Add conditional comment creation for diff

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

.agents/skills/e2e-cucumber-playwright/SKILL.md

@@ -0,0 +1,79 @@
+---
+name: e2e-cucumber-playwright
+description: Write, update, or review Dify end-to-end tests under `e2e/` that use Cucumber, Gherkin, and Playwright. Use when the task involves `.feature` files, `features/step-definitions/`, `features/support/`, `DifyWorld`, scenario tags, locator/assertion choices, or E2E testing best practices for this repository.
+---
+
+# Dify E2E Cucumber + Playwright
+
+Use this skill for Dify's repository-level E2E suite in `e2e/`. Use [`e2e/AGENTS.md`](../../../e2e/AGENTS.md) as the canonical guide for local architecture and conventions, then apply Playwright/Cucumber best practices only where they fit the current suite.
+
+## Scope
+
+- Use this skill for `.feature` files, Cucumber step definitions, `DifyWorld`, hooks, tags, and E2E review work under `e2e/`.
+- Do not use this skill for Vitest or React Testing Library work under `web/`; use `frontend-testing` instead.
+- Do not use this skill for backend test or API review tasks under `api/`.
+
+## Read Order
+
+1. Read [`e2e/AGENTS.md`](../../../e2e/AGENTS.md) first.
+2. Read only the files directly involved in the task:
+   - target `.feature` files under `e2e/features/`
+   - related step files under `e2e/features/step-definitions/`
+   - `e2e/features/support/hooks.ts` and `e2e/features/support/world.ts` when session lifecycle or shared state matters
+   - `e2e/scripts/run-cucumber.ts` and `e2e/cucumber.config.ts` when tags or execution flow matter
+3. Read [`references/playwright-best-practices.md`](references/playwright-best-practices.md) only when locator, assertion, isolation, or waiting choices are involved.
+4. Read [`references/cucumber-best-practices.md`](references/cucumber-best-practices.md) only when scenario wording, step granularity, tags, or expression design are involved.
+5. Re-check official docs with Context7 before introducing a new Playwright or Cucumber pattern.
+
+## Local Rules
+
+- `e2e/` uses Cucumber for scenarios and Playwright as the browser layer.
+- `DifyWorld` is the per-scenario context object. Type `this` as `DifyWorld` and use `async function`, not arrow functions.
+- Keep glue organized by capability under `e2e/features/step-definitions/`; use `common/` only for broadly reusable steps.
+- Browser session behavior comes from `features/support/hooks.ts`:
+  - default: authenticated session with shared storage state
+  - `@unauthenticated`: clean browser context
+  - `@authenticated`: readability/selective-run tag only unless implementation changes
+  - `@fresh`: only for `e2e:full*` flows
+- Do not import Playwright Test runner patterns that bypass the current Cucumber + `DifyWorld` architecture unless the task is explicitly about changing that architecture.
+
+## Workflow
+
+1. Rebuild local context.
+   - Inspect the target feature area.
+   - Reuse an existing step when wording and behavior already match.
+   - Add a new step only for a genuinely new user action or assertion.
+   - Keep edits close to the current capability folder unless the step is broadly reusable.
+2. Write behavior-first scenarios.
+   - Describe user-observable behavior, not DOM mechanics.
+   - Keep each scenario focused on one workflow or outcome.
+   - Keep scenarios independent and re-runnable.
+3. Write step definitions in the local style.
+   - Keep one step to one user-visible action or one assertion.
+   - Prefer Cucumber Expressions such as `{string}` and `{int}`.
+   - Scope locators to stable containers when the page has repeated elements.
+   - Avoid page-object layers or extra helper abstractions unless repeated complexity clearly justifies them.
+4. Use Playwright in the local style.
+   - Prefer user-facing locators: `getByRole`, `getByLabel`, `getByPlaceholder`, `getByText`, then `getByTestId` for explicit contracts.
+   - Use web-first `expect(...)` assertions.
+   - Do not use `waitForTimeout`, manual polling, or raw visibility checks when a locator action or retrying assertion already expresses the behavior.
+5. Validate narrowly.
+   - Run the narrowest tagged scenario or flow that exercises the change.
+   - Run `pnpm -C e2e check`.
+   - Broaden verification only when the change affects hooks, tags, setup, or shared step semantics.
+
+## Review Checklist
+
+- Does the scenario describe behavior rather than implementation?
+- Does it fit the current session model, tags, and `DifyWorld` usage?
+- Should an existing step be reused instead of adding a new one?
+- Are locators user-facing and assertions web-first?
+- Does the change introduce hidden coupling across scenarios, tags, or instance state?
+- Does it document or implement behavior that differs from the real hooks or configuration?
+
+Lead findings with correctness, flake risk, and architecture drift.
+
+## References
+
+- [`references/playwright-best-practices.md`](references/playwright-best-practices.md)
+- [`references/cucumber-best-practices.md`](references/cucumber-best-practices.md)

.agents/skills/e2e-cucumber-playwright/agents/openai.yaml

@@ -0,0 +1,4 @@
+interface:
+  display_name: "E2E Cucumber + Playwright"
+  short_description: "Write and review Dify E2E scenarios."
+  default_prompt: "Use $e2e-cucumber-playwright to write or review a Dify E2E scenario under e2e/."

.agents/skills/e2e-cucumber-playwright/references/cucumber-best-practices.md

@@ -0,0 +1,93 @@
+# Cucumber Best Practices For Dify E2E
+
+Use this reference when writing or reviewing Gherkin scenarios, step definitions, parameter expressions, and step reuse in Dify's `e2e/` suite.
+
+Official sources:
+
+- https://cucumber.io/docs/guides/10-minute-tutorial/
+- https://cucumber.io/docs/cucumber/step-definitions/
+- https://cucumber.io/docs/cucumber/cucumber-expressions/
+
+## What Matters Most
+
+### 1. Treat scenarios as executable specifications
+
+Cucumber scenarios should describe examples of behavior, not test implementation recipes.
+
+Apply it like this:
+
+- write what the user does and what should happen
+- avoid UI-internal wording such as selector details, DOM structure, or component names
+- keep language concrete enough that the scenario reads like living documentation
+
+### 2. Keep scenarios focused
+
+A scenario should usually prove one workflow or business outcome. If a scenario wanders across several unrelated behaviors, split it.
+
+In Dify's suite, this means:
+
+- one capability-focused scenario per feature path
+- no long setup chains when existing bootstrap or reusable steps already cover them
+- no hidden dependency on another scenario's side effects
+
+### 3. Reuse steps, but only when behavior really matches
+
+Good reuse reduces duplication. Bad reuse hides meaning.
+
+Prefer reuse when:
+
+- the user action is genuinely the same
+- the expected outcome is genuinely the same
+- the wording stays natural across features
+
+Write a new step when:
+
+- the behavior is materially different
+- reusing the old wording would make the scenario misleading
+- a supposedly generic step would become an implementation-detail wrapper
+
+### 4. Prefer Cucumber Expressions
+
+Use Cucumber Expressions for parameters unless regex is clearly necessary.
+
+Common examples:
+
+- `{string}` for labels, names, and visible text
+- `{int}` for counts
+- `{float}` for decimal values
+- `{word}` only when the value is truly a single token
+
+Keep expressions readable. If a step needs complicated parsing logic, first ask whether the scenario wording should be simpler.
+
+### 5. Keep step definitions thin and meaningful
+
+Step definitions are glue between Gherkin and automation, not a second abstraction language.
+
+For Dify:
+
+- type `this` as `DifyWorld`
+- use `async function`
+- keep each step to one user-visible action or assertion
+- rely on `DifyWorld` and existing support code for shared context
+- avoid leaking cross-scenario state
+
+### 6. Use tags intentionally
+
+Tags should communicate run scope or session semantics, not become ad hoc metadata.
+
+In Dify's current suite:
+
+- capability tags group related scenarios
+- `@unauthenticated` changes session behavior
+- `@authenticated` is descriptive/selective, not a behavior switch by itself
+- `@fresh` belongs to reset/full-install flows only
+
+If a proposed tag implies behavior, verify that hooks or runner configuration actually implement it.
+
+## Review Questions
+
+- Does the scenario read like a real example of product behavior?
+- Are the steps behavior-oriented instead of implementation-oriented?
+- Is a reused step still truthful in this feature?
+- Is a new tag documenting real behavior, or inventing semantics that the suite does not implement?
+- Would a new reader understand the outcome without opening the step-definition file?

.agents/skills/e2e-cucumber-playwright/references/playwright-best-practices.md

@@ -0,0 +1,96 @@
+# Playwright Best Practices For Dify E2E
+
+Use this reference when writing or reviewing locator, assertion, isolation, or synchronization logic for Dify's Cucumber-based E2E suite.
+
+Official sources:
+
+- https://playwright.dev/docs/best-practices
+- https://playwright.dev/docs/locators
+- https://playwright.dev/docs/test-assertions
+- https://playwright.dev/docs/browser-contexts
+
+## What Matters Most
+
+### 1. Keep scenarios isolated
+
+Playwright's model is built around clean browser contexts so one test does not leak into another. In Dify's suite, that principle maps to per-scenario session setup in `features/support/hooks.ts` and `DifyWorld`.
+
+Apply it like this:
+
+- do not depend on another scenario having run first
+- do not persist ad hoc scenario state outside `DifyWorld`
+- do not couple ordinary scenarios to `@fresh` behavior
+- when a flow needs special auth/session semantics, express that through the existing tag model or explicit hook changes
+
+### 2. Prefer user-facing locators
+
+Playwright recommends built-in locators that reflect what users perceive on the page.
+
+Preferred order in this repository:
+
+1. `getByRole`
+2. `getByLabel`
+3. `getByPlaceholder`
+4. `getByText`
+5. `getByTestId` when an explicit test contract is the most stable option
+
+Avoid raw CSS/XPath selectors unless no stable user-facing contract exists and adding one is not practical.
+
+Also remember:
+
+- repeated content usually needs scoping to a stable container
+- exact text matching is often too brittle when role/name or label already exists
+- `getByTestId` is acceptable when semantics are weak but the contract is intentional
+
+### 3. Use web-first assertions
+
+Playwright assertions auto-wait and retry. Prefer them over manual state inspection.
+
+Prefer:
+
+- `await expect(page).toHaveURL(...)`
+- `await expect(locator).toBeVisible()`
+- `await expect(locator).toBeHidden()`
+- `await expect(locator).toBeEnabled()`
+- `await expect(locator).toHaveText(...)`
+
+Avoid:
+
+- `expect(await locator.isVisible()).toBe(true)`
+- custom polling loops for DOM state
+- `waitForTimeout` as synchronization
+
+If a condition genuinely needs custom retry logic, use Playwright's polling/assertion tools deliberately and keep that choice local and explicit.
+
+### 4. Let actions wait for actionability
+
+Locator actions already wait for the element to be actionable. Do not preface every click/fill with extra timing logic unless the action needs a specific visible/ready assertion for clarity.
+
+Good pattern:
+
+- assert a meaningful visible state when that is part of the behavior
+- then click/fill/select via locator APIs
+
+Bad pattern:
+
+- stack arbitrary waits before every action
+- wait on unstable implementation details instead of the visible state the user cares about
+
+### 5. Match debugging to the current suite
+
+Playwright's wider ecosystem supports traces and rich debugging tools. Dify's current suite already captures:
+
+- full-page screenshots
+- page HTML
+- console errors
+- page errors
+
+Use the existing artifact flow by default. If a task is specifically about improving diagnostics, confirm the change fits the current Cucumber architecture before importing broader Playwright tooling.
+
+## Review Questions
+
+- Would this locator survive DOM refactors that do not change user-visible behavior?
+- Is this assertion using Playwright's retrying semantics?
+- Is any explicit wait masking a real readiness problem?
+- Does this code preserve per-scenario isolation?
+- Is a new abstraction really needed, or does it bypass the existing `DifyWorld` + step-definition model?

.claude/skills/e2e-cucumber-playwright

@@ -0,0 +1 @@
+../../.agents/skills/e2e-cucumber-playwright

.github/dependabot.yml

@@ -1,106 +1,6 @@
 version: 2
 
 updates:
-  - package-ecosystem: "pip"
-    directory: "/api"
-    open-pull-requests-limit: 10
-    schedule:
-      interval: "weekly"
-    groups:
-      flask:
-        patterns:
-          - "flask"
-          - "flask-*"
-          - "werkzeug"
-          - "gunicorn"
-      google:
-        patterns:
-          - "google-*"
-          - "googleapis-*"
-      opentelemetry:
-        patterns:
-          - "opentelemetry-*"
-      pydantic:
-        patterns:
-          - "pydantic"
-          - "pydantic-*"
-      llm:
-        patterns:
-          - "langfuse"
-          - "langsmith"
-          - "litellm"
-          - "mlflow*"
-          - "opik"
-          - "weave*"
-          - "arize*"
-          - "tiktoken"
-          - "transformers"
-      database:
-        patterns:
-          - "sqlalchemy"
-          - "psycopg2*"
-          - "psycogreen"
-          - "redis*"
-          - "alembic*"
-      storage:
-        patterns:
-          - "boto3*"
-          - "botocore*"
-          - "azure-*"
-          - "bce-*"
-          - "cos-python-*"
-          - "esdk-obs-*"
-          - "google-cloud-storage"
-          - "opendal"
-          - "oss2"
-          - "supabase*"
-          - "tos*"
-      vdb:
-        patterns:
-          - "alibabacloud*"
-          - "chromadb"
-          - "clickhouse-*"
-          - "clickzetta-*"
-          - "couchbase"
-          - "elasticsearch"
-          - "opensearch-py"
-          - "oracledb"
-          - "pgvect*"
-          - "pymilvus"
-          - "pymochow"
-          - "pyobvector"
-          - "qdrant-client"
-          - "intersystems-*"
-          - "tablestore"
-          - "tcvectordb"
-          - "tidb-vector"
-          - "upstash-*"
-          - "volcengine-*"
-          - "weaviate-*"
-          - "xinference-*"
-          - "mo-vector"
-          - "mysql-connector-*"
-      dev:
-        patterns:
-          - "coverage"
-          - "dotenv-linter"
-          - "faker"
-          - "lxml-stubs"
-          - "basedpyright"
-          - "ruff"
-          - "pytest*"
-          - "types-*"
-          - "boto3-stubs"
-          - "hypothesis"
-          - "pandas-stubs"
-          - "scipy-stubs"
-          - "import-linter"
-          - "celery-types"
-          - "mypy*"
-          - "pyrefly"
-      python-packages:
-        patterns:
-          - "*"
   - package-ecosystem: "uv"
     directory: "/api"
     open-pull-requests-limit: 10

.github/pull_request_template.md

@@ -7,6 +7,7 @@
 ## Summary
 
 <!-- Please include a summary of the change and which issue is fixed. Please also include relevant motivation and context. List any dependencies that are required for this change. -->
+<!-- If this PR was created by an automated agent, add `From <Tool Name>` as the final line of the description. Example: `From Codex`. -->
 
 ## Screenshots
 
@@ -17,7 +18,7 @@
 ## Checklist
 
 - [ ] This change requires a documentation update, included: [Dify Document](https://github.com/langgenius/dify-docs)
-- [x] I understand that this PR may be closed in case there was no previous discussion or issues. (This doesn't apply to typos!)
-- [x] I've added a test for each change that was introduced, and I tried as much as possible to make a single atomic change.
-- [x] I've updated the documentation accordingly.
-- [x] I ran `make lint` and `make type-check` (backend) and `cd web && pnpm exec vp staged` (frontend) to appease the lint gods
+- [ ] I understand that this PR may be closed in case there was no previous discussion or issues. (This doesn't apply to typos!)
+- [ ] I've added a test for each change that was introduced, and I tried as much as possible to make a single atomic change.
+- [ ] I've updated the documentation accordingly.
+- [ ] I ran `make lint && make type-check` (backend) and `cd web && pnpm exec vp staged` (frontend) to appease the lint gods

.github/workflows/api-tests.yml

@@ -54,7 +54,7 @@ jobs:
         run: uv run --project api bash dev/pytest/pytest_unit_tests.sh
 
       - name: Upload unit coverage data
-        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
         with:
           name: api-coverage-unit
           path: coverage-unit
@@ -129,7 +129,7 @@ jobs:
             api/tests/test_containers_integration_tests
 
       - name: Upload integration coverage data
-        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
         with:
           name: api-coverage-integration
           path: coverage-integration

.github/workflows/build-push.yml

@@ -81,7 +81,7 @@ jobs:
 
       - name: Build Docker image
         id: build
-        uses: docker/build-push-action@d08e5c354a6adb9ed34480a06d141179aa583294 # v7.0.0
+        uses: docker/build-push-action@bcafcacb16a39f128d818304e6c9c0c18556b85f # v7.1.0
         with:
           context: ${{ matrix.build_context }}
           file: ${{ matrix.file }}
@@ -101,7 +101,7 @@ jobs:
           touch "/tmp/digests/${sanitized_digest}"
 
       - name: Upload digest
-        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
         with:
           name: digests-${{ matrix.artifact_context }}-${{ env.PLATFORM_PAIR }}
           path: /tmp/digests/*

.github/workflows/docker-build.yml

@@ -6,14 +6,7 @@ on:
       - "main"
     paths:
       - api/Dockerfile
-      - web/docker/**
       - web/Dockerfile
-      - packages/**
-      - package.json
-      - pnpm-lock.yaml
-      - pnpm-workspace.yaml
-      - .npmrc
-      - .nvmrc
 
 concurrency:
   group: docker-build-${{ github.head_ref || github.run_id }}
@@ -50,7 +43,7 @@ jobs:
         uses: docker/setup-buildx-action@4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd # v4.0.0
 
       - name: Build Docker Image
-        uses: docker/build-push-action@d08e5c354a6adb9ed34480a06d141179aa583294 # v7.0.0
+        uses: docker/build-push-action@bcafcacb16a39f128d818304e6c9c0c18556b85f # v7.1.0
         with:
           push: false
           context: ${{ matrix.context }}

.github/workflows/main-ci.yml

@@ -92,6 +92,7 @@ jobs:
             vdb:
               - 'api/core/rag/datasource/**'
               - 'api/tests/integration_tests/vdb/**'
+              - 'api/providers/vdb/*/tests/**'
               - '.github/workflows/vdb-tests.yml'
               - '.github/workflows/expose_service_ports.sh'
               - 'docker/.env.example'

.github/workflows/pyrefly-diff-comment.yml

@@ -21,7 +21,7 @@ jobs:
     if: ${{ github.event.workflow_run.conclusion == 'success' && github.event.workflow_run.pull_requests[0].head.repo.full_name != github.repository }}
     steps:
       - name: Download pyrefly diff artifact
-        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8.0.0
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
         with:
           github-token: ${{ secrets.GITHUB_TOKEN }}
           script: |
@@ -49,7 +49,7 @@ jobs:
         run: unzip -o pyrefly_diff.zip
 
       - name: Post comment
-        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8.0.0
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
         with:
           github-token: ${{ secrets.GITHUB_TOKEN }}
           script: |
@@ -79,10 +79,11 @@ jobs:
             const body = diff.trim()
               ? '### Pyrefly Diff\n<details>\n<summary>base → PR</summary>\n\n```diff\n' + diff + '\n```\n</details>'
               : '### Pyrefly Diff\nNo changes detected.';
-
-            await github.rest.issues.createComment({
-              issue_number: prNumber,
-              owner: context.repo.owner,
-              repo: context.repo.repo,
-              body,
-            });
+            if (diff.trim()) {
+              await github.rest.issues.createComment({
+                issue_number: prNumber,
+                owner: context.repo.owner,
+                repo: context.repo.repo,
+                body,
+              });
+            }

.github/workflows/pyrefly-diff.yml

@@ -66,7 +66,7 @@ jobs:
           echo ${{ github.event.pull_request.number }} > pr_number.txt
 
       - name: Upload pyrefly diff
-        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
         with:
           name: pyrefly_diff
           path: |
@@ -75,7 +75,7 @@ jobs:
 
       - name: Comment PR with pyrefly diff
         if: ${{ github.event.pull_request.head.repo.full_name == github.repository && steps.line_count_check.outputs.same == 'false' }}
-        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8.0.0
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
         with:
           github-token: ${{ secrets.GITHUB_TOKEN }}
           script: |

.github/workflows/pyrefly-type-coverage-comment.yml

@@ -0,0 +1,118 @@
+name: Comment with Pyrefly Type Coverage
+
+on:
+  workflow_run:
+    workflows:
+      - Pyrefly Type Coverage
+    types:
+      - completed
+
+permissions: {}
+
+jobs:
+  comment:
+    name: Comment PR with type coverage
+    runs-on: ubuntu-latest
+    permissions:
+      actions: read
+      contents: read
+      issues: write
+      pull-requests: write
+    if: ${{ github.event.workflow_run.conclusion == 'success' && github.event.workflow_run.pull_requests[0].head.repo.full_name != github.repository }}
+    steps:
+      - name: Checkout default branch (trusted code)
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+
+      - name: Setup Python & UV
+        uses: astral-sh/setup-uv@cec208311dfd045dd5311c1add060b2062131d57 # v8.0.0
+        with:
+          enable-cache: true
+
+      - name: Install dependencies
+        run: uv sync --project api --dev
+
+      - name: Download type coverage artifact
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+        with:
+          github-token: ${{ secrets.GITHUB_TOKEN }}
+          script: |
+            const fs = require('fs');
+            const artifacts = await github.rest.actions.listWorkflowRunArtifacts({
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              run_id: ${{ github.event.workflow_run.id }},
+            });
+            const match = artifacts.data.artifacts.find((artifact) =>
+              artifact.name === 'pyrefly_type_coverage'
+            );
+            if (!match) {
+              throw new Error('pyrefly_type_coverage artifact not found');
+            }
+            const download = await github.rest.actions.downloadArtifact({
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              artifact_id: match.id,
+              archive_format: 'zip',
+            });
+            fs.writeFileSync('pyrefly_type_coverage.zip', Buffer.from(download.data));
+
+      - name: Unzip artifact
+        run: unzip -o pyrefly_type_coverage.zip
+
+      - name: Render coverage markdown from structured data
+        id: render
+        run: |
+          comment_body="$(uv run --directory api python libs/pyrefly_type_coverage.py \
+            --base base_report.json \
+            < pr_report.json)"
+
+          {
+            echo "### Pyrefly Type Coverage"
+            echo ""
+            echo "$comment_body"
+          } > /tmp/type_coverage_comment.md
+
+      - name: Post comment
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+        with:
+          github-token: ${{ secrets.GITHUB_TOKEN }}
+          script: |
+            const fs = require('fs');
+            const body = fs.readFileSync('/tmp/type_coverage_comment.md', { encoding: 'utf8' });
+            let prNumber = null;
+            try {
+              prNumber = parseInt(fs.readFileSync('pr_number.txt', { encoding: 'utf8' }), 10);
+            } catch (err) {
+              const prs = context.payload.workflow_run.pull_requests || [];
+              if (prs.length > 0 && prs[0].number) {
+                prNumber = prs[0].number;
+              }
+            }
+            if (!prNumber) {
+              throw new Error('PR number not found in artifact or workflow_run payload');
+            }
+
+            // Update existing comment if one exists, otherwise create new
+            const { data: comments } = await github.rest.issues.listComments({
+              issue_number: prNumber,
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+            });
+            const marker = '### Pyrefly Type Coverage';
+            const existing = comments.find(c => c.body.startsWith(marker));
+
+            if (existing) {
+              await github.rest.issues.updateComment({
+                comment_id: existing.id,
+                owner: context.repo.owner,
+                repo: context.repo.repo,
+                body,
+              });
+            } else {
+              await github.rest.issues.createComment({
+                issue_number: prNumber,
+                owner: context.repo.owner,
+                repo: context.repo.repo,
+                body,
+              });
+            }

.github/workflows/pyrefly-type-coverage.yml

@@ -0,0 +1,120 @@
+name: Pyrefly Type Coverage
+
+on:
+  pull_request:
+    paths:
+      - 'api/**/*.py'
+
+permissions:
+  contents: read
+
+jobs:
+  pyrefly-type-coverage:
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+      issues: write
+      pull-requests: write
+    steps:
+      - name: Checkout PR branch
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        with:
+          fetch-depth: 0
+
+      - name: Setup Python & UV
+        uses: astral-sh/setup-uv@cec208311dfd045dd5311c1add060b2062131d57 # v8.0.0
+        with:
+          enable-cache: true
+
+      - name: Install dependencies
+        run: uv sync --project api --dev
+
+      - name: Run pyrefly report on PR branch
+        run: |
+          uv run --directory api --dev pyrefly report 2>/dev/null > /tmp/pyrefly_report_pr.tmp && \
+            mv /tmp/pyrefly_report_pr.tmp /tmp/pyrefly_report_pr.json || \
+            echo '{}' > /tmp/pyrefly_report_pr.json
+
+      - name: Save helper script from base branch
+        run: |
+          git show ${{ github.event.pull_request.base.sha }}:api/libs/pyrefly_type_coverage.py > /tmp/pyrefly_type_coverage.py 2>/dev/null \
+            || cp api/libs/pyrefly_type_coverage.py /tmp/pyrefly_type_coverage.py
+
+      - name: Checkout base branch
+        run: git checkout ${{ github.base_ref }}
+
+      - name: Run pyrefly report on base branch
+        run: |
+          uv run --directory api --dev pyrefly report 2>/dev/null > /tmp/pyrefly_report_base.tmp && \
+            mv /tmp/pyrefly_report_base.tmp /tmp/pyrefly_report_base.json || \
+            echo '{}' > /tmp/pyrefly_report_base.json
+
+      - name: Generate coverage comparison
+        id: coverage
+        run: |
+          comment_body="$(uv run --directory api python /tmp/pyrefly_type_coverage.py \
+            --base /tmp/pyrefly_report_base.json \
+            < /tmp/pyrefly_report_pr.json)"
+
+          {
+            echo "### Pyrefly Type Coverage"
+            echo ""
+            echo "$comment_body"
+          } | tee -a "$GITHUB_STEP_SUMMARY" > /tmp/type_coverage_comment.md
+
+          # Save structured data for the fork-PR comment workflow
+          cp /tmp/pyrefly_report_pr.json pr_report.json
+          cp /tmp/pyrefly_report_base.json base_report.json
+
+      - name: Save PR number
+        run: |
+          echo ${{ github.event.pull_request.number }} > pr_number.txt
+
+      - name: Upload type coverage artifact
+        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+        with:
+          name: pyrefly_type_coverage
+          path: |
+            pr_report.json
+            base_report.json
+            pr_number.txt
+
+      - name: Comment PR with type coverage
+        if: ${{ github.event.pull_request.head.repo.full_name == github.repository }}
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+        with:
+          github-token: ${{ secrets.GITHUB_TOKEN }}
+          script: |
+            const fs = require('fs');
+            const marker = '### Pyrefly Type Coverage';
+            let body;
+            try {
+              body = fs.readFileSync('/tmp/type_coverage_comment.md', { encoding: 'utf8' });
+            } catch {
+              body = `${marker}\n\n_Coverage report unavailable._`;
+            }
+            const prNumber = context.payload.pull_request.number;
+
+            // Update existing comment if one exists, otherwise create new
+            const { data: comments } = await github.rest.issues.listComments({
+              issue_number: prNumber,
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+            });
+            const existing = comments.find(c => c.body.startsWith(marker));
+
+            if (existing) {
+              await github.rest.issues.updateComment({
+                comment_id: existing.id,
+                owner: context.repo.owner,
+                repo: context.repo.repo,
+                body,
+              });
+            } else {
+              await github.rest.issues.createComment({
+                issue_number: prNumber,
+                owner: context.repo.owner,
+                repo: context.repo.repo,
+                body,
+              });
+            }

.github/workflows/stale.yml

@@ -23,8 +23,8 @@ jobs:
           days-before-issue-stale: 15
           days-before-issue-close: 3
           repo-token: ${{ secrets.GITHUB_TOKEN }}
-          stale-issue-message: "Close due to it's no longer active, if you have any questions, you can reopen it."
-          stale-pr-message: "Close due to it's no longer active, if you have any questions, you can reopen it."
+          stale-issue-message: "Closed due to inactivity. If you have any questions, you can reopen it."
+          stale-pr-message: "Closed due to inactivity. If you have any questions, you can reopen it."
           stale-issue-label: 'no-issue-activity'
           stale-pr-label: 'no-pr-activity'
-          any-of-labels: 'duplicate,question,invalid,wontfix,no-issue-activity,no-pr-activity,enhancement,cant-reproduce,help-wanted'
+          any-of-labels: '🌚 invalid,🙋‍♂️ question,wont-fix,no-issue-activity,no-pr-activity,💪 enhancement,🤔 cant-reproduce,🙏 help wanted'

.github/workflows/translate-i18n-claude.yml

@@ -158,7 +158,7 @@ jobs:
 
       - name: Run Claude Code for Translation Sync
         if: steps.context.outputs.CHANGED_FILES != ''
-        uses: anthropics/claude-code-action@6e2bd52842c65e914eba5c8badd17560bd26b5de # v1.0.89
+        uses: anthropics/claude-code-action@b47fd721da662d48c5680e154ad16a73ed74d2e0 # v1.0.93
         with:
           anthropic_api_key: ${{ secrets.ANTHROPIC_API_KEY }}
           github_token: ${{ secrets.GITHUB_TOKEN }}

.github/workflows/trigger-i18n-sync.yml

@@ -56,7 +56,7 @@ jobs:
 
       - name: Trigger i18n sync workflow
         if: steps.detect.outputs.has_changes == 'true'
-        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8.0.0
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
         env:
           BASE_SHA: ${{ steps.detect.outputs.base_sha }}
           HEAD_SHA: ${{ steps.detect.outputs.head_sha }}

.github/workflows/vdb-tests-full.yml

@@ -89,7 +89,7 @@ jobs:
           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
+#        run: uv run --project api python api/providers/vdb/tidb-vector/tests/integration_tests/check_tiflash_ready.py
 
       - name: Test Vector Stores
         run: uv run --project api bash dev/pytest/pytest_vdb.sh

.github/workflows/vdb-tests.yml

@@ -81,12 +81,12 @@ jobs:
           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
+#        run: uv run --project api python api/providers/vdb/tidb-vector/tests/integration_tests/check_tiflash_ready.py
 
       - name: Test Vector Stores
         run: |
           uv run --project api pytest --timeout "${PYTEST_TIMEOUT:-180}" \
-            api/tests/integration_tests/vdb/chroma \
-            api/tests/integration_tests/vdb/pgvector \
-            api/tests/integration_tests/vdb/qdrant \
-            api/tests/integration_tests/vdb/weaviate
+            api/providers/vdb/vdb-chroma/tests/integration_tests \
+            api/providers/vdb/vdb-pgvector/tests/integration_tests \
+            api/providers/vdb/vdb-qdrant/tests/integration_tests \
+            api/providers/vdb/vdb-weaviate/tests/integration_tests

.github/workflows/web-e2e.yml

@@ -53,7 +53,7 @@ jobs:
 
       - name: Upload Cucumber report
         if: ${{ !cancelled() }}
-        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
         with:
           name: cucumber-report
           path: e2e/cucumber-report
@@ -61,7 +61,7 @@ jobs:
 
       - name: Upload E2E logs
         if: ${{ !cancelled() }}
-        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
         with:
           name: e2e-logs
           path: e2e/.logs

.github/workflows/web-tests.yml

@@ -43,7 +43,7 @@ jobs:
 
       - name: Upload blob report
         if: ${{ !cancelled() }}
-        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
+        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
         with:
           name: blob-report-${{ matrix.shardIndex }}
           path: web/.vitest-reports/*

CONTRIBUTING.md

@@ -97,8 +97,3 @@ Feel free to reach out if you encounter any issues during the setup process.
 ## Getting Help
 
 If you ever get stuck or get a burning question while contributing, simply shoot your queries our way via the related GitHub issue, or hop onto our [Discord](https://discord.gg/8Tpq4AcN9c) for a quick chat.
-
-## Automated Agent Contributions
-
-> [!NOTE]
-> If you are an automated agent， just add 🤖🤖🤖 to the end of the PR title to opt-in.

api/.env.example

@@ -57,6 +57,9 @@ REDIS_SSL_CERTFILE=
 REDIS_SSL_KEYFILE=
 # Path to client private key file for SSL authentication
 REDIS_DB=0
+# Optional global prefix for Redis keys, topics, streams, and Celery Redis transport artifacts.
+# Leave empty to preserve current unprefixed behavior.
+REDIS_KEY_PREFIX=
 
 # redis Sentinel configuration.
 REDIS_USE_SENTINEL=false
@@ -71,6 +74,13 @@ REDIS_USE_CLUSTERS=false
 REDIS_CLUSTERS=
 REDIS_CLUSTERS_PASSWORD=
 
+REDIS_RETRY_RETRIES=3
+REDIS_RETRY_BACKOFF_BASE=1.0
+REDIS_RETRY_BACKOFF_CAP=10.0
+REDIS_SOCKET_TIMEOUT=5.0
+REDIS_SOCKET_CONNECT_TIMEOUT=5.0
+REDIS_HEALTH_CHECK_INTERVAL=30
+
 # celery configuration
 CELERY_BROKER_URL=redis://:difyai123456@localhost:${REDIS_PORT}/1
 CELERY_BACKEND=redis
@@ -102,6 +112,7 @@ S3_BUCKET_NAME=your-bucket-name
 S3_ACCESS_KEY=your-access-key
 S3_SECRET_KEY=your-secret-key
 S3_REGION=your-region
+S3_ADDRESS_STYLE=auto
 
 # Workflow run and Conversation archive storage (S3-compatible)
 ARCHIVE_STORAGE_ENABLED=false

api/.ruff.toml

@@ -69,8 +69,6 @@ ignore = [
     "FURB152", # math-constant
     "UP007",   # non-pep604-annotation
     "UP032",   # f-string
-    "UP045",   # non-pep604-annotation-optional
-    "B005",    # strip-with-multi-characters
     "B006",    # mutable-argument-default
     "B007",    # unused-loop-control-variable
     "B026",    # star-arg-unpacking-after-keyword-arg
@@ -84,7 +82,6 @@ ignore = [
     "SIM102",  # collapsible-if
     "SIM103",  # needless-bool
     "SIM105",  # suppressible-exception
-    "SIM107",  # return-in-try-except-finally
     "SIM108",  # if-else-block-instead-of-if-exp
     "SIM113",  # enumerate-for-loop
     "SIM117",  # multiple-with-statements
@@ -93,29 +90,16 @@ ignore = [
 ]
 
 [lint.per-file-ignores]
-"__init__.py" = [
-    "F401", # unused-import
-    "F811", # redefined-while-unused
-]
 "configs/*" = [
     "N802", # invalid-function-name
 ]
-"graphon/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,
     "S110", # allow ignoring exceptions in tests code (currently)
-
 ]
-"controllers/console/explore/trial.py" = ["TID251"]
-"controllers/console/human_input_form.py" = ["TID251"]
-"controllers/web/human_input_form.py" = ["TID251"]
-
-[lint.flake8-tidy-imports]
 
 [lint.flake8-tidy-imports.banned-api."flask_restx.reqparse"]
 msg = "Use Pydantic payload/query models instead of reqparse."

api/Dockerfile

@@ -21,8 +21,9 @@ RUN apt-get update \
           # for building gmpy2
           libmpfr-dev libmpc-dev
 
-# Install Python dependencies
+# Install Python dependencies (workspace members under providers/vdb/)
 COPY pyproject.toml uv.lock ./
+COPY providers ./providers
 RUN uv sync --locked --no-dev
 
 # production stage

api/commands/account.py

@@ -2,7 +2,6 @@ import base64
 import secrets
 
 import click
-from sqlalchemy.orm import sessionmaker
 
 from constants.languages import languages
 from extensions.ext_database import db
@@ -25,30 +24,31 @@ def reset_password(email, new_password, password_confirm):
         return
     normalized_email = email.strip().lower()
 
-    with sessionmaker(db.engine, expire_on_commit=False).begin() as session:
-        account = AccountService.get_account_by_email_with_case_fallback(email.strip(), session=session)
+    account = AccountService.get_account_by_email_with_case_fallback(email.strip())
 
-        if not account:
-            click.echo(click.style(f"Account not found for email: {email}", fg="red"))
-            return
+    if not account:
+        click.echo(click.style(f"Account not found for email: {email}", fg="red"))
+        return
 
-        try:
-            valid_password(new_password)
-        except:
-            click.echo(click.style(f"Invalid password. Must match {password_pattern}", fg="red"))
-            return
+    try:
+        valid_password(new_password)
+    except:
+        click.echo(click.style(f"Invalid password. Must match {password_pattern}", fg="red"))
+        return
 
-        # generate password salt
-        salt = secrets.token_bytes(16)
-        base64_salt = base64.b64encode(salt).decode()
+    # 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
-        AccountService.reset_login_error_rate_limit(normalized_email)
-        click.echo(click.style("Password reset successfully.", fg="green"))
+    # encrypt password with salt
+    password_hashed = hash_password(new_password, salt)
+    base64_password_hashed = base64.b64encode(password_hashed).decode()
+    account = db.session.merge(account)
+    account.password = base64_password_hashed
+    account.password_salt = base64_salt
+    db.session.commit()
+    AccountService.reset_login_error_rate_limit(normalized_email)
+    click.echo(click.style("Password reset successfully.", fg="green"))
 
 
 @click.command("reset-email", help="Reset the account email.")
@@ -65,21 +65,22 @@ def reset_email(email, new_email, email_confirm):
         return
     normalized_new_email = new_email.strip().lower()
 
-    with sessionmaker(db.engine, expire_on_commit=False).begin() as session:
-        account = AccountService.get_account_by_email_with_case_fallback(email.strip(), session=session)
+    account = AccountService.get_account_by_email_with_case_fallback(email.strip())
 
-        if not account:
-            click.echo(click.style(f"Account not found for email: {email}", fg="red"))
-            return
+    if not account:
+        click.echo(click.style(f"Account not found for email: {email}", fg="red"))
+        return
 
-        try:
-            email_validate(normalized_new_email)
-        except:
-            click.echo(click.style(f"Invalid email: {new_email}", fg="red"))
-            return
+    try:
+        email_validate(normalized_new_email)
+    except:
+        click.echo(click.style(f"Invalid email: {new_email}", fg="red"))
+        return
 
-        account.email = normalized_new_email
-        click.echo(click.style("Email updated successfully.", fg="green"))
+    account = db.session.merge(account)
+    account.email = normalized_new_email
+    db.session.commit()
+    click.echo(click.style("Email updated successfully.", fg="green"))
 
 
 @click.command("create-tenant", help="Create account and tenant.")

api/commands/vector.py

@@ -341,11 +341,10 @@ def add_qdrant_index(field: str):
             click.echo(click.style("No dataset collection bindings found.", fg="red"))
             return
         import qdrant_client
+        from dify_vdb_qdrant.qdrant_vector import PathQdrantParams, QdrantConfig
         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
-
         for binding in bindings:
             if dify_config.QDRANT_URL is None:
                 raise ValueError("Qdrant URL is required.")

api/configs/middleware/__init__.py

@@ -1,5 +1,5 @@
 import os
-from typing import Any, Literal
+from typing import Any, Literal, TypedDict
 from urllib.parse import parse_qsl, quote_plus
 
 from pydantic import Field, NonNegativeFloat, NonNegativeInt, PositiveFloat, PositiveInt, computed_field
@@ -107,6 +107,17 @@ class KeywordStoreConfig(BaseSettings):
     )
 
 
+class SQLAlchemyEngineOptionsDict(TypedDict):
+    pool_size: int
+    max_overflow: int
+    pool_recycle: int
+    pool_pre_ping: bool
+    connect_args: dict[str, str]
+    pool_use_lifo: bool
+    pool_reset_on_return: None
+    pool_timeout: int
+
+
 class DatabaseConfig(BaseSettings):
     # Database type selector
     DB_TYPE: Literal["postgresql", "mysql", "oceanbase", "seekdb"] = Field(
@@ -149,6 +160,16 @@ class DatabaseConfig(BaseSettings):
         default="",
     )
 
+    DB_SESSION_TIMEZONE_OVERRIDE: str = Field(
+        description=(
+            "PostgreSQL session timezone override injected via startup options."
+            " Default is 'UTC' for out-of-the-box consistency."
+            " Set to empty string to disable app-level timezone injection, for example when using RDS Proxy"
+            " together with a database-side default timezone."
+        ),
+        default="UTC",
+    )
+
     @computed_field  # type: ignore[prop-decorator]
     @property
     def SQLALCHEMY_DATABASE_URI_SCHEME(self) -> str:
@@ -209,21 +230,22 @@ class DatabaseConfig(BaseSettings):
 
     @computed_field  # type: ignore[prop-decorator]
     @property
-    def SQLALCHEMY_ENGINE_OPTIONS(self) -> dict[str, Any]:
+    def SQLALCHEMY_ENGINE_OPTIONS(self) -> SQLAlchemyEngineOptionsDict:
         # Parse DB_EXTRAS for 'options'
         db_extras_dict = dict(parse_qsl(self.DB_EXTRAS))
         options = db_extras_dict.get("options", "")
-        connect_args = {}
+        connect_args: dict[str, str] = {}
         # 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}
+            merged_options = options.strip()
+            session_timezone_override = self.DB_SESSION_TIMEZONE_OVERRIDE.strip()
+            if session_timezone_override:
+                timezone_opt = f"-c timezone={session_timezone_override}"
+                merged_options = f"{merged_options} {timezone_opt}".strip() if merged_options else timezone_opt
+            if merged_options:
+                connect_args = {"options": merged_options}
 
-        return {
+        result: SQLAlchemyEngineOptionsDict = {
             "pool_size": self.SQLALCHEMY_POOL_SIZE,
             "max_overflow": self.SQLALCHEMY_MAX_OVERFLOW,
             "pool_recycle": self.SQLALCHEMY_POOL_RECYCLE,
@@ -233,6 +255,7 @@ class DatabaseConfig(BaseSettings):
             "pool_reset_on_return": None,
             "pool_timeout": self.SQLALCHEMY_POOL_TIMEOUT,
         }
+        return result
 
 
 class CeleryConfig(DatabaseConfig):

api/configs/middleware/cache/redis_config.py

@@ -32,6 +32,11 @@ class RedisConfig(BaseSettings):
         default=0,
     )
 
+    REDIS_KEY_PREFIX: str = Field(
+        description="Optional global prefix for Redis keys, topics, and transport artifacts",
+        default="",
+    )
+
     REDIS_USE_SSL: bool = Field(
         description="Enable SSL/TLS for the Redis connection",
         default=False,
@@ -117,6 +122,37 @@ class RedisConfig(BaseSettings):
         default=None,
     )
 
+    REDIS_RETRY_RETRIES: NonNegativeInt = Field(
+        description="Maximum number of retries per Redis command on "
+        "transient failures (ConnectionError, TimeoutError, socket.timeout)",
+        default=3,
+    )
+
+    REDIS_RETRY_BACKOFF_BASE: PositiveFloat = Field(
+        description="Base delay in seconds for exponential backoff between retries",
+        default=1.0,
+    )
+
+    REDIS_RETRY_BACKOFF_CAP: PositiveFloat = Field(
+        description="Maximum backoff delay in seconds between retries",
+        default=10.0,
+    )
+
+    REDIS_SOCKET_TIMEOUT: PositiveFloat | None = Field(
+        description="Socket timeout in seconds for Redis read/write operations",
+        default=5.0,
+    )
+
+    REDIS_SOCKET_CONNECT_TIMEOUT: PositiveFloat | None = Field(
+        description="Socket timeout in seconds for Redis connection establishment",
+        default=5.0,
+    )
+
+    REDIS_HEALTH_CHECK_INTERVAL: NonNegativeInt = Field(
+        description="Interval in seconds between Redis connection health checks (0 to disable)",
+        default=30,
+    )
+
     @field_validator("REDIS_MAX_CONNECTIONS", mode="before")
     @classmethod
     def _empty_string_to_none_for_max_conns(cls, v):

api/configs/middleware/vdb/hologres_config.py

@@ -1,4 +1,3 @@
-from holo_search_sdk.types import BaseQuantizationType, DistanceType, TokenizerType
 from pydantic import Field
 from pydantic_settings import BaseSettings
 
@@ -42,17 +41,17 @@ class HologresConfig(BaseSettings):
         default="public",
     )
 
-    HOLOGRES_TOKENIZER: TokenizerType = Field(
+    HOLOGRES_TOKENIZER: str = Field(
         description="Tokenizer for full-text search index (e.g., 'jieba', 'ik', 'standard', 'simple').",
         default="jieba",
     )
 
-    HOLOGRES_DISTANCE_METHOD: DistanceType = Field(
+    HOLOGRES_DISTANCE_METHOD: str = Field(
         description="Distance method for vector index (e.g., 'Cosine', 'Euclidean', 'InnerProduct').",
         default="Cosine",
     )
 
-    HOLOGRES_BASE_QUANTIZATION_TYPE: BaseQuantizationType = Field(
+    HOLOGRES_BASE_QUANTIZATION_TYPE: str = Field(
         description="Base quantization type for vector index (e.g., 'rabitq', 'sq8', 'fp16', 'fp32').",
         default="rabitq",
     )

api/configs/middleware/vdb/iris_config.py

@@ -1,5 +1,7 @@
 """Configuration for InterSystems IRIS vector database."""
 
+from typing import Any
+
 from pydantic import Field, PositiveInt, model_validator
 from pydantic_settings import BaseSettings
 
@@ -64,7 +66,7 @@ class IrisVectorConfig(BaseSettings):
 
     @model_validator(mode="before")
     @classmethod
-    def validate_config(cls, values: dict) -> dict:
+    def validate_config(cls, values: dict[str, Any]) -> dict[str, Any]:
         """Validate IRIS configuration values.
 
         Args:

api/controllers/common/controller_schemas.py

@@ -1,4 +1,5 @@
 from typing import Any, Literal
+from uuid import UUID
 
 from pydantic import BaseModel, Field, model_validator
 
@@ -23,9 +24,9 @@ class ConversationRenamePayload(BaseModel):
 
 
 class MessageListQuery(BaseModel):
-    conversation_id: UUIDStrOrEmpty
-    first_id: UUIDStrOrEmpty | None = None
-    limit: int = Field(default=20, ge=1, le=100)
+    conversation_id: UUIDStrOrEmpty = Field(description="Conversation UUID")
+    first_id: UUIDStrOrEmpty | None = Field(default=None, description="First message ID for pagination")
+    limit: int = Field(default=20, ge=1, le=100, description="Number of messages to return (1-100)")
 
 
 class MessageFeedbackPayload(BaseModel):
@@ -48,16 +49,56 @@ class SavedMessageCreatePayload(BaseModel):
 # --- Workflow schemas ---
 
 
+class DefaultBlockConfigQuery(BaseModel):
+    q: str | None = None
+
+
+class WorkflowListQuery(BaseModel):
+    page: int = Field(default=1, ge=1, le=99999)
+    limit: int = Field(default=10, ge=1, le=100)
+    user_id: str | None = None
+    named_only: bool = False
+
+
 class WorkflowRunPayload(BaseModel):
     inputs: dict[str, Any]
     files: list[dict[str, Any]] | None = None
 
 
+class WorkflowUpdatePayload(BaseModel):
+    marked_name: str | None = Field(default=None, max_length=20)
+    marked_comment: str | None = Field(default=None, max_length=100)
+
+
+# --- Dataset schemas ---
+
+
+DOCUMENT_BATCH_DOWNLOAD_ZIP_MAX_DOCS = 100
+
+
+class ChildChunkCreatePayload(BaseModel):
+    content: str
+
+
+class ChildChunkUpdatePayload(BaseModel):
+    content: str
+
+
+class DocumentBatchDownloadZipPayload(BaseModel):
+    """Request payload for bulk downloading documents as a zip archive."""
+
+    document_ids: list[UUID] = Field(..., min_length=1, max_length=DOCUMENT_BATCH_DOWNLOAD_ZIP_MAX_DOCS)
+
+
+class MetadataUpdatePayload(BaseModel):
+    name: str
+
+
 # --- Audio schemas ---
 
 
 class TextToAudioPayload(BaseModel):
-    message_id: str | None = None
-    voice: str | None = None
-    text: str | None = None
-    streaming: bool | None = None
+    message_id: str | None = Field(default=None, description="Message ID")
+    voice: str | None = Field(default=None, description="Voice to use for TTS")
+    text: str | None = Field(default=None, description="Text to convert to audio")
+    streaming: bool | None = Field(default=None, description="Enable streaming response")

api/controllers/console/apikey.py

@@ -1,12 +1,16 @@
+from datetime import datetime
+
 import flask_restx
-from flask_restx import Resource, fields, marshal_with
+from flask_restx import Resource
 from flask_restx._http import HTTPStatus
+from pydantic import field_validator
 from sqlalchemy import delete, func, select
 from sqlalchemy.orm import sessionmaker
 from werkzeug.exceptions import Forbidden
 
+from controllers.common.schema import register_schema_models
 from extensions.ext_database import db
-from libs.helper import TimestampField
+from fields.base import ResponseModel
 from libs.login import current_account_with_tenant, login_required
 from models.dataset import Dataset
 from models.enums import ApiTokenType
@@ -16,21 +20,31 @@ from services.api_token_service import ApiTokenCache
 from . import console_ns
 from .wraps import account_initialization_required, edit_permission_required, setup_required
 
-api_key_fields = {
-    "id": fields.String,
-    "type": fields.String,
-    "token": fields.String,
-    "last_used_at": TimestampField,
-    "created_at": TimestampField,
-}
 
-api_key_item_model = console_ns.model("ApiKeyItem", api_key_fields)
+def _to_timestamp(value: datetime | int | None) -> int | None:
+    if isinstance(value, datetime):
+        return int(value.timestamp())
+    return value
 
-api_key_list = {"data": fields.List(fields.Nested(api_key_item_model), attribute="items")}
 
-api_key_list_model = console_ns.model(
-    "ApiKeyList", {"data": fields.List(fields.Nested(api_key_item_model), attribute="items")}
-)
+class ApiKeyItem(ResponseModel):
+    id: str
+    type: str
+    token: str
+    last_used_at: int | None = None
+    created_at: int | None = None
+
+    @field_validator("last_used_at", "created_at", mode="before")
+    @classmethod
+    def _normalize_timestamp(cls, value: datetime | int | None) -> int | None:
+        return _to_timestamp(value)
+
+
+class ApiKeyList(ResponseModel):
+    data: list[ApiKeyItem]
+
+
+register_schema_models(console_ns, ApiKeyItem, ApiKeyList)
 
 
 def _get_resource(resource_id, tenant_id, resource_model):
@@ -54,7 +68,6 @@ class BaseApiKeyListResource(Resource):
     token_prefix: str | None = None
     max_keys = 10
 
-    @marshal_with(api_key_list_model)
     def get(self, resource_id):
         assert self.resource_id_field is not None, "resource_id_field must be set"
         resource_id = str(resource_id)
@@ -66,9 +79,8 @@ class BaseApiKeyListResource(Resource):
                 ApiToken.type == self.resource_type, getattr(ApiToken, self.resource_id_field) == resource_id
             )
         ).all()
-        return {"items": keys}
+        return ApiKeyList.model_validate({"data": keys}, from_attributes=True).model_dump(mode="json")
 
-    @marshal_with(api_key_item_model)
     @edit_permission_required
     def post(self, resource_id):
         assert self.resource_id_field is not None, "resource_id_field must be set"
@@ -100,7 +112,7 @@ class BaseApiKeyListResource(Resource):
         api_token.type = self.resource_type
         db.session.add(api_token)
         db.session.commit()
-        return api_token, 201
+        return ApiKeyItem.model_validate(api_token, from_attributes=True).model_dump(mode="json"), 201
 
 
 class BaseApiKeyResource(Resource):
@@ -147,7 +159,7 @@ class AppApiKeyListResource(BaseApiKeyListResource):
     @console_ns.doc("get_app_api_keys")
     @console_ns.doc(description="Get all API keys for an app")
     @console_ns.doc(params={"resource_id": "App ID"})
-    @console_ns.response(200, "Success", api_key_list_model)
+    @console_ns.response(200, "API keys retrieved successfully", console_ns.models[ApiKeyList.__name__])
     def get(self, resource_id):  # type: ignore
         """Get all API keys for an app"""
         return super().get(resource_id)
@@ -155,7 +167,7 @@ class AppApiKeyListResource(BaseApiKeyListResource):
     @console_ns.doc("create_app_api_key")
     @console_ns.doc(description="Create a new API key for an app")
     @console_ns.doc(params={"resource_id": "App ID"})
-    @console_ns.response(201, "API key created successfully", api_key_item_model)
+    @console_ns.response(201, "API key created successfully", console_ns.models[ApiKeyItem.__name__])
     @console_ns.response(400, "Maximum keys exceeded")
     def post(self, resource_id):  # type: ignore
         """Create a new API key for an app"""
@@ -187,7 +199,7 @@ class DatasetApiKeyListResource(BaseApiKeyListResource):
     @console_ns.doc("get_dataset_api_keys")
     @console_ns.doc(description="Get all API keys for a dataset")
     @console_ns.doc(params={"resource_id": "Dataset ID"})
-    @console_ns.response(200, "Success", api_key_list_model)
+    @console_ns.response(200, "API keys retrieved successfully", console_ns.models[ApiKeyList.__name__])
     def get(self, resource_id):  # type: ignore
         """Get all API keys for a dataset"""
         return super().get(resource_id)
@@ -195,7 +207,7 @@ class DatasetApiKeyListResource(BaseApiKeyListResource):
     @console_ns.doc("create_dataset_api_key")
     @console_ns.doc(description="Create a new API key for a dataset")
     @console_ns.doc(params={"resource_id": "Dataset ID"})
-    @console_ns.response(201, "API key created successfully", api_key_item_model)
+    @console_ns.response(201, "API key created successfully", console_ns.models[ApiKeyItem.__name__])
     @console_ns.response(400, "Maximum keys exceeded")
     def post(self, resource_id):  # type: ignore
         """Create a new API key for a dataset"""

api/controllers/console/app/advanced_prompt_template.py

@@ -5,7 +5,7 @@ from pydantic import BaseModel, Field
 from controllers.console import console_ns
 from controllers.console.wraps import account_initialization_required, setup_required
 from libs.login import login_required
-from services.advanced_prompt_template_service import AdvancedPromptTemplateService
+from services.advanced_prompt_template_service import AdvancedPromptTemplateArgs, AdvancedPromptTemplateService
 
 
 class AdvancedPromptTemplateQuery(BaseModel):
@@ -35,5 +35,10 @@ class AdvancedPromptTemplateList(Resource):
     @account_initialization_required
     def get(self):
         args = AdvancedPromptTemplateQuery.model_validate(request.args.to_dict(flat=True))  # type: ignore
-
-        return AdvancedPromptTemplateService.get_prompt(args.model_dump())
+        prompt_args: AdvancedPromptTemplateArgs = {
+            "app_mode": args.app_mode,
+            "model_mode": args.model_mode,
+            "model_name": args.model_name,
+            "has_context": args.has_context,
+        }
+        return AdvancedPromptTemplateService.get_prompt(prompt_args)

api/controllers/console/app/annotation.py

@@ -25,7 +25,13 @@ from fields.annotation_fields import (
 )
 from libs.helper import uuid_value
 from libs.login import login_required
-from services.annotation_service import AppAnnotationService
+from services.annotation_service import (
+    AppAnnotationService,
+    EnableAnnotationArgs,
+    UpdateAnnotationArgs,
+    UpdateAnnotationSettingArgs,
+    UpsertAnnotationArgs,
+)
 
 DEFAULT_REF_TEMPLATE_SWAGGER_2_0 = "#/definitions/{model}"
 
@@ -120,7 +126,12 @@ class AnnotationReplyActionApi(Resource):
         args = AnnotationReplyPayload.model_validate(console_ns.payload)
         match action:
             case "enable":
-                result = AppAnnotationService.enable_app_annotation(args.model_dump(), app_id)
+                enable_args: EnableAnnotationArgs = {
+                    "score_threshold": args.score_threshold,
+                    "embedding_provider_name": args.embedding_provider_name,
+                    "embedding_model_name": args.embedding_model_name,
+                }
+                result = AppAnnotationService.enable_app_annotation(enable_args, app_id)
             case "disable":
                 result = AppAnnotationService.disable_app_annotation(app_id)
         return result, 200
@@ -161,7 +172,8 @@ class AppAnnotationSettingUpdateApi(Resource):
 
         args = AnnotationSettingUpdatePayload.model_validate(console_ns.payload)
 
-        result = AppAnnotationService.update_app_annotation_setting(app_id, annotation_setting_id, args.model_dump())
+        setting_args: UpdateAnnotationSettingArgs = {"score_threshold": args.score_threshold}
+        result = AppAnnotationService.update_app_annotation_setting(app_id, annotation_setting_id, setting_args)
         return result, 200
 
 
@@ -237,8 +249,16 @@ class AnnotationApi(Resource):
     def post(self, app_id):
         app_id = str(app_id)
         args = CreateAnnotationPayload.model_validate(console_ns.payload)
-        data = args.model_dump(exclude_none=True)
-        annotation = AppAnnotationService.up_insert_app_annotation_from_message(data, app_id)
+        upsert_args: UpsertAnnotationArgs = {}
+        if args.answer is not None:
+            upsert_args["answer"] = args.answer
+        if args.content is not None:
+            upsert_args["content"] = args.content
+        if args.message_id is not None:
+            upsert_args["message_id"] = args.message_id
+        if args.question is not None:
+            upsert_args["question"] = args.question
+        annotation = AppAnnotationService.up_insert_app_annotation_from_message(upsert_args, app_id)
         return Annotation.model_validate(annotation, from_attributes=True).model_dump(mode="json")
 
     @setup_required
@@ -315,9 +335,12 @@ class AnnotationUpdateDeleteApi(Resource):
         app_id = str(app_id)
         annotation_id = str(annotation_id)
         args = UpdateAnnotationPayload.model_validate(console_ns.payload)
-        annotation = AppAnnotationService.update_app_annotation_directly(
-            args.model_dump(exclude_none=True), app_id, annotation_id
-        )
+        update_args: UpdateAnnotationArgs = {}
+        if args.answer is not None:
+            update_args["answer"] = args.answer
+        if args.question is not None:
+            update_args["question"] = args.question
+        annotation = AppAnnotationService.update_app_annotation_directly(update_args, app_id, annotation_id)
         return Annotation.model_validate(annotation, from_attributes=True).model_dump(mode="json")
 
     @setup_required

api/controllers/console/app/app.py

@@ -34,9 +34,10 @@ from fields.base import ResponseModel
 from libs.login import current_account_with_tenant, login_required
 from models import App, DatasetPermissionEnum, Workflow
 from models.model import IconType
-from services.app_dsl_service import AppDslService, ImportMode
+from services.app_dsl_service import AppDslService
 from services.app_service import AppService
 from services.enterprise.enterprise_service import EnterpriseService
+from services.entities.dsl_entities import ImportMode
 from services.entities.knowledge_entities.knowledge_entities import (
     DataSource,
     InfoList,

api/controllers/console/app/app_import.py

@@ -1,7 +1,8 @@
-from flask_restx import Resource, fields, marshal_with
+from flask_restx import Resource
 from pydantic import BaseModel, Field
 from sqlalchemy.orm import sessionmaker
 
+from controllers.common.schema import register_schema_models
 from controllers.console.app.wraps import get_app_model
 from controllers.console.wraps import (
     account_initialization_required,
@@ -10,34 +11,15 @@ from controllers.console.wraps import (
     setup_required,
 )
 from extensions.ext_database import db
-from fields.app_fields import (
-    app_import_check_dependencies_fields,
-    app_import_fields,
-    leaked_dependency_fields,
-)
 from libs.login import current_account_with_tenant, login_required
 from models.model import App
-from services.app_dsl_service import AppDslService, ImportStatus
+from services.app_dsl_service import AppDslService, Import
 from services.enterprise.enterprise_service import EnterpriseService
+from services.entities.dsl_entities import CheckDependenciesResult, ImportStatus
 from services.feature_service import FeatureService
 
 from .. import console_ns
 
-# Register models for flask_restx to avoid dict type issues in Swagger
-# Register base model first
-leaked_dependency_model = console_ns.model("LeakedDependency", leaked_dependency_fields)
-
-app_import_model = console_ns.model("AppImport", app_import_fields)
-
-# For nested models, need to replace nested dict with registered model
-app_import_check_dependencies_fields_copy = app_import_check_dependencies_fields.copy()
-app_import_check_dependencies_fields_copy["leaked_dependencies"] = fields.List(fields.Nested(leaked_dependency_model))
-app_import_check_dependencies_model = console_ns.model(
-    "AppImportCheckDependencies", app_import_check_dependencies_fields_copy
-)
-
-DEFAULT_REF_TEMPLATE_SWAGGER_2_0 = "#/definitions/{model}"
-
 
 class AppImportPayload(BaseModel):
     mode: str = Field(..., description="Import mode")
@@ -51,18 +33,18 @@ class AppImportPayload(BaseModel):
     app_id: str | None = Field(None)
 
 
-console_ns.schema_model(
-    AppImportPayload.__name__, AppImportPayload.model_json_schema(ref_template=DEFAULT_REF_TEMPLATE_SWAGGER_2_0)
-)
+register_schema_models(console_ns, AppImportPayload, Import, CheckDependenciesResult)
 
 
 @console_ns.route("/apps/imports")
 class AppImportApi(Resource):
     @console_ns.expect(console_ns.models[AppImportPayload.__name__])
+    @console_ns.response(200, "Import completed", console_ns.models[Import.__name__])
+    @console_ns.response(202, "Import pending confirmation", console_ns.models[Import.__name__])
+    @console_ns.response(400, "Import failed", console_ns.models[Import.__name__])
     @setup_required
     @login_required
     @account_initialization_required
-    @marshal_with(app_import_model)
     @cloud_edition_billing_resource_check("apps")
     @edit_permission_required
     def post(self):
@@ -92,19 +74,22 @@ class AppImportApi(Resource):
             EnterpriseService.WebAppAuth.update_app_access_mode(result.app_id, "private")
         # Return appropriate status code based on result
         status = result.status
-        if status == ImportStatus.FAILED:
-            return result.model_dump(mode="json"), 400
-        elif status == ImportStatus.PENDING:
-            return result.model_dump(mode="json"), 202
-        return result.model_dump(mode="json"), 200
+        match status:
+            case ImportStatus.FAILED:
+                return result.model_dump(mode="json"), 400
+            case ImportStatus.PENDING:
+                return result.model_dump(mode="json"), 202
+            case ImportStatus.COMPLETED | ImportStatus.COMPLETED_WITH_WARNINGS:
+                return result.model_dump(mode="json"), 200
 
 
 @console_ns.route("/apps/imports/<string:import_id>/confirm")
 class AppImportConfirmApi(Resource):
+    @console_ns.response(200, "Import confirmed", console_ns.models[Import.__name__])
+    @console_ns.response(400, "Import failed", console_ns.models[Import.__name__])
     @setup_required
     @login_required
     @account_initialization_required
-    @marshal_with(app_import_model)
     @edit_permission_required
     def post(self, import_id):
         # Check user role first
@@ -125,11 +110,11 @@ class AppImportConfirmApi(Resource):
 
 @console_ns.route("/apps/imports/<string:app_id>/check-dependencies")
 class AppImportCheckDependenciesApi(Resource):
+    @console_ns.response(200, "Dependencies checked", console_ns.models[CheckDependenciesResult.__name__])
     @setup_required
     @login_required
     @get_app_model
     @account_initialization_required
-    @marshal_with(app_import_check_dependencies_model)
     @edit_permission_required
     def get(self, app_model: App):
         with sessionmaker(db.engine).begin() as session:

api/controllers/console/app/mcp_server.py

@@ -1,39 +1,68 @@
 import json
+from datetime import datetime
+from typing import Any
 
-from flask_restx import Resource, marshal_with
-from pydantic import BaseModel, Field
+from flask_restx import Resource
+from pydantic import BaseModel, Field, field_validator
 from sqlalchemy import select
 from werkzeug.exceptions import NotFound
 
+from controllers.common.schema import register_schema_models
 from controllers.console import console_ns
 from controllers.console.app.wraps import get_app_model
 from controllers.console.wraps import account_initialization_required, edit_permission_required, setup_required
 from extensions.ext_database import db
-from fields.app_fields import app_server_fields
+from fields.base import ResponseModel
 from libs.login import current_account_with_tenant, login_required
 from models.enums import AppMCPServerStatus
 from models.model import AppMCPServer
 
-DEFAULT_REF_TEMPLATE_SWAGGER_2_0 = "#/definitions/{model}"
 
-# Register model for flask_restx to avoid dict type issues in Swagger
-app_server_model = console_ns.model("AppServer", app_server_fields)
+def _to_timestamp(value: datetime | int | None) -> int | None:
+    if isinstance(value, datetime):
+        return int(value.timestamp())
+    return value
 
 
 class MCPServerCreatePayload(BaseModel):
     description: str | None = Field(default=None, description="Server description")
-    parameters: dict = Field(..., description="Server parameters configuration")
+    parameters: dict[str, Any] = Field(..., description="Server parameters configuration")
 
 
 class MCPServerUpdatePayload(BaseModel):
     id: str = Field(..., description="Server ID")
     description: str | None = Field(default=None, description="Server description")
-    parameters: dict = Field(..., description="Server parameters configuration")
+    parameters: dict[str, Any] = Field(..., description="Server parameters configuration")
     status: str | None = Field(default=None, description="Server status")
 
 
-for model in (MCPServerCreatePayload, MCPServerUpdatePayload):
-    console_ns.schema_model(model.__name__, model.model_json_schema(ref_template=DEFAULT_REF_TEMPLATE_SWAGGER_2_0))
+class AppMCPServerResponse(ResponseModel):
+    id: str
+    name: str
+    server_code: str
+    description: str
+    status: str
+    parameters: dict[str, Any] | list[Any] | str
+    created_at: int | None = None
+    updated_at: int | None = None
+
+    @field_validator("parameters", mode="before")
+    @classmethod
+    def _parse_json_string(cls, value: Any) -> Any:
+        if isinstance(value, str):
+            try:
+                return json.loads(value)
+            except (json.JSONDecodeError, TypeError):
+                return value
+        return value
+
+    @field_validator("created_at", "updated_at", mode="before")
+    @classmethod
+    def _normalize_timestamp(cls, value: datetime | int | None) -> int | None:
+        return _to_timestamp(value)
+
+
+register_schema_models(console_ns, MCPServerCreatePayload, MCPServerUpdatePayload, AppMCPServerResponse)
 
 
 @console_ns.route("/apps/<uuid:app_id>/server")
@@ -41,27 +70,27 @@ class AppMCPServerController(Resource):
     @console_ns.doc("get_app_mcp_server")
     @console_ns.doc(description="Get MCP server configuration for an application")
     @console_ns.doc(params={"app_id": "Application ID"})
-    @console_ns.response(200, "MCP server configuration retrieved successfully", app_server_model)
+    @console_ns.response(200, "Server configuration", console_ns.models[AppMCPServerResponse.__name__])
     @login_required
     @account_initialization_required
     @setup_required
     @get_app_model
-    @marshal_with(app_server_model)
     def get(self, app_model):
         server = db.session.scalar(select(AppMCPServer).where(AppMCPServer.app_id == app_model.id).limit(1))
-        return server
+        if server is None:
+            return {}
+        return AppMCPServerResponse.model_validate(server, from_attributes=True).model_dump(mode="json")
 
     @console_ns.doc("create_app_mcp_server")
     @console_ns.doc(description="Create MCP server configuration for an application")
     @console_ns.doc(params={"app_id": "Application ID"})
     @console_ns.expect(console_ns.models[MCPServerCreatePayload.__name__])
-    @console_ns.response(201, "MCP server configuration created successfully", app_server_model)
+    @console_ns.response(200, "Server created", console_ns.models[AppMCPServerResponse.__name__])
     @console_ns.response(403, "Insufficient permissions")
     @account_initialization_required
     @get_app_model
     @login_required
     @setup_required
-    @marshal_with(app_server_model)
     @edit_permission_required
     def post(self, app_model):
         _, current_tenant_id = current_account_with_tenant()
@@ -82,20 +111,19 @@ class AppMCPServerController(Resource):
         )
         db.session.add(server)
         db.session.commit()
-        return server
+        return AppMCPServerResponse.model_validate(server, from_attributes=True).model_dump(mode="json")
 
     @console_ns.doc("update_app_mcp_server")
     @console_ns.doc(description="Update MCP server configuration for an application")
     @console_ns.doc(params={"app_id": "Application ID"})
     @console_ns.expect(console_ns.models[MCPServerUpdatePayload.__name__])
-    @console_ns.response(200, "MCP server configuration updated successfully", app_server_model)
+    @console_ns.response(200, "Server updated", console_ns.models[AppMCPServerResponse.__name__])
     @console_ns.response(403, "Insufficient permissions")
     @console_ns.response(404, "Server not found")
     @get_app_model
     @login_required
     @setup_required
     @account_initialization_required
-    @marshal_with(app_server_model)
     @edit_permission_required
     def put(self, app_model):
         payload = MCPServerUpdatePayload.model_validate(console_ns.payload or {})
@@ -118,7 +146,7 @@ class AppMCPServerController(Resource):
             except ValueError:
                 raise ValueError("Invalid status")
         db.session.commit()
-        return server
+        return AppMCPServerResponse.model_validate(server, from_attributes=True).model_dump(mode="json")
 
 
 @console_ns.route("/apps/<uuid:server_id>/server/refresh")
@@ -126,13 +154,12 @@ class AppMCPServerRefreshController(Resource):
     @console_ns.doc("refresh_app_mcp_server")
     @console_ns.doc(description="Refresh MCP server configuration and regenerate server code")
     @console_ns.doc(params={"server_id": "Server ID"})
-    @console_ns.response(200, "MCP server refreshed successfully", app_server_model)
+    @console_ns.response(200, "Server refreshed", console_ns.models[AppMCPServerResponse.__name__])
     @console_ns.response(403, "Insufficient permissions")
     @console_ns.response(404, "Server not found")
     @setup_required
     @login_required
     @account_initialization_required
-    @marshal_with(app_server_model)
     @edit_permission_required
     def get(self, server_id):
         _, current_tenant_id = current_account_with_tenant()
@@ -145,4 +172,4 @@ class AppMCPServerRefreshController(Resource):
             raise NotFound()
         server.server_code = AppMCPServer.generate_server_code(16)
         db.session.commit()
-        return server
+        return AppMCPServerResponse.model_validate(server, from_attributes=True).model_dump(mode="json")

api/controllers/console/app/model_config.py

@@ -1,9 +1,11 @@
 import json
-from typing import cast
+from typing import Any, cast
 
 from flask import request
-from flask_restx import Resource, fields
+from flask_restx import Resource
+from pydantic import BaseModel, Field
 
+from controllers.common.schema import register_schema_models
 from controllers.console import console_ns
 from controllers.console.app.wraps import get_app_model
 from controllers.console.wraps import account_initialization_required, edit_permission_required, setup_required
@@ -18,30 +20,30 @@ from models.model import AppMode, AppModelConfig
 from services.app_model_config_service import AppModelConfigService
 
 
+class ModelConfigRequest(BaseModel):
+    provider: str | None = Field(default=None, description="Model provider")
+    model: str | None = Field(default=None, description="Model name")
+    configs: dict[str, Any] | None = Field(default=None, description="Model configuration parameters")
+    opening_statement: str | None = Field(default=None, description="Opening statement")
+    suggested_questions: list[str] | None = Field(default=None, description="Suggested questions")
+    more_like_this: dict[str, Any] | None = Field(default=None, description="More like this configuration")
+    speech_to_text: dict[str, Any] | None = Field(default=None, description="Speech to text configuration")
+    text_to_speech: dict[str, Any] | None = Field(default=None, description="Text to speech configuration")
+    retrieval_model: dict[str, Any] | None = Field(default=None, description="Retrieval model configuration")
+    tools: list[dict[str, Any]] | None = Field(default=None, description="Available tools")
+    dataset_configs: dict[str, Any] | None = Field(default=None, description="Dataset configurations")
+    agent_mode: dict[str, Any] | None = Field(default=None, description="Agent mode configuration")
+
+
+register_schema_models(console_ns, ModelConfigRequest)
+
+
 @console_ns.route("/apps/<uuid:app_id>/model-config")
 class ModelConfigResource(Resource):
     @console_ns.doc("update_app_model_config")
     @console_ns.doc(description="Update application model configuration")
     @console_ns.doc(params={"app_id": "Application ID"})
-    @console_ns.expect(
-        console_ns.model(
-            "ModelConfigRequest",
-            {
-                "provider": fields.String(description="Model provider"),
-                "model": fields.String(description="Model name"),
-                "configs": fields.Raw(description="Model configuration parameters"),
-                "opening_statement": fields.String(description="Opening statement"),
-                "suggested_questions": fields.List(fields.String(), description="Suggested questions"),
-                "more_like_this": fields.Raw(description="More like this configuration"),
-                "speech_to_text": fields.Raw(description="Speech to text configuration"),
-                "text_to_speech": fields.Raw(description="Text to speech configuration"),
-                "retrieval_model": fields.Raw(description="Retrieval model configuration"),
-                "tools": fields.List(fields.Raw(), description="Available tools"),
-                "dataset_configs": fields.Raw(description="Dataset configurations"),
-                "agent_mode": fields.Raw(description="Agent mode configuration"),
-            },
-        )
-    )
+    @console_ns.expect(console_ns.models[ModelConfigRequest.__name__])
     @console_ns.response(200, "Model configuration updated successfully")
     @console_ns.response(400, "Invalid configuration")
     @console_ns.response(404, "App not found")

api/controllers/console/app/site.py

@@ -1,11 +1,12 @@
 from typing import Literal
 
-from flask_restx import Resource, marshal_with
+from flask_restx import Resource
 from pydantic import BaseModel, Field, field_validator
 from sqlalchemy import select
 from werkzeug.exceptions import NotFound
 
 from constants.languages import supported_language
+from controllers.common.schema import register_schema_models
 from controllers.console import console_ns
 from controllers.console.app.wraps import get_app_model
 from controllers.console.wraps import (
@@ -15,13 +16,11 @@ from controllers.console.wraps import (
     setup_required,
 )
 from extensions.ext_database import db
-from fields.app_fields import app_site_fields
+from fields.base import ResponseModel
 from libs.datetime_utils import naive_utc_now
 from libs.login import current_account_with_tenant, login_required
 from models import Site
 
-DEFAULT_REF_TEMPLATE_SWAGGER_2_0 = "#/definitions/{model}"
-
 
 class AppSiteUpdatePayload(BaseModel):
     title: str | None = Field(default=None)
@@ -49,13 +48,26 @@ class AppSiteUpdatePayload(BaseModel):
         return supported_language(value)
 
 
-console_ns.schema_model(
-    AppSiteUpdatePayload.__name__,
-    AppSiteUpdatePayload.model_json_schema(ref_template=DEFAULT_REF_TEMPLATE_SWAGGER_2_0),
-)
+class AppSiteResponse(ResponseModel):
+    app_id: str
+    access_token: str | None = Field(default=None, validation_alias="code")
+    code: str | None = None
+    title: str
+    icon: str | None = None
+    icon_background: str | None = None
+    description: str | None = None
+    default_language: str
+    customize_domain: str | None = None
+    copyright: str | None = None
+    privacy_policy: str | None = None
+    custom_disclaimer: str | None = None
+    customize_token_strategy: str
+    prompt_public: bool
+    show_workflow_steps: bool
+    use_icon_as_answer_icon: bool
 
-# Register model for flask_restx to avoid dict type issues in Swagger
-app_site_model = console_ns.model("AppSite", app_site_fields)
+
+register_schema_models(console_ns, AppSiteUpdatePayload, AppSiteResponse)
 
 
 @console_ns.route("/apps/<uuid:app_id>/site")
@@ -64,7 +76,7 @@ class AppSite(Resource):
     @console_ns.doc(description="Update application site configuration")
     @console_ns.doc(params={"app_id": "Application ID"})
     @console_ns.expect(console_ns.models[AppSiteUpdatePayload.__name__])
-    @console_ns.response(200, "Site configuration updated successfully", app_site_model)
+    @console_ns.response(200, "Site configuration updated successfully", console_ns.models[AppSiteResponse.__name__])
     @console_ns.response(403, "Insufficient permissions")
     @console_ns.response(404, "App not found")
     @setup_required
@@ -72,7 +84,6 @@ class AppSite(Resource):
     @edit_permission_required
     @account_initialization_required
     @get_app_model
-    @marshal_with(app_site_model)
     def post(self, app_model):
         args = AppSiteUpdatePayload.model_validate(console_ns.payload or {})
         current_user, _ = current_account_with_tenant()
@@ -106,7 +117,7 @@ class AppSite(Resource):
         site.updated_at = naive_utc_now()
         db.session.commit()
 
-        return site
+        return AppSiteResponse.model_validate(site, from_attributes=True).model_dump(mode="json")
 
 
 @console_ns.route("/apps/<uuid:app_id>/site/access-token-reset")
@@ -114,7 +125,7 @@ class AppSiteAccessTokenReset(Resource):
     @console_ns.doc("reset_app_site_access_token")
     @console_ns.doc(description="Reset access token for application site")
     @console_ns.doc(params={"app_id": "Application ID"})
-    @console_ns.response(200, "Access token reset successfully", app_site_model)
+    @console_ns.response(200, "Access token reset successfully", console_ns.models[AppSiteResponse.__name__])
     @console_ns.response(403, "Insufficient permissions (admin/owner required)")
     @console_ns.response(404, "App or site not found")
     @setup_required
@@ -122,7 +133,6 @@ class AppSiteAccessTokenReset(Resource):
     @is_admin_or_owner_required
     @account_initialization_required
     @get_app_model
-    @marshal_with(app_site_model)
     def post(self, app_model):
         current_user, _ = current_account_with_tenant()
         site = db.session.scalar(select(Site).where(Site.app_id == app_model.id).limit(1))
@@ -135,4 +145,4 @@ class AppSiteAccessTokenReset(Resource):
         site.updated_at = naive_utc_now()
         db.session.commit()
 
-        return site
+        return AppSiteResponse.model_validate(site, from_attributes=True).model_dump(mode="json")

api/controllers/console/app/workflow.py

@@ -14,6 +14,7 @@ from sqlalchemy.orm import sessionmaker
 from werkzeug.exceptions import BadRequest, Forbidden, InternalServerError, NotFound
 
 import services
+from controllers.common.controller_schemas import DefaultBlockConfigQuery, WorkflowListQuery, WorkflowUpdatePayload
 from controllers.console import console_ns
 from controllers.console.app.error import ConversationCompletedError, DraftWorkflowNotExist, DraftWorkflowNotSync
 from controllers.console.app.workflow_run import workflow_run_node_execution_model
@@ -142,10 +143,6 @@ class PublishWorkflowPayload(BaseModel):
     marked_comment: str | None = Field(default=None, max_length=100)
 
 
-class DefaultBlockConfigQuery(BaseModel):
-    q: str | None = None
-
-
 class ConvertToWorkflowPayload(BaseModel):
     name: str | None = None
     icon_type: str | None = None
@@ -153,18 +150,6 @@ class ConvertToWorkflowPayload(BaseModel):
     icon_background: str | None = None
 
 
-class WorkflowListQuery(BaseModel):
-    page: int = Field(default=1, ge=1, le=99999)
-    limit: int = Field(default=10, ge=1, le=100)
-    user_id: str | None = None
-    named_only: bool = False
-
-
-class WorkflowUpdatePayload(BaseModel):
-    marked_name: str | None = Field(default=None, max_length=20)
-    marked_comment: str | None = Field(default=None, max_length=100)
-
-
 class DraftWorkflowTriggerRunPayload(BaseModel):
     node_id: str
 

api/controllers/console/app/workflow_app_log.py

@@ -87,7 +87,7 @@ class WorkflowAppLogApi(Resource):
 
         # get paginate workflow app logs
         workflow_app_service = WorkflowAppService()
-        with sessionmaker(db.engine).begin() as session:
+        with sessionmaker(db.engine, expire_on_commit=False).begin() as session:
             workflow_app_log_pagination = workflow_app_service.get_paginate_workflow_app_logs(
                 session=session,
                 app_model=app_model,
@@ -124,7 +124,7 @@ class WorkflowArchivedLogApi(Resource):
         args = WorkflowAppLogQuery.model_validate(request.args.to_dict(flat=True))  # type: ignore
 
         workflow_app_service = WorkflowAppService()
-        with sessionmaker(db.engine).begin() as session:
+        with sessionmaker(db.engine, expire_on_commit=False).begin() as session:
             workflow_app_log_pagination = workflow_app_service.get_paginate_workflow_archive_logs(
                 session=session,
                 app_model=app_model,

api/controllers/console/app/workflow_draft_variable.py

@@ -1,7 +1,7 @@
 import logging
 from collections.abc import Callable
 from functools import wraps
-from typing import Any
+from typing import Any, TypedDict
 
 from flask import Response, request
 from flask_restx import Resource, fields, marshal, marshal_with
@@ -86,7 +86,14 @@ def _serialize_variable_type(workflow_draft_var: WorkflowDraftVariable) -> str:
     return value_type.exposed_type().value
 
 
-def _serialize_full_content(variable: WorkflowDraftVariable) -> dict | None:
+class FullContentDict(TypedDict):
+    size_bytes: int | None
+    value_type: str
+    length: int | None
+    download_url: str
+
+
+def _serialize_full_content(variable: WorkflowDraftVariable) -> FullContentDict | None:
     """Serialize full_content information for large variables."""
     if not variable.is_truncated():
         return None
@@ -94,12 +101,13 @@ def _serialize_full_content(variable: WorkflowDraftVariable) -> dict | None:
     variable_file = variable.variable_file
     assert variable_file is not None
 
-    return {
+    result: FullContentDict = {
         "size_bytes": variable_file.size,
         "value_type": variable_file.value_type.exposed_type().value,
         "length": variable_file.length,
         "download_url": file_helpers.get_signed_file_url(variable_file.upload_file_id, as_attachment=True),
     }
+    return result
 
 
 def _ensure_variable_access(
@@ -384,24 +392,27 @@ class VariableApi(Resource):
 
         new_value = None
         if raw_value is not None:
-            if variable.value_type == SegmentType.FILE:
-                if not isinstance(raw_value, dict):
-                    raise InvalidArgumentError(description=f"expected dict for file, got {type(raw_value)}")
-                raw_value = build_from_mapping(
-                    mapping=raw_value,
-                    tenant_id=app_model.tenant_id,
-                    access_controller=_file_access_controller,
-                )
-            elif variable.value_type == SegmentType.ARRAY_FILE:
-                if not isinstance(raw_value, list):
-                    raise InvalidArgumentError(description=f"expected list for files, got {type(raw_value)}")
-                if len(raw_value) > 0 and not isinstance(raw_value[0], dict):
-                    raise InvalidArgumentError(description=f"expected dict for files[0], got {type(raw_value)}")
-                raw_value = build_from_mappings(
-                    mappings=raw_value,
-                    tenant_id=app_model.tenant_id,
-                    access_controller=_file_access_controller,
-                )
+            match variable.value_type:
+                case SegmentType.FILE:
+                    if not isinstance(raw_value, dict):
+                        raise InvalidArgumentError(description=f"expected dict for file, got {type(raw_value)}")
+                    raw_value = build_from_mapping(
+                        mapping=raw_value,
+                        tenant_id=app_model.tenant_id,
+                        access_controller=_file_access_controller,
+                    )
+                case SegmentType.ARRAY_FILE:
+                    if not isinstance(raw_value, list):
+                        raise InvalidArgumentError(description=f"expected list for files, got {type(raw_value)}")
+                    if len(raw_value) > 0 and not isinstance(raw_value[0], dict):
+                        raise InvalidArgumentError(description=f"expected dict for files[0], got {type(raw_value)}")
+                    raw_value = build_from_mappings(
+                        mappings=raw_value,
+                        tenant_id=app_model.tenant_id,
+                        access_controller=_file_access_controller,
+                    )
+                case _:
+                    pass
             new_value = build_segment_with_type(variable.value_type, raw_value)
         draft_var_srv.update_variable(variable, name=new_name, value=new_value)
         db.session.commit()

api/controllers/console/app/workflow_run.py

@@ -36,7 +36,7 @@ from models import Account, App, AppMode, EndUser, WorkflowArchiveLog, WorkflowR
 from models.workflow import WorkflowRun
 from repositories.factory import DifyAPIRepositoryFactory
 from services.retention.workflow_run.constants import ARCHIVE_BUNDLE_NAME
-from services.workflow_run_service import WorkflowRunService
+from services.workflow_run_service import WorkflowRunListArgs, WorkflowRunService
 
 
 def _build_backstage_input_url(form_token: str | None) -> str | None:
@@ -214,7 +214,11 @@ class AdvancedChatAppWorkflowRunListApi(Resource):
         Get advanced chat app workflow run list
         """
         args_model = WorkflowRunListQuery.model_validate(request.args.to_dict(flat=True))  # type: ignore
-        args = args_model.model_dump(exclude_none=True)
+        args: WorkflowRunListArgs = {"limit": args_model.limit}
+        if args_model.last_id is not None:
+            args["last_id"] = args_model.last_id
+        if args_model.status is not None:
+            args["status"] = args_model.status
 
         # Default to DEBUGGING if not specified
         triggered_from = (
@@ -356,7 +360,11 @@ class WorkflowRunListApi(Resource):
         Get workflow run list
         """
         args_model = WorkflowRunListQuery.model_validate(request.args.to_dict(flat=True))  # type: ignore
-        args = args_model.model_dump(exclude_none=True)
+        args: WorkflowRunListArgs = {"limit": args_model.limit}
+        if args_model.last_id is not None:
+            args["last_id"] = args_model.last_id
+        if args_model.status is not None:
+            args["status"] = args_model.status
 
         # Default to DEBUGGING for workflow if not specified (backward compatibility)
         triggered_from = (

api/controllers/console/app/workflow_trigger.py

@@ -64,7 +64,7 @@ class WebhookTriggerApi(Resource):
 
         node_id = args.node_id
 
-        with sessionmaker(db.engine).begin() as session:
+        with sessionmaker(db.engine, expire_on_commit=False).begin() as session:
             # Get webhook trigger for this app and node
             webhook_trigger = session.scalar(
                 select(WorkflowWebhookTrigger)
@@ -95,7 +95,7 @@ class AppTriggersApi(Resource):
         assert isinstance(current_user, Account)
         assert current_user.current_tenant_id is not None
 
-        with sessionmaker(db.engine).begin() as session:
+        with sessionmaker(db.engine, expire_on_commit=False).begin() as session:
             # Get all triggers for this app using select API
             triggers = (
                 session.execute(

api/controllers/console/auth/activate.py

@@ -1,8 +1,9 @@
 from flask import request
-from flask_restx import Resource, fields
+from flask_restx import Resource
 from pydantic import BaseModel, Field, field_validator
 
 from constants.languages import supported_language
+from controllers.common.schema import register_schema_models
 from controllers.console import console_ns
 from controllers.console.error import AlreadyActivateError
 from extensions.ext_database import db
@@ -11,8 +12,6 @@ from libs.helper import EmailStr, timezone
 from models import AccountStatus
 from services.account_service import RegisterService
 
-DEFAULT_REF_TEMPLATE_SWAGGER_2_0 = "#/definitions/{model}"
-
 
 class ActivateCheckQuery(BaseModel):
     workspace_id: str | None = Field(default=None)
@@ -39,8 +38,16 @@ class ActivatePayload(BaseModel):
         return timezone(value)
 
 
-for model in (ActivateCheckQuery, ActivatePayload):
-    console_ns.schema_model(model.__name__, model.model_json_schema(ref_template=DEFAULT_REF_TEMPLATE_SWAGGER_2_0))
+class ActivationCheckResponse(BaseModel):
+    is_valid: bool = Field(description="Whether token is valid")
+    data: dict | None = Field(default=None, description="Activation data if valid")
+
+
+class ActivationResponse(BaseModel):
+    result: str = Field(description="Operation result")
+
+
+register_schema_models(console_ns, ActivateCheckQuery, ActivatePayload, ActivationCheckResponse, ActivationResponse)
 
 
 @console_ns.route("/activate/check")
@@ -51,13 +58,7 @@ class ActivateCheckApi(Resource):
     @console_ns.response(
         200,
         "Success",
-        console_ns.model(
-            "ActivationCheckResponse",
-            {
-                "is_valid": fields.Boolean(description="Whether token is valid"),
-                "data": fields.Raw(description="Activation data if valid"),
-            },
-        ),
+        console_ns.models[ActivationCheckResponse.__name__],
     )
     def get(self):
         args = ActivateCheckQuery.model_validate(request.args.to_dict(flat=True))  # type: ignore
@@ -95,12 +96,7 @@ class ActivateApi(Resource):
     @console_ns.response(
         200,
         "Account activated successfully",
-        console_ns.model(
-            "ActivationResponse",
-            {
-                "result": fields.String(description="Operation result"),
-            },
-        ),
+        console_ns.models[ActivationResponse.__name__],
     )
     @console_ns.response(400, "Already activated or invalid token")
     def post(self):

api/controllers/console/auth/email_register.py

@@ -1,7 +1,6 @@
 from flask import request
 from flask_restx import Resource
 from pydantic import BaseModel, Field, field_validator
-from sqlalchemy.orm import sessionmaker
 
 from configs import dify_config
 from constants.languages import languages
@@ -14,7 +13,6 @@ from controllers.console.auth.error import (
     InvalidTokenError,
     PasswordMismatchError,
 )
-from extensions.ext_database import db
 from libs.helper import EmailStr, extract_remote_ip
 from libs.password import valid_password
 from models import Account
@@ -73,8 +71,7 @@ class EmailRegisterSendEmailApi(Resource):
         if dify_config.BILLING_ENABLED and BillingService.is_email_in_freeze(normalized_email):
             raise AccountInFreezeError()
 
-        with sessionmaker(db.engine).begin() as session:
-            account = AccountService.get_account_by_email_with_case_fallback(args.email, session=session)
+        account = AccountService.get_account_by_email_with_case_fallback(args.email)
         token = AccountService.send_email_register_email(email=normalized_email, account=account, language=language)
         return {"result": "success", "data": token}
 
@@ -145,17 +142,16 @@ class EmailRegisterResetApi(Resource):
         email = register_data.get("email", "")
         normalized_email = email.lower()
 
-        with sessionmaker(db.engine).begin() as session:
-            account = AccountService.get_account_by_email_with_case_fallback(email, session=session)
+        account = AccountService.get_account_by_email_with_case_fallback(email)
 
-            if account:
-                raise EmailAlreadyInUseError()
-            else:
-                account = self._create_new_account(normalized_email, args.password_confirm)
-                if not account:
-                    raise AccountNotFoundError()
-                token_pair = AccountService.login(account=account, ip_address=extract_remote_ip(request))
-                AccountService.reset_login_error_rate_limit(normalized_email)
+        if account:
+            raise EmailAlreadyInUseError()
+        else:
+            account = self._create_new_account(normalized_email, args.password_confirm)
+            if not account:
+                raise AccountNotFoundError()
+            token_pair = AccountService.login(account=account, ip_address=extract_remote_ip(request))
+            AccountService.reset_login_error_rate_limit(normalized_email)
 
         return {"result": "success", "data": token_pair.model_dump()}
 

api/controllers/console/auth/forgot_password.py

@@ -4,7 +4,6 @@ import secrets
 from flask import request
 from flask_restx import Resource
 from pydantic import BaseModel, Field
-from sqlalchemy.orm import sessionmaker
 
 from controllers.common.schema import register_schema_models
 from controllers.console import console_ns
@@ -85,8 +84,7 @@ class ForgotPasswordSendEmailApi(Resource):
         else:
             language = "en-US"
 
-        with sessionmaker(db.engine).begin() as session:
-            account = AccountService.get_account_by_email_with_case_fallback(args.email, session=session)
+        account = AccountService.get_account_by_email_with_case_fallback(args.email)
 
         token = AccountService.send_reset_password_email(
             account=account,
@@ -184,17 +182,18 @@ class ForgotPasswordResetApi(Resource):
         password_hashed = hash_password(args.new_password, salt)
 
         email = reset_data.get("email", "")
-        with sessionmaker(db.engine).begin() as session:
-            account = AccountService.get_account_by_email_with_case_fallback(email, session=session)
+        account = AccountService.get_account_by_email_with_case_fallback(email)
 
-            if account:
-                self._update_existing_account(account, password_hashed, salt, session)
-            else:
-                raise AccountNotFound()
+        if account:
+            account = db.session.merge(account)
+            self._update_existing_account(account, password_hashed, salt)
+            db.session.commit()
+        else:
+            raise AccountNotFound()
 
         return {"result": "success"}
 
-    def _update_existing_account(self, account, password_hashed, salt, session):
+    def _update_existing_account(self, account, password_hashed, salt):
         # Update existing account credentials
         account.password = base64.b64encode(password_hashed).decode()
         account.password_salt = base64.b64encode(salt).decode()

api/controllers/console/auth/login.py

@@ -1,7 +1,10 @@
+import logging
+
 import flask_login
 from flask import make_response, request
 from flask_restx import Resource
 from pydantic import BaseModel, Field
+from werkzeug.exceptions import Unauthorized
 
 import services
 from configs import dify_config
@@ -42,12 +45,13 @@ from libs.token import (
 )
 from services.account_service import AccountService, InvitationDetailDict, RegisterService, TenantService
 from services.billing_service import BillingService
-from services.entities.auth_entities import LoginPayloadBase
+from services.entities.auth_entities import LoginFailureReason, LoginPayloadBase
 from services.errors.account import AccountRegisterError
 from services.errors.workspace import WorkSpaceNotAllowedCreateError, WorkspacesLimitExceededError
 from services.feature_service import FeatureService
 
 DEFAULT_REF_TEMPLATE_SWAGGER_2_0 = "#/definitions/{model}"
+logger = logging.getLogger(__name__)
 
 
 class LoginPayload(LoginPayloadBase):
@@ -91,10 +95,12 @@ class LoginApi(Resource):
         normalized_email = request_email.lower()
 
         if dify_config.BILLING_ENABLED and BillingService.is_email_in_freeze(normalized_email):
+            _log_console_login_failure(email=normalized_email, reason=LoginFailureReason.ACCOUNT_IN_FREEZE)
             raise AccountInFreezeError()
 
         is_login_error_rate_limit = AccountService.is_login_error_rate_limit(normalized_email)
         if is_login_error_rate_limit:
+            _log_console_login_failure(email=normalized_email, reason=LoginFailureReason.LOGIN_RATE_LIMITED)
             raise EmailPasswordLoginLimitError()
 
         invite_token = args.invite_token
@@ -110,14 +116,20 @@ class LoginApi(Resource):
                 invitee_email = data.get("email") if data else None
                 invitee_email_normalized = invitee_email.lower() if isinstance(invitee_email, str) else invitee_email
                 if invitee_email_normalized != normalized_email:
+                    _log_console_login_failure(
+                        email=normalized_email,
+                        reason=LoginFailureReason.INVALID_INVITATION_EMAIL,
+                    )
                     raise InvalidEmailError()
             account = _authenticate_account_with_case_fallback(
                 request_email, normalized_email, args.password, invite_token
             )
         except services.errors.account.AccountLoginError:
+            _log_console_login_failure(email=normalized_email, reason=LoginFailureReason.ACCOUNT_BANNED)
             raise AccountBannedError()
         except services.errors.account.AccountPasswordError as exc:
             AccountService.add_login_error_rate_limit(normalized_email)
+            _log_console_login_failure(email=normalized_email, reason=LoginFailureReason.INVALID_CREDENTIALS)
             raise AuthenticationFailedError() from exc
         # SELF_HOSTED only have one workspace
         tenants = TenantService.get_join_tenants(account)
@@ -240,20 +252,27 @@ class EmailCodeLoginApi(Resource):
 
         token_data = AccountService.get_email_code_login_data(args.token)
         if token_data is None:
+            _log_console_login_failure(email=user_email, reason=LoginFailureReason.INVALID_EMAIL_CODE_TOKEN)
             raise InvalidTokenError()
 
         token_email = token_data.get("email")
         normalized_token_email = token_email.lower() if isinstance(token_email, str) else token_email
         if normalized_token_email != user_email:
+            _log_console_login_failure(email=user_email, reason=LoginFailureReason.EMAIL_CODE_EMAIL_MISMATCH)
             raise InvalidEmailError()
 
         if token_data["code"] != args.code:
+            _log_console_login_failure(email=user_email, reason=LoginFailureReason.INVALID_EMAIL_CODE)
             raise EmailCodeError()
 
         AccountService.revoke_email_code_login_token(args.token)
         try:
             account = _get_account_with_case_fallback(original_email)
+        except Unauthorized as exc:
+            _log_console_login_failure(email=user_email, reason=LoginFailureReason.ACCOUNT_BANNED)
+            raise AccountBannedError() from exc
         except AccountRegisterError:
+            _log_console_login_failure(email=user_email, reason=LoginFailureReason.ACCOUNT_IN_FREEZE)
             raise AccountInFreezeError()
         if account:
             tenants = TenantService.get_join_tenants(account)
@@ -279,6 +298,7 @@ class EmailCodeLoginApi(Resource):
             except WorkSpaceNotAllowedCreateError:
                 raise NotAllowedCreateWorkspace()
             except AccountRegisterError:
+                _log_console_login_failure(email=user_email, reason=LoginFailureReason.ACCOUNT_IN_FREEZE)
                 raise AccountInFreezeError()
             except WorkspacesLimitExceededError:
                 raise WorkspacesLimitExceeded()
@@ -336,3 +356,12 @@ def _authenticate_account_with_case_fallback(
         if original_email == normalized_email:
             raise
         return AccountService.authenticate(normalized_email, password, invite_token)
+
+
+def _log_console_login_failure(*, email: str, reason: LoginFailureReason) -> None:
+    logger.warning(
+        "Console login failed: email=%s reason=%s ip_address=%s",
+        email,
+        reason,
+        extract_remote_ip(request),
+    )

api/controllers/console/auth/oauth.py

@@ -4,7 +4,6 @@ import urllib.parse
 import httpx
 from flask import current_app, redirect, request
 from flask_restx import Resource
-from sqlalchemy.orm import sessionmaker
 from werkzeug.exceptions import Unauthorized
 
 from configs import dify_config
@@ -180,8 +179,7 @@ def _get_account_by_openid_or_email(provider: str, user_info: OAuthUserInfo) ->
     account: Account | None = Account.get_by_openid(provider, user_info.id)
 
     if not account:
-        with sessionmaker(db.engine).begin() as session:
-            account = AccountService.get_account_by_email_with_case_fallback(user_info.email, session=session)
+        account = AccountService.get_account_by_email_with_case_fallback(user_info.email)
 
     return account
 

api/controllers/console/billing/billing.py

@@ -2,18 +2,17 @@ import base64
 from typing import Literal
 
 from flask import request
-from flask_restx import Resource, fields
+from flask_restx import Resource
 from pydantic import BaseModel, Field
 from werkzeug.exceptions import BadRequest
 
+from controllers.common.schema import register_schema_models
 from controllers.console import console_ns
 from controllers.console.wraps import account_initialization_required, only_edition_cloud, setup_required
 from enums.cloud_plan import CloudPlan
 from libs.login import current_account_with_tenant, login_required
 from services.billing_service import BillingService
 
-DEFAULT_REF_TEMPLATE_SWAGGER_2_0 = "#/definitions/{model}"
-
 
 class SubscriptionQuery(BaseModel):
     plan: Literal[CloudPlan.PROFESSIONAL, CloudPlan.TEAM] = Field(..., description="Subscription plan")
@@ -24,8 +23,7 @@ class PartnerTenantsPayload(BaseModel):
     click_id: str = Field(..., description="Click Id from partner referral link")
 
 
-for model in (SubscriptionQuery, PartnerTenantsPayload):
-    console_ns.schema_model(model.__name__, model.model_json_schema(ref_template=DEFAULT_REF_TEMPLATE_SWAGGER_2_0))
+register_schema_models(console_ns, SubscriptionQuery, PartnerTenantsPayload)
 
 
 @console_ns.route("/billing/subscription")
@@ -58,12 +56,7 @@ class PartnerTenants(Resource):
     @console_ns.doc("sync_partner_tenants_bindings")
     @console_ns.doc(description="Sync partner tenants bindings")
     @console_ns.doc(params={"partner_key": "Partner key"})
-    @console_ns.expect(
-        console_ns.model(
-            "SyncPartnerTenantsBindingsRequest",
-            {"click_id": fields.String(required=True, description="Click Id from partner referral link")},
-        )
-    )
+    @console_ns.expect(console_ns.models[PartnerTenantsPayload.__name__])
     @console_ns.response(200, "Tenants synced to partner successfully")
     @console_ns.response(400, "Invalid partner information")
     @setup_required

api/controllers/console/datasets/data_source.py

@@ -162,7 +162,9 @@ class DataSourceApi(Resource):
         binding_id = str(binding_id)
         with sessionmaker(db.engine, expire_on_commit=False).begin() as session:
             data_source_binding = session.execute(
-                select(DataSourceOauthBinding).filter_by(id=binding_id, tenant_id=current_tenant_id)
+                select(DataSourceOauthBinding).where(
+                    DataSourceOauthBinding.id == binding_id, DataSourceOauthBinding.tenant_id == current_tenant_id
+                )
             ).scalar_one_or_none()
         if data_source_binding is None:
             raise NotFound("Data source binding not found.")
@@ -222,11 +224,11 @@ class DataSourceNotionListApi(Resource):
                     raise ValueError("Dataset is not notion type.")
 
                 documents = session.scalars(
-                    select(Document).filter_by(
-                        dataset_id=query.dataset_id,
-                        tenant_id=current_tenant_id,
-                        data_source_type="notion_import",
-                        enabled=True,
+                    select(Document).where(
+                        Document.dataset_id == query.dataset_id,
+                        Document.tenant_id == current_tenant_id,
+                        Document.data_source_type == "notion_import",
+                        Document.enabled.is_(True),
                     )
                 ).all()
                 if documents:

api/controllers/console/datasets/datasets.py

@@ -11,10 +11,7 @@ import services
 from configs import dify_config
 from controllers.common.schema import get_or_create_model, register_schema_models
 from controllers.console import console_ns
-from controllers.console.apikey import (
-    api_key_item_model,
-    api_key_list_model,
-)
+from controllers.console.apikey import ApiKeyItem, ApiKeyList
 from controllers.console.app.error import ProviderNotInitializeError
 from controllers.console.datasets.error import DatasetInUseError, DatasetNameDuplicateError, IndexingEstimateError
 from controllers.console.wraps import (
@@ -785,23 +782,23 @@ class DatasetApiKeyApi(Resource):
 
     @console_ns.doc("get_dataset_api_keys")
     @console_ns.doc(description="Get dataset API keys")
-    @console_ns.response(200, "API keys retrieved successfully", api_key_list_model)
+    @console_ns.response(200, "API keys retrieved successfully", console_ns.models[ApiKeyList.__name__])
     @setup_required
     @login_required
     @account_initialization_required
-    @marshal_with(api_key_list_model)
     def get(self):
         _, current_tenant_id = current_account_with_tenant()
         keys = db.session.scalars(
             select(ApiToken).where(ApiToken.type == self.resource_type, ApiToken.tenant_id == current_tenant_id)
         ).all()
-        return {"items": keys}
+        return ApiKeyList.model_validate({"data": keys}, from_attributes=True).model_dump(mode="json")
 
+    @console_ns.response(200, "API key created successfully", console_ns.models[ApiKeyItem.__name__])
+    @console_ns.response(400, "Maximum keys exceeded")
     @setup_required
     @login_required
     @is_admin_or_owner_required
     @account_initialization_required
-    @marshal_with(api_key_item_model)
     def post(self):
         _, current_tenant_id = current_account_with_tenant()
 
@@ -828,7 +825,7 @@ class DatasetApiKeyApi(Resource):
         api_token.type = self.resource_type
         db.session.add(api_token)
         db.session.commit()
-        return api_token, 200
+        return ApiKeyItem.model_validate(api_token, from_attributes=True).model_dump(mode="json"), 200
 
 
 @console_ns.route("/datasets/api-keys/<uuid:api_key_id>")

api/controllers/console/datasets/datasets_document.py

@@ -4,7 +4,6 @@ from argparse import ArgumentTypeError
 from collections.abc import Sequence
 from contextlib import ExitStack
 from typing import Any, Literal, cast
-from uuid import UUID
 
 import sqlalchemy as sa
 from flask import request, send_file
@@ -16,6 +15,7 @@ from sqlalchemy import asc, desc, func, select
 from werkzeug.exceptions import Forbidden, NotFound
 
 import services
+from controllers.common.controller_schemas import DocumentBatchDownloadZipPayload
 from controllers.common.schema import get_or_create_model, register_schema_models
 from controllers.console import console_ns
 from core.errors.error import (
@@ -71,9 +71,6 @@ from ..wraps import (
 
 logger = logging.getLogger(__name__)
 
-# NOTE: Keep constants near the top of the module for discoverability.
-DOCUMENT_BATCH_DOWNLOAD_ZIP_MAX_DOCS = 100
-
 
 # Register models for flask_restx to avoid dict type issues in Swagger
 dataset_model = get_or_create_model("Dataset", dataset_fields)
@@ -110,12 +107,6 @@ class GenerateSummaryPayload(BaseModel):
     document_list: list[str]
 
 
-class DocumentBatchDownloadZipPayload(BaseModel):
-    """Request payload for bulk downloading documents as a zip archive."""
-
-    document_ids: list[UUID] = Field(..., min_length=1, max_length=DOCUMENT_BATCH_DOWNLOAD_ZIP_MAX_DOCS)
-
-
 class DocumentDatasetListParam(BaseModel):
     page: int = Field(1, title="Page", description="Page number.")
     limit: int = Field(20, title="Limit", description="Page size.")
@@ -280,7 +271,7 @@ class DatasetDocumentListApi(Resource):
         except services.errors.account.NoPermissionError as e:
             raise Forbidden(str(e))
 
-        query = select(Document).filter_by(dataset_id=str(dataset_id), tenant_id=current_tenant_id)
+        query = select(Document).where(Document.dataset_id == str(dataset_id), Document.tenant_id == current_tenant_id)
 
         if status:
             query = DocumentService.apply_display_status_filter(query, status)

api/controllers/console/datasets/datasets_segments.py

@@ -10,6 +10,7 @@ from werkzeug.exceptions import Forbidden, NotFound
 
 import services
 from configs import dify_config
+from controllers.common.controller_schemas import ChildChunkCreatePayload, ChildChunkUpdatePayload
 from controllers.common.schema import register_schema_models
 from controllers.console import console_ns
 from controllers.console.app.error import ProviderNotInitializeError
@@ -82,14 +83,6 @@ class BatchImportPayload(BaseModel):
     upload_file_id: str
 
 
-class ChildChunkCreatePayload(BaseModel):
-    content: str
-
-
-class ChildChunkUpdatePayload(BaseModel):
-    content: str
-
-
 class ChildChunkBatchUpdatePayload(BaseModel):
     chunks: list[ChildChunkUpdateArgs]
 

api/controllers/console/datasets/external.py

@@ -227,10 +227,11 @@ class ExternalApiUseCheckApi(Resource):
     @login_required
     @account_initialization_required
     def get(self, external_knowledge_api_id):
+        _, current_tenant_id = current_account_with_tenant()
         external_knowledge_api_id = str(external_knowledge_api_id)
 
         external_knowledge_api_is_using, count = ExternalDatasetService.external_knowledge_api_use_check(
-            external_knowledge_api_id
+            external_knowledge_api_id, current_tenant_id
         )
         return {"is_using": external_knowledge_api_is_using, "count": count}, 200
 

api/controllers/console/datasets/metadata.py

@@ -1,9 +1,9 @@
 from typing import Literal
 
 from flask_restx import Resource, marshal_with
-from pydantic import BaseModel
 from werkzeug.exceptions import NotFound
 
+from controllers.common.controller_schemas import MetadataUpdatePayload
 from controllers.common.schema import register_schema_models
 from controllers.console import console_ns
 from controllers.console.wraps import account_initialization_required, enterprise_license_required, setup_required
@@ -18,11 +18,6 @@ from services.entities.knowledge_entities.knowledge_entities import (
 )
 from services.metadata_service import MetadataService
 
-
-class MetadataUpdatePayload(BaseModel):
-    name: str
-
-
 register_schema_models(
     console_ns, MetadataArgs, MetadataOperationData, MetadataUpdatePayload, DocumentMetadataOperation, MetadataDetail
 )

api/controllers/console/datasets/rag_pipeline/rag_pipeline_draft_variable.py

@@ -223,24 +223,27 @@ class RagPipelineVariableApi(Resource):
 
         new_value = None
         if raw_value is not None:
-            if variable.value_type == SegmentType.FILE:
-                if not isinstance(raw_value, dict):
-                    raise InvalidArgumentError(description=f"expected dict for file, got {type(raw_value)}")
-                raw_value = build_from_mapping(
-                    mapping=raw_value,
-                    tenant_id=pipeline.tenant_id,
-                    access_controller=_file_access_controller,
-                )
-            elif variable.value_type == SegmentType.ARRAY_FILE:
-                if not isinstance(raw_value, list):
-                    raise InvalidArgumentError(description=f"expected list for files, got {type(raw_value)}")
-                if len(raw_value) > 0 and not isinstance(raw_value[0], dict):
-                    raise InvalidArgumentError(description=f"expected dict for files[0], got {type(raw_value)}")
-                raw_value = build_from_mappings(
-                    mappings=raw_value,
-                    tenant_id=pipeline.tenant_id,
-                    access_controller=_file_access_controller,
-                )
+            match variable.value_type:
+                case SegmentType.FILE:
+                    if not isinstance(raw_value, dict):
+                        raise InvalidArgumentError(description=f"expected dict for file, got {type(raw_value)}")
+                    raw_value = build_from_mapping(
+                        mapping=raw_value,
+                        tenant_id=pipeline.tenant_id,
+                        access_controller=_file_access_controller,
+                    )
+                case SegmentType.ARRAY_FILE:
+                    if not isinstance(raw_value, list):
+                        raise InvalidArgumentError(description=f"expected list for files, got {type(raw_value)}")
+                    if len(raw_value) > 0 and not isinstance(raw_value[0], dict):
+                        raise InvalidArgumentError(description=f"expected dict for files[0], got {type(raw_value)}")
+                    raw_value = build_from_mappings(
+                        mappings=raw_value,
+                        tenant_id=pipeline.tenant_id,
+                        access_controller=_file_access_controller,
+                    )
+                case _:
+                    pass
             new_value = build_segment_with_type(variable.value_type, raw_value)
         draft_var_srv.update_variable(variable, name=new_name, value=new_value)
         db.session.commit()

api/controllers/console/datasets/rag_pipeline/rag_pipeline_import.py

@@ -19,7 +19,7 @@ from fields.rag_pipeline_fields import (
 )
 from libs.login import current_account_with_tenant, login_required
 from models.dataset import Pipeline
-from services.app_dsl_service import ImportStatus
+from services.entities.dsl_entities import ImportStatus
 from services.rag_pipeline.rag_pipeline_dsl_service import RagPipelineDslService
 
 
@@ -83,11 +83,13 @@ class RagPipelineImportApi(Resource):
 
         # Return appropriate status code based on result
         status = result.status
-        if status == ImportStatus.FAILED:
-            return result.model_dump(mode="json"), 400
-        elif status == ImportStatus.PENDING:
-            return result.model_dump(mode="json"), 202
-        return result.model_dump(mode="json"), 200
+        match status:
+            case ImportStatus.FAILED:
+                return result.model_dump(mode="json"), 400
+            case ImportStatus.PENDING:
+                return result.model_dump(mode="json"), 202
+            case ImportStatus.COMPLETED | ImportStatus.COMPLETED_WITH_WARNINGS:
+                return result.model_dump(mode="json"), 200
 
 
 @console_ns.route("/rag/pipelines/imports/<string:import_id>/confirm")

api/controllers/console/datasets/rag_pipeline/rag_pipeline_workflow.py

@@ -10,6 +10,7 @@ from sqlalchemy.orm import sessionmaker
 from werkzeug.exceptions import BadRequest, Forbidden, InternalServerError, NotFound
 
 import services
+from controllers.common.controller_schemas import DefaultBlockConfigQuery, WorkflowListQuery, WorkflowUpdatePayload
 from controllers.common.schema import register_schema_models
 from controllers.console import console_ns
 from controllers.console.app.error import (
@@ -94,22 +95,6 @@ class PublishedWorkflowRunPayload(DraftWorkflowRunPayload):
     original_document_id: str | None = None
 
 
-class DefaultBlockConfigQuery(BaseModel):
-    q: str | None = None
-
-
-class WorkflowListQuery(BaseModel):
-    page: int = Field(default=1, ge=1, le=99999)
-    limit: int = Field(default=10, ge=1, le=100)
-    user_id: str | None = None
-    named_only: bool = False
-
-
-class WorkflowUpdatePayload(BaseModel):
-    marked_name: str | None = Field(default=None, max_length=20)
-    marked_comment: str | None = Field(default=None, max_length=100)
-
-
 class NodeIdQuery(BaseModel):
     node_id: str
 
@@ -361,89 +346,6 @@ class PublishedRagPipelineRunApi(Resource):
             raise InvokeRateLimitHttpError(ex.description)
 
 
-# class RagPipelinePublishedDatasourceNodeRunStatusApi(Resource):
-#     @setup_required
-#     @login_required
-#     @account_initialization_required
-#     @get_rag_pipeline
-#     def post(self, pipeline: Pipeline, node_id: str):
-#         """
-#         Run rag pipeline datasource
-#         """
-#         # The role of the current user in the ta table must be admin, owner, or editor
-#         if not current_user.has_edit_permission:
-#             raise Forbidden()
-#
-#         if not isinstance(current_user, Account):
-#             raise Forbidden()
-#
-#         parser = (reqparse.RequestParser()
-#             .add_argument("job_id", type=str, required=True, nullable=False, location="json")
-#             .add_argument("datasource_type", type=str, required=True, location="json")
-#         )
-#         args = parser.parse_args()
-#
-#         job_id = args.get("job_id")
-#         if job_id == None:
-#             raise ValueError("missing job_id")
-#         datasource_type = args.get("datasource_type")
-#         if datasource_type == None:
-#             raise ValueError("missing datasource_type")
-#
-#         rag_pipeline_service = RagPipelineService()
-#         result = rag_pipeline_service.run_datasource_workflow_node_status(
-#             pipeline=pipeline,
-#             node_id=node_id,
-#             job_id=job_id,
-#             account=current_user,
-#             datasource_type=datasource_type,
-#             is_published=True
-#         )
-#
-#         return result
-
-
-# class RagPipelineDraftDatasourceNodeRunStatusApi(Resource):
-#     @setup_required
-#     @login_required
-#     @account_initialization_required
-#     @get_rag_pipeline
-#     def post(self, pipeline: Pipeline, node_id: str):
-#         """
-#         Run rag pipeline datasource
-#         """
-#         # The role of the current user in the ta table must be admin, owner, or editor
-#         if not current_user.has_edit_permission:
-#             raise Forbidden()
-#
-#         if not isinstance(current_user, Account):
-#             raise Forbidden()
-#
-#         parser = (reqparse.RequestParser()
-#             .add_argument("job_id", type=str, required=True, nullable=False, location="json")
-#             .add_argument("datasource_type", type=str, required=True, location="json")
-#         )
-#         args = parser.parse_args()
-#
-#         job_id = args.get("job_id")
-#         if job_id == None:
-#             raise ValueError("missing job_id")
-#         datasource_type = args.get("datasource_type")
-#         if datasource_type == None:
-#             raise ValueError("missing datasource_type")
-#
-#         rag_pipeline_service = RagPipelineService()
-#         result = rag_pipeline_service.run_datasource_workflow_node_status(
-#             pipeline=pipeline,
-#             node_id=node_id,
-#             job_id=job_id,
-#             account=current_user,
-#             datasource_type=datasource_type,
-#             is_published=False
-#         )
-#
-#         return result
-#
 @console_ns.route("/rag/pipelines/<uuid:pipeline_id>/workflows/published/datasource/nodes/<string:node_id>/run")
 class RagPipelinePublishedDatasourceNodeRunApi(Resource):
     @console_ns.expect(console_ns.models[DatasourceNodeRunPayload.__name__])

api/controllers/console/human_input_form.py

@@ -7,7 +7,8 @@ import logging
 from collections.abc import Generator
 
 from flask import Response, jsonify, request
-from flask_restx import Resource, reqparse
+from flask_restx import Resource
+from pydantic import BaseModel
 from sqlalchemy import select
 from sqlalchemy.orm import Session, sessionmaker
 
@@ -33,6 +34,11 @@ from services.workflow_event_snapshot_service import build_workflow_event_stream
 logger = logging.getLogger(__name__)
 
 
+class HumanInputFormSubmitPayload(BaseModel):
+    inputs: dict
+    action: str
+
+
 def _jsonify_form_definition(form: Form) -> Response:
     payload = form.get_definition().model_dump()
     payload["expiration_time"] = int(form.expiration_time.timestamp())
@@ -84,10 +90,7 @@ class ConsoleHumanInputFormApi(Resource):
             "action": "Approve"
         }
         """
-        parser = reqparse.RequestParser()
-        parser.add_argument("inputs", type=dict, required=True, location="json")
-        parser.add_argument("action", type=str, required=True, location="json")
-        args = parser.parse_args()
+        payload = HumanInputFormSubmitPayload.model_validate(request.get_json())
         current_user, _ = current_account_with_tenant()
 
         service = HumanInputService(db.engine)
@@ -107,8 +110,8 @@ class ConsoleHumanInputFormApi(Resource):
         service.submit_form_by_token(
             recipient_type=recipient_type,
             form_token=form_token,
-            selected_action_id=args["action"],
-            form_data=args["inputs"],
+            selected_action_id=payload.action,
+            form_data=payload.inputs,
             submission_user_id=current_user.id,
         )
 
@@ -168,12 +171,13 @@ class ConsoleWorkflowEventsApi(Resource):
         else:
             msg_generator = MessageGenerator()
             generator: BaseAppGenerator
-            if app.mode == AppMode.ADVANCED_CHAT:
-                generator = AdvancedChatAppGenerator()
-            elif app.mode == AppMode.WORKFLOW:
-                generator = WorkflowAppGenerator()
-            else:
-                raise InvalidArgumentError(f"cannot subscribe to workflow run, workflow_run_id={workflow_run.id}")
+            match app.mode:
+                case AppMode.ADVANCED_CHAT:
+                    generator = AdvancedChatAppGenerator()
+                case AppMode.WORKFLOW:
+                    generator = WorkflowAppGenerator()
+                case _:
+                    raise InvalidArgumentError(f"cannot subscribe to workflow run, workflow_run_id={workflow_run.id}")
 
             include_state_snapshot = request.args.get("include_state_snapshot", "false").lower() == "true"
 

api/controllers/console/notification.py

@@ -1,3 +1,4 @@
+from collections.abc import Mapping
 from typing import TypedDict
 
 from flask import request
@@ -13,6 +14,14 @@ from services.billing_service import BillingService
 _FALLBACK_LANG = "en-US"
 
 
+class NotificationLangContent(TypedDict, total=False):
+    lang: str
+    title: str
+    subtitle: str
+    body: str
+    titlePicUrl: str
+
+
 class NotificationItemDict(TypedDict):
     notification_id: str | None
     frequency: str | None
@@ -28,9 +37,11 @@ class NotificationResponseDict(TypedDict):
     notifications: list[NotificationItemDict]
 
 
-def _pick_lang_content(contents: dict, lang: str) -> dict:
+def _pick_lang_content(contents: Mapping[str, NotificationLangContent], lang: str) -> NotificationLangContent:
     """Return the single LangContent for *lang*, falling back to English."""
-    return contents.get(lang) or contents.get(_FALLBACK_LANG) or next(iter(contents.values()), {})
+    return (
+        contents.get(lang) or contents.get(_FALLBACK_LANG) or next(iter(contents.values()), NotificationLangContent())
+    )
 
 
 class DismissNotificationPayload(BaseModel):
@@ -71,7 +82,7 @@ class NotificationApi(Resource):
 
         notifications: list[NotificationItemDict] = []
         for notification in result.get("notifications") or []:
-            contents: dict = notification.get("contents") or {}
+            contents: Mapping[str, NotificationLangContent] = notification.get("contents") or {}
             lang_content = _pick_lang_content(contents, lang)
             item: NotificationItemDict = {
                 "notification_id": notification.get("notificationId"),

api/controllers/console/workspace/__init__.py

@@ -35,22 +35,24 @@ def plugin_permission_required(
                     return view(*args, **kwargs)
 
                 if install_required:
-                    if permission.install_permission == TenantPluginPermission.InstallPermission.NOBODY:
-                        raise Forbidden()
-                    if permission.install_permission == TenantPluginPermission.InstallPermission.ADMINS:
-                        if not user.is_admin_or_owner:
+                    match permission.install_permission:
+                        case TenantPluginPermission.InstallPermission.NOBODY:
                             raise Forbidden()
-                    if permission.install_permission == TenantPluginPermission.InstallPermission.EVERYONE:
-                        pass
+                        case TenantPluginPermission.InstallPermission.ADMINS:
+                            if not user.is_admin_or_owner:
+                                raise Forbidden()
+                        case TenantPluginPermission.InstallPermission.EVERYONE:
+                            pass
 
                 if debug_required:
-                    if permission.debug_permission == TenantPluginPermission.DebugPermission.NOBODY:
-                        raise Forbidden()
-                    if permission.debug_permission == TenantPluginPermission.DebugPermission.ADMINS:
-                        if not user.is_admin_or_owner:
+                    match permission.debug_permission:
+                        case TenantPluginPermission.DebugPermission.NOBODY:
                             raise Forbidden()
-                    if permission.debug_permission == TenantPluginPermission.DebugPermission.EVERYONE:
-                        pass
+                        case TenantPluginPermission.DebugPermission.ADMINS:
+                            if not user.is_admin_or_owner:
+                                raise Forbidden()
+                        case TenantPluginPermission.DebugPermission.EVERYONE:
+                            pass
 
             return view(*args, **kwargs)
 

api/controllers/console/workspace/account.py

@@ -1,14 +1,13 @@
 from __future__ import annotations
 
 from datetime import datetime
-from typing import Literal
+from typing import Any, Literal
 
 import pytz
 from flask import request
 from flask_restx import Resource, fields, marshal_with
 from pydantic import BaseModel, Field, field_validator, model_validator
 from sqlalchemy import select
-from sqlalchemy.orm import sessionmaker
 
 from configs import dify_config
 from constants.languages import supported_language
@@ -175,7 +174,7 @@ reg(CheckEmailUniquePayload)
 register_schema_models(console_ns, AccountResponse)
 
 
-def _serialize_account(account) -> dict:
+def _serialize_account(account) -> dict[str, Any]:
     return AccountResponse.model_validate(account, from_attributes=True).model_dump(mode="json")
 
 
@@ -562,8 +561,7 @@ class ChangeEmailSendEmailApi(Resource):
 
             user_email = current_user.email
         else:
-            with sessionmaker(db.engine).begin() as session:
-                account = AccountService.get_account_by_email_with_case_fallback(args.email, session=session)
+            account = AccountService.get_account_by_email_with_case_fallback(args.email)
             if account is None:
                 raise AccountNotFound()
             email_for_sending = account.email

api/controllers/console/wraps.py

@@ -20,7 +20,7 @@ from models.account import AccountStatus
 from models.dataset import RateLimitLog
 from models.model import DifySetup
 from services.feature_service import FeatureService, LicenseStatus
-from services.operation_service import OperationService
+from services.operation_service import OperationService, UtmInfo
 
 from .error import NotInitValidateError, NotSetupError, UnauthorizedAndForceLogout
 
@@ -205,7 +205,7 @@ def cloud_utm_record[**P, R](view: Callable[P, R]) -> Callable[P, R]:
                 utm_info = request.cookies.get("utm_info")
 
                 if utm_info:
-                    utm_info_dict: dict = json.loads(utm_info)
+                    utm_info_dict: UtmInfo = json.loads(utm_info)
                     OperationService.record_utm(current_tenant_id, utm_info_dict)
 
         return view(*args, **kwargs)

api/controllers/inner_api/app/dsl.py

@@ -18,7 +18,8 @@ from controllers.inner_api.wraps import enterprise_inner_api_only
 from extensions.ext_database import db
 from models import Account, App
 from models.account import AccountStatus
-from services.app_dsl_service import AppDslService, ImportMode, ImportStatus
+from services.app_dsl_service import AppDslService
+from services.entities.dsl_entities import ImportMode, ImportStatus
 
 
 class InnerAppDSLImportPayload(BaseModel):

api/controllers/inner_api/plugin/wraps.py

@@ -94,10 +94,9 @@ def get_user_tenant[**P, R](view_func: Callable[P, R]) -> Callable[P, R]:
 
 
 def plugin_data[**P, R](
-    view: Callable[P, R] | None = None,
     *,
     payload_type: type[BaseModel],
-) -> Callable[P, R] | Callable[[Callable[P, R]], Callable[P, R]]:
+) -> Callable[[Callable[P, R]], Callable[P, R]]:
     def decorator(view_func: Callable[P, R]) -> Callable[P, R]:
         @wraps(view_func)
         def decorated_view(*args: P.args, **kwargs: P.kwargs) -> R:
@@ -116,7 +115,4 @@ def plugin_data[**P, R](
 
         return decorated_view
 
-    if view is None:
-        return decorator
-    else:
-        return decorator(view)
+    return decorator

api/controllers/mcp/mcp.py

@@ -2,7 +2,7 @@ from typing import Any, Union
 
 from flask import Response
 from flask_restx import Resource
-from graphon.variables.input_entities import VariableEntity
+from graphon.variables.input_entities import VariableEntity, VariableEntityType
 from pydantic import BaseModel, Field, ValidationError
 from sqlalchemy import select
 from sqlalchemy.orm import Session, sessionmaker
@@ -158,14 +158,20 @@ class MCPAppApi(Resource):
         except ValidationError as e:
             raise MCPRequestError(mcp_types.INVALID_PARAMS, f"Invalid user_input_form: {str(e)}")
 
-    def _convert_user_input_form(self, raw_form: list[dict]) -> list[VariableEntity]:
+    def _convert_user_input_form(self, raw_form: list[dict[str, Any]]) -> list[VariableEntity]:
         """Convert raw user input form to VariableEntity objects"""
         return [self._create_variable_entity(item) for item in raw_form]
 
-    def _create_variable_entity(self, item: dict) -> VariableEntity:
+    def _create_variable_entity(self, item: dict[str, Any]) -> VariableEntity:
         """Create a single VariableEntity from raw form item"""
-        variable_type = item.get("type", "") or list(item.keys())[0]
-        variable = item[variable_type]
+        variable_type_raw: str = item.get("type", "") or list(item.keys())[0]
+        try:
+            variable_type = VariableEntityType(variable_type_raw)
+        except ValueError as e:
+            raise MCPRequestError(
+                mcp_types.INVALID_PARAMS, f"Invalid user_input_form variable type: {variable_type_raw}"
+            ) from e
+        variable = item[variable_type_raw]
 
         return VariableEntity(
             type=variable_type,
@@ -178,7 +184,7 @@ class MCPAppApi(Resource):
             json_schema=variable.get("json_schema"),
         )
 
-    def _parse_mcp_request(self, args: dict) -> mcp_types.ClientRequest | mcp_types.ClientNotification:
+    def _parse_mcp_request(self, args: dict[str, Any]) -> mcp_types.ClientRequest | mcp_types.ClientNotification:
         """Parse and validate MCP request"""
         try:
             return mcp_types.ClientRequest.model_validate(args)

api/controllers/service_api/app/annotation.py

@@ -12,7 +12,12 @@ from controllers.service_api.wraps import validate_app_token
 from extensions.ext_redis import redis_client
 from fields.annotation_fields import Annotation, AnnotationList
 from models.model import App
-from services.annotation_service import AppAnnotationService
+from services.annotation_service import (
+    AppAnnotationService,
+    EnableAnnotationArgs,
+    InsertAnnotationArgs,
+    UpdateAnnotationArgs,
+)
 
 
 class AnnotationCreatePayload(BaseModel):
@@ -46,10 +51,15 @@ class AnnotationReplyActionApi(Resource):
     @validate_app_token
     def post(self, app_model: App, action: Literal["enable", "disable"]):
         """Enable or disable annotation reply feature."""
-        args = AnnotationReplyActionPayload.model_validate(service_api_ns.payload or {}).model_dump()
+        payload = AnnotationReplyActionPayload.model_validate(service_api_ns.payload or {})
         match action:
             case "enable":
-                result = AppAnnotationService.enable_app_annotation(args, app_model.id)
+                enable_args: EnableAnnotationArgs = {
+                    "score_threshold": payload.score_threshold,
+                    "embedding_provider_name": payload.embedding_provider_name,
+                    "embedding_model_name": payload.embedding_model_name,
+                }
+                result = AppAnnotationService.enable_app_annotation(enable_args, app_model.id)
             case "disable":
                 result = AppAnnotationService.disable_app_annotation(app_model.id)
         return result, 200
@@ -135,8 +145,9 @@ class AnnotationListApi(Resource):
     @validate_app_token
     def post(self, app_model: App):
         """Create a new annotation."""
-        args = AnnotationCreatePayload.model_validate(service_api_ns.payload or {}).model_dump()
-        annotation = AppAnnotationService.insert_app_annotation_directly(args, app_model.id)
+        payload = AnnotationCreatePayload.model_validate(service_api_ns.payload or {})
+        insert_args: InsertAnnotationArgs = {"question": payload.question, "answer": payload.answer}
+        annotation = AppAnnotationService.insert_app_annotation_directly(insert_args, app_model.id)
         response = Annotation.model_validate(annotation, from_attributes=True)
         return response.model_dump(mode="json"), HTTPStatus.CREATED
 
@@ -164,8 +175,9 @@ class AnnotationUpdateDeleteApi(Resource):
     @edit_permission_required
     def put(self, app_model: App, annotation_id: str):
         """Update an existing annotation."""
-        args = AnnotationCreatePayload.model_validate(service_api_ns.payload or {}).model_dump()
-        annotation = AppAnnotationService.update_app_annotation_directly(args, app_model.id, annotation_id)
+        payload = AnnotationCreatePayload.model_validate(service_api_ns.payload or {})
+        update_args: UpdateAnnotationArgs = {"question": payload.question, "answer": payload.answer}
+        annotation = AppAnnotationService.update_app_annotation_directly(update_args, app_model.id, annotation_id)
         response = Annotation.model_validate(annotation, from_attributes=True)
         return response.model_dump(mode="json")
 

api/controllers/service_api/app/audio.py

@@ -3,10 +3,10 @@ import logging
 from flask import request
 from flask_restx import Resource
 from graphon.model_runtime.errors.invoke import InvokeError
-from pydantic import BaseModel, Field
 from werkzeug.exceptions import InternalServerError
 
 import services
+from controllers.common.controller_schemas import TextToAudioPayload
 from controllers.common.schema import register_schema_model
 from controllers.service_api import service_api_ns
 from controllers.service_api.app.error import (
@@ -86,13 +86,6 @@ class AudioApi(Resource):
             raise InternalServerError()
 
 
-class TextToAudioPayload(BaseModel):
-    message_id: str | None = Field(default=None, description="Message ID")
-    voice: str | None = Field(default=None, description="Voice to use for TTS")
-    text: str | None = Field(default=None, description="Text to convert to audio")
-    streaming: bool | None = Field(default=None, description="Enable streaming response")
-
-
 register_schema_model(service_api_ns, TextToAudioPayload)
 
 

api/controllers/service_api/dataset/document.py

@@ -10,6 +10,7 @@ from sqlalchemy import desc, func, select
 from werkzeug.exceptions import Forbidden, NotFound
 
 import services
+from controllers.common.controller_schemas import DocumentBatchDownloadZipPayload
 from controllers.common.errors import (
     FilenameNotExistsError,
     FileTooLargeError,
@@ -100,15 +101,6 @@ class DocumentListQuery(BaseModel):
     status: str | None = Field(default=None, description="Document status filter")
 
 
-DOCUMENT_BATCH_DOWNLOAD_ZIP_MAX_DOCS = 100
-
-
-class DocumentBatchDownloadZipPayload(BaseModel):
-    """Request payload for bulk downloading uploaded documents as a ZIP archive."""
-
-    document_ids: list[UUID] = Field(..., min_length=1, max_length=DOCUMENT_BATCH_DOWNLOAD_ZIP_MAX_DOCS)
-
-
 register_enum_models(service_api_ns, RetrievalMethod)
 
 register_schema_models(
@@ -527,7 +519,7 @@ class DocumentListApi(DatasetApiResource):
         if not dataset:
             raise NotFound("Dataset not found.")
 
-        query = select(Document).filter_by(dataset_id=str(dataset_id), tenant_id=tenant_id)
+        query = select(Document).where(Document.dataset_id == dataset_id, Document.tenant_id == tenant_id)
 
         if query_params.status:
             query = DocumentService.apply_display_status_filter(query, query_params.status)

api/controllers/service_api/dataset/metadata.py

@@ -2,9 +2,9 @@ from typing import Literal
 
 from flask_login import current_user
 from flask_restx import marshal
-from pydantic import BaseModel
 from werkzeug.exceptions import NotFound
 
+from controllers.common.controller_schemas import MetadataUpdatePayload
 from controllers.common.schema import register_schema_model, register_schema_models
 from controllers.service_api import service_api_ns
 from controllers.service_api.wraps import DatasetApiResource, cloud_edition_billing_rate_limit_check
@@ -18,11 +18,6 @@ from services.entities.knowledge_entities.knowledge_entities import (
 )
 from services.metadata_service import MetadataService
 
-
-class MetadataUpdatePayload(BaseModel):
-    name: str
-
-
 register_schema_model(service_api_ns, MetadataUpdatePayload)
 register_schema_models(
     service_api_ns,

api/controllers/service_api/dataset/segment.py

@@ -8,6 +8,7 @@ from sqlalchemy import select
 from werkzeug.exceptions import NotFound
 
 from configs import dify_config
+from controllers.common.controller_schemas import ChildChunkCreatePayload, ChildChunkUpdatePayload
 from controllers.common.schema import register_schema_models
 from controllers.service_api import service_api_ns
 from controllers.service_api.app.error import ProviderNotInitializeError
@@ -32,25 +33,25 @@ from services.errors.chunk import ChildChunkIndexingError as ChildChunkIndexingS
 from services.summary_index_service import SummaryIndexService
 
 
-def _marshal_segment_with_summary(segment, dataset_id: str) -> dict:
+def _marshal_segment_with_summary(segment, dataset_id: str) -> dict[str, Any]:
     """Marshal a single segment and enrich it with summary content."""
-    segment_dict = dict(marshal(segment, segment_fields))  # type: ignore[arg-type]
+    segment_dict: dict[str, Any] = dict(marshal(segment, segment_fields))  # type: ignore[arg-type]
     summary = SummaryIndexService.get_segment_summary(segment_id=segment.id, dataset_id=dataset_id)
     segment_dict["summary"] = summary.summary_content if summary else None
     return segment_dict
 
 
-def _marshal_segments_with_summary(segments, dataset_id: str) -> list[dict]:
+def _marshal_segments_with_summary(segments, dataset_id: str) -> list[dict[str, Any]]:
     """Marshal multiple segments and enrich them with summary content (batch query)."""
     segment_ids = [segment.id for segment in segments]
-    summaries: dict = {}
+    summaries: dict[str, str | None] = {}
     if segment_ids:
         summary_records = SummaryIndexService.get_segments_summaries(segment_ids=segment_ids, dataset_id=dataset_id)
         summaries = {chunk_id: record.summary_content for chunk_id, record in summary_records.items()}
 
-    result = []
+    result: list[dict[str, Any]] = []
     for segment in segments:
-        segment_dict = dict(marshal(segment, segment_fields))  # type: ignore[arg-type]
+        segment_dict: dict[str, Any] = dict(marshal(segment, segment_fields))  # type: ignore[arg-type]
         segment_dict["summary"] = summaries.get(segment.id)
         result.append(segment_dict)
     return result
@@ -69,20 +70,12 @@ class SegmentUpdatePayload(BaseModel):
     segment: SegmentUpdateArgs
 
 
-class ChildChunkCreatePayload(BaseModel):
-    content: str
-
-
 class ChildChunkListQuery(BaseModel):
     limit: int = Field(default=20, ge=1)
     keyword: str | None = None
     page: int = Field(default=1, ge=1)
 
 
-class ChildChunkUpdatePayload(BaseModel):
-    content: str
-
-
 register_schema_models(
     service_api_ns,
     SegmentCreatePayload,

api/controllers/web/forgot_password.py

@@ -3,7 +3,6 @@ import secrets
 
 from flask import request
 from flask_restx import Resource
-from sqlalchemy.orm import sessionmaker
 
 from controllers.common.schema import register_schema_models
 from controllers.console.auth.error import (
@@ -62,9 +61,7 @@ class ForgotPasswordSendEmailApi(Resource):
         else:
             language = "en-US"
 
-        with sessionmaker(db.engine).begin() as session:
-            account = AccountService.get_account_by_email_with_case_fallback(request_email, session=session)
-        token = None
+        account = AccountService.get_account_by_email_with_case_fallback(request_email)
         if account is None:
             raise AuthenticationFailedError()
         else:
@@ -161,13 +158,14 @@ class ForgotPasswordResetApi(Resource):
 
         email = reset_data.get("email", "")
 
-        with sessionmaker(db.engine).begin() as session:
-            account = AccountService.get_account_by_email_with_case_fallback(email, session=session)
+        account = AccountService.get_account_by_email_with_case_fallback(email)
 
-            if account:
-                self._update_existing_account(account, password_hashed, salt)
-            else:
-                raise AuthenticationFailedError()
+        if account:
+            account = db.session.merge(account)
+            self._update_existing_account(account, password_hashed, salt)
+            db.session.commit()
+        else:
+            raise AuthenticationFailedError()
 
         return {"result": "success"}
 

api/controllers/web/human_input_form.py

@@ -5,9 +5,11 @@ Web App Human Input Form APIs.
 import json
 import logging
 from datetime import datetime
+from typing import Any, NotRequired, TypedDict
 
 from flask import Response, request
-from flask_restx import Resource, reqparse
+from flask_restx import Resource
+from pydantic import BaseModel
 from sqlalchemy import select
 from werkzeug.exceptions import Forbidden
 
@@ -23,6 +25,12 @@ from services.human_input_service import Form, FormNotFoundError, HumanInputServ
 
 logger = logging.getLogger(__name__)
 
+
+class HumanInputFormSubmitPayload(BaseModel):
+    inputs: dict
+    action: str
+
+
 _FORM_SUBMIT_RATE_LIMITER = RateLimiter(
     prefix="web_form_submit_rate_limit",
     max_attempts=dify_config.WEB_FORM_SUBMIT_RATE_LIMIT_MAX_ATTEMPTS,
@@ -51,10 +59,19 @@ def _to_timestamp(value: datetime) -> int:
     return int(value.timestamp())
 
 
+class FormDefinitionPayload(TypedDict):
+    form_content: Any
+    inputs: Any
+    resolved_default_values: dict[str, str]
+    user_actions: Any
+    expiration_time: int
+    site: NotRequired[dict]
+
+
 def _jsonify_form_definition(form: Form, site_payload: dict | None = None) -> Response:
     """Return the form payload (optionally with site) as a JSON response."""
     definition_payload = form.get_definition().model_dump()
-    payload = {
+    payload: FormDefinitionPayload = {
         "form_content": definition_payload["rendered_content"],
         "inputs": definition_payload["inputs"],
         "resolved_default_values": _stringify_default_values(definition_payload["default_values"]),
@@ -85,7 +102,7 @@ class HumanInputFormApi(Resource):
         _FORM_ACCESS_RATE_LIMITER.increment_rate_limit(ip_address)
 
         service = HumanInputService(db.engine)
-        # TODO(QuantumGhost): forbid submision for form tokens
+        # TODO(QuantumGhost): forbid submission for form tokens
         # that are only for console.
         form = service.get_form_by_token(form_token)
 
@@ -112,10 +129,7 @@ class HumanInputFormApi(Resource):
             "action": "Approve"
         }
         """
-        parser = reqparse.RequestParser()
-        parser.add_argument("inputs", type=dict, required=True, location="json")
-        parser.add_argument("action", type=str, required=True, location="json")
-        args = parser.parse_args()
+        payload = HumanInputFormSubmitPayload.model_validate(request.get_json())
 
         ip_address = extract_remote_ip(request)
         if _FORM_SUBMIT_RATE_LIMITER.is_rate_limited(ip_address):
@@ -135,8 +149,8 @@ class HumanInputFormApi(Resource):
             service.submit_form_by_token(
                 recipient_type=recipient_type,
                 form_token=form_token,
-                selected_action_id=args["action"],
-                form_data=args["inputs"],
+                selected_action_id=payload.action,
+                form_data=payload.inputs,
                 submission_end_user_id=None,
                 # submission_end_user_id=_end_user.id,
             )

api/controllers/web/login.py

@@ -1,7 +1,10 @@
+import logging
+
 from flask import make_response, request
 from flask_restx import Resource
 from jwt import InvalidTokenError
 from pydantic import BaseModel, Field, field_validator
+from werkzeug.exceptions import Unauthorized
 
 import services
 from configs import dify_config
@@ -20,7 +23,7 @@ from controllers.console.wraps import (
 )
 from controllers.web import web_ns
 from controllers.web.wraps import decode_jwt_token
-from libs.helper import EmailStr
+from libs.helper import EmailStr, extract_remote_ip
 from libs.passport import PassportService
 from libs.password import valid_password
 from libs.token import (
@@ -29,9 +32,11 @@ from libs.token import (
 )
 from services.account_service import AccountService
 from services.app_service import AppService
-from services.entities.auth_entities import LoginPayloadBase
+from services.entities.auth_entities import LoginFailureReason, LoginPayloadBase
 from services.webapp_auth_service import WebAppAuthService
 
+logger = logging.getLogger(__name__)
+
 
 class LoginPayload(LoginPayloadBase):
     @field_validator("password")
@@ -76,14 +81,18 @@ class LoginApi(Resource):
     def post(self):
         """Authenticate user and login."""
         payload = LoginPayload.model_validate(web_ns.payload or {})
+        normalized_email = payload.email.lower()
 
         try:
             account = WebAppAuthService.authenticate(payload.email, payload.password)
         except services.errors.account.AccountLoginError:
+            _log_web_login_failure(email=normalized_email, reason=LoginFailureReason.ACCOUNT_BANNED)
             raise AccountBannedError()
         except services.errors.account.AccountPasswordError:
+            _log_web_login_failure(email=normalized_email, reason=LoginFailureReason.INVALID_CREDENTIALS)
             raise AuthenticationFailedError()
         except services.errors.account.AccountNotFoundError:
+            _log_web_login_failure(email=normalized_email, reason=LoginFailureReason.ACCOUNT_NOT_FOUND)
             raise AuthenticationFailedError()
 
         token = WebAppAuthService.login(account=account)
@@ -212,21 +221,30 @@ class EmailCodeLoginApi(Resource):
 
         token_data = WebAppAuthService.get_email_code_login_data(payload.token)
         if token_data is None:
+            _log_web_login_failure(email=user_email, reason=LoginFailureReason.INVALID_EMAIL_CODE_TOKEN)
             raise InvalidTokenError()
 
         token_email = token_data.get("email")
         if not isinstance(token_email, str):
+            _log_web_login_failure(email=user_email, reason=LoginFailureReason.EMAIL_CODE_EMAIL_MISMATCH)
             raise InvalidEmailError()
         normalized_token_email = token_email.lower()
         if normalized_token_email != user_email:
+            _log_web_login_failure(email=user_email, reason=LoginFailureReason.EMAIL_CODE_EMAIL_MISMATCH)
             raise InvalidEmailError()
 
         if token_data["code"] != payload.code:
+            _log_web_login_failure(email=user_email, reason=LoginFailureReason.INVALID_EMAIL_CODE)
             raise EmailCodeError()
 
         WebAppAuthService.revoke_email_code_login_token(payload.token)
-        account = WebAppAuthService.get_user_through_email(token_email)
+        try:
+            account = WebAppAuthService.get_user_through_email(token_email)
+        except Unauthorized as exc:
+            _log_web_login_failure(email=user_email, reason=LoginFailureReason.ACCOUNT_BANNED)
+            raise AccountBannedError() from exc
         if not account:
+            _log_web_login_failure(email=user_email, reason=LoginFailureReason.ACCOUNT_NOT_FOUND)
             raise AuthenticationFailedError()
 
         token = WebAppAuthService.login(account=account)
@@ -234,3 +252,12 @@ class EmailCodeLoginApi(Resource):
         response = make_response({"result": "success", "data": {"access_token": token}})
         # set_access_token_to_cookie(request, response, token, samesite="None", httponly=False)
         return response
+
+
+def _log_web_login_failure(*, email: str, reason: LoginFailureReason) -> None:
+    logger.warning(
+        "Web login failed: email=%s reason=%s ip_address=%s",
+        email,
+        reason,
+        extract_remote_ip(request),
+    )

api/controllers/web/message.py

@@ -3,10 +3,10 @@ from typing import Literal
 
 from flask import request
 from graphon.model_runtime.errors.invoke import InvokeError
-from pydantic import BaseModel, Field, TypeAdapter, field_validator
+from pydantic import BaseModel, Field, TypeAdapter
 from werkzeug.exceptions import InternalServerError, NotFound
 
-from controllers.common.controller_schemas import MessageFeedbackPayload
+from controllers.common.controller_schemas import MessageFeedbackPayload, MessageListQuery
 from controllers.common.schema import register_schema_models
 from controllers.web import web_ns
 from controllers.web.error import (
@@ -25,7 +25,6 @@ from core.errors.error import ModelCurrentlyNotSupportError, ProviderTokenNotIni
 from fields.conversation_fields import ResultResponse
 from fields.message_fields import SuggestedQuestionsResponse, WebMessageInfiniteScrollPagination, WebMessageListItem
 from libs import helper
-from libs.helper import uuid_value
 from models.enums import FeedbackRating
 from models.model import AppMode
 from services.app_generate_service import AppGenerateService
@@ -41,19 +40,6 @@ from services.message_service import MessageService
 logger = logging.getLogger(__name__)
 
 
-class MessageListQuery(BaseModel):
-    conversation_id: str = Field(description="Conversation UUID")
-    first_id: str | None = Field(default=None, description="First message ID for pagination")
-    limit: int = Field(default=20, ge=1, le=100, description="Number of messages to return (1-100)")
-
-    @field_validator("conversation_id", "first_id")
-    @classmethod
-    def validate_uuid(cls, value: str | None) -> str | None:
-        if value is None:
-            return value
-        return uuid_value(value)
-
-
 class MessageMoreLikeThisQuery(BaseModel):
     response_mode: Literal["blocking", "streaming"] = Field(
         description="Response mode",

api/controllers/web/passport.py

@@ -1,5 +1,6 @@
 import uuid
 from datetime import UTC, datetime, timedelta
+from typing import Any
 
 from flask import make_response, request
 from flask_restx import Resource
@@ -103,21 +104,23 @@ class PassportResource(Resource):
         return response
 
 
-def decode_enterprise_webapp_user_id(jwt_token: str | None):
+def decode_enterprise_webapp_user_id(jwt_token: str | None) -> dict[str, Any] | None:
     """
     Decode the enterprise user session from the Authorization header.
     """
     if not jwt_token:
         return None
 
-    decoded = PassportService().verify(jwt_token)
+    decoded: dict[str, Any] = PassportService().verify(jwt_token)
     source = decoded.get("token_source")
     if not source or source != "webapp_login_token":
         raise Unauthorized("Invalid token source. Expected 'webapp_login_token'.")
     return decoded
 
 
-def exchange_token_for_existing_web_user(app_code: str, enterprise_user_decoded: dict, auth_type: WebAppAuthType):
+def exchange_token_for_existing_web_user(
+    app_code: str, enterprise_user_decoded: dict[str, Any], auth_type: WebAppAuthType
+):
     """
     Exchange a token for an existing web user session.
     """
@@ -138,12 +141,15 @@ def exchange_token_for_existing_web_user(app_code: str, enterprise_user_decoded:
     if not app_model or app_model.status != "normal" or not app_model.enable_site:
         raise NotFound()
 
-    if auth_type == WebAppAuthType.PUBLIC:
-        return _exchange_for_public_app_token(app_model, site, enterprise_user_decoded)
-    elif auth_type == WebAppAuthType.EXTERNAL and user_auth_type != "external":
-        raise WebAppAuthRequiredError("Please login as external user.")
-    elif auth_type == WebAppAuthType.INTERNAL and user_auth_type != "internal":
-        raise WebAppAuthRequiredError("Please login as internal user.")
+    match auth_type:
+        case WebAppAuthType.PUBLIC:
+            return _exchange_for_public_app_token(app_model, site, enterprise_user_decoded)
+        case WebAppAuthType.EXTERNAL:
+            if user_auth_type != "external":
+                raise WebAppAuthRequiredError("Please login as external user.")
+        case WebAppAuthType.INTERNAL:
+            if user_auth_type != "internal":
+                raise WebAppAuthRequiredError("Please login as internal user.")
 
     end_user = None
     if end_user_id:

api/controllers/web/site.py

@@ -1,4 +1,4 @@
-from typing import cast
+from typing import Any, cast
 
 from flask_restx import fields, marshal, marshal_with
 from sqlalchemy import select
@@ -113,12 +113,12 @@ class AppSiteInfo:
             }
 
 
-def serialize_site(site: Site) -> dict:
+def serialize_site(site: Site) -> dict[str, Any]:
     """Serialize Site model using the same schema as AppSiteApi."""
-    return cast(dict, marshal(site, AppSiteApi.site_fields))
+    return cast(dict[str, Any], marshal(site, AppSiteApi.site_fields))
 
 
-def serialize_app_site_payload(app_model: App, site: Site, end_user_id: str | None) -> dict:
+def serialize_app_site_payload(app_model: App, site: Site, end_user_id: str | None) -> dict[str, Any]:
     can_replace_logo = FeatureService.get_features(app_model.tenant_id).can_replace_logo
     app_site_info = AppSiteInfo(app_model.tenant, app_model, site, end_user_id, can_replace_logo)
-    return cast(dict, marshal(app_site_info, AppSiteApi.app_fields))
+    return cast(dict[str, Any], marshal(app_site_info, AppSiteApi.app_fields))

api/controllers/web/workflow_events.py

@@ -72,12 +72,13 @@ class WorkflowEventsApi(WebApiResource):
             app_mode = AppMode.value_of(app_model.mode)
             msg_generator = MessageGenerator()
             generator: BaseAppGenerator
-            if app_mode == AppMode.ADVANCED_CHAT:
-                generator = AdvancedChatAppGenerator()
-            elif app_mode == AppMode.WORKFLOW:
-                generator = WorkflowAppGenerator()
-            else:
-                raise InvalidArgumentError(f"cannot subscribe to workflow run, workflow_run_id={workflow_run.id}")
+            match app_mode:
+                case AppMode.ADVANCED_CHAT:
+                    generator = AdvancedChatAppGenerator()
+                case AppMode.WORKFLOW:
+                    generator = WorkflowAppGenerator()
+                case _:
+                    raise InvalidArgumentError(f"cannot subscribe to workflow run, workflow_run_id={workflow_run.id}")
 
             include_state_snapshot = request.args.get("include_state_snapshot", "false").lower() == "true"
 

api/core/agent/cot_agent_runner.py

@@ -2,7 +2,7 @@ import json
 import logging
 from abc import ABC, abstractmethod
 from collections.abc import Generator, Mapping, Sequence
-from typing import Any
+from typing import Any, TypedDict
 
 from graphon.model_runtime.entities.llm_entities import LLMResult, LLMResultChunk, LLMResultChunkDelta, LLMUsage
 from graphon.model_runtime.entities.message_entities import (
@@ -29,6 +29,13 @@ from models.model import Message
 logger = logging.getLogger(__name__)
 
 
+class ActionDict(TypedDict):
+    """Shape produced by AgentScratchpadUnit.Action.to_dict()."""
+
+    action: str
+    action_input: dict[str, Any] | str
+
+
 class CotAgentRunner(BaseAgentRunner, ABC):
     _is_first_iteration = True
     _ignore_observation_providers = ["wenxin"]
@@ -331,7 +338,7 @@ class CotAgentRunner(BaseAgentRunner, ABC):
 
         return tool_invoke_response, tool_invoke_meta
 
-    def _convert_dict_to_action(self, action: dict) -> AgentScratchpadUnit.Action:
+    def _convert_dict_to_action(self, action: ActionDict) -> AgentScratchpadUnit.Action:
         """
         convert dict to action
         """

api/core/agent/output_parser/cot_output_parser.py

@@ -1,7 +1,7 @@
 import json
 import re
 from collections.abc import Generator
-from typing import Union
+from typing import Any, Union
 
 from graphon.model_runtime.entities.llm_entities import LLMResultChunk
 
@@ -11,7 +11,7 @@ from core.agent.entities import AgentScratchpadUnit
 class CotAgentOutputParser:
     @classmethod
     def handle_react_stream_output(
-        cls, llm_response: Generator[LLMResultChunk, None, None], usage_dict: dict
+        cls, llm_response: Generator[LLMResultChunk, None, None], usage_dict: dict[str, Any]
     ) -> Generator[Union[str, AgentScratchpadUnit.Action], None, None]:
         def parse_action(action) -> Union[str, AgentScratchpadUnit.Action]:
             action_name = None

api/core/agent/plugin_entities.py

@@ -84,7 +84,7 @@ class AgentStrategyEntity(BaseModel):
     identity: AgentStrategyIdentity
     parameters: list[AgentStrategyParameter] = Field(default_factory=list)
     description: I18nObject = Field(..., description="The description of the agent strategy")
-    output_schema: dict | None = None
+    output_schema: dict[str, Any] | None = None
     features: list[AgentFeature] | None = None
     meta_version: str | None = None
     # pydantic configs

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

@@ -22,8 +22,8 @@ class SensitiveWordAvoidanceConfigManager:
 
     @classmethod
     def validate_and_set_defaults(
-        cls, tenant_id: str, config: dict, only_structure_validate: bool = False
-    ) -> tuple[dict, list[str]]:
+        cls, tenant_id: str, config: dict[str, Any], only_structure_validate: bool = False
+    ) -> tuple[dict[str, Any], list[str]]:
         if not config.get("sensitive_word_avoidance"):
             config["sensitive_word_avoidance"] = {"enabled": False}
 

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

@@ -138,7 +138,9 @@ class DatasetConfigManager:
             )
 
     @classmethod
-    def validate_and_set_defaults(cls, tenant_id: str, app_mode: AppMode, config: dict) -> tuple[dict, list[str]]:
+    def validate_and_set_defaults(
+        cls, tenant_id: str, app_mode: AppMode, config: dict[str, Any]
+    ) -> tuple[dict[str, Any], list[str]]:
         """
         Validate and set defaults for dataset feature
 
@@ -172,7 +174,7 @@ class DatasetConfigManager:
         return config, ["agent_mode", "dataset_configs", "dataset_query_variable"]
 
     @classmethod
-    def extract_dataset_config_for_legacy_compatibility(cls, tenant_id: str, app_mode: AppMode, config: dict):
+    def extract_dataset_config_for_legacy_compatibility(cls, tenant_id: str, app_mode: AppMode, config: dict[str, Any]):
         """
         Extract dataset config for legacy compatibility
 

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

@@ -41,7 +41,7 @@ class ModelConfigManager:
         )
 
     @classmethod
-    def validate_and_set_defaults(cls, tenant_id: str, config: Mapping[str, Any]) -> tuple[dict, list[str]]:
+    def validate_and_set_defaults(cls, tenant_id: str, config: Mapping[str, Any]) -> tuple[dict[str, Any], list[str]]:
         """
         Validate and set defaults for model config
 
@@ -108,7 +108,7 @@ class ModelConfigManager:
         return dict(config), ["model"]
 
     @classmethod
-    def validate_model_completion_params(cls, cp: dict):
+    def validate_model_completion_params(cls, cp: dict[str, Any]):
         # model.completion_params
         if not isinstance(cp, dict):
             raise ValueError("model.completion_params must be of object type")

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

@@ -65,7 +65,7 @@ class PromptTemplateConfigManager:
             )
 
     @classmethod
-    def validate_and_set_defaults(cls, app_mode: AppMode, config: dict) -> tuple[dict, list[str]]:
+    def validate_and_set_defaults(cls, app_mode: AppMode, config: dict[str, Any]) -> tuple[dict[str, Any], list[str]]:
         """
         Validate pre_prompt and set defaults for prompt feature
         depending on the config['model']
@@ -130,7 +130,7 @@ class PromptTemplateConfigManager:
         return config, ["prompt_type", "pre_prompt", "chat_prompt_config", "completion_prompt_config"]
 
     @classmethod
-    def validate_post_prompt_and_set_defaults(cls, config: dict):
+    def validate_post_prompt_and_set_defaults(cls, config: dict[str, Any]):
         """
         Validate post_prompt and set defaults for prompt feature
 

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

@@ -1,5 +1,5 @@
 import re
-from typing import cast
+from typing import Any, cast
 
 from graphon.variables.input_entities import VariableEntity, VariableEntityType
 
@@ -82,7 +82,7 @@ class BasicVariablesConfigManager:
         return variable_entities, external_data_variables
 
     @classmethod
-    def validate_and_set_defaults(cls, tenant_id: str, config: dict) -> tuple[dict, list[str]]:
+    def validate_and_set_defaults(cls, tenant_id: str, config: dict[str, Any]) -> tuple[dict[str, Any], list[str]]:
         """
         Validate and set defaults for user input form
 
@@ -99,7 +99,7 @@ class BasicVariablesConfigManager:
         return config, related_config_keys
 
     @classmethod
-    def validate_variables_and_set_defaults(cls, config: dict) -> tuple[dict, list[str]]:
+    def validate_variables_and_set_defaults(cls, config: dict[str, Any]) -> tuple[dict[str, Any], list[str]]:
         """
         Validate and set defaults for user input form
 
@@ -164,7 +164,9 @@ class BasicVariablesConfigManager:
         return config, ["user_input_form"]
 
     @classmethod
-    def validate_external_data_tools_and_set_defaults(cls, tenant_id: str, config: dict) -> tuple[dict, list[str]]:
+    def validate_external_data_tools_and_set_defaults(
+        cls, tenant_id: str, config: dict[str, Any]
+    ) -> tuple[dict[str, Any], list[str]]:
         """
         Validate and set defaults for external data fetch feature
 

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

@@ -30,7 +30,7 @@ class FileUploadConfigManager:
                 return FileUploadConfig.model_validate(file_upload_dict)
 
     @classmethod
-    def validate_and_set_defaults(cls, config: dict) -> tuple[dict, list[str]]:
+    def validate_and_set_defaults(cls, config: dict[str, Any]) -> tuple[dict[str, Any], list[str]]:
         """
         Validate and set defaults for file upload feature
 

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

@@ -1,3 +1,5 @@
+from typing import Any
+
 from pydantic import BaseModel, ConfigDict, Field, ValidationError
 
 
@@ -13,7 +15,7 @@ class AppConfigModel(BaseModel):
 
 class MoreLikeThisConfigManager:
     @classmethod
-    def convert(cls, config: dict) -> bool:
+    def convert(cls, config: dict[str, Any]) -> bool:
         """
         Convert model config to model config
 
@@ -23,7 +25,7 @@ class MoreLikeThisConfigManager:
         return AppConfigModel.model_validate(validated_config).more_like_this.enabled
 
     @classmethod
-    def validate_and_set_defaults(cls, config: dict) -> tuple[dict, list[str]]:
+    def validate_and_set_defaults(cls, config: dict[str, Any]) -> tuple[dict[str, Any], list[str]]:
         try:
             return AppConfigModel.model_validate(config).model_dump(), ["more_like_this"]
         except ValidationError:

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

@@ -1,6 +1,9 @@
+from typing import Any
+
+
 class OpeningStatementConfigManager:
     @classmethod
-    def convert(cls, config: dict) -> tuple[str, list]:
+    def convert(cls, config: dict[str, Any]) -> tuple[str, list[str]]:
         """
         Convert model config to model config
 
@@ -15,7 +18,7 @@ class OpeningStatementConfigManager:
         return opening_statement, suggested_questions_list
 
     @classmethod
-    def validate_and_set_defaults(cls, config: dict) -> tuple[dict, list[str]]:
+    def validate_and_set_defaults(cls, config: dict[str, Any]) -> tuple[dict[str, Any], list[str]]:
         """
         Validate and set defaults for opening statement feature
 

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

@@ -1,6 +1,9 @@
+from typing import Any
+
+
 class RetrievalResourceConfigManager:
     @classmethod
-    def convert(cls, config: dict) -> bool:
+    def convert(cls, config: dict[str, Any]) -> bool:
         show_retrieve_source = False
         retriever_resource_dict = config.get("retriever_resource")
         if retriever_resource_dict:
@@ -10,7 +13,7 @@ class RetrievalResourceConfigManager:
         return show_retrieve_source
 
     @classmethod
-    def validate_and_set_defaults(cls, config: dict) -> tuple[dict, list[str]]:
+    def validate_and_set_defaults(cls, config: dict[str, Any]) -> tuple[dict[str, Any], list[str]]:
         """
         Validate and set defaults for retriever resource feature
 

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

@@ -1,6 +1,9 @@
+from typing import Any
+
+
 class SpeechToTextConfigManager:
     @classmethod
-    def convert(cls, config: dict) -> bool:
+    def convert(cls, config: dict[str, Any]) -> bool:
         """
         Convert model config to model config
 
@@ -15,7 +18,7 @@ class SpeechToTextConfigManager:
         return speech_to_text
 
     @classmethod
-    def validate_and_set_defaults(cls, config: dict) -> tuple[dict, list[str]]:
+    def validate_and_set_defaults(cls, config: dict[str, Any]) -> tuple[dict[str, Any], list[str]]:
         """
         Validate and set defaults for speech to text feature
 

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

@@ -1,6 +1,9 @@
+from typing import Any
+
+
 class SuggestedQuestionsAfterAnswerConfigManager:
     @classmethod
-    def convert(cls, config: dict) -> bool:
+    def convert(cls, config: dict[str, Any]) -> bool:
         """
         Convert model config to model config
 
@@ -15,7 +18,7 @@ class SuggestedQuestionsAfterAnswerConfigManager:
         return suggested_questions_after_answer
 
     @classmethod
-    def validate_and_set_defaults(cls, config: dict) -> tuple[dict, list[str]]:
+    def validate_and_set_defaults(cls, config: dict[str, Any]) -> tuple[dict[str, Any], list[str]]:
         """
         Validate and set defaults for suggested questions feature
 

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

@@ -1,9 +1,11 @@
+from typing import Any
+
 from core.app.app_config.entities import TextToSpeechEntity
 
 
 class TextToSpeechConfigManager:
     @classmethod
-    def convert(cls, config: dict):
+    def convert(cls, config: dict[str, Any]):
         """
         Convert model config to model config
 
@@ -22,7 +24,7 @@ class TextToSpeechConfigManager:
         return text_to_speech
 
     @classmethod
-    def validate_and_set_defaults(cls, config: dict) -> tuple[dict, list[str]]:
+    def validate_and_set_defaults(cls, config: dict[str, Any]) -> tuple[dict[str, Any], list[str]]:
         """
         Validate and set defaults for text to speech feature
 

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

@@ -10,7 +10,7 @@ from graphon.runtime import GraphRuntimeState, VariablePool
 from graphon.variable_loader import VariableLoader
 from graphon.variables.variables import Variable
 from sqlalchemy import select
-from sqlalchemy.orm import Session
+from sqlalchemy.orm import Session, sessionmaker
 
 from core.app.apps.advanced_chat.app_config_manager import AdvancedChatAppConfig
 from core.app.apps.base_app_queue_manager import AppQueueManager
@@ -363,7 +363,7 @@ class AdvancedChatAppRunner(WorkflowBasedAppRunner):
 
         :return: List of conversation variables ready for use
         """
-        with Session(db.engine) as session:
+        with sessionmaker(bind=db.engine).begin() as session:
             existing_variables = self._load_existing_conversation_variables(session)
 
             if not existing_variables:
@@ -376,7 +376,6 @@ class AdvancedChatAppRunner(WorkflowBasedAppRunner):
             # Convert to Variable objects for use in the workflow
             conversation_variables = [var.to_variable() for var in existing_variables]
 
-            session.commit()
             return cast(list[Variable], conversation_variables)
 
     def _load_existing_conversation_variables(self, session: Session) -> list[ConversationVariable]:

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

@@ -16,7 +16,7 @@ from graphon.model_runtime.utils.encoders import jsonable_encoder
 from graphon.nodes import BuiltinNodeTypes
 from graphon.runtime import GraphRuntimeState
 from sqlalchemy import select
-from sqlalchemy.orm import Session
+from sqlalchemy.orm import Session, sessionmaker
 
 from constants.tts_auto_play_timeout import TTS_AUTO_PLAY_TIMEOUT, TTS_AUTO_PLAY_YIELD_CPU_TIME
 from core.app.apps.base_app_queue_manager import AppQueueManager, PublishFrom
@@ -328,13 +328,8 @@ class AdvancedChatAppGenerateTaskPipeline(GraphRuntimeStateSupport):
     @contextmanager
     def _database_session(self):
         """Context manager for database sessions."""
-        with Session(db.engine, expire_on_commit=False) as session:
-            try:
-                yield session
-                session.commit()
-            except Exception:
-                session.rollback()
-                raise
+        with sessionmaker(bind=db.engine, expire_on_commit=False).begin() as session:
+            yield session
 
     def _ensure_workflow_initialized(self):
         """Fluent validation for workflow state."""

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

@@ -1,5 +1,5 @@
 from collections.abc import Generator
-from typing import cast
+from typing import Any, cast
 
 from core.app.apps.base_app_generate_response_converter import AppGenerateResponseConverter
 from core.app.entities.task_entities import (
@@ -17,7 +17,7 @@ class WorkflowAppGenerateResponseConverter(AppGenerateResponseConverter):
     _blocking_response_type = WorkflowAppBlockingResponse
 
     @classmethod
-    def convert_blocking_full_response(cls, blocking_response: WorkflowAppBlockingResponse) -> dict:  # type: ignore[override]
+    def convert_blocking_full_response(cls, blocking_response: WorkflowAppBlockingResponse) -> dict[str, Any]:  # type: ignore[override]
         """
         Convert blocking full response.
         :param blocking_response: blocking response
@@ -26,7 +26,7 @@ class WorkflowAppGenerateResponseConverter(AppGenerateResponseConverter):
         return dict(blocking_response.model_dump())
 
     @classmethod
-    def convert_blocking_simple_response(cls, blocking_response: WorkflowAppBlockingResponse) -> dict:  # type: ignore[override]
+    def convert_blocking_simple_response(cls, blocking_response: WorkflowAppBlockingResponse) -> dict[str, Any]:  # type: ignore[override]
         """
         Convert blocking simple response.
         :param blocking_response: blocking response

api/core/app/apps/pipeline/pipeline_config_manager.py

@@ -1,3 +1,5 @@
+from typing import Any
+
 from core.app.app_config.base_app_config_manager import BaseAppConfigManager
 from core.app.app_config.common.sensitive_word_avoidance.manager import SensitiveWordAvoidanceConfigManager
 from core.app.app_config.entities import RagPipelineVariableEntity, WorkflowUIBasedAppConfig
@@ -34,7 +36,9 @@ class PipelineConfigManager(BaseAppConfigManager):
         return pipeline_config
 
     @classmethod
-    def config_validate(cls, tenant_id: str, config: dict, only_structure_validate: bool = False) -> dict:
+    def config_validate(
+        cls, tenant_id: str, config: dict[str, Any], only_structure_validate: bool = False
+    ) -> dict[str, Any]:
         """
         Validate for pipeline config