     )
 
-    ALIYUN_OSS_AUTH_VERSION: str | None = Field(
+    ALIYUN_OSS_AUTH_VERSION: Optional[str] = Field(
         description="Version of the authentication protocol to use with Aliyun OSS (e.g., 'v4')",
         default=None,
     )
 
-    ALIYUN_OSS_PATH: str | None = Field(
+    ALIYUN_OSS_PATH: Optional[str] = Field(
         description="Base path within the bucket to store objects (e.g., 'my-app-data/')",
         default=None,
     )

api/configs/middleware/storage/amazon_s3_storage_config.py

@@ -1,4 +1,4 @@
-from typing import Literal
+from typing import Literal, Optional
 
 from pydantic import Field
 from pydantic_settings import BaseSettings
@@ -9,27 +9,27 @@ class S3StorageConfig(BaseSettings):
     Configuration settings for S3-compatible object storage
     """
 
-    S3_ENDPOINT: str | None = Field(
+    S3_ENDPOINT: Optional[str] = Field(
         description="URL of the S3-compatible storage endpoint (e.g., 'https://s3.amazonaws.com')",
         default=None,
     )
 
-    S3_REGION: str | None = Field(
+    S3_REGION: Optional[str] = Field(
         description="Region where the S3 bucket is located (e.g., 'us-east-1')",
         default=None,
     )
 
-    S3_BUCKET_NAME: str | None = Field(
+    S3_BUCKET_NAME: Optional[str] = Field(
         description="Name of the S3 bucket to store and retrieve objects",
         default=None,
     )
 
-    S3_ACCESS_KEY: str | None = Field(
+    S3_ACCESS_KEY: Optional[str] = Field(
         description="Access key ID for authenticating with the S3 service",
         default=None,
     )
 
-    S3_SECRET_KEY: str | None = Field(
+    S3_SECRET_KEY: Optional[str] = Field(
         description="Secret access key for authenticating with the S3 service",
         default=None,
     )

api/configs/middleware/storage/azure_blob_storage_config.py

@@ -1,3 +1,5 @@
+from typing import Optional
+
 from pydantic import Field
 from pydantic_settings import BaseSettings
 
@@ -7,22 +9,22 @@ class AzureBlobStorageConfig(BaseSettings):
     Configuration settings for Azure Blob Storage
     """
 
-    AZURE_BLOB_ACCOUNT_NAME: str | None = Field(
+    AZURE_BLOB_ACCOUNT_NAME: Optional[str] = Field(
         description="Name of the Azure Storage account (e.g., 'mystorageaccount')",
         default=None,
     )
 
-    AZURE_BLOB_ACCOUNT_KEY: str | None = Field(
+    AZURE_BLOB_ACCOUNT_KEY: Optional[str] = Field(
         description="Access key for authenticating with the Azure Storage account",
         default=None,
     )
 
-    AZURE_BLOB_CONTAINER_NAME: str | None = Field(
+    AZURE_BLOB_CONTAINER_NAME: Optional[str] = Field(
         description="Name of the Azure Blob container to store and retrieve objects",
         default=None,
     )
 
-    AZURE_BLOB_ACCOUNT_URL: str | None = Field(
+    AZURE_BLOB_ACCOUNT_URL: Optional[str] = Field(
         description="URL of the Azure Blob storage endpoint (e.g., 'https://mystorageaccount.blob.core.windows.net')",
         default=None,
     )

api/configs/middleware/storage/baidu_obs_storage_config.py

@@ -1,3 +1,5 @@
+from typing import Optional
+
 from pydantic import Field
 from pydantic_settings import BaseSettings
 
@@ -7,22 +9,22 @@ class BaiduOBSStorageConfig(BaseSettings):
     Configuration settings for Baidu Object Storage Service (OBS)
     """
 
-    BAIDU_OBS_BUCKET_NAME: str | None = Field(
+    BAIDU_OBS_BUCKET_NAME: Optional[str] = Field(
         description="Name of the Baidu OBS bucket to store and retrieve objects (e.g., 'my-obs-bucket')",
         default=None,
     )
 
-    BAIDU_OBS_ACCESS_KEY: str | None = Field(
+    BAIDU_OBS_ACCESS_KEY: Optional[str] = Field(
         description="Access Key ID for authenticating with Baidu OBS",
         default=None,
     )
 
-    BAIDU_OBS_SECRET_KEY: str | None = Field(
+    BAIDU_OBS_SECRET_KEY: Optional[str] = Field(
         description="Secret Access Key for authenticating with Baidu OBS",
         default=None,
     )
 
-    BAIDU_OBS_ENDPOINT: str | None = Field(
+    BAIDU_OBS_ENDPOINT: Optional[str] = Field(
         description="URL of the Baidu OSS endpoint for your chosen region (e.g., 'https://.bj.bcebos.com')",
         default=None,
     )

api/configs/middleware/storage/clickzetta_volume_storage_config.py

@@ -1,5 +1,7 @@
 """ClickZetta Volume Storage Configuration"""
 
+from typing import Optional
+
 from pydantic import Field
 from pydantic_settings import BaseSettings
 
@@ -7,17 +9,17 @@ from pydantic_settings import BaseSettings
 class ClickZettaVolumeStorageConfig(BaseSettings):
     """Configuration for ClickZetta Volume storage."""
 
-    CLICKZETTA_VOLUME_USERNAME: str | None = Field(
+    CLICKZETTA_VOLUME_USERNAME: Optional[str] = Field(
         description="Username for ClickZetta Volume authentication",
         default=None,
     )
 
-    CLICKZETTA_VOLUME_PASSWORD: str | None = Field(
+    CLICKZETTA_VOLUME_PASSWORD: Optional[str] = Field(
         description="Password for ClickZetta Volume authentication",
         default=None,
     )
 
-    CLICKZETTA_VOLUME_INSTANCE: str | None = Field(
+    CLICKZETTA_VOLUME_INSTANCE: Optional[str] = Field(
         description="ClickZetta instance identifier",
         default=None,
     )
@@ -47,7 +49,7 @@ class ClickZettaVolumeStorageConfig(BaseSettings):
         default="user",
     )
 
-    CLICKZETTA_VOLUME_NAME: str | None = Field(
+    CLICKZETTA_VOLUME_NAME: Optional[str] = Field(
         description="ClickZetta volume name for external volumes",
         default=None,
     )

api/configs/middleware/storage/google_cloud_storage_config.py

@@ -1,3 +1,5 @@
+from typing import Optional
+
 from pydantic import Field
 from pydantic_settings import BaseSettings
 
@@ -7,12 +9,12 @@ class GoogleCloudStorageConfig(BaseSettings):
     Configuration settings for Google Cloud Storage
     """
 
-    GOOGLE_STORAGE_BUCKET_NAME: str | None = Field(
+    GOOGLE_STORAGE_BUCKET_NAME: Optional[str] = Field(
         description="Name of the Google Cloud Storage bucket to store and retrieve objects (e.g., 'my-gcs-bucket')",
         default=None,
     )
 
-    GOOGLE_STORAGE_SERVICE_ACCOUNT_JSON_BASE64: str | None = Field(
+    GOOGLE_STORAGE_SERVICE_ACCOUNT_JSON_BASE64: Optional[str] = Field(
         description="Base64-encoded JSON key file for Google Cloud service account authentication",
         default=None,
     )

api/configs/middleware/storage/huawei_obs_storage_config.py

@@ -1,3 +1,5 @@
+from typing import Optional
+
 from pydantic import Field
 from pydantic_settings import BaseSettings
 
@@ -7,22 +9,22 @@ class HuaweiCloudOBSStorageConfig(BaseSettings):
     Configuration settings for Huawei Cloud Object Storage Service (OBS)
     """
 
-    HUAWEI_OBS_BUCKET_NAME: str | None = Field(
+    HUAWEI_OBS_BUCKET_NAME: Optional[str] = Field(
         description="Name of the Huawei Cloud OBS bucket to store and retrieve objects (e.g., 'my-obs-bucket')",
         default=None,
     )
 
-    HUAWEI_OBS_ACCESS_KEY: str | None = Field(
+    HUAWEI_OBS_ACCESS_KEY: Optional[str] = Field(
         description="Access Key ID for authenticating with Huawei Cloud OBS",
         default=None,
     )
 
-    HUAWEI_OBS_SECRET_KEY: str | None = Field(
+    HUAWEI_OBS_SECRET_KEY: Optional[str] = Field(
         description="Secret Access Key for authenticating with Huawei Cloud OBS",
         default=None,
     )
 
-    HUAWEI_OBS_SERVER: str | None = Field(
+    HUAWEI_OBS_SERVER: Optional[str] = Field(
         description="Endpoint URL for Huawei Cloud OBS (e.g., 'https://obs.cn-north-4.myhuaweicloud.com')",
         default=None,
     )

api/configs/middleware/storage/oci_storage_config.py

@@ -1,3 +1,5 @@
+from typing import Optional
+
 from pydantic import Field
 from pydantic_settings import BaseSettings
 
@@ -7,27 +9,27 @@ class OCIStorageConfig(BaseSettings):
     Configuration settings for Oracle Cloud Infrastructure (OCI) Object Storage
     """
 
-    OCI_ENDPOINT: str | None = Field(
+    OCI_ENDPOINT: Optional[str] = Field(
         description="URL of the OCI Object Storage endpoint (e.g., 'https://objectstorage.us-phoenix-1.oraclecloud.com')",
         default=None,
     )
 
-    OCI_REGION: str | None = Field(
+    OCI_REGION: Optional[str] = Field(
         description="OCI region where the bucket is located (e.g., 'us-phoenix-1')",
         default=None,
     )
 
-    OCI_BUCKET_NAME: str | None = Field(
+    OCI_BUCKET_NAME: Optional[str] = Field(
         description="Name of the OCI Object Storage bucket to store and retrieve objects (e.g., 'my-oci-bucket')",
         default=None,
     )
 
-    OCI_ACCESS_KEY: str | None = Field(
+    OCI_ACCESS_KEY: Optional[str] = Field(
         description="Access key (also known as API key) for authenticating with OCI Object Storage",
         default=None,
     )
 
-    OCI_SECRET_KEY: str | None = Field(
+    OCI_SECRET_KEY: Optional[str] = Field(
         description="Secret key associated with the access key for authenticating with OCI Object Storage",
         default=None,
     )

api/configs/middleware/storage/supabase_storage_config.py

@@ -1,3 +1,5 @@
+from typing import Optional
+
 from pydantic import Field
 from pydantic_settings import BaseSettings
 
@@ -7,17 +9,17 @@ class SupabaseStorageConfig(BaseSettings):
     Configuration settings for Supabase Object Storage Service
     """
 
-    SUPABASE_BUCKET_NAME: str | None = Field(
+    SUPABASE_BUCKET_NAME: Optional[str] = Field(
         description="Name of the Supabase bucket to store and retrieve objects (e.g., 'dify-bucket')",
         default=None,
     )
 
-    SUPABASE_API_KEY: str | None = Field(
+    SUPABASE_API_KEY: Optional[str] = Field(
         description="API KEY for authenticating with Supabase",
         default=None,
     )
 
-    SUPABASE_URL: str | None = Field(
+    SUPABASE_URL: Optional[str] = Field(
         description="URL of the Supabase",
         default=None,
     )

api/configs/middleware/storage/tencent_cos_storage_config.py

@@ -1,3 +1,5 @@
+from typing import Optional
+
 from pydantic import Field
 from pydantic_settings import BaseSettings
 
@@ -7,27 +9,27 @@ class TencentCloudCOSStorageConfig(BaseSettings):
     Configuration settings for Tencent Cloud Object Storage (COS)
     """
 
-    TENCENT_COS_BUCKET_NAME: str | None = Field(
+    TENCENT_COS_BUCKET_NAME: Optional[str] = Field(
         description="Name of the Tencent Cloud COS bucket to store and retrieve objects",
         default=None,
     )
 
-    TENCENT_COS_REGION: str | None = Field(
+    TENCENT_COS_REGION: Optional[str] = Field(
         description="Tencent Cloud region where the COS bucket is located (e.g., 'ap-guangzhou')",
         default=None,
     )
 
-    TENCENT_COS_SECRET_ID: str | None = Field(
+    TENCENT_COS_SECRET_ID: Optional[str] = Field(
         description="SecretId for authenticating with Tencent Cloud COS (part of API credentials)",
         default=None,
     )
 
-    TENCENT_COS_SECRET_KEY: str | None = Field(
+    TENCENT_COS_SECRET_KEY: Optional[str] = Field(
         description="SecretKey for authenticating with Tencent Cloud COS (part of API credentials)",
         default=None,
     )
 
-    TENCENT_COS_SCHEME: str | None = Field(
+    TENCENT_COS_SCHEME: Optional[str] = Field(
         description="Protocol scheme for COS requests: 'https' (recommended) or 'http'",
         default=None,
     )

api/configs/middleware/storage/volcengine_tos_storage_config.py

@@ -1,3 +1,5 @@
+from typing import Optional
+
 from pydantic import Field
 from pydantic_settings import BaseSettings
 
@@ -7,27 +9,27 @@ class VolcengineTOSStorageConfig(BaseSettings):
     Configuration settings for Volcengine Tinder Object Storage (TOS)
     """
 
-    VOLCENGINE_TOS_BUCKET_NAME: str | None = Field(
+    VOLCENGINE_TOS_BUCKET_NAME: Optional[str] = Field(
         description="Name of the Volcengine TOS bucket to store and retrieve objects (e.g., 'my-tos-bucket')",
         default=None,
     )
 
-    VOLCENGINE_TOS_ACCESS_KEY: str | None = Field(
+    VOLCENGINE_TOS_ACCESS_KEY: Optional[str] = Field(
         description="Access Key ID for authenticating with Volcengine TOS",
         default=None,
     )
 
-    VOLCENGINE_TOS_SECRET_KEY: str | None = Field(
+    VOLCENGINE_TOS_SECRET_KEY: Optional[str] = Field(
         description="Secret Access Key for authenticating with Volcengine TOS",
         default=None,
     )
 
-    VOLCENGINE_TOS_ENDPOINT: str | None = Field(
+    VOLCENGINE_TOS_ENDPOINT: Optional[str] = Field(
         description="URL of the Volcengine TOS endpoint (e.g., 'https://tos-cn-beijing.volces.com')",
         default=None,
     )
 
-    VOLCENGINE_TOS_REGION: str | None = Field(
+    VOLCENGINE_TOS_REGION: Optional[str] = Field(
         description="Volcengine region where the TOS bucket is located (e.g., 'cn-beijing')",
         default=None,
     )

api/configs/middleware/vdb/alibabacloud_mysql_config.py

@@ -1,54 +0,0 @@
-from pydantic import Field, PositiveInt
-from pydantic_settings import BaseSettings
-
-
-class AlibabaCloudMySQLConfig(BaseSettings):
-    """
-    Configuration settings for AlibabaCloud MySQL vector database
-    """
-
-    ALIBABACLOUD_MYSQL_HOST: str = Field(
-        description="Hostname or IP address of the AlibabaCloud MySQL server (e.g., 'localhost' or 'mysql.aliyun.com')",
-        default="localhost",
-    )
-
-    ALIBABACLOUD_MYSQL_PORT: PositiveInt = Field(
-        description="Port number on which the AlibabaCloud MySQL server is listening (default is 3306)",
-        default=3306,
-    )
-
-    ALIBABACLOUD_MYSQL_USER: str = Field(
-        description="Username for authenticating with AlibabaCloud MySQL (default is 'root')",
-        default="root",
-    )
-
-    ALIBABACLOUD_MYSQL_PASSWORD: str = Field(
-        description="Password for authenticating with AlibabaCloud MySQL (default is an empty string)",
-        default="",
-    )
-
-    ALIBABACLOUD_MYSQL_DATABASE: str = Field(
-        description="Name of the AlibabaCloud MySQL database to connect to (default is 'dify')",
-        default="dify",
-    )
-
-    ALIBABACLOUD_MYSQL_MAX_CONNECTION: PositiveInt = Field(
-        description="Maximum number of connections in the connection pool",
-        default=5,
-    )
-
-    ALIBABACLOUD_MYSQL_CHARSET: str = Field(
-        description="Character set for AlibabaCloud MySQL connection (default is 'utf8mb4')",
-        default="utf8mb4",
-    )
-
-    ALIBABACLOUD_MYSQL_DISTANCE_FUNCTION: str = Field(
-        description="Distance function used for vector similarity search in AlibabaCloud MySQL "
-        "(e.g., 'cosine', 'euclidean')",
-        default="cosine",
-    )
-
-    ALIBABACLOUD_MYSQL_HNSW_M: PositiveInt = Field(
-        description="Maximum number of connections per layer for HNSW vector index (default is 6, range: 3-200)",
-        default=6,
-    )

api/configs/middleware/vdb/analyticdb_config.py

@@ -1,3 +1,5 @@
+from typing import Optional
+
 from pydantic import Field, PositiveInt
 from pydantic_settings import BaseSettings
 
@@ -9,37 +11,37 @@ class AnalyticdbConfig(BaseSettings):
     https://www.alibabacloud.com/help/en/analyticdb-for-postgresql/getting-started/create-an-instance-instances-with-vector-engine-optimization-enabled
     """
 
-    ANALYTICDB_KEY_ID: str | None = Field(
+    ANALYTICDB_KEY_ID: Optional[str] = Field(
         default=None, description="The Access Key ID provided by Alibaba Cloud for API authentication."
     )
-    ANALYTICDB_KEY_SECRET: str | None = Field(
+    ANALYTICDB_KEY_SECRET: Optional[str] = Field(
         default=None, description="The Secret Access Key corresponding to the Access Key ID for secure API access."
     )
-    ANALYTICDB_REGION_ID: str | None = Field(
+    ANALYTICDB_REGION_ID: Optional[str] = Field(
         default=None,
         description="The region where the AnalyticDB instance is deployed (e.g., 'cn-hangzhou', 'ap-southeast-1').",
     )
-    ANALYTICDB_INSTANCE_ID: str | None = Field(
+    ANALYTICDB_INSTANCE_ID: Optional[str] = Field(
         default=None,
         description="The unique identifier of the AnalyticDB instance you want to connect to.",
     )
-    ANALYTICDB_ACCOUNT: str | None = Field(
+    ANALYTICDB_ACCOUNT: Optional[str] = Field(
         default=None,
         description="The account name used to log in to the AnalyticDB instance"
         " (usually the initial account created with the instance).",
     )
-    ANALYTICDB_PASSWORD: str | None = Field(
+    ANALYTICDB_PASSWORD: Optional[str] = Field(
         default=None, description="The password associated with the AnalyticDB account for database authentication."
     )
-    ANALYTICDB_NAMESPACE: str | None = Field(
+    ANALYTICDB_NAMESPACE: Optional[str] = Field(
         default=None, description="The namespace within AnalyticDB for schema isolation (if using namespace feature)."
     )
-    ANALYTICDB_NAMESPACE_PASSWORD: str | None = Field(
+    ANALYTICDB_NAMESPACE_PASSWORD: Optional[str] = Field(
         default=None,
         description="The password for accessing the specified namespace within the AnalyticDB instance"
         " (if namespace feature is enabled).",
     )
-    ANALYTICDB_HOST: str | None = Field(
+    ANALYTICDB_HOST: Optional[str] = Field(
         default=None, description="The host of the AnalyticDB instance you want to connect to."
     )
     ANALYTICDB_PORT: PositiveInt = Field(

api/configs/middleware/vdb/baidu_vector_config.py

@@ -1,3 +1,5 @@
+from typing import Optional
+
 from pydantic import Field, NonNegativeInt, PositiveInt
 from pydantic_settings import BaseSettings
 
@@ -7,7 +9,7 @@ class BaiduVectorDBConfig(BaseSettings):
     Configuration settings for Baidu Vector Database
     """
 
-    BAIDU_VECTOR_DB_ENDPOINT: str | None = Field(
+    BAIDU_VECTOR_DB_ENDPOINT: Optional[str] = Field(
         description="URL of the Baidu Vector Database service (e.g., 'http://vdb.bj.baidubce.com')",
         default=None,
     )
@@ -17,17 +19,17 @@ class BaiduVectorDBConfig(BaseSettings):
         default=30000,
     )
 
-    BAIDU_VECTOR_DB_ACCOUNT: str | None = Field(
+    BAIDU_VECTOR_DB_ACCOUNT: Optional[str] = Field(
         description="Account for authenticating with the Baidu Vector Database",
         default=None,
     )
 
-    BAIDU_VECTOR_DB_API_KEY: str | None = Field(
+    BAIDU_VECTOR_DB_API_KEY: Optional[str] = Field(
         description="API key for authenticating with the Baidu Vector Database service",
         default=None,
     )
 
-    BAIDU_VECTOR_DB_DATABASE: str | None = Field(
+    BAIDU_VECTOR_DB_DATABASE: Optional[str] = Field(
         description="Name of the specific Baidu Vector Database to connect to",
         default=None,
     )
@@ -41,13 +43,3 @@ class BaiduVectorDBConfig(BaseSettings):
         description="Number of replicas for the Baidu Vector Database (default is 3)",
         default=3,
     )
-
-    BAIDU_VECTOR_DB_INVERTED_INDEX_ANALYZER: str = Field(
-        description="Analyzer type for inverted index in Baidu Vector Database (default is DEFAULT_ANALYZER)",
-        default="DEFAULT_ANALYZER",
-    )
-
-    BAIDU_VECTOR_DB_INVERTED_INDEX_PARSER_MODE: str = Field(
-        description="Parser mode for inverted index in Baidu Vector Database (default is COARSE_MODE)",
-        default="COARSE_MODE",
-    )

api/configs/middleware/vdb/chroma_config.py

@@ -1,3 +1,5 @@
+from typing import Optional
+
 from pydantic import Field, PositiveInt
 from pydantic_settings import BaseSettings
 
@@ -7,7 +9,7 @@ class ChromaConfig(BaseSettings):
     Configuration settings for Chroma vector database
     """
 
-    CHROMA_HOST: str | None = Field(
+    CHROMA_HOST: Optional[str] = Field(
         description="Hostname or IP address of the Chroma server (e.g., 'localhost' or '192.168.1.100')",
         default=None,
     )
@@ -17,22 +19,22 @@ class ChromaConfig(BaseSettings):
         default=8000,
     )
 
-    CHROMA_TENANT: str | None = Field(
+    CHROMA_TENANT: Optional[str] = Field(
         description="Tenant identifier for multi-tenancy support in Chroma",
         default=None,
     )
 
-    CHROMA_DATABASE: str | None = Field(
+    CHROMA_DATABASE: Optional[str] = Field(
         description="Name of the Chroma database to connect to",
         default=None,
     )
 
-    CHROMA_AUTH_PROVIDER: str | None = Field(
+    CHROMA_AUTH_PROVIDER: Optional[str] = Field(
         description="Authentication provider for Chroma (e.g., 'basic', 'token', or a custom provider)",
         default=None,
     )
 
-    CHROMA_AUTH_CREDENTIALS: str | None = Field(
+    CHROMA_AUTH_CREDENTIALS: Optional[str] = Field(
         description="Authentication credentials for Chroma (format depends on the auth provider)",
         default=None,
     )

api/configs/middleware/vdb/clickzetta_config.py

@@ -1,68 +1,69 @@
-from pydantic import Field
-from pydantic_settings import BaseSettings
+from typing import Optional
+
+from pydantic import BaseModel, Field
 
 
-class ClickzettaConfig(BaseSettings):
+class ClickzettaConfig(BaseModel):
     """
     Clickzetta Lakehouse vector database configuration
     """
 
-    CLICKZETTA_USERNAME: str | None = Field(
+    CLICKZETTA_USERNAME: Optional[str] = Field(
         description="Username for authenticating with Clickzetta Lakehouse",
         default=None,
     )
 
-    CLICKZETTA_PASSWORD: str | None = Field(
+    CLICKZETTA_PASSWORD: Optional[str] = Field(
         description="Password for authenticating with Clickzetta Lakehouse",
         default=None,
     )
 
-    CLICKZETTA_INSTANCE: str | None = Field(
+    CLICKZETTA_INSTANCE: Optional[str] = Field(
         description="Clickzetta Lakehouse instance ID",
         default=None,
     )
 
-    CLICKZETTA_SERVICE: str | None = Field(
+    CLICKZETTA_SERVICE: Optional[str] = Field(
         description="Clickzetta API service endpoint (e.g., 'api.clickzetta.com')",
         default="api.clickzetta.com",
     )
 
-    CLICKZETTA_WORKSPACE: str | None = Field(
+    CLICKZETTA_WORKSPACE: Optional[str] = Field(
         description="Clickzetta workspace name",
         default="default",
     )
 
-    CLICKZETTA_VCLUSTER: str | None = Field(
+    CLICKZETTA_VCLUSTER: Optional[str] = Field(
         description="Clickzetta virtual cluster name",
         default="default_ap",
     )
 
-    CLICKZETTA_SCHEMA: str | None = Field(
+    CLICKZETTA_SCHEMA: Optional[str] = Field(
         description="Database schema name in Clickzetta",
         default="public",
     )
 
-    CLICKZETTA_BATCH_SIZE: int | None = Field(
+    CLICKZETTA_BATCH_SIZE: Optional[int] = Field(
         description="Batch size for bulk insert operations",
         default=100,
     )
 
-    CLICKZETTA_ENABLE_INVERTED_INDEX: bool | None = Field(
+    CLICKZETTA_ENABLE_INVERTED_INDEX: Optional[bool] = Field(
         description="Enable inverted index for full-text search capabilities",
         default=True,
     )
 
-    CLICKZETTA_ANALYZER_TYPE: str | None = Field(
+    CLICKZETTA_ANALYZER_TYPE: Optional[str] = Field(
         description="Analyzer type for full-text search: keyword, english, chinese, unicode",
         default="chinese",
     )
 
-    CLICKZETTA_ANALYZER_MODE: str | None = Field(
+    CLICKZETTA_ANALYZER_MODE: Optional[str] = Field(
         description="Analyzer mode for tokenization: max_word (fine-grained) or smart (intelligent)",
         default="smart",
     )
 
-    CLICKZETTA_VECTOR_DISTANCE_FUNCTION: str | None = Field(
+    CLICKZETTA_VECTOR_DISTANCE_FUNCTION: Optional[str] = Field(
         description="Distance function for vector similarity: l2_distance or cosine_distance",
         default="cosine_distance",
     )

api/configs/middleware/vdb/couchbase_config.py

@@ -1,3 +1,5 @@
+from typing import Optional
+
 from pydantic import Field
 from pydantic_settings import BaseSettings
 
@@ -7,27 +9,27 @@ class CouchbaseConfig(BaseSettings):
     Couchbase configs
     """
 
-    COUCHBASE_CONNECTION_STRING: str | None = Field(
+    COUCHBASE_CONNECTION_STRING: Optional[str] = Field(
         description="COUCHBASE connection string",
         default=None,
     )
 
-    COUCHBASE_USER: str | None = Field(
+    COUCHBASE_USER: Optional[str] = Field(
         description="COUCHBASE user",
         default=None,
     )
 
-    COUCHBASE_PASSWORD: str | None = Field(
+    COUCHBASE_PASSWORD: Optional[str] = Field(
         description="COUCHBASE password",
         default=None,
     )
 
-    COUCHBASE_BUCKET_NAME: str | None = Field(
+    COUCHBASE_BUCKET_NAME: Optional[str] = Field(
         description="COUCHBASE bucket name",
         default=None,
     )
 
-    COUCHBASE_SCOPE_NAME: str | None = Field(
+    COUCHBASE_SCOPE_NAME: Optional[str] = Field(
         description="COUCHBASE scope name",
         default=None,
     )

api/configs/middleware/vdb/elasticsearch_config.py

@@ -1,3 +1,5 @@
+from typing import Optional
+
 from pydantic import Field, PositiveInt, model_validator
 from pydantic_settings import BaseSettings
 
@@ -8,7 +10,7 @@ class ElasticsearchConfig(BaseSettings):
     Can load from environment variables or .env files.
     """
 
-    ELASTICSEARCH_HOST: str | None = Field(
+    ELASTICSEARCH_HOST: Optional[str] = Field(
         description="Hostname or IP address of the Elasticsearch server (e.g., 'localhost' or '192.168.1.100')",
         default="127.0.0.1",
     )
@@ -18,28 +20,30 @@ class ElasticsearchConfig(BaseSettings):
         default=9200,
     )
 
-    ELASTICSEARCH_USERNAME: str | None = Field(
+    ELASTICSEARCH_USERNAME: Optional[str] = Field(
         description="Username for authenticating with Elasticsearch (default is 'elastic')",
         default="elastic",
     )
 
-    ELASTICSEARCH_PASSWORD: str | None = Field(
+    ELASTICSEARCH_PASSWORD: Optional[str] = Field(
         description="Password for authenticating with Elasticsearch (default is 'elastic')",
         default="elastic",
     )
 
     # Elastic Cloud (optional)
-    ELASTICSEARCH_USE_CLOUD: bool | None = Field(
+    ELASTICSEARCH_USE_CLOUD: Optional[bool] = Field(
         description="Set to True to use Elastic Cloud instead of self-hosted Elasticsearch", default=False
     )
-    ELASTICSEARCH_CLOUD_URL: str | None = Field(
+    ELASTICSEARCH_CLOUD_URL: Optional[str] = Field(
         description="Full URL for Elastic Cloud deployment (e.g., 'https://example.es.region.aws.found.io:443')",
         default=None,
     )
-    ELASTICSEARCH_API_KEY: str | None = Field(description="API key for authenticating with Elastic Cloud", default=None)
+    ELASTICSEARCH_API_KEY: Optional[str] = Field(
+        description="API key for authenticating with Elastic Cloud", default=None
+    )
 
     # Common options
-    ELASTICSEARCH_CA_CERTS: str | None = Field(
+    ELASTICSEARCH_CA_CERTS: Optional[str] = Field(
         description="Path to CA certificate file for SSL verification", default=None
     )
     ELASTICSEARCH_VERIFY_CERTS: bool = Field(

api/configs/middleware/vdb/huawei_cloud_config.py

@@ -1,3 +1,5 @@
+from typing import Optional
+
 from pydantic import Field
 from pydantic_settings import BaseSettings
 
@@ -7,17 +9,17 @@ class HuaweiCloudConfig(BaseSettings):
     Configuration settings for Huawei cloud search service
     """
 
-    HUAWEI_CLOUD_HOSTS: str | None = Field(
+    HUAWEI_CLOUD_HOSTS: Optional[str] = Field(
         description="Hostname or IP address of the Huawei cloud search service instance",
         default=None,
     )
 
-    HUAWEI_CLOUD_USER: str | None = Field(
+    HUAWEI_CLOUD_USER: Optional[str] = Field(
         description="Username for authenticating with Huawei cloud search service",
         default=None,
     )
 
-    HUAWEI_CLOUD_PASSWORD: str | None = Field(
+    HUAWEI_CLOUD_PASSWORD: Optional[str] = Field(
         description="Password for authenticating with Huawei cloud search service",
         default=None,
     )

api/configs/middleware/vdb/lindorm_config.py

@@ -1,3 +1,5 @@
+from typing import Optional
+
 from pydantic import Field
 from pydantic_settings import BaseSettings
 
@@ -7,27 +9,27 @@ class LindormConfig(BaseSettings):
     Lindorm configs
     """
 
-    LINDORM_URL: str | None = Field(
+    LINDORM_URL: Optional[str] = Field(
         description="Lindorm url",
         default=None,
     )
-    LINDORM_USERNAME: str | None = Field(
+    LINDORM_USERNAME: Optional[str] = Field(
         description="Lindorm user",
         default=None,
     )
-    LINDORM_PASSWORD: str | None = Field(
+    LINDORM_PASSWORD: Optional[str] = Field(
         description="Lindorm password",
         default=None,
     )
-    LINDORM_INDEX_TYPE: str | None = Field(
+    DEFAULT_INDEX_TYPE: Optional[str] = Field(
         description="Lindorm Vector Index Type, hnsw or flat is available in dify",
         default="hnsw",
     )
-    LINDORM_DISTANCE_TYPE: str | None = Field(
+    DEFAULT_DISTANCE_TYPE: Optional[str] = Field(
         description="Vector Distance Type, support l2, cosinesimil, innerproduct", default="l2"
     )
-    LINDORM_USING_UGC: bool | None = Field(
-        description="Using UGC index will store indexes with the same IndexType/Dimension in a single big index.",
-        default=True,
+    USING_UGC_INDEX: Optional[bool] = Field(
+        description="Using UGC index will store the same type of Index in a single index but can retrieve separately.",
+        default=False,
     )
-    LINDORM_QUERY_TIMEOUT: float | None = Field(description="The lindorm search request timeout (s)", default=2.0)
+    LINDORM_QUERY_TIMEOUT: Optional[float] = Field(description="The lindorm search request timeout (s)", default=2.0)

api/configs/middleware/vdb/matrixone_config.py

@@ -1,8 +1,7 @@
-from pydantic import Field
-from pydantic_settings import BaseSettings
+from pydantic import BaseModel, Field
 
 
-class MatrixoneConfig(BaseSettings):
+class MatrixoneConfig(BaseModel):
     """Matrixone vector database configuration."""
 
     MATRIXONE_HOST: str = Field(default="localhost", description="Host address of the Matrixone server")

api/configs/middleware/vdb/milvus_config.py

@@ -1,3 +1,5 @@
+from typing import Optional
+
 from pydantic import Field
 from pydantic_settings import BaseSettings
 
@@ -7,22 +9,22 @@ class MilvusConfig(BaseSettings):
     Configuration settings for Milvus vector database
     """
 
-    MILVUS_URI: str | None = Field(
+    MILVUS_URI: Optional[str] = Field(
         description="URI for connecting to the Milvus server (e.g., 'http://localhost:19530' or 'https://milvus-instance.example.com:19530')",
         default="http://127.0.0.1:19530",
     )
 
-    MILVUS_TOKEN: str | None = Field(
+    MILVUS_TOKEN: Optional[str] = Field(
         description="Authentication token for Milvus, if token-based authentication is enabled",
         default=None,
     )
 
-    MILVUS_USER: str | None = Field(
+    MILVUS_USER: Optional[str] = Field(
         description="Username for authenticating with Milvus, if username/password authentication is enabled",
         default=None,
     )
 
-    MILVUS_PASSWORD: str | None = Field(
+    MILVUS_PASSWORD: Optional[str] = Field(
         description="Password for authenticating with Milvus, if username/password authentication is enabled",
         default=None,
     )
@@ -38,7 +40,7 @@ class MilvusConfig(BaseSettings):
         default=True,
     )
 
-    MILVUS_ANALYZER_PARAMS: str | None = Field(
+    MILVUS_ANALYZER_PARAMS: Optional[str] = Field(
         description='Milvus text analyzer parameters, e.g., {"type": "chinese"} for Chinese segmentation support.',
         default=None,
     )

api/configs/middleware/vdb/oceanbase_config.py

@@ -1,3 +1,5 @@
+from typing import Optional
+
 from pydantic import Field, PositiveInt
 from pydantic_settings import BaseSettings
 
@@ -7,27 +9,27 @@ class OceanBaseVectorConfig(BaseSettings):
     Configuration settings for OceanBase Vector database
     """
 
-    OCEANBASE_VECTOR_HOST: str | None = Field(
+    OCEANBASE_VECTOR_HOST: Optional[str] = Field(
         description="Hostname or IP address of the OceanBase Vector server (e.g. 'localhost')",
         default=None,
     )
 
-    OCEANBASE_VECTOR_PORT: PositiveInt | None = Field(
+    OCEANBASE_VECTOR_PORT: Optional[PositiveInt] = Field(
         description="Port number on which the OceanBase Vector server is listening (default is 2881)",
         default=2881,
     )
 
-    OCEANBASE_VECTOR_USER: str | None = Field(
+    OCEANBASE_VECTOR_USER: Optional[str] = Field(
         description="Username for authenticating with the OceanBase Vector database",
         default=None,
     )
 
-    OCEANBASE_VECTOR_PASSWORD: str | None = Field(
+    OCEANBASE_VECTOR_PASSWORD: Optional[str] = Field(
         description="Password for authenticating with the OceanBase Vector database",
         default=None,
     )
 
-    OCEANBASE_VECTOR_DATABASE: str | None = Field(
+    OCEANBASE_VECTOR_DATABASE: Optional[str] = Field(
         description="Name of the OceanBase Vector database to connect to",
         default=None,
     )
@@ -37,15 +39,3 @@ class OceanBaseVectorConfig(BaseSettings):
         "with older versions",
         default=False,
     )
-
-    OCEANBASE_FULLTEXT_PARSER: str | None = Field(
-        description=(
-            "Fulltext parser to use for text indexing. "
-            "Built-in options: 'ngram' (N-gram tokenizer for English/numbers), "
-            "'beng' (Basic English tokenizer), 'space' (Space-based tokenizer), "
-            "'ngram2' (Improved N-gram tokenizer), 'ik' (Chinese tokenizer). "
-            "External plugins (require installation): 'japanese_ftparser' (Japanese tokenizer), "
-            "'thai_ftparser' (Thai tokenizer). Default is 'ik'"
-        ),
-        default="ik",
-    )