manual import reordering

Improvements:
  - proper import of information content model from cache or HF
  - warm up for information content model

Other:
  - EL PR review comments

.github/CODEOWNERS

@@ -0,0 +1 @@
+* @onyx-dot-app/onyx-core-team

.github/workflows/docker-build-push-cloud-web-container-on-tag.yml

@@ -65,8 +65,10 @@ jobs:
             NEXT_PUBLIC_POSTHOG_KEY=${{ secrets.POSTHOG_KEY }}
             NEXT_PUBLIC_POSTHOG_HOST=${{ secrets.POSTHOG_HOST }}
             NEXT_PUBLIC_SENTRY_DSN=${{ secrets.SENTRY_DSN }}
+            NEXT_PUBLIC_STRIPE_PUBLISHABLE_KEY=${{ secrets.STRIPE_PUBLISHABLE_KEY }}
             NEXT_PUBLIC_GTM_ENABLED=true
             NEXT_PUBLIC_FORGOT_PASSWORD_ENABLED=true
+            NEXT_PUBLIC_INCLUDE_ERROR_POPUP_SUPPORT_LINK=true
             NODE_OPTIONS=--max-old-space-size=8192
           # needed due to weird interactions with the builds for different platforms
           no-cache: true

.github/workflows/docker-build-push-model-server-container-on-tag.yml

@@ -12,7 +12,43 @@ env:
   BUILDKIT_PROGRESS: plain
 
 jobs:
+
+#   Bypassing this for now as the idea of not building is glitching
+#   releases and builds that depends on everything being tagged in docker
+#   1) Preliminary job to check if the changed files are relevant
+#   check_model_server_changes:
+#     runs-on: ubuntu-latest
+#     outputs:
+#       changed: ${{ steps.check.outputs.changed }}
+#     steps:
+#       - name: Checkout code
+#         uses: actions/checkout@v4
+# 
+#       - name: Check if relevant files changed
+#         id: check
+#         run: |
+#           # Default to "false"
+#           echo "changed=false" >> $GITHUB_OUTPUT
+# 
+#           # Compare the previous commit (github.event.before) to the current one (github.sha)
+#           # If any file in backend/model_server/** or backend/Dockerfile.model_server is changed,
+#           # set changed=true
+#           if git diff --name-only ${{ github.event.before }} ${{ github.sha }} \
+#              | grep -E '^backend/model_server/|^backend/Dockerfile.model_server'; then
+#             echo "changed=true" >> $GITHUB_OUTPUT
+#           fi
+
+  check_model_server_changes:
+    runs-on: ubuntu-latest
+    outputs:
+      changed: "true"
+    steps:
+      - name: Bypass check and set output
+        run: echo "changed=true" >> $GITHUB_OUTPUT
+        
   build-amd64:
+    needs: [check_model_server_changes]
+    if: needs.check_model_server_changes.outputs.changed == 'true'
     runs-on:
       [runs-on, runner=8cpu-linux-x64, "run-id=${{ github.run_id }}-amd64"]
     steps:
@@ -52,6 +88,8 @@ jobs:
           provenance: false
 
   build-arm64:
+    needs: [check_model_server_changes]
+    if: needs.check_model_server_changes.outputs.changed == 'true'
     runs-on:
       [runs-on, runner=8cpu-linux-x64, "run-id=${{ github.run_id }}-arm64"]
     steps:
@@ -91,7 +129,8 @@ jobs:
           provenance: false
 
   merge-and-scan:
-    needs: [build-amd64, build-arm64]
+    needs: [build-amd64, build-arm64, check_model_server_changes]
+    if: needs.check_model_server_changes.outputs.changed == 'true'
     runs-on: ubuntu-latest
     steps:
       - name: Login to Docker Hub

.github/workflows/nightly-scan-licenses.yml

@@ -53,24 +53,90 @@ jobs:
           exclude: '(?i)^(pylint|aio[-_]*).*'
           
       - name: Print report
-        if: ${{ always() }}
+        if: always()
         run: echo "${{ steps.license_check_report.outputs.report }}"
       
       - name: Install npm dependencies
         working-directory: ./web
         run: npm ci
-        
-      - name: Run Trivy vulnerability scanner in repo mode
-        uses: aquasecurity/trivy-action@0.28.0
-        with:
-          scan-type: fs
-          scanners: license
-          format: table
-#           format: sarif
-#           output: trivy-results.sarif
-          severity: HIGH,CRITICAL
 
-#       - name: Upload Trivy scan results to GitHub Security tab
-#         uses: github/codeql-action/upload-sarif@v3
+        # be careful enabling the sarif and upload as it may spam the security tab
+        # with a huge amount of items. Work out the issues before enabling upload.       
+#       - name: Run Trivy vulnerability scanner in repo mode
+#         if: always()
+#         uses: aquasecurity/trivy-action@0.29.0
 #         with:
-#           sarif_file: trivy-results.sarif
+#           scan-type: fs
+#           scan-ref: .
+#           scanners: license
+#           format: table
+#           severity: HIGH,CRITICAL
+# #           format: sarif
+# #           output: trivy-results.sarif
+# 
+# #       - name: Upload Trivy scan results to GitHub Security tab
+# #         uses: github/codeql-action/upload-sarif@v3
+# #         with:
+# #           sarif_file: trivy-results.sarif
+
+  scan-trivy:
+    # See https://runs-on.com/runners/linux/
+    runs-on: [runs-on,runner=2cpu-linux-x64,"run-id=${{ github.run_id }}"]
+      
+    steps:
+    - name: Set up Docker Buildx
+      uses: docker/setup-buildx-action@v3
+
+    - name: Login to Docker Hub
+      uses: docker/login-action@v3
+      with:
+        username: ${{ secrets.DOCKER_USERNAME }}
+        password: ${{ secrets.DOCKER_TOKEN }}
+
+    # Backend
+    - name: Pull backend docker image
+      run: docker pull onyxdotapp/onyx-backend:latest
+
+    - name: Run Trivy vulnerability scanner on backend
+      uses: aquasecurity/trivy-action@0.29.0
+      env:
+        TRIVY_DB_REPOSITORY: 'public.ecr.aws/aquasecurity/trivy-db:2'
+        TRIVY_JAVA_DB_REPOSITORY: 'public.ecr.aws/aquasecurity/trivy-java-db:1'
+      with:
+        image-ref: onyxdotapp/onyx-backend:latest
+        scanners: license
+        severity: HIGH,CRITICAL
+        vuln-type: library
+        exit-code: 0  # Set to 1 if we want a failed scan to fail the workflow
+
+    # Web server
+    - name: Pull web server docker image
+      run: docker pull onyxdotapp/onyx-web-server:latest
+          
+    - name: Run Trivy vulnerability scanner on web server
+      uses: aquasecurity/trivy-action@0.29.0
+      env:
+        TRIVY_DB_REPOSITORY: 'public.ecr.aws/aquasecurity/trivy-db:2'
+        TRIVY_JAVA_DB_REPOSITORY: 'public.ecr.aws/aquasecurity/trivy-java-db:1'
+      with:
+        image-ref: onyxdotapp/onyx-web-server:latest
+        scanners: license
+        severity: HIGH,CRITICAL
+        vuln-type: library
+        exit-code: 0
+
+    # Model server
+    - name: Pull model server docker image
+      run: docker pull onyxdotapp/onyx-model-server:latest
+
+    - name: Run Trivy vulnerability scanner
+      uses: aquasecurity/trivy-action@0.29.0
+      env:
+        TRIVY_DB_REPOSITORY: 'public.ecr.aws/aquasecurity/trivy-db:2'
+        TRIVY_JAVA_DB_REPOSITORY: 'public.ecr.aws/aquasecurity/trivy-java-db:1'
+      with:
+        image-ref: onyxdotapp/onyx-model-server:latest
+        scanners: license
+        severity: HIGH,CRITICAL
+        vuln-type: library
+        exit-code: 0

.github/workflows/pr-helm-chart-testing.yml

@@ -21,10 +21,10 @@ jobs:
     - name: Set up Helm
       uses: azure/setup-helm@v4.2.0
       with:
-        version: v3.14.4
+        version: v3.17.0
       
     - name: Set up chart-testing
-      uses: helm/chart-testing-action@v2.6.1
+      uses: helm/chart-testing-action@v2.7.0
 
     # even though we specify chart-dirs in ct.yaml, it isn't used by ct for the list-changed command...
     - name: Run chart-testing (list-changed)
@@ -37,22 +37,6 @@ jobs:
           echo "changed=true" >> "$GITHUB_OUTPUT"
         fi
 
-#     rkuo: I don't think we need python?
-#     - name: Set up Python
-#       uses: actions/setup-python@v5
-#       with:
-#         python-version: '3.11'
-#         cache: 'pip'
-#         cache-dependency-path: |
-#           backend/requirements/default.txt
-#           backend/requirements/dev.txt
-#           backend/requirements/model_server.txt
-#     - run: |
-#         python -m pip install --upgrade pip
-#         pip install --retries 5 --timeout 30 -r backend/requirements/default.txt
-#         pip install --retries 5 --timeout 30 -r backend/requirements/dev.txt
-#         pip install --retries 5 --timeout 30 -r backend/requirements/model_server.txt
-
     # lint all charts if any changes were detected
     - name: Run chart-testing (lint)
       if: steps.list-changed.outputs.changed == 'true'
@@ -62,7 +46,7 @@ jobs:
 
     - name: Create kind cluster
       if: steps.list-changed.outputs.changed == 'true'
-      uses: helm/kind-action@v1.10.0
+      uses: helm/kind-action@v1.12.0
 
     - name: Run chart-testing (install)
       if: steps.list-changed.outputs.changed == 'true'

.github/workflows/pr-integration-tests.yml

@@ -94,23 +94,27 @@ jobs:
           cd deployment/docker_compose
           ENABLE_PAID_ENTERPRISE_EDITION_FEATURES=true \
           MULTI_TENANT=true \
-          AUTH_TYPE=basic \
+          AUTH_TYPE=cloud \
           REQUIRE_EMAIL_VERIFICATION=false \
           DISABLE_TELEMETRY=true \
           IMAGE_TAG=test \
-          docker compose -f docker-compose.dev.yml -p danswer-stack up -d
+          DEV_MODE=true \
+          docker compose -f docker-compose.multitenant-dev.yml -p onyx-stack up -d
         id: start_docker_multi_tenant
 
       # In practice, `cloud` Auth type would require OAUTH credentials to be set.
       - name: Run Multi-Tenant Integration Tests
         run: |
+          echo "Waiting for 3 minutes to ensure API server is ready..."
+          sleep 180
           echo "Running integration tests..."
-          docker run --rm --network danswer-stack_default \
+          docker run --rm --network onyx-stack_default \
             --name test-runner \
             -e POSTGRES_HOST=relational_db \
             -e POSTGRES_USER=postgres \
             -e POSTGRES_PASSWORD=password \
             -e POSTGRES_DB=postgres \
+            -e POSTGRES_USE_NULL_POOL=true \
             -e VESPA_HOST=index \
             -e REDIS_HOST=cache \
             -e API_SERVER_HOST=api_server \
@@ -119,6 +123,10 @@ jobs:
             -e TEST_WEB_HOSTNAME=test-runner \
             -e AUTH_TYPE=cloud \
             -e MULTI_TENANT=true \
+            -e REQUIRE_EMAIL_VERIFICATION=false \
+            -e DISABLE_TELEMETRY=true \
+            -e IMAGE_TAG=test \
+            -e DEV_MODE=true \
             onyxdotapp/onyx-integration:test \
             /app/tests/integration/multitenant_tests
         continue-on-error: true
@@ -126,34 +134,38 @@ jobs:
 
       - name: Check multi-tenant test results
         run: |
-          if [ ${{ steps.run_tests.outcome }} == 'failure' ]; then
-            echo "Integration tests failed. Exiting with error."
+          if [ ${{ steps.run_multitenant_tests.outcome }} == 'failure' ]; then
+            echo "Multi-tenant integration tests failed. Exiting with error."
             exit 1
           else
-            echo "All integration tests passed successfully."
+            echo "All multi-tenant integration tests passed successfully."
           fi
 
       - name: Stop multi-tenant Docker containers
         run: |
           cd deployment/docker_compose
-          docker compose -f docker-compose.dev.yml -p danswer-stack down -v
+          docker compose -f docker-compose.multitenant-dev.yml -p onyx-stack down -v
 
+      # NOTE: Use pre-ping/null pool to reduce flakiness due to dropped connections
       - name: Start Docker containers
         run: |
           cd deployment/docker_compose
           ENABLE_PAID_ENTERPRISE_EDITION_FEATURES=true \
           AUTH_TYPE=basic \
+          POSTGRES_POOL_PRE_PING=true \
+          POSTGRES_USE_NULL_POOL=true \
           REQUIRE_EMAIL_VERIFICATION=false \
           DISABLE_TELEMETRY=true \
           IMAGE_TAG=test \
-          docker compose -f docker-compose.dev.yml -p danswer-stack up -d
+          INTEGRATION_TESTS_MODE=true \
+          docker compose -f docker-compose.dev.yml -p onyx-stack up -d
         id: start_docker
 
       - name: Wait for service to be ready
         run: |
           echo "Starting wait-for-service script..."
 
-          docker logs -f danswer-stack-api_server-1 &
+          docker logs -f onyx-stack-api_server-1 &
 
           start_time=$(date +%s)
           timeout=300  # 5 minutes in seconds
@@ -183,15 +195,24 @@ jobs:
           done
           echo "Finished waiting for service."
 
+      - name: Start Mock Services
+        run: |
+          cd backend/tests/integration/mock_services
+          docker compose -f docker-compose.mock-it-services.yml \
+            -p mock-it-services-stack up -d
+
+      # NOTE: Use pre-ping/null to reduce flakiness due to dropped connections
       - name: Run Standard Integration Tests
         run: |
           echo "Running integration tests..."
-          docker run --rm --network danswer-stack_default \
+          docker run --rm --network onyx-stack_default \
             --name test-runner \
             -e POSTGRES_HOST=relational_db \
             -e POSTGRES_USER=postgres \
             -e POSTGRES_PASSWORD=password \
             -e POSTGRES_DB=postgres \
+            -e POSTGRES_POOL_PRE_PING=true \
+            -e POSTGRES_USE_NULL_POOL=true \
             -e VESPA_HOST=index \
             -e REDIS_HOST=cache \
             -e API_SERVER_HOST=api_server \
@@ -201,6 +222,8 @@ jobs:
             -e CONFLUENCE_USER_NAME=${CONFLUENCE_USER_NAME} \
             -e CONFLUENCE_ACCESS_TOKEN=${CONFLUENCE_ACCESS_TOKEN} \
             -e TEST_WEB_HOSTNAME=test-runner \
+            -e MOCK_CONNECTOR_SERVER_HOST=mock_connector_server \
+            -e MOCK_CONNECTOR_SERVER_PORT=8001 \
             onyxdotapp/onyx-integration:test \
             /app/tests/integration/tests \
             /app/tests/integration/connector_job_tests
@@ -216,27 +239,30 @@ jobs:
             echo "All integration tests passed successfully."
           fi
 
-      # save before stopping the containers so the logs can be captured
-      - name: Save Docker logs
-        if: success() || failure()
+      # ------------------------------------------------------------
+      # Always gather logs BEFORE "down":
+      - name: Dump API server logs
+        if: always()
         run: |
           cd deployment/docker_compose
-          docker compose -f docker-compose.dev.yml -p danswer-stack logs > docker-compose.log
-          mv docker-compose.log ${{ github.workspace }}/docker-compose.log
+          docker compose -f docker-compose.dev.yml -p onyx-stack logs --no-color api_server > $GITHUB_WORKSPACE/api_server.log || true
 
-      - name: Stop Docker containers
+      - name: Dump all-container logs (optional)
+        if: always()
         run: |
           cd deployment/docker_compose
-          docker compose -f docker-compose.dev.yml -p danswer-stack down -v
+          docker compose -f docker-compose.dev.yml -p onyx-stack logs --no-color > $GITHUB_WORKSPACE/docker-compose.log || true
 
       - name: Upload logs
-        if: success() || failure()
+        if: always()
         uses: actions/upload-artifact@v4
         with:
-          name: docker-logs
+          name: docker-all-logs
           path: ${{ github.workspace }}/docker-compose.log
+      # ------------------------------------------------------------
 
       - name: Stop Docker containers
+        if: always()
         run: |
           cd deployment/docker_compose
-          docker compose -f docker-compose.dev.yml -p danswer-stack down -v
+          docker compose -f docker-compose.dev.yml -p onyx-stack down -v

.github/workflows/pr-playwright-tests.yml

@@ -1,6 +1,6 @@
-name: Run Chromatic Tests
+name: Run Playwright Tests
 concurrency:
-  group: Run-Chromatic-Tests-${{ github.workflow }}-${{ github.head_ref || github.event.workflow_run.head_branch || github.run_id }}
+  group: Run-Playwright-Tests-${{ github.workflow }}-${{ github.head_ref || github.event.workflow_run.head_branch || github.run_id }}
   cancel-in-progress: true
 
 on: push
@@ -8,6 +8,8 @@ on: push
 env:
   OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
   SLACK_BOT_TOKEN: ${{ secrets.SLACK_BOT_TOKEN }}
+  GEN_AI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
+  MOCK_LLM_RESPONSE: true
 
 jobs:
   playwright-tests:
@@ -196,43 +198,47 @@ jobs:
           cd deployment/docker_compose
           docker compose -f docker-compose.dev.yml -p danswer-stack down -v
 
-  chromatic-tests:
-    name: Chromatic Tests
+# NOTE: Chromatic UI diff testing is currently disabled.
+# We are using Playwright for local and CI testing without visual regression checks.
+# Chromatic may be reintroduced in the future for UI diff testing if needed.
 
-    needs: playwright-tests
-    runs-on:
-      [
-        runs-on,
-        runner=32cpu-linux-x64,
-        disk=large,
-        "run-id=${{ github.run_id }}",
-      ]
-    steps:
-      - name: Checkout code
-        uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
+# chromatic-tests:
+#   name: Chromatic Tests
 
-      - name: Setup node
-        uses: actions/setup-node@v4
-        with:
-          node-version: 22
+#   needs: playwright-tests
+#   runs-on:
+#     [
+#       runs-on,
+#       runner=32cpu-linux-x64,
+#       disk=large,
+#       "run-id=${{ github.run_id }}",
+#     ]
+#   steps:
+#     - name: Checkout code
+#       uses: actions/checkout@v4
+#       with:
+#         fetch-depth: 0
 
-      - name: Install node dependencies
-        working-directory: ./web
-        run: npm ci
+#     - name: Setup node
+#       uses: actions/setup-node@v4
+#       with:
+#         node-version: 22
 
-      - name: Download Playwright test results
-        uses: actions/download-artifact@v4
-        with:
-          name: test-results
-          path: ./web/test-results
+#     - name: Install node dependencies
+#       working-directory: ./web
+#       run: npm ci
 
-      - name: Run Chromatic
-        uses: chromaui/action@latest
-        with:
-          playwright: true
-          projectToken: ${{ secrets.CHROMATIC_PROJECT_TOKEN }}
-          workingDir: ./web
-        env:
-          CHROMATIC_ARCHIVE_LOCATION: ./test-results
+#     - name: Download Playwright test results
+#       uses: actions/download-artifact@v4
+#       with:
+#         name: test-results
+#         path: ./web/test-results
+
+#     - name: Run Chromatic
+#       uses: chromaui/action@latest
+#       with:
+#         playwright: true
+#         projectToken: ${{ secrets.CHROMATIC_PROJECT_TOKEN }}
+#         workingDir: ./web
+#       env:
+#         CHROMATIC_ARCHIVE_LOCATION: ./test-results

.github/workflows/pr-python-connector-tests.yml

@@ -1,6 +1,7 @@
 name: Connector Tests
 
 on:
+  merge_group:
   pull_request:
     branches: [main]
   schedule:
@@ -39,10 +40,21 @@ env:
   AIRTABLE_TEST_TABLE_ID: ${{ secrets.AIRTABLE_TEST_TABLE_ID }}
   AIRTABLE_TEST_TABLE_NAME: ${{ secrets.AIRTABLE_TEST_TABLE_NAME }}
   AIRTABLE_ACCESS_TOKEN: ${{ secrets.AIRTABLE_ACCESS_TOKEN }}
+  # Sharepoint
+  SHAREPOINT_CLIENT_ID: ${{ secrets.SHAREPOINT_CLIENT_ID }}
+  SHAREPOINT_CLIENT_SECRET: ${{ secrets.SHAREPOINT_CLIENT_SECRET }}
+  SHAREPOINT_CLIENT_DIRECTORY_ID: ${{ secrets.SHAREPOINT_CLIENT_DIRECTORY_ID }}
+  SHAREPOINT_SITE: ${{ secrets.SHAREPOINT_SITE }}
+  # Gitbook
+  GITBOOK_SPACE_ID: ${{ secrets.GITBOOK_SPACE_ID }}
+  GITBOOK_API_KEY: ${{ secrets.GITBOOK_API_KEY }}
+  # Notion
+  NOTION_INTEGRATION_TOKEN: ${{ secrets.NOTION_INTEGRATION_TOKEN }}
+
 jobs:
   connectors-check:
     # See https://runs-on.com/runners/linux/
-    runs-on: [runs-on,runner=8cpu-linux-x64,"run-id=${{ github.run_id }}"]
+    runs-on: [runs-on, runner=8cpu-linux-x64, "run-id=${{ github.run_id }}"]
 
     env:
       PYTHONPATH: ./backend
@@ -65,6 +77,8 @@ jobs:
           python -m pip install --upgrade pip
           pip install --retries 5 --timeout 30 -r backend/requirements/default.txt
           pip install --retries 5 --timeout 30 -r backend/requirements/dev.txt
+          playwright install chromium
+          playwright install-deps chromium
 
       - name: Run Tests
         shell: script -q -e -c "bash --noprofile --norc -eo pipefail {0}"

.github/workflows/pr-python-model-tests.yml

@@ -1,18 +1,29 @@
-name: Connector Tests
+name: Model Server Tests
 
 on:
   schedule:
     # This cron expression runs the job daily at 16:00 UTC (9am PT)
     - cron: "0 16 * * *"
-
+  workflow_dispatch:
+    inputs:
+      branch:
+        description: 'Branch to run the workflow on'
+        required: false
+        default: 'main'
+        
 env:
   # Bedrock
   AWS_ACCESS_KEY_ID: ${{ secrets.AWS_ACCESS_KEY_ID }}
   AWS_SECRET_ACCESS_KEY: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
   AWS_REGION_NAME: ${{ secrets.AWS_REGION_NAME }}
 
-  # OpenAI
+  # API keys for testing
+  COHERE_API_KEY: ${{ secrets.COHERE_API_KEY }}
+  LITELLM_API_KEY: ${{ secrets.LITELLM_API_KEY }}
+  LITELLM_API_URL: ${{ secrets.LITELLM_API_URL }}
   OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
+  AZURE_API_KEY: ${{ secrets.AZURE_API_KEY }}
+  AZURE_API_URL: ${{ secrets.AZURE_API_URL }}
 
 jobs:
   model-check:
@@ -26,6 +37,23 @@ jobs:
       - name: Checkout code
         uses: actions/checkout@v4
 
+      - name: Login to Docker Hub
+        uses: docker/login-action@v3
+        with:
+          username: ${{ secrets.DOCKER_USERNAME }}
+          password: ${{ secrets.DOCKER_TOKEN }}
+
+      # tag every docker image with "test" so that we can spin up the correct set
+      # of images during testing
+
+      # We don't need to build the Web Docker image since it's not yet used
+      # in the integration tests. We have a separate action to verify that it builds
+      # successfully.
+      - name: Pull Model Server Docker image
+        run: |
+          docker pull onyxdotapp/onyx-model-server:latest
+          docker tag onyxdotapp/onyx-model-server:latest onyxdotapp/onyx-model-server:test
+          
       - name: Set up Python
         uses: actions/setup-python@v5
         with:
@@ -41,6 +69,49 @@ jobs:
           pip install --retries 5 --timeout 30 -r backend/requirements/default.txt
           pip install --retries 5 --timeout 30 -r backend/requirements/dev.txt
 
+      - name: Start Docker containers
+        run: |
+          cd deployment/docker_compose
+          ENABLE_PAID_ENTERPRISE_EDITION_FEATURES=true \
+          AUTH_TYPE=basic \
+          REQUIRE_EMAIL_VERIFICATION=false \
+          DISABLE_TELEMETRY=true \
+          IMAGE_TAG=test \
+          docker compose -f docker-compose.model-server-test.yml -p onyx-stack up -d indexing_model_server
+        id: start_docker
+
+      - name: Wait for service to be ready
+        run: |
+          echo "Starting wait-for-service script..."
+
+          start_time=$(date +%s)
+          timeout=300  # 5 minutes in seconds
+
+          while true; do
+            current_time=$(date +%s)
+            elapsed_time=$((current_time - start_time))
+            
+            if [ $elapsed_time -ge $timeout ]; then
+              echo "Timeout reached. Service did not become ready in 5 minutes."
+              exit 1
+            fi
+            
+            # Use curl with error handling to ignore specific exit code 56
+            response=$(curl -s -o /dev/null -w "%{http_code}" http://localhost:9000/api/health || echo "curl_error")
+            
+            if [ "$response" = "200" ]; then
+              echo "Service is ready!"
+              break
+            elif [ "$response" = "curl_error" ]; then
+              echo "Curl encountered an error, possibly exit code 56. Continuing to retry..."
+            else
+              echo "Service not ready yet (HTTP status $response). Retrying in 5 seconds..."
+            fi
+            
+            sleep 5
+          done
+          echo "Finished waiting for service."
+          
       - name: Run Tests
         shell: script -q -e -c "bash --noprofile --norc -eo pipefail {0}"
         run: |
@@ -56,3 +127,23 @@ jobs:
             -H 'Content-type: application/json' \
             --data '{"text":"Scheduled Model Tests failed! Check the run at: https://github.com/${{ github.repository }}/actions/runs/${{ github.run_id }}"}' \
             $SLACK_WEBHOOK
+            
+      - name: Dump all-container logs (optional)
+        if: always()
+        run: |
+          cd deployment/docker_compose
+          docker compose -f docker-compose.model-server-test.yml -p onyx-stack logs --no-color > $GITHUB_WORKSPACE/docker-compose.log || true
+
+      - name: Upload logs
+        if: always()
+        uses: actions/upload-artifact@v4
+        with:
+          name: docker-all-logs
+          path: ${{ github.workspace }}/docker-compose.log
+          
+      - name: Stop Docker containers
+        if: always()
+        run: |
+          cd deployment/docker_compose
+          docker compose -f docker-compose.model-server-test.yml -p onyx-stack down -v
+          

.gitignore

@@ -7,4 +7,6 @@
 .vscode/
 *.sw?
 /backend/tests/regression/answer_quality/search_test_config.yaml
-/web/test-results/
+/web/test-results/
+backend/onyx/agent_search/main/test_data.json
+backend/tests/regression/answer_quality/test_data.json

.vscode/env_template.txt

@@ -52,3 +52,9 @@ BING_API_KEY=<REPLACE THIS>
 # Enable the full set of Danswer Enterprise Edition features
 # NOTE: DO NOT ENABLE THIS UNLESS YOU HAVE A PAID ENTERPRISE LICENSE (or if you are using this for local testing/development)
 ENABLE_PAID_ENTERPRISE_EDITION_FEATURES=False
+
+# Agent Search configs  # TODO: Remove give proper namings
+AGENT_RETRIEVAL_STATS=False   # Note: This setting will incur substantial re-ranking effort
+AGENT_RERANKING_STATS=True
+AGENT_MAX_QUERY_RETRIEVAL_RESULTS=20
+AGENT_RERANKING_MAX_QUERY_RETRIEVAL_RESULTS=20

.vscode/launch.template.jsonc

@@ -205,7 +205,7 @@
                 "--loglevel=INFO",
                 "--hostname=light@%n",
                 "-Q",
-                "vespa_metadata_sync,connector_deletion,doc_permissions_upsert",
+                "vespa_metadata_sync,connector_deletion,doc_permissions_upsert,checkpoint_cleanup",
             ],
             "presentation": {
 				 "group": "2",

README.md

@@ -24,112 +24,94 @@
 </a>
 </p>
 
-<strong>[Onyx](https://www.onyx.app/)</strong> (formerly Danswer) is the AI Assistant connected to your company's docs, apps, and people.
-Onyx provides a Chat interface and plugs into any LLM of your choice. Onyx can be deployed anywhere and for any
-scale - on a laptop, on-premise, or to cloud. Since you own the deployment, your user data and chats are fully in your
-own control. Onyx is dual Licensed with most of it under MIT license and designed to be modular and easily extensible. The system also comes fully ready
-for production usage with user authentication, role management (admin/basic users), chat persistence, and a UI for
-configuring AI Assistants.
+<strong>[Onyx](https://www.onyx.app/)</strong> (formerly Danswer) is the AI platform connected to your company's docs, apps, and people.
+Onyx provides a feature rich Chat interface and plugs into any LLM of your choice.
+Keep knowledge and access controls sync-ed across over 40 connectors like Google Drive, Slack, Confluence, Salesforce, etc.
+Create custom AI agents with unique prompts, knowledge, and actions that the agents can take.
+Onyx can be deployed securely anywhere and for any scale - on a laptop, on-premise, or to cloud.
 
-Onyx also serves as a Enterprise Search across all common workplace tools such as Slack, Google Drive, Confluence, etc.
-By combining LLMs and team specific knowledge, Onyx becomes a subject matter expert for the team. Imagine ChatGPT if
-it had access to your team's unique knowledge! It enables questions such as "A customer wants feature X, is this already
-supported?" or "Where's the pull request for feature Y?"
 
-<h3>Usage</h3>
+<h3>Feature Highlights</h3>
 
-Onyx Web App:
+**Deep research over your team's knowledge:**
 
-https://github.com/onyx-dot-app/onyx/assets/32520769/563be14c-9304-47b5-bf0a-9049c2b6f410
+https://private-user-images.githubusercontent.com/32520769/414509312-48392e83-95d0-4fb5-8650-a396e05e0a32.mp4?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.a9D8A0sgKE9AoaoE-mfFbJ6_OKYeqaf7TZ4Han2JfW8
 
-Or, plug Onyx into your existing Slack workflows (more integrations to come 😁):
 
-https://github.com/onyx-dot-app/onyx/assets/25087905/3e19739b-d178-4371-9a38-011430bdec1b
+**Use Onyx as a secure AI Chat with any LLM:**
+
+![Onyx Chat Silent Demo](https://github.com/onyx-dot-app/onyx/releases/download/v0.21.1/OnyxChatSilentDemo.gif)
+
+
+**Easily set up connectors to your apps:**
+
+![Onyx Connector Silent Demo](https://github.com/onyx-dot-app/onyx/releases/download/v0.21.1/OnyxConnectorSilentDemo.gif)
+
+
+**Access Onyx where your team already works:**
+
+![Onyx Bot Demo](https://github.com/onyx-dot-app/onyx/releases/download/v0.21.1/OnyxBot.png)
 
-For more details on the Admin UI to manage connectors and users, check out our
-<strong><a href="https://www.youtube.com/watch?v=geNzY1nbCnU">Full Video Demo</a></strong>!
 
 ## Deployment
+**To try it out for free and get started in seconds, check out [Onyx Cloud](https://cloud.onyx.app/signup)**.
 
-Onyx can easily be run locally (even on a laptop) or deployed on a virtual machine with a single
+Onyx can also be run locally (even on a laptop) or deployed on a virtual machine with a single
 `docker compose` command. Checkout our [docs](https://docs.onyx.app/quickstart) to learn more.
 
-We also have built-in support for deployment on Kubernetes. Files for that can be found [here](https://github.com/onyx-dot-app/onyx/tree/main/deployment/kubernetes).
+We also have built-in support for high-availability/scalable deployment on Kubernetes.
+References [here](https://github.com/onyx-dot-app/onyx/tree/main/deployment).
 
-## 💃 Main Features
 
-- Chat UI with the ability to select documents to chat with.
-- Create custom AI Assistants with different prompts and backing knowledge sets.
-- Connect Onyx with LLM of your choice (self-host for a fully airgapped solution).
-- Document Search + AI Answers for natural language queries.
-- Connectors to all common workplace tools like Google Drive, Confluence, Slack, etc.
-- Slack integration to get answers and search results directly in Slack.
+## 🔍 Other Notable Benefits of Onyx
+- Custom deep learning models for indexing and inference time, only through Onyx + learning from user feedback.
+- Flexible security features like SSO (OIDC/SAML/OAuth2), RBAC, encryption of credentials, etc.
+- Knowledge curation features like document-sets, query history, usage analytics, etc.
+- Scalable deployment options tested up to many tens of thousands users and hundreds of millions of documents.
+
 
 ## 🚧 Roadmap
-
-- Chat/Prompt sharing with specific teammates and user groups.
-- Multimodal model support, chat with images, video etc.
-- Choosing between LLMs and parameters during chat session.
-- Tool calling and agent configurations options.
+- New methods in information retrieval (StructRAG, LightGraphRAG, etc.)
+- Personalized Search
 - Organizational understanding and ability to locate and suggest experts from your team.
+- Code Search
+- SQL and Structured Query Language
 
-## Other Notable Benefits of Onyx
-
-- User Authentication with document level access management.
-- Best in class Hybrid Search across all sources (BM-25 + prefix aware embedding models).
-- Admin Dashboard to configure connectors, document-sets, access, etc.
-- Custom deep learning models + learn from user feedback.
-- Easy deployment and ability to host Onyx anywhere of your choosing.
 
 ## 🔌 Connectors
+Keep knowledge and access up to sync across 40+ connectors:
 
-Efficiently pulls the latest changes from:
-
-- Slack
-- GitHub
 - Google Drive
 - Confluence
+- Slack
+- Gmail
+- Salesforce
+- Microsoft Sharepoint
+- Github
 - Jira
 - Zendesk
-- Gmail
-- Notion
 - Gong
-- Slab
-- Linear
-- Productboard
-- Guru
-- Bookstack
-- Document360
-- Sharepoint
-- Hubspot
+- Microsoft Teams
+- Dropbox
 - Local Files
 - Websites
 - And more ...
 
-## 📚 Editions
+See the full list [here](https://docs.onyx.app/connectors).
 
+
+## 📚 Licensing
 There are two editions of Onyx:
 
-- Onyx Community Edition (CE) is available freely under the MIT Expat license. This version has ALL the core features discussed above. This is the version of Onyx you will get if you follow the Deployment guide above.
-- Onyx Enterprise Edition (EE) includes extra features that are primarily useful for larger organizations. Specifically, this includes:
-  - Single Sign-On (SSO), with support for both SAML and OIDC
-  - Role-based access control
-  - Document permission inheritance from connected sources
-  - Usage analytics and query history accessible to admins
-  - Whitelabeling
-  - API key authentication
-  - Encryption of secrets
-  - And many more! Checkout [our website](https://www.onyx.app/) for the latest.
+- Onyx Community Edition (CE) is available freely under the MIT Expat license. Simply follow the Deployment guide above.
+- Onyx Enterprise Edition (EE) includes extra features that are primarily useful for larger organizations.
+For feature details, check out [our website](https://www.onyx.app/pricing).
 
 To try the Onyx Enterprise Edition:
+1. Checkout [Onyx Cloud](https://cloud.onyx.app/signup).
+2. For self-hosting the Enterprise Edition, contact us at [founders@onyx.app](mailto:founders@onyx.app) or book a call with us on our [Cal](https://cal.com/team/onyx/founders).
 
-1. Checkout our [Cloud product](https://cloud.onyx.app/signup).
-2. For self-hosting, contact us at [founders@onyx.app](mailto:founders@onyx.app) or book a call with us on our [Cal](https://cal.com/team/danswer/founders).
 
 ## 💡 Contributing
-
 Looking to contribute? Please check out the [Contribution Guide](CONTRIBUTING.md) for more details.
 
-## ⭐Star History
-
-[![Star History Chart](https://api.star-history.com/svg?repos=onyx-dot-app/onyx&type=Date)](https://star-history.com/#onyx-dot-app/onyx&Date)

backend/Dockerfile

@@ -28,14 +28,16 @@ RUN apt-get update && \
         curl \
         zip \
         ca-certificates \
-        libgnutls30=3.7.9-2+deb12u3 \
-        libblkid1=2.38.1-5+deb12u1 \
-        libmount1=2.38.1-5+deb12u1 \
-        libsmartcols1=2.38.1-5+deb12u1 \
-        libuuid1=2.38.1-5+deb12u1 \
+        libgnutls30 \
+        libblkid1 \
+        libmount1 \
+        libsmartcols1 \
+        libuuid1 \
         libxmlsec1-dev \
         pkg-config \
-        gcc && \
+        gcc \
+        nano \
+        vim && \
     rm -rf /var/lib/apt/lists/* && \
     apt-get clean
 
@@ -101,7 +103,8 @@ COPY ./alembic_tenants /app/alembic_tenants
 COPY ./alembic.ini /app/alembic.ini
 COPY supervisord.conf /usr/etc/supervisord.conf
 
-# Escape hatch
+# Escape hatch scripts
+COPY ./scripts/debugging /app/scripts/debugging
 COPY ./scripts/force_delete_connector_by_id.py /app/scripts/force_delete_connector_by_id.py
 
 # Put logo in assets

backend/Dockerfile.model_server

@@ -31,7 +31,8 @@ RUN python -c "from transformers import AutoTokenizer; \
 AutoTokenizer.from_pretrained('distilbert-base-uncased'); \
 AutoTokenizer.from_pretrained('mixedbread-ai/mxbai-rerank-xsmall-v1'); \
 from huggingface_hub import snapshot_download; \
-snapshot_download(repo_id='danswer/hybrid-intent-token-classifier', revision='v1.0.3'); \
+snapshot_download(repo_id='onyx-dot-app/hybrid-intent-token-classifier'); \
+snapshot_download(repo_id='onyx-dot-app/information-content-model'); \
 snapshot_download('nomic-ai/nomic-embed-text-v1'); \
 snapshot_download('mixedbread-ai/mxbai-rerank-xsmall-v1'); \
 from sentence_transformers import SentenceTransformer; \

backend/alembic/versions/1a03d2c2856b_add_indexes_to_document__tag.py

@@ -0,0 +1,27 @@
+"""Add indexes to document__tag
+
+Revision ID: 1a03d2c2856b
+Revises: 9c00a2bccb83
+Create Date: 2025-02-18 10:45:13.957807
+
+"""
+from alembic import op
+
+# revision identifiers, used by Alembic.
+revision = "1a03d2c2856b"
+down_revision = "9c00a2bccb83"
+branch_labels: None = None
+depends_on: None = None
+
+
+def upgrade() -> None:
+    op.create_index(
+        op.f("ix_document__tag_tag_id"),
+        "document__tag",
+        ["tag_id"],
+        unique=False,
+    )
+
+
+def downgrade() -> None:
+    op.drop_index(op.f("ix_document__tag_tag_id"), table_name="document__tag")

backend/alembic/versions/2cdeff6d8c93_set_built_in_to_default.py

@@ -0,0 +1,32 @@
+"""set built in to default
+
+Revision ID: 2cdeff6d8c93
+Revises: f5437cc136c5
+Create Date: 2025-02-11 14:57:51.308775
+
+"""
+from alembic import op
+
+
+# revision identifiers, used by Alembic.
+revision = "2cdeff6d8c93"
+down_revision = "f5437cc136c5"
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    # Prior to this migration / point in the codebase history,
+    # built in personas were implicitly treated as default personas (with no option to change this)
+    # This migration makes that explicit
+    op.execute(
+        """
+        UPDATE persona
+        SET is_default_persona = TRUE
+        WHERE builtin_persona = TRUE
+    """
+    )
+
+
+def downgrade() -> None:
+    pass

backend/alembic/versions/2f80c6a2550f_add_chat_session_specific_temperature_.py

@@ -0,0 +1,36 @@
+"""add chat session specific temperature override
+
+Revision ID: 2f80c6a2550f
+Revises: 33ea50e88f24
+Create Date: 2025-01-31 10:30:27.289646
+
+"""
+from alembic import op
+import sqlalchemy as sa
+
+
+# revision identifiers, used by Alembic.
+revision = "2f80c6a2550f"
+down_revision = "33ea50e88f24"
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    op.add_column(
+        "chat_session", sa.Column("temperature_override", sa.Float(), nullable=True)
+    )
+    op.add_column(
+        "user",
+        sa.Column(
+            "temperature_override_enabled",
+            sa.Boolean(),
+            nullable=False,
+            server_default=sa.false(),
+        ),
+    )
+
+
+def downgrade() -> None:
+    op.drop_column("chat_session", "temperature_override")
+    op.drop_column("user", "temperature_override_enabled")

backend/alembic/versions/33ea50e88f24_foreign_key_input_prompts.py

@@ -0,0 +1,80 @@
+"""foreign key input prompts
+
+Revision ID: 33ea50e88f24
+Revises: a6df6b88ef81
+Create Date: 2025-01-29 10:54:22.141765
+
+"""
+from alembic import op
+
+
+# revision identifiers, used by Alembic.
+revision = "33ea50e88f24"
+down_revision = "a6df6b88ef81"
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    # Safely drop constraints if exists
+    op.execute(
+        """
+        ALTER TABLE inputprompt__user
+        DROP CONSTRAINT IF EXISTS inputprompt__user_input_prompt_id_fkey
+        """
+    )
+    op.execute(
+        """
+        ALTER TABLE inputprompt__user
+        DROP CONSTRAINT IF EXISTS inputprompt__user_user_id_fkey
+        """
+    )
+
+    # Recreate with ON DELETE CASCADE
+    op.create_foreign_key(
+        "inputprompt__user_input_prompt_id_fkey",
+        "inputprompt__user",
+        "inputprompt",
+        ["input_prompt_id"],
+        ["id"],
+        ondelete="CASCADE",
+    )
+
+    op.create_foreign_key(
+        "inputprompt__user_user_id_fkey",
+        "inputprompt__user",
+        "user",
+        ["user_id"],
+        ["id"],
+        ondelete="CASCADE",
+    )
+
+
+def downgrade() -> None:
+    # Drop the new FKs with ondelete
+    op.drop_constraint(
+        "inputprompt__user_input_prompt_id_fkey",
+        "inputprompt__user",
+        type_="foreignkey",
+    )
+    op.drop_constraint(
+        "inputprompt__user_user_id_fkey",
+        "inputprompt__user",
+        type_="foreignkey",
+    )
+
+    # Recreate them without cascading
+    op.create_foreign_key(
+        "inputprompt__user_input_prompt_id_fkey",
+        "inputprompt__user",
+        "inputprompt",
+        ["input_prompt_id"],
+        ["id"],
+    )
+    op.create_foreign_key(
+        "inputprompt__user_user_id_fkey",
+        "inputprompt__user",
+        "user",
+        ["user_id"],
+        ["id"],
+    )

backend/alembic/versions/3781a5eb12cb_add_chunk_stats_table.py

@@ -0,0 +1,51 @@
+"""add chunk stats table
+
+Revision ID: 3781a5eb12cb
+Revises: df46c75b714e
+Create Date: 2025-03-10 10:02:30.586666
+
+"""
+from alembic import op
+import sqlalchemy as sa
+
+# revision identifiers, used by Alembic.
+revision = "3781a5eb12cb"
+down_revision = "df46c75b714e"
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    op.create_table(
+        "chunk_stats",
+        sa.Column("id", sa.String(), primary_key=True, index=True),
+        sa.Column(
+            "document_id",
+            sa.String(),
+            sa.ForeignKey("document.id"),
+            nullable=False,
+            index=True,
+        ),
+        sa.Column("chunk_in_doc_id", sa.Integer(), nullable=False),
+        sa.Column("information_content_boost", sa.Float(), nullable=True),
+        sa.Column(
+            "last_modified",
+            sa.DateTime(timezone=True),
+            nullable=False,
+            index=True,
+            server_default=sa.func.now(),
+        ),
+        sa.Column("last_synced", sa.DateTime(timezone=True), nullable=True, index=True),
+        sa.UniqueConstraint(
+            "document_id", "chunk_in_doc_id", name="uq_chunk_stats_doc_chunk"
+        ),
+    )
+
+    op.create_index(
+        "ix_chunk_sync_status", "chunk_stats", ["last_modified", "last_synced"]
+    )
+
+
+def downgrade() -> None:
+    op.drop_index("ix_chunk_sync_status", table_name="chunk_stats")
+    op.drop_table("chunk_stats")

backend/alembic/versions/3934b1bc7b62_update_github_connector_repo_name_to_.py

@@ -0,0 +1,125 @@
+"""Update GitHub connector repo_name to repositories
+
+Revision ID: 3934b1bc7b62
+Revises: b7c2b63c4a03
+Create Date: 2025-03-05 10:50:30.516962
+
+"""
+from alembic import op
+import sqlalchemy as sa
+import json
+import logging
+
+# revision identifiers, used by Alembic.
+revision = "3934b1bc7b62"
+down_revision = "b7c2b63c4a03"
+branch_labels = None
+depends_on = None
+
+logger = logging.getLogger("alembic.runtime.migration")
+
+
+def upgrade() -> None:
+    # Get all GitHub connectors
+    conn = op.get_bind()
+
+    # First get all GitHub connectors
+    github_connectors = conn.execute(
+        sa.text(
+            """
+            SELECT id, connector_specific_config
+            FROM connector
+            WHERE source = 'GITHUB'
+            """
+        )
+    ).fetchall()
+
+    # Update each connector's config
+    updated_count = 0
+    for connector_id, config in github_connectors:
+        try:
+            if not config:
+                logger.warning(f"Connector {connector_id} has no config, skipping")
+                continue
+
+            # Parse the config if it's a string
+            if isinstance(config, str):
+                config = json.loads(config)
+
+            if "repo_name" not in config:
+                continue
+
+            # Create new config with repositories instead of repo_name
+            new_config = dict(config)
+            repo_name_value = new_config.pop("repo_name")
+            new_config["repositories"] = repo_name_value
+
+            # Update the connector with the new config
+            conn.execute(
+                sa.text(
+                    """
+                    UPDATE connector
+                    SET connector_specific_config = :new_config
+                    WHERE id = :connector_id
+                    """
+                ),
+                {"connector_id": connector_id, "new_config": json.dumps(new_config)},
+            )
+            updated_count += 1
+        except Exception as e:
+            logger.error(f"Error updating connector {connector_id}: {str(e)}")
+
+
+def downgrade() -> None:
+    # Get all GitHub connectors
+    conn = op.get_bind()
+
+    logger.debug(
+        "Starting rollback of GitHub connectors from repositories to repo_name"
+    )
+
+    github_connectors = conn.execute(
+        sa.text(
+            """
+            SELECT id, connector_specific_config
+            FROM connector
+            WHERE source = 'GITHUB'
+            """
+        )
+    ).fetchall()
+
+    logger.debug(f"Found {len(github_connectors)} GitHub connectors to rollback")
+
+    # Revert each GitHub connector to use repo_name instead of repositories
+    reverted_count = 0
+    for connector_id, config in github_connectors:
+        try:
+            if not config:
+                continue
+
+            # Parse the config if it's a string
+            if isinstance(config, str):
+                config = json.loads(config)
+
+            if "repositories" not in config:
+                continue
+
+            # Create new config with repo_name instead of repositories
+            new_config = dict(config)
+            repositories_value = new_config.pop("repositories")
+            new_config["repo_name"] = repositories_value
+
+            # Update the connector with the new config
+            conn.execute(
+                sa.text(
+                    """
+                    UPDATE connector
+                    SET connector_specific_config = :new_config
+                    WHERE id = :connector_id
+                    """
+                ),
+                {"new_config": json.dumps(new_config), "connector_id": connector_id},
+            )
+            reverted_count += 1
+        except Exception as e:
+            logger.error(f"Error reverting connector {connector_id}: {str(e)}")

backend/alembic/versions/3bd4c84fe72f_improved_index.py

@@ -0,0 +1,84 @@
+"""improved index
+
+Revision ID: 3bd4c84fe72f
+Revises: 8f43500ee275
+Create Date: 2025-02-26 13:07:56.217791
+
+"""
+from alembic import op
+
+
+# revision identifiers, used by Alembic.
+revision = "3bd4c84fe72f"
+down_revision = "8f43500ee275"
+branch_labels = None
+depends_on = None
+
+
+# NOTE:
+# This migration addresses issues with the previous migration (8f43500ee275) which caused
+# an outage by creating an index without using CONCURRENTLY. This migration:
+#
+# 1. Creates more efficient full-text search capabilities using tsvector columns and GIN indexes
+# 2. Uses CONCURRENTLY for all index creation to prevent table locking
+# 3. Explicitly manages transactions with COMMIT statements to allow CONCURRENTLY to work
+# (see: https://www.postgresql.org/docs/9.4/sql-createindex.html#SQL-CREATEINDEX-CONCURRENTLY)
+# (see: https://github.com/sqlalchemy/alembic/issues/277)
+# 4. Adds indexes to both chat_message and chat_session tables for comprehensive search
+
+
+def upgrade() -> None:
+    # Create a GIN index for full-text search on chat_message.message
+    op.execute(
+        """
+        ALTER TABLE chat_message
+        ADD COLUMN message_tsv tsvector
+        GENERATED ALWAYS AS (to_tsvector('english', message)) STORED;
+        """
+    )
+
+    # Commit the current transaction before creating concurrent indexes
+    op.execute("COMMIT")
+
+    op.execute(
+        """
+        CREATE INDEX CONCURRENTLY IF NOT EXISTS idx_chat_message_tsv
+        ON chat_message
+        USING GIN (message_tsv)
+        """
+    )
+
+    # Also add a stored tsvector column for chat_session.description
+    op.execute(
+        """
+        ALTER TABLE chat_session
+        ADD COLUMN description_tsv tsvector
+        GENERATED ALWAYS AS (to_tsvector('english', coalesce(description, ''))) STORED;
+        """
+    )
+
+    # Commit again before creating the second concurrent index
+    op.execute("COMMIT")
+
+    op.execute(
+        """
+        CREATE INDEX CONCURRENTLY IF NOT EXISTS idx_chat_session_desc_tsv
+        ON chat_session
+        USING GIN (description_tsv)
+        """
+    )
+
+
+def downgrade() -> None:
+    # Drop the indexes first (use CONCURRENTLY for dropping too)
+    op.execute("COMMIT")
+    op.execute("DROP INDEX CONCURRENTLY IF EXISTS idx_chat_message_tsv;")
+
+    op.execute("COMMIT")
+    op.execute("DROP INDEX CONCURRENTLY IF EXISTS idx_chat_session_desc_tsv;")
+
+    # Then drop the columns
+    op.execute("ALTER TABLE chat_message DROP COLUMN IF EXISTS message_tsv;")
+    op.execute("ALTER TABLE chat_session DROP COLUMN IF EXISTS description_tsv;")
+
+    op.execute("DROP INDEX IF EXISTS idx_chat_message_message_lower;")

backend/alembic/versions/4d58345da04a_lowercase_user_emails.py

@@ -0,0 +1,64 @@
+"""lowercase_user_emails
+
+Revision ID: 4d58345da04a
+Revises: f1ca58b2f2ec
+Create Date: 2025-01-29 07:48:46.784041
+
+"""
+import logging
+from typing import cast
+from alembic import op
+from sqlalchemy.exc import IntegrityError
+from sqlalchemy.sql import text
+
+
+# revision identifiers, used by Alembic.
+revision = "4d58345da04a"
+down_revision = "f1ca58b2f2ec"
+branch_labels = None
+depends_on = None
+
+logger = logging.getLogger("alembic.runtime.migration")
+
+
+def upgrade() -> None:
+    """Conflicts on lowercasing will result in the uppercased email getting a
+    unique integer suffix when converted to lowercase."""
+
+    connection = op.get_bind()
+
+    # Fetch all user emails that are not already lowercase
+    user_emails = connection.execute(
+        text('SELECT id, email FROM "user" WHERE email != LOWER(email)')
+    ).fetchall()
+
+    for user_id, email in user_emails:
+        email = cast(str, email)
+        username, domain = email.rsplit("@", 1)
+        new_email = f"{username.lower()}@{domain.lower()}"
+        attempt = 1
+
+        while True:
+            try:
+                # Try updating the email
+                connection.execute(
+                    text('UPDATE "user" SET email = :new_email WHERE id = :user_id'),
+                    {"new_email": new_email, "user_id": user_id},
+                )
+                break  # Success, exit loop
+            except IntegrityError:
+                next_email = f"{username.lower()}_{attempt}@{domain.lower()}"
+                # Email conflict occurred, append `_1`, `_2`, etc., to the username
+                logger.warning(
+                    f"Conflict while lowercasing email: "
+                    f"old_email={email} "
+                    f"conflicting_email={new_email} "
+                    f"next_email={next_email}"
+                )
+                new_email = next_email
+                attempt += 1
+
+
+def downgrade() -> None:
+    # Cannot restore original case of emails
+    pass

backend/alembic/versions/4ee1287bd26a_add_multiple_slack_bot_support.py

@@ -5,7 +5,6 @@ Revises: 47e5bef3a1d7
 Create Date: 2024-11-06 13:15:53.302644
 
 """
-import logging
 from typing import cast
 from alembic import op
 import sqlalchemy as sa
@@ -20,13 +19,8 @@ down_revision = "47e5bef3a1d7"
 branch_labels: None = None
 depends_on: None = None
 
-# Configure logging
-logger = logging.getLogger("alembic.runtime.migration")
-logger.setLevel(logging.INFO)
-
 
 def upgrade() -> None:
-    logger.info(f"{revision}: create_table: slack_bot")
     # Create new slack_bot table
     op.create_table(
         "slack_bot",
@@ -63,7 +57,6 @@ def upgrade() -> None:
     )
 
     # Handle existing Slack bot tokens first
-    logger.info(f"{revision}: Checking for existing Slack bot.")
     bot_token = None
     app_token = None
     first_row_id = None
@@ -71,15 +64,12 @@ def upgrade() -> None:
     try:
         tokens = cast(dict, get_kv_store().load("slack_bot_tokens_config_key"))
     except Exception:
-        logger.warning("No existing Slack bot tokens found.")
         tokens = {}
 
     bot_token = tokens.get("bot_token")
     app_token = tokens.get("app_token")
 
     if bot_token and app_token:
-        logger.info(f"{revision}: Found bot and app tokens.")
-
         session = Session(bind=op.get_bind())
         new_slack_bot = SlackBot(
             name="Slack Bot (Migrated)",
@@ -170,10 +160,9 @@ def upgrade() -> None:
     # Clean up old tokens if they existed
     try:
         if bot_token and app_token:
-            logger.info(f"{revision}: Removing old bot and app tokens.")
             get_kv_store().delete("slack_bot_tokens_config_key")
     except Exception:
-        logger.warning("tried to delete tokens in dynamic config but failed")
+        pass
     # Rename the table
     op.rename_table(
         "slack_bot_config__standard_answer_category",
@@ -190,8 +179,6 @@ def upgrade() -> None:
     # Drop the table with CASCADE to handle dependent objects
     op.execute("DROP TABLE slack_bot_config CASCADE")
 
-    logger.info(f"{revision}: Migration complete.")
-
 
 def downgrade() -> None:
     # Recreate the old slack_bot_config table
@@ -273,7 +260,7 @@ def downgrade() -> None:
             }
             get_kv_store().store("slack_bot_tokens_config_key", tokens)
     except Exception:
-        logger.warning("Failed to save tokens back to KV store")
+        pass
 
     # Drop the new tables in reverse order
     op.drop_table("slack_channel_config")

backend/alembic/versions/8f43500ee275_add_index.py

@@ -0,0 +1,32 @@
+"""add index
+
+Revision ID: 8f43500ee275
+Revises: da42808081e3
+Create Date: 2025-02-24 17:35:33.072714
+
+"""
+from alembic import op
+
+
+# revision identifiers, used by Alembic.
+revision = "8f43500ee275"
+down_revision = "da42808081e3"
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    # Create a basic index on the lowercase message column for direct text matching
+    # Limit to 1500 characters to stay well under the 2856 byte limit of btree version 4
+    # op.execute(
+    #     """
+    #     CREATE INDEX idx_chat_message_message_lower
+    #     ON chat_message (LOWER(substring(message, 1, 1500)))
+    #     """
+    # )
+    pass
+
+
+def downgrade() -> None:
+    # Drop the index
+    op.execute("DROP INDEX IF EXISTS idx_chat_message_message_lower;")

backend/alembic/versions/98a5008d8711_agent_tracking.py

@@ -0,0 +1,107 @@
+"""agent_tracking
+
+Revision ID: 98a5008d8711
+Revises: 2f80c6a2550f
+Create Date: 2025-01-29 17:00:00.000001
+
+"""
+from alembic import op
+import sqlalchemy as sa
+from sqlalchemy.dialects import postgresql
+from sqlalchemy.dialects.postgresql import UUID
+
+# revision identifiers, used by Alembic.
+revision = "98a5008d8711"
+down_revision = "2f80c6a2550f"
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    op.create_table(
+        "agent__search_metrics",
+        sa.Column("id", sa.Integer(), nullable=False),
+        sa.Column("user_id", postgresql.UUID(as_uuid=True), nullable=True),
+        sa.Column("persona_id", sa.Integer(), nullable=True),
+        sa.Column("agent_type", sa.String(), nullable=False),
+        sa.Column("start_time", sa.DateTime(timezone=True), nullable=False),
+        sa.Column("base_duration_s", sa.Float(), nullable=False),
+        sa.Column("full_duration_s", sa.Float(), nullable=False),
+        sa.Column("base_metrics", postgresql.JSONB(), nullable=True),
+        sa.Column("refined_metrics", postgresql.JSONB(), nullable=True),
+        sa.Column("all_metrics", postgresql.JSONB(), nullable=True),
+        sa.ForeignKeyConstraint(
+            ["persona_id"],
+            ["persona.id"],
+        ),
+        sa.ForeignKeyConstraint(["user_id"], ["user.id"], ondelete="CASCADE"),
+        sa.PrimaryKeyConstraint("id"),
+    )
+
+    # Create sub_question table
+    op.create_table(
+        "agent__sub_question",
+        sa.Column("id", sa.Integer, primary_key=True),
+        sa.Column("primary_question_id", sa.Integer, sa.ForeignKey("chat_message.id")),
+        sa.Column(
+            "chat_session_id", UUID(as_uuid=True), sa.ForeignKey("chat_session.id")
+        ),
+        sa.Column("sub_question", sa.Text),
+        sa.Column(
+            "time_created", sa.DateTime(timezone=True), server_default=sa.func.now()
+        ),
+        sa.Column("sub_answer", sa.Text),
+        sa.Column("sub_question_doc_results", postgresql.JSONB(), nullable=True),
+        sa.Column("level", sa.Integer(), nullable=False),
+        sa.Column("level_question_num", sa.Integer(), nullable=False),
+    )
+
+    # Create sub_query table
+    op.create_table(
+        "agent__sub_query",
+        sa.Column("id", sa.Integer, primary_key=True),
+        sa.Column(
+            "parent_question_id", sa.Integer, sa.ForeignKey("agent__sub_question.id")
+        ),
+        sa.Column(
+            "chat_session_id", UUID(as_uuid=True), sa.ForeignKey("chat_session.id")
+        ),
+        sa.Column("sub_query", sa.Text),
+        sa.Column(
+            "time_created", sa.DateTime(timezone=True), server_default=sa.func.now()
+        ),
+    )
+
+    # Create sub_query__search_doc association table
+    op.create_table(
+        "agent__sub_query__search_doc",
+        sa.Column(
+            "sub_query_id",
+            sa.Integer,
+            sa.ForeignKey("agent__sub_query.id"),
+            primary_key=True,
+        ),
+        sa.Column(
+            "search_doc_id",
+            sa.Integer,
+            sa.ForeignKey("search_doc.id"),
+            primary_key=True,
+        ),
+    )
+
+    op.add_column(
+        "chat_message",
+        sa.Column(
+            "refined_answer_improvement",
+            sa.Boolean(),
+            nullable=True,
+        ),
+    )
+
+
+def downgrade() -> None:
+    op.drop_column("chat_message", "refined_answer_improvement")
+    op.drop_table("agent__sub_query__search_doc")
+    op.drop_table("agent__sub_query")
+    op.drop_table("agent__sub_question")
+    op.drop_table("agent__search_metrics")

backend/alembic/versions/9c00a2bccb83_chat_message_agentic.py

@@ -0,0 +1,43 @@
+"""chat_message_agentic
+
+Revision ID: 9c00a2bccb83
+Revises: b7a7eee5aa15
+Create Date: 2025-02-17 11:15:43.081150
+
+"""
+from alembic import op
+import sqlalchemy as sa
+
+
+# revision identifiers, used by Alembic.
+revision = "9c00a2bccb83"
+down_revision = "b7a7eee5aa15"
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    # First add the column as nullable
+    op.add_column("chat_message", sa.Column("is_agentic", sa.Boolean(), nullable=True))
+
+    # Update existing rows based on presence of SubQuestions
+    op.execute(
+        """
+        UPDATE chat_message
+        SET is_agentic = EXISTS (
+            SELECT 1
+            FROM agent__sub_question
+            WHERE agent__sub_question.primary_question_id = chat_message.id
+        )
+        WHERE is_agentic IS NULL
+    """
+    )
+
+    # Make the column non-nullable with a default value of False
+    op.alter_column(
+        "chat_message", "is_agentic", nullable=False, server_default=sa.text("false")
+    )
+
+
+def downgrade() -> None:
+    op.drop_column("chat_message", "is_agentic")

backend/alembic/versions/a6df6b88ef81_remove_recent_assistants.py

@@ -0,0 +1,29 @@
+"""remove recent assistants
+
+Revision ID: a6df6b88ef81
+Revises: 4d58345da04a
+Create Date: 2025-01-29 10:25:52.790407
+
+"""
+from alembic import op
+import sqlalchemy as sa
+from sqlalchemy.dialects import postgresql
+
+# revision identifiers, used by Alembic.
+revision = "a6df6b88ef81"
+down_revision = "4d58345da04a"
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    op.drop_column("user", "recent_assistants")
+
+
+def downgrade() -> None:
+    op.add_column(
+        "user",
+        sa.Column(
+            "recent_assistants", postgresql.JSONB(), server_default="[]", nullable=False
+        ),
+    )

backend/alembic/versions/acaab4ef4507_remove_inactive_ccpair_status_on_.py

@@ -0,0 +1,29 @@
+"""remove inactive ccpair status on downgrade
+
+Revision ID: acaab4ef4507
+Revises: b388730a2899
+Create Date: 2025-02-16 18:21:41.330212
+
+"""
+from alembic import op
+from onyx.db.models import ConnectorCredentialPair
+from onyx.db.enums import ConnectorCredentialPairStatus
+from sqlalchemy import update
+
+# revision identifiers, used by Alembic.
+revision = "acaab4ef4507"
+down_revision = "b388730a2899"
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    pass
+
+
+def downgrade() -> None:
+    op.execute(
+        update(ConnectorCredentialPair)
+        .where(ConnectorCredentialPair.status == ConnectorCredentialPairStatus.INVALID)
+        .values(status=ConnectorCredentialPairStatus.ACTIVE)
+    )

backend/alembic/versions/b388730a2899_nullable_preferences.py

@@ -0,0 +1,31 @@
+"""nullable preferences
+
+Revision ID: b388730a2899
+Revises: 1a03d2c2856b
+Create Date: 2025-02-17 18:49:22.643902
+
+"""
+from alembic import op
+
+
+# revision identifiers, used by Alembic.
+revision = "b388730a2899"
+down_revision = "1a03d2c2856b"
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    op.alter_column("user", "temperature_override_enabled", nullable=True)
+    op.alter_column("user", "auto_scroll", nullable=True)
+
+
+def downgrade() -> None:
+    # Ensure no null values before making columns non-nullable
+    op.execute(
+        'UPDATE "user" SET temperature_override_enabled = false WHERE temperature_override_enabled IS NULL'
+    )
+    op.execute('UPDATE "user" SET auto_scroll = false WHERE auto_scroll IS NULL')
+
+    op.alter_column("user", "temperature_override_enabled", nullable=False)
+    op.alter_column("user", "auto_scroll", nullable=False)

backend/alembic/versions/b7a7eee5aa15_add_checkpointing_failure_handling.py

@@ -0,0 +1,124 @@
+"""Add checkpointing/failure handling
+
+Revision ID: b7a7eee5aa15
+Revises: f39c5794c10a
+Create Date: 2025-01-24 15:17:36.763172
+
+"""
+from alembic import op
+import sqlalchemy as sa
+from sqlalchemy.dialects import postgresql
+
+# revision identifiers, used by Alembic.
+revision = "b7a7eee5aa15"
+down_revision = "f39c5794c10a"
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    op.add_column(
+        "index_attempt",
+        sa.Column("checkpoint_pointer", sa.String(), nullable=True),
+    )
+    op.add_column(
+        "index_attempt",
+        sa.Column("poll_range_start", sa.DateTime(timezone=True), nullable=True),
+    )
+    op.add_column(
+        "index_attempt",
+        sa.Column("poll_range_end", sa.DateTime(timezone=True), nullable=True),
+    )
+
+    op.create_index(
+        "ix_index_attempt_cc_pair_settings_poll",
+        "index_attempt",
+        [
+            "connector_credential_pair_id",
+            "search_settings_id",
+            "status",
+            sa.text("time_updated DESC"),
+        ],
+    )
+
+    # Drop the old IndexAttemptError table
+    op.drop_index("index_attempt_id", table_name="index_attempt_errors")
+    op.drop_table("index_attempt_errors")
+
+    # Create the new version of the table
+    op.create_table(
+        "index_attempt_errors",
+        sa.Column("id", sa.Integer(), primary_key=True),
+        sa.Column("index_attempt_id", sa.Integer(), nullable=False),
+        sa.Column("connector_credential_pair_id", sa.Integer(), nullable=False),
+        sa.Column("document_id", sa.String(), nullable=True),
+        sa.Column("document_link", sa.String(), nullable=True),
+        sa.Column("entity_id", sa.String(), nullable=True),
+        sa.Column("failed_time_range_start", sa.DateTime(timezone=True), nullable=True),
+        sa.Column("failed_time_range_end", sa.DateTime(timezone=True), nullable=True),
+        sa.Column("failure_message", sa.Text(), nullable=False),
+        sa.Column("is_resolved", sa.Boolean(), nullable=False, default=False),
+        sa.Column(
+            "time_created",
+            sa.DateTime(timezone=True),
+            server_default=sa.text("now()"),
+            nullable=False,
+        ),
+        sa.ForeignKeyConstraint(
+            ["index_attempt_id"],
+            ["index_attempt.id"],
+        ),
+        sa.ForeignKeyConstraint(
+            ["connector_credential_pair_id"],
+            ["connector_credential_pair.id"],
+        ),
+    )
+
+
+def downgrade() -> None:
+    op.execute("SET lock_timeout = '5s'")
+
+    # try a few times to drop the table, this has been observed to fail due to other locks
+    # blocking the drop
+    NUM_TRIES = 10
+    for i in range(NUM_TRIES):
+        try:
+            op.drop_table("index_attempt_errors")
+            break
+        except Exception as e:
+            if i == NUM_TRIES - 1:
+                raise e
+            print(f"Error dropping table: {e}. Retrying...")
+
+    op.execute("SET lock_timeout = DEFAULT")
+
+    # Recreate the old IndexAttemptError table
+    op.create_table(
+        "index_attempt_errors",
+        sa.Column("id", sa.Integer(), primary_key=True),
+        sa.Column("index_attempt_id", sa.Integer(), nullable=True),
+        sa.Column("batch", sa.Integer(), nullable=True),
+        sa.Column("doc_summaries", postgresql.JSONB(), nullable=False),
+        sa.Column("error_msg", sa.Text(), nullable=True),
+        sa.Column("traceback", sa.Text(), nullable=True),
+        sa.Column(
+            "time_created",
+            sa.DateTime(timezone=True),
+            server_default=sa.text("now()"),
+        ),
+        sa.ForeignKeyConstraint(
+            ["index_attempt_id"],
+            ["index_attempt.id"],
+        ),
+    )
+
+    op.create_index(
+        "index_attempt_id",
+        "index_attempt_errors",
+        ["time_created"],
+    )
+
+    op.drop_index("ix_index_attempt_cc_pair_settings_poll")
+    op.drop_column("index_attempt", "checkpoint_pointer")
+    op.drop_column("index_attempt", "poll_range_start")
+    op.drop_column("index_attempt", "poll_range_end")

backend/alembic/versions/b7c2b63c4a03_add_background_reindex_enabled_field.py

@@ -0,0 +1,55 @@
+"""add background_reindex_enabled field
+
+Revision ID: b7c2b63c4a03
+Revises: f11b408e39d3
+Create Date: 2024-03-26 12:34:56.789012
+
+"""
+from alembic import op
+import sqlalchemy as sa
+
+from onyx.db.enums import EmbeddingPrecision
+
+
+# revision identifiers, used by Alembic.
+revision = "b7c2b63c4a03"
+down_revision = "f11b408e39d3"
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    # Add background_reindex_enabled column with default value of True
+    op.add_column(
+        "search_settings",
+        sa.Column(
+            "background_reindex_enabled",
+            sa.Boolean(),
+            nullable=False,
+            server_default="true",
+        ),
+    )
+
+    # Add embedding_precision column with default value of FLOAT
+    op.add_column(
+        "search_settings",
+        sa.Column(
+            "embedding_precision",
+            sa.Enum(EmbeddingPrecision, native_enum=False),
+            nullable=False,
+            server_default=EmbeddingPrecision.FLOAT.name,
+        ),
+    )
+
+    # Add reduced_dimension column with default value of None
+    op.add_column(
+        "search_settings",
+        sa.Column("reduced_dimension", sa.Integer(), nullable=True),
+    )
+
+
+def downgrade() -> None:
+    # Remove the background_reindex_enabled column
+    op.drop_column("search_settings", "background_reindex_enabled")
+    op.drop_column("search_settings", "embedding_precision")
+    op.drop_column("search_settings", "reduced_dimension")

backend/alembic/versions/da42808081e3_migrate_jira_connectors_to_new_format.py

@@ -0,0 +1,120 @@
+"""migrate jira connectors to new format
+
+Revision ID: da42808081e3
+Revises: f13db29f3101
+Create Date: 2025-02-24 11:24:54.396040
+
+"""
+from alembic import op
+import sqlalchemy as sa
+import json
+
+from onyx.configs.constants import DocumentSource
+from onyx.connectors.onyx_jira.utils import extract_jira_project
+
+
+# revision identifiers, used by Alembic.
+revision = "da42808081e3"
+down_revision = "f13db29f3101"
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    # Get all Jira connectors
+    conn = op.get_bind()
+
+    # First get all Jira connectors
+    jira_connectors = conn.execute(
+        sa.text(
+            """
+            SELECT id, connector_specific_config
+            FROM connector
+            WHERE source = :source
+            """
+        ),
+        {"source": DocumentSource.JIRA.value.upper()},
+    ).fetchall()
+
+    # Update each connector's config
+    for connector_id, old_config in jira_connectors:
+        if not old_config:
+            continue
+
+        # Extract project key from URL if it exists
+        new_config: dict[str, str | None] = {}
+        if project_url := old_config.get("jira_project_url"):
+            # Parse the URL to get base and project
+            try:
+                jira_base, project_key = extract_jira_project(project_url)
+                new_config = {"jira_base_url": jira_base, "project_key": project_key}
+            except ValueError:
+                # If URL parsing fails, just use the URL as the base
+                new_config = {
+                    "jira_base_url": project_url.split("/projects/")[0],
+                    "project_key": None,
+                }
+        else:
+            # For connectors without a project URL, we need admin intervention
+            # Mark these for review
+            print(
+                f"WARNING: Jira connector {connector_id} has no project URL configured"
+            )
+            continue
+
+        # Update the connector config
+        conn.execute(
+            sa.text(
+                """
+                UPDATE connector
+                SET connector_specific_config = :new_config
+                WHERE id = :id
+                """
+            ),
+            {"id": connector_id, "new_config": json.dumps(new_config)},
+        )
+
+
+def downgrade() -> None:
+    # Get all Jira connectors
+    conn = op.get_bind()
+
+    # First get all Jira connectors
+    jira_connectors = conn.execute(
+        sa.text(
+            """
+            SELECT id, connector_specific_config
+            FROM connector
+            WHERE source = :source
+            """
+        ),
+        {"source": DocumentSource.JIRA.value.upper()},
+    ).fetchall()
+
+    # Update each connector's config back to the old format
+    for connector_id, new_config in jira_connectors:
+        if not new_config:
+            continue
+
+        old_config = {}
+        base_url = new_config.get("jira_base_url")
+        project_key = new_config.get("project_key")
+
+        if base_url and project_key:
+            old_config = {"jira_project_url": f"{base_url}/projects/{project_key}"}
+        elif base_url:
+            old_config = {"jira_project_url": base_url}
+        else:
+            continue
+
+        # Update the connector config
+        conn.execute(
+            sa.text(
+                """
+                UPDATE connector
+                SET connector_specific_config = :old_config
+                WHERE id = :id
+                """
+            ),
+            {"id": connector_id, "old_config": old_config},
+        )

backend/alembic/versions/df46c75b714e_add_default_vision_provider_to_llm_.py

@@ -0,0 +1,36 @@
+"""add_default_vision_provider_to_llm_provider
+
+Revision ID: df46c75b714e
+Revises: 3934b1bc7b62
+Create Date: 2025-03-11 16:20:19.038945
+
+"""
+from alembic import op
+import sqlalchemy as sa
+
+
+# revision identifiers, used by Alembic.
+revision = "df46c75b714e"
+down_revision = "3934b1bc7b62"
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    op.add_column(
+        "llm_provider",
+        sa.Column(
+            "is_default_vision_provider",
+            sa.Boolean(),
+            nullable=True,
+            server_default=sa.false(),
+        ),
+    )
+    op.add_column(
+        "llm_provider", sa.Column("default_vision_model", sa.String(), nullable=True)
+    )
+
+
+def downgrade() -> None:
+    op.drop_column("llm_provider", "default_vision_model")
+    op.drop_column("llm_provider", "is_default_vision_provider")

backend/alembic/versions/eaa3b5593925_add_default_slack_channel_config.py

@@ -0,0 +1,80 @@
+"""add default slack channel config
+
+Revision ID: eaa3b5593925
+Revises: 98a5008d8711
+Create Date: 2025-02-03 18:07:56.552526
+
+"""
+from alembic import op
+import sqlalchemy as sa
+
+
+# revision identifiers, used by Alembic.
+revision = "eaa3b5593925"
+down_revision = "98a5008d8711"
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    # Add is_default column
+    op.add_column(
+        "slack_channel_config",
+        sa.Column("is_default", sa.Boolean(), nullable=False, server_default="false"),
+    )
+
+    op.create_index(
+        "ix_slack_channel_config_slack_bot_id_default",
+        "slack_channel_config",
+        ["slack_bot_id", "is_default"],
+        unique=True,
+        postgresql_where=sa.text("is_default IS TRUE"),
+    )
+
+    # Create default channel configs for existing slack bots without one
+    conn = op.get_bind()
+    slack_bots = conn.execute(sa.text("SELECT id FROM slack_bot")).fetchall()
+
+    for slack_bot in slack_bots:
+        slack_bot_id = slack_bot[0]
+        existing_default = conn.execute(
+            sa.text(
+                "SELECT id FROM slack_channel_config WHERE slack_bot_id = :bot_id AND is_default = TRUE"
+            ),
+            {"bot_id": slack_bot_id},
+        ).fetchone()
+
+        if not existing_default:
+            conn.execute(
+                sa.text(
+                    """
+                    INSERT INTO slack_channel_config (
+                        slack_bot_id, persona_id, channel_config, enable_auto_filters, is_default
+                    ) VALUES (
+                        :bot_id, NULL,
+                        '{"channel_name": null, '
+                        '"respond_member_group_list": [], '
+                        '"answer_filters": [], '
+                        '"follow_up_tags": [], '
+                        '"respond_tag_only": true}',
+                        FALSE, TRUE
+                    )
+                """
+                ),
+                {"bot_id": slack_bot_id},
+            )
+
+
+def downgrade() -> None:
+    # Delete default slack channel configs
+    conn = op.get_bind()
+    conn.execute(sa.text("DELETE FROM slack_channel_config WHERE is_default = TRUE"))
+
+    # Remove index
+    op.drop_index(
+        "ix_slack_channel_config_slack_bot_id_default",
+        table_name="slack_channel_config",
+    )
+
+    # Remove is_default column
+    op.drop_column("slack_channel_config", "is_default")

backend/alembic/versions/f11b408e39d3_force_lowercase_all_users.py

@@ -0,0 +1,36 @@
+"""force lowercase all users
+
+Revision ID: f11b408e39d3
+Revises: 3bd4c84fe72f
+Create Date: 2025-02-26 17:04:55.683500
+
+"""
+
+
+# revision identifiers, used by Alembic.
+revision = "f11b408e39d3"
+down_revision = "3bd4c84fe72f"
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    # 1) Convert all existing user emails to lowercase
+    from alembic import op
+
+    op.execute(
+        """
+        UPDATE "user"
+        SET email = LOWER(email)
+        """
+    )
+
+    # 2) Add a check constraint to ensure emails are always lowercase
+    op.create_check_constraint("ensure_lowercase_email", "user", "email = LOWER(email)")
+
+
+def downgrade() -> None:
+    # Drop the check constraint
+    from alembic import op
+
+    op.drop_constraint("ensure_lowercase_email", "user", type_="check")

backend/alembic/versions/f13db29f3101_add_composite_index_for_last_modified_.py

@@ -0,0 +1,27 @@
+"""Add composite index for last_modified and last_synced to document
+
+Revision ID: f13db29f3101
+Revises: b388730a2899
+Create Date: 2025-02-18 22:48:11.511389
+
+"""
+from alembic import op
+
+# revision identifiers, used by Alembic.
+revision = "f13db29f3101"
+down_revision = "acaab4ef4507"
+branch_labels: str | None = None
+depends_on: str | None = None
+
+
+def upgrade() -> None:
+    op.create_index(
+        "ix_document_sync_status",
+        "document",
+        ["last_modified", "last_synced"],
+        unique=False,
+    )
+
+
+def downgrade() -> None:
+    op.drop_index("ix_document_sync_status", table_name="document")

backend/alembic/versions/f39c5794c10a_add_background_errors_table.py

@@ -0,0 +1,40 @@
+"""Add background errors table
+
+Revision ID: f39c5794c10a
+Revises: 2cdeff6d8c93
+Create Date: 2025-02-12 17:11:14.527876
+
+"""
+from alembic import op
+import sqlalchemy as sa
+
+# revision identifiers, used by Alembic.
+revision = "f39c5794c10a"
+down_revision = "2cdeff6d8c93"
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    op.create_table(
+        "background_error",
+        sa.Column("id", sa.Integer(), nullable=False),
+        sa.Column("message", sa.String(), nullable=False),
+        sa.Column(
+            "time_created",
+            sa.DateTime(timezone=True),
+            server_default=sa.text("now()"),
+            nullable=False,
+        ),
+        sa.Column("cc_pair_id", sa.Integer(), nullable=True),
+        sa.PrimaryKeyConstraint("id"),
+        sa.ForeignKeyConstraint(
+            ["cc_pair_id"],
+            ["connector_credential_pair.id"],
+            ondelete="CASCADE",
+        ),
+    )
+
+
+def downgrade() -> None:
+    op.drop_table("background_error")

backend/alembic/versions/f5437cc136c5_delete_non_search_assistants.py

@@ -0,0 +1,53 @@
+"""delete non-search assistants
+
+Revision ID: f5437cc136c5
+Revises: eaa3b5593925
+Create Date: 2025-02-04 16:17:15.677256
+
+"""
+from alembic import op
+
+
+# revision identifiers, used by Alembic.
+revision = "f5437cc136c5"
+down_revision = "eaa3b5593925"
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    pass
+
+
+def downgrade() -> None:
+    # Fix: split the statements into multiple op.execute() calls
+    op.execute(
+        """
+        WITH personas_without_search AS (
+            SELECT p.id
+            FROM persona p
+            LEFT JOIN persona__tool pt ON p.id = pt.persona_id
+            LEFT JOIN tool t ON pt.tool_id = t.id
+            GROUP BY p.id
+            HAVING COUNT(CASE WHEN t.in_code_tool_id = 'run_search' THEN 1 END) = 0
+        )
+        UPDATE slack_channel_config
+        SET persona_id = NULL
+        WHERE is_default = TRUE AND persona_id IN (SELECT id FROM personas_without_search)
+        """
+    )
+
+    op.execute(
+        """
+        WITH personas_without_search AS (
+            SELECT p.id
+            FROM persona p
+            LEFT JOIN persona__tool pt ON p.id = pt.persona_id
+            LEFT JOIN tool t ON pt.tool_id = t.id
+            GROUP BY p.id
+            HAVING COUNT(CASE WHEN t.in_code_tool_id = 'run_search' THEN 1 END) = 0
+        )
+        DELETE FROM slack_channel_config
+        WHERE is_default = FALSE AND persona_id IN (SELECT id FROM personas_without_search)
+        """
+    )

backend/alembic_tenants/versions/34e3630c7f32_lowercase_multi_tenant_user_auth.py

@@ -0,0 +1,42 @@
+"""lowercase multi-tenant user auth
+
+Revision ID: 34e3630c7f32
+Revises: a4f6ee863c47
+Create Date: 2025-02-26 15:03:01.211894
+
+"""
+from alembic import op
+
+
+# revision identifiers, used by Alembic.
+revision = "34e3630c7f32"
+down_revision = "a4f6ee863c47"
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    # 1) Convert all existing rows to lowercase
+    op.execute(
+        """
+        UPDATE user_tenant_mapping
+        SET email = LOWER(email)
+        """
+    )
+    # 2) Add a check constraint so that emails cannot be written in uppercase
+    op.create_check_constraint(
+        "ensure_lowercase_email",
+        "user_tenant_mapping",
+        "email = LOWER(email)",
+        schema="public",
+    )
+
+
+def downgrade() -> None:
+    # Drop the check constraint
+    op.drop_constraint(
+        "ensure_lowercase_email",
+        "user_tenant_mapping",
+        schema="public",
+        type_="check",
+    )

backend/alembic_tenants/versions/3b45e0018bf1_add_new_available_tenant_table.py

@@ -0,0 +1,33 @@
+"""add new available tenant table
+
+Revision ID: 3b45e0018bf1
+Revises: ac842f85f932
+Create Date: 2025-03-06 09:55:18.229910
+
+"""
+import sqlalchemy as sa
+
+from alembic import op
+
+
+# revision identifiers, used by Alembic.
+revision = "3b45e0018bf1"
+down_revision = "ac842f85f932"
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    # Create new_available_tenant table
+    op.create_table(
+        "available_tenant",
+        sa.Column("tenant_id", sa.String(), nullable=False),
+        sa.Column("alembic_version", sa.String(), nullable=False),
+        sa.Column("date_created", sa.DateTime(), nullable=False),
+        sa.PrimaryKeyConstraint("tenant_id"),
+    )
+
+
+def downgrade() -> None:
+    # Drop new_available_tenant table
+    op.drop_table("available_tenant")

backend/alembic_tenants/versions/ac842f85f932_new_column_user_tenant_mapping.py

@@ -0,0 +1,51 @@
+"""new column user tenant mapping
+
+Revision ID: ac842f85f932
+Revises: 34e3630c7f32
+Create Date: 2025-03-03 13:30:14.802874
+
+"""
+import sqlalchemy as sa
+
+from alembic import op
+
+
+# revision identifiers, used by Alembic.
+revision = "ac842f85f932"
+down_revision = "34e3630c7f32"
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    # Add active column with default value of True
+    op.add_column(
+        "user_tenant_mapping",
+        sa.Column(
+            "active",
+            sa.Boolean(),
+            nullable=False,
+            server_default="true",
+        ),
+        schema="public",
+    )
+
+    op.drop_constraint("uq_email", "user_tenant_mapping", schema="public")
+
+    # Create a unique index for active=true records
+    # This ensures a user can only be active in one tenant at a time
+    op.execute(
+        "CREATE UNIQUE INDEX uq_user_active_email_idx ON public.user_tenant_mapping (email) WHERE active = true"
+    )
+
+
+def downgrade() -> None:
+    # Drop the unique index for active=true records
+    op.execute("DROP INDEX IF EXISTS uq_user_active_email_idx")
+
+    op.create_unique_constraint(
+        "uq_email", "user_tenant_mapping", ["email"], schema="public"
+    )
+
+    # Remove the active column
+    op.drop_column("user_tenant_mapping", "active", schema="public")

backend/ee/onyx/background/celery/apps/primary.py

@@ -4,12 +4,11 @@ from ee.onyx.server.reporting.usage_export_generation import create_new_usage_re
 from onyx.background.celery.apps.primary import celery_app
 from onyx.background.task_utils import build_celery_task_wrapper
 from onyx.configs.app_configs import JOB_TIMEOUT
-from onyx.db.chat import delete_chat_sessions_older_than
-from onyx.db.engine import get_session_with_tenant
+from onyx.db.chat import delete_chat_session
+from onyx.db.chat import get_chat_sessions_older_than
+from onyx.db.engine import get_session_with_current_tenant
 from onyx.server.settings.store import load_settings
 from onyx.utils.logger import setup_logger
-from shared_configs.configs import MULTI_TENANT
-from shared_configs.contextvars import CURRENT_TENANT_ID_CONTEXTVAR
 
 logger = setup_logger()
 
@@ -18,11 +17,28 @@ logger = setup_logger()
 
 @build_celery_task_wrapper(name_chat_ttl_task)
 @celery_app.task(soft_time_limit=JOB_TIMEOUT)
-def perform_ttl_management_task(
-    retention_limit_days: int, *, tenant_id: str | None
-) -> None:
-    with get_session_with_tenant(tenant_id) as db_session:
-        delete_chat_sessions_older_than(retention_limit_days, db_session)
+def perform_ttl_management_task(retention_limit_days: int, *, tenant_id: str) -> None:
+    with get_session_with_current_tenant() as db_session:
+        old_chat_sessions = get_chat_sessions_older_than(
+            retention_limit_days, db_session
+        )
+
+    for user_id, session_id in old_chat_sessions:
+        # one session per delete so that we don't blow up if a deletion fails.
+        with get_session_with_current_tenant() as db_session:
+            try:
+                delete_chat_session(
+                    user_id,
+                    session_id,
+                    db_session,
+                    include_deleted=True,
+                    hard_delete=True,
+                )
+            except Exception:
+                logger.exception(
+                    "delete_chat_session exceptioned. "
+                    f"user_id={user_id} session_id={session_id}"
+                )
 
 
 #####
@@ -35,24 +51,19 @@ def perform_ttl_management_task(
     ignore_result=True,
     soft_time_limit=JOB_TIMEOUT,
 )
-def check_ttl_management_task(*, tenant_id: str | None) -> None:
+def check_ttl_management_task(*, tenant_id: str) -> None:
     """Runs periodically to check if any ttl tasks should be run and adds them
     to the queue"""
-    token = None
-    if MULTI_TENANT and tenant_id is not None:
-        token = CURRENT_TENANT_ID_CONTEXTVAR.set(tenant_id)
 
     settings = load_settings()
     retention_limit_days = settings.maximum_chat_retention_days
-    with get_session_with_tenant(tenant_id) as db_session:
+    with get_session_with_current_tenant() as db_session:
         if should_perform_chat_ttl_check(retention_limit_days, db_session):
             perform_ttl_management_task.apply_async(
                 kwargs=dict(
                     retention_limit_days=retention_limit_days, tenant_id=tenant_id
                 ),
             )
-    if token is not None:
-        CURRENT_TENANT_ID_CONTEXTVAR.reset(token)
 
 
 @celery_app.task(
@@ -60,9 +71,9 @@ def check_ttl_management_task(*, tenant_id: str | None) -> None:
     ignore_result=True,
     soft_time_limit=JOB_TIMEOUT,
 )
-def autogenerate_usage_report_task(*, tenant_id: str | None) -> None:
+def autogenerate_usage_report_task(*, tenant_id: str) -> None:
     """This generates usage report under the /admin/generate-usage/report endpoint"""
-    with get_session_with_tenant(tenant_id) as db_session:
+    with get_session_with_current_tenant() as db_session:
         create_new_usage_report(
             db_session=db_session,
             user_id=None,

backend/ee/onyx/background/celery/tasks/beat_schedule.py

@@ -1,44 +1,46 @@
 from datetime import timedelta
 from typing import Any
 
+from onyx.background.celery.tasks.beat_schedule import (
+    beat_cloud_tasks as base_beat_system_tasks,
+)
 from onyx.background.celery.tasks.beat_schedule import BEAT_EXPIRES_DEFAULT
 from onyx.background.celery.tasks.beat_schedule import (
-    cloud_tasks_to_schedule as base_cloud_tasks_to_schedule,
+    beat_task_templates as base_beat_task_templates,
 )
+from onyx.background.celery.tasks.beat_schedule import generate_cloud_tasks
 from onyx.background.celery.tasks.beat_schedule import (
-    tasks_to_schedule as base_tasks_to_schedule,
+    get_tasks_to_schedule as base_get_tasks_to_schedule,
 )
-from onyx.configs.constants import ONYX_CLOUD_CELERY_TASK_PREFIX
 from onyx.configs.constants import OnyxCeleryPriority
 from onyx.configs.constants import OnyxCeleryTask
 from shared_configs.configs import MULTI_TENANT
 
-ee_cloud_tasks_to_schedule = [
-    {
-        "name": f"{ONYX_CLOUD_CELERY_TASK_PREFIX}_autogenerate-usage-report",
-        "task": OnyxCeleryTask.CLOUD_BEAT_TASK_GENERATOR,
-        "schedule": timedelta(days=30),
-        "options": {
-            "priority": OnyxCeleryPriority.HIGHEST,
-            "expires": BEAT_EXPIRES_DEFAULT,
+ee_beat_system_tasks: list[dict] = []
+
+ee_beat_task_templates: list[dict] = []
+ee_beat_task_templates.extend(
+    [
+        {
+            "name": "autogenerate-usage-report",
+            "task": OnyxCeleryTask.AUTOGENERATE_USAGE_REPORT_TASK,
+            "schedule": timedelta(days=30),
+            "options": {
+                "priority": OnyxCeleryPriority.MEDIUM,
+                "expires": BEAT_EXPIRES_DEFAULT,
+            },
         },
-        "kwargs": {
-            "task_name": OnyxCeleryTask.AUTOGENERATE_USAGE_REPORT_TASK,
+        {
+            "name": "check-ttl-management",
+            "task": OnyxCeleryTask.CHECK_TTL_MANAGEMENT_TASK,
+            "schedule": timedelta(hours=1),
+            "options": {
+                "priority": OnyxCeleryPriority.MEDIUM,
+                "expires": BEAT_EXPIRES_DEFAULT,
+            },
         },
-    },
-    {
-        "name": f"{ONYX_CLOUD_CELERY_TASK_PREFIX}_check-ttl-management",
-        "task": OnyxCeleryTask.CLOUD_BEAT_TASK_GENERATOR,
-        "schedule": timedelta(hours=1),
-        "options": {
-            "priority": OnyxCeleryPriority.HIGHEST,
-            "expires": BEAT_EXPIRES_DEFAULT,
-        },
-        "kwargs": {
-            "task_name": OnyxCeleryTask.CHECK_TTL_MANAGEMENT_TASK,
-        },
-    },
-]
+    ]
+)
 
 ee_tasks_to_schedule: list[dict] = []
 
@@ -65,9 +67,14 @@ if not MULTI_TENANT:
     ]
 
 
-def get_cloud_tasks_to_schedule() -> list[dict[str, Any]]:
-    return ee_cloud_tasks_to_schedule + base_cloud_tasks_to_schedule
+def get_cloud_tasks_to_schedule(beat_multiplier: float) -> list[dict[str, Any]]:
+    beat_system_tasks = ee_beat_system_tasks + base_beat_system_tasks
+    beat_task_templates = ee_beat_task_templates + base_beat_task_templates
+    cloud_tasks = generate_cloud_tasks(
+        beat_system_tasks, beat_task_templates, beat_multiplier
+    )
+    return cloud_tasks
 
 
 def get_tasks_to_schedule() -> list[dict[str, Any]]:
-    return ee_tasks_to_schedule + base_tasks_to_schedule
+    return ee_tasks_to_schedule + base_get_tasks_to_schedule()

backend/ee/onyx/background/celery/tasks/vespa/tasks.py

@@ -18,7 +18,7 @@ logger = setup_logger()
 
 
 def monitor_usergroup_taskset(
-    tenant_id: str | None, key_bytes: bytes, r: Redis, db_session: Session
+    tenant_id: str, key_bytes: bytes, r: Redis, db_session: Session
 ) -> None:
     """This function is likely to move in the worker refactor happening next."""
     fence_key = key_bytes.decode("utf-8")

backend/ee/onyx/configs/app_configs.py

@@ -59,10 +59,14 @@ SUPER_CLOUD_API_KEY = os.environ.get("SUPER_CLOUD_API_KEY", "api_key")
 
 OAUTH_SLACK_CLIENT_ID = os.environ.get("OAUTH_SLACK_CLIENT_ID", "")
 OAUTH_SLACK_CLIENT_SECRET = os.environ.get("OAUTH_SLACK_CLIENT_SECRET", "")
-OAUTH_CONFLUENCE_CLIENT_ID = os.environ.get("OAUTH_CONFLUENCE_CLIENT_ID", "")
-OAUTH_CONFLUENCE_CLIENT_SECRET = os.environ.get("OAUTH_CONFLUENCE_CLIENT_SECRET", "")
-OAUTH_JIRA_CLIENT_ID = os.environ.get("OAUTH_JIRA_CLIENT_ID", "")
-OAUTH_JIRA_CLIENT_SECRET = os.environ.get("OAUTH_JIRA_CLIENT_SECRET", "")
+OAUTH_CONFLUENCE_CLOUD_CLIENT_ID = os.environ.get(
+    "OAUTH_CONFLUENCE_CLOUD_CLIENT_ID", ""
+)
+OAUTH_CONFLUENCE_CLOUD_CLIENT_SECRET = os.environ.get(
+    "OAUTH_CONFLUENCE_CLOUD_CLIENT_SECRET", ""
+)
+OAUTH_JIRA_CLOUD_CLIENT_ID = os.environ.get("OAUTH_JIRA_CLOUD_CLIENT_ID", "")
+OAUTH_JIRA_CLOUD_CLIENT_SECRET = os.environ.get("OAUTH_JIRA_CLOUD_CLIENT_SECRET", "")
 OAUTH_GOOGLE_DRIVE_CLIENT_ID = os.environ.get("OAUTH_GOOGLE_DRIVE_CLIENT_ID", "")
 OAUTH_GOOGLE_DRIVE_CLIENT_SECRET = os.environ.get(
     "OAUTH_GOOGLE_DRIVE_CLIENT_SECRET", ""
@@ -77,3 +81,5 @@ POSTHOG_HOST = os.environ.get("POSTHOG_HOST") or "https://us.i.posthog.com"
 HUBSPOT_TRACKING_URL = os.environ.get("HUBSPOT_TRACKING_URL")
 
 ANONYMOUS_USER_COOKIE_NAME = "onyx_anonymous_user"
+
+GATED_TENANTS_KEY = "gated_tenants"

backend/ee/onyx/db/connector_credential_pair.py

@@ -4,6 +4,7 @@ from sqlalchemy.orm import Session
 from onyx.configs.constants import DocumentSource
 from onyx.db.connector_credential_pair import get_connector_credential_pair
 from onyx.db.enums import AccessType
+from onyx.db.enums import ConnectorCredentialPairStatus
 from onyx.db.models import Connector
 from onyx.db.models import ConnectorCredentialPair
 from onyx.db.models import UserGroup__ConnectorCredentialPair
@@ -35,10 +36,11 @@ def _delete_connector_credential_pair_user_groups_relationship__no_commit(
 def get_cc_pairs_by_source(
     db_session: Session,
     source_type: DocumentSource,
-    only_sync: bool,
+    access_type: AccessType | None = None,
+    status: ConnectorCredentialPairStatus | None = None,
 ) -> list[ConnectorCredentialPair]:
     """
-    Get all cc_pairs for a given source type (and optionally only sync)
+    Get all cc_pairs for a given source type with optional filtering by access_type and status
     result is sorted by cc_pair id
     """
     query = (
@@ -48,8 +50,11 @@ def get_cc_pairs_by_source(
         .order_by(ConnectorCredentialPair.id)
     )
 
-    if only_sync:
-        query = query.filter(ConnectorCredentialPair.access_type == AccessType.SYNC)
+    if access_type is not None:
+        query = query.filter(ConnectorCredentialPair.access_type == access_type)
+
+    if status is not None:
+        query = query.filter(ConnectorCredentialPair.status == status)
 
     cc_pairs = query.all()
     return cc_pairs

backend/ee/onyx/db/persona.py

@@ -2,8 +2,11 @@ from uuid import UUID
 
 from sqlalchemy.orm import Session
 
+from onyx.configs.constants import NotificationType
 from onyx.db.models import Persona__User
 from onyx.db.models import Persona__UserGroup
+from onyx.db.notification import create_notification
+from onyx.server.features.persona.models import PersonaSharedNotificationData
 
 
 def make_persona_private(
@@ -12,6 +15,9 @@ def make_persona_private(
     group_ids: list[int] | None,
     db_session: Session,
 ) -> None:
+    """NOTE(rkuo): This function batches all updates into a single commit. If we don't
+    dedupe the inputs, the commit will exception."""
+
     db_session.query(Persona__User).filter(
         Persona__User.persona_id == persona_id
     ).delete(synchronize_session="fetch")
@@ -20,11 +26,22 @@ def make_persona_private(
     ).delete(synchronize_session="fetch")
 
     if user_ids:
-        for user_uuid in user_ids:
-            db_session.add(Persona__User(persona_id=persona_id, user_id=user_uuid))
+        user_ids_set = set(user_ids)
+        for user_id in user_ids_set:
+            db_session.add(Persona__User(persona_id=persona_id, user_id=user_id))
+
+            create_notification(
+                user_id=user_id,
+                notif_type=NotificationType.PERSONA_SHARED,
+                db_session=db_session,
+                additional_data=PersonaSharedNotificationData(
+                    persona_id=persona_id,
+                ).model_dump(),
+            )
 
     if group_ids:
-        for group_id in group_ids:
+        group_ids_set = set(group_ids)
+        for group_id in group_ids_set:
             db_session.add(
                 Persona__UserGroup(persona_id=persona_id, user_group_id=group_id)
             )

backend/ee/onyx/db/query_history.py

@@ -134,7 +134,9 @@ def fetch_chat_sessions_eagerly_by_time(
     limit: int | None = 500,
     initial_time: datetime | None = None,
 ) -> list[ChatSession]:
-    time_order: UnaryExpression = desc(ChatSession.time_created)
+    """Sorted by oldest to newest, then by message id"""
+
+    asc_time_order: UnaryExpression = asc(ChatSession.time_created)
     message_order: UnaryExpression = asc(ChatMessage.id)
 
     filters: list[ColumnElement | BinaryExpression] = [
@@ -147,8 +149,7 @@ def fetch_chat_sessions_eagerly_by_time(
     subquery = (
         db_session.query(ChatSession.id, ChatSession.time_created)
         .filter(*filters)
-        .order_by(ChatSession.id, time_order)
-        .distinct(ChatSession.id)
+        .order_by(asc_time_order)
         .limit(limit)
         .subquery()
     )
@@ -164,7 +165,7 @@ def fetch_chat_sessions_eagerly_by_time(
                 ChatMessage.chat_message_feedbacks
             ),
         )
-        .order_by(time_order, message_order)
+        .order_by(asc_time_order, message_order)
     )
 
     chat_sessions = query.all()

backend/ee/onyx/db/usage_export.py

@@ -16,13 +16,20 @@ from onyx.db.models import UsageReport
 from onyx.file_store.file_store import get_default_file_store
 
 
-# Gets skeletons of all message
+# Gets skeletons of all messages in the given range
 def get_empty_chat_messages_entries__paginated(
     db_session: Session,
     period: tuple[datetime, datetime],
     limit: int | None = 500,
     initial_time: datetime | None = None,
 ) -> tuple[Optional[datetime], list[ChatMessageSkeleton]]:
+    """Returns a tuple where:
+    first element is the most recent timestamp out of the sessions iterated
+    - this timestamp can be used to paginate forward in time
+    second element is a list of messages belonging to all the sessions iterated
+
+    Only messages of type USER are returned
+    """
     chat_sessions = fetch_chat_sessions_eagerly_by_time(
         start=period[0],
         end=period[1],
@@ -52,18 +59,17 @@ def get_empty_chat_messages_entries__paginated(
     if len(chat_sessions) == 0:
         return None, []
 
-    return chat_sessions[0].time_created, message_skeletons
+    return chat_sessions[-1].time_created, message_skeletons
 
 
 def get_all_empty_chat_message_entries(
     db_session: Session,
     period: tuple[datetime, datetime],
 ) -> Generator[list[ChatMessageSkeleton], None, None]:
+    """period is the range of time over which to fetch messages."""
     initial_time: Optional[datetime] = period[0]
-    ind = 0
     while True:
-        ind += 1
-
+        # iterate from oldest to newest
         time_created, message_skeletons = get_empty_chat_messages_entries__paginated(
             db_session,
             period,

backend/ee/onyx/db/user_group.py

@@ -218,14 +218,14 @@ def fetch_user_groups_for_user(
     return db_session.scalars(stmt).all()
 
 
-def construct_document_select_by_usergroup(
+def construct_document_id_select_by_usergroup(
     user_group_id: int,
 ) -> Select:
     """This returns a statement that should be executed using
     .yield_per() to minimize overhead. The primary consumers of this function
     are background processing task generators."""
     stmt = (
-        select(Document)
+        select(Document.id)
         .join(
             DocumentByConnectorCredentialPair,
             Document.id == DocumentByConnectorCredentialPair.id,
@@ -424,7 +424,7 @@ def _validate_curator_status__no_commit(
         )
 
         # if the user is a curator in any of their groups, set their role to CURATOR
-        # otherwise, set their role to BASIC
+        # otherwise, set their role to BASIC only if they were previously a CURATOR
         if curator_relationships:
             user.role = UserRole.CURATOR
         elif user.role == UserRole.CURATOR:
@@ -631,7 +631,16 @@ def update_user_group(
     removed_users = db_session.scalars(
         select(User).where(User.id.in_(removed_user_ids))  # type: ignore
     ).unique()
-    _validate_curator_status__no_commit(db_session, list(removed_users))
+
+    # Filter out admin and global curator users before validating curator status
+    users_to_validate = [
+        user
+        for user in removed_users
+        if user.role not in [UserRole.ADMIN, UserRole.GLOBAL_CURATOR]
+    ]
+
+    if users_to_validate:
+        _validate_curator_status__no_commit(db_session, users_to_validate)
 
     # update "time_updated" to now
     db_user_group.time_last_modified_by_user = func.now()

backend/ee/onyx/external_permissions/confluence/doc_sync.py

@@ -9,11 +9,16 @@ from ee.onyx.external_permissions.confluence.constants import ALL_CONF_EMAILS_GR
 from onyx.access.models import DocExternalAccess
 from onyx.access.models import ExternalAccess
 from onyx.connectors.confluence.connector import ConfluenceConnector
+from onyx.connectors.confluence.onyx_confluence import (
+    get_user_email_from_username__server,
+)
 from onyx.connectors.confluence.onyx_confluence import OnyxConfluence
-from onyx.connectors.confluence.utils import get_user_email_from_username__server
+from onyx.connectors.credentials_provider import OnyxDBCredentialsProvider
 from onyx.connectors.models import SlimDocument
 from onyx.db.models import ConnectorCredentialPair
+from onyx.indexing.indexing_heartbeat import IndexingHeartbeatInterface
 from onyx.utils.logger import setup_logger
+from shared_configs.contextvars import get_current_tenant_id
 
 logger = setup_logger()
 
@@ -257,6 +262,7 @@ def _fetch_all_page_restrictions(
     slim_docs: list[SlimDocument],
     space_permissions_by_space_key: dict[str, ExternalAccess],
     is_cloud: bool,
+    callback: IndexingHeartbeatInterface | None,
 ) -> list[DocExternalAccess]:
     """
     For all pages, if a page has restrictions, then use those restrictions.
@@ -265,6 +271,12 @@ def _fetch_all_page_restrictions(
     document_restrictions: list[DocExternalAccess] = []
 
     for slim_doc in slim_docs:
+        if callback:
+            if callback.should_stop():
+                raise RuntimeError("confluence_doc_sync: Stop signal detected")
+
+            callback.progress("confluence_doc_sync:fetch_all_page_restrictions", 1)
+
         if slim_doc.perm_sync_data is None:
             raise ValueError(
                 f"No permission sync data found for document {slim_doc.id}"
@@ -335,6 +347,7 @@ def _fetch_all_page_restrictions(
 
 def confluence_doc_sync(
     cc_pair: ConnectorCredentialPair,
+    callback: IndexingHeartbeatInterface | None,
 ) -> list[DocExternalAccess]:
     """
     Adds the external permissions to the documents in postgres
@@ -346,7 +359,11 @@ def confluence_doc_sync(
     confluence_connector = ConfluenceConnector(
         **cc_pair.connector.connector_specific_config
     )
-    confluence_connector.load_credentials(cc_pair.credential.credential_json)
+
+    provider = OnyxDBCredentialsProvider(
+        get_current_tenant_id(), "confluence", cc_pair.credential_id
+    )
+    confluence_connector.set_credentials_provider(provider)
 
     is_cloud = cc_pair.connector.connector_specific_config.get("is_cloud", False)
 
@@ -357,8 +374,16 @@ def confluence_doc_sync(
 
     slim_docs = []
     logger.debug("Fetching all slim documents from confluence")
-    for doc_batch in confluence_connector.retrieve_all_slim_documents():
+    for doc_batch in confluence_connector.retrieve_all_slim_documents(
+        callback=callback
+    ):
         logger.debug(f"Got {len(doc_batch)} slim documents from confluence")
+        if callback:
+            if callback.should_stop():
+                raise RuntimeError("confluence_doc_sync: Stop signal detected")
+
+            callback.progress("confluence_doc_sync", 1)
+
         slim_docs.extend(doc_batch)
 
     logger.debug("Fetching all page restrictions for space")
@@ -367,4 +392,5 @@ def confluence_doc_sync(
         slim_docs=slim_docs,
         space_permissions_by_space_key=space_permissions_by_space_key,
         is_cloud=is_cloud,
+        callback=callback,
     )

backend/ee/onyx/external_permissions/confluence/group_sync.py

@@ -1,8 +1,11 @@
 from ee.onyx.db.external_perm import ExternalUserGroup
 from ee.onyx.external_permissions.confluence.constants import ALL_CONF_EMAILS_GROUP_NAME
-from onyx.connectors.confluence.onyx_confluence import build_confluence_client
+from onyx.background.error_logging import emit_background_error
+from onyx.connectors.confluence.onyx_confluence import (
+    get_user_email_from_username__server,
+)
 from onyx.connectors.confluence.onyx_confluence import OnyxConfluence
-from onyx.connectors.confluence.utils import get_user_email_from_username__server
+from onyx.connectors.credentials_provider import OnyxDBCredentialsProvider
 from onyx.db.models import ConnectorCredentialPair
 from onyx.utils.logger import setup_logger
 
@@ -10,48 +13,81 @@ logger = setup_logger()
 
 
 def _build_group_member_email_map(
-    confluence_client: OnyxConfluence,
+    confluence_client: OnyxConfluence, cc_pair_id: int
 ) -> dict[str, set[str]]:
     group_member_emails: dict[str, set[str]] = {}
-    for user_result in confluence_client.paginated_cql_user_retrieval():
-        user = user_result.get("user", {})
-        if not user:
-            logger.warning(f"user result missing user field: {user_result}")
-            continue
-        email = user.get("email")
+    for user in confluence_client.paginated_cql_user_retrieval():
+        logger.debug(f"Processing groups for user: {user}")
+
+        email = user.email
         if not email:
             # This field is only present in Confluence Server
-            user_name = user.get("username")
+            user_name = user.username
             # If it is present, try to get the email using a Server-specific method
             if user_name:
                 email = get_user_email_from_username__server(
                     confluence_client=confluence_client,
                     user_name=user_name,
                 )
+
         if not email:
             # If we still don't have an email, skip this user
-            logger.warning(f"user result missing email field: {user_result}")
+            msg = f"user result missing email field: {user}"
+            if user.type == "app":
+                logger.warning(msg)
+            else:
+                emit_background_error(msg, cc_pair_id=cc_pair_id)
+                logger.error(msg)
             continue
 
-        for group in confluence_client.paginated_groups_by_user_retrieval(user):
+        all_users_groups: set[str] = set()
+        for group in confluence_client.paginated_groups_by_user_retrieval(user.user_id):
             # group name uniqueness is enforced by Confluence, so we can use it as a group ID
             group_id = group["name"]
             group_member_emails.setdefault(group_id, set()).add(email)
+            all_users_groups.add(group_id)
+
+        if not all_users_groups:
+            msg = f"No groups found for user with email: {email}"
+            emit_background_error(msg, cc_pair_id=cc_pair_id)
+            logger.error(msg)
+        else:
+            logger.debug(f"Found groups {all_users_groups} for user with email {email}")
+
+    if not group_member_emails:
+        msg = "No groups found for any users."
+        emit_background_error(msg, cc_pair_id=cc_pair_id)
+        logger.error(msg)
 
     return group_member_emails
 
 
 def confluence_group_sync(
+    tenant_id: str,
     cc_pair: ConnectorCredentialPair,
 ) -> list[ExternalUserGroup]:
-    confluence_client = build_confluence_client(
-        credentials=cc_pair.credential.credential_json,
-        is_cloud=cc_pair.connector.connector_specific_config.get("is_cloud", False),
-        wiki_base=cc_pair.connector.connector_specific_config["wiki_base"],
-    )
+    provider = OnyxDBCredentialsProvider(tenant_id, "confluence", cc_pair.credential_id)
+    is_cloud = cc_pair.connector.connector_specific_config.get("is_cloud", False)
+    wiki_base: str = cc_pair.connector.connector_specific_config["wiki_base"]
+    url = wiki_base.rstrip("/")
+
+    probe_kwargs = {
+        "max_backoff_retries": 6,
+        "max_backoff_seconds": 10,
+    }
+
+    final_kwargs = {
+        "max_backoff_retries": 10,
+        "max_backoff_seconds": 60,
+    }
+
+    confluence_client = OnyxConfluence(is_cloud, url, provider)
+    confluence_client._probe_connection(**probe_kwargs)
+    confluence_client._initialize_connection(**final_kwargs)
 
     group_member_email_map = _build_group_member_email_map(
         confluence_client=confluence_client,
+        cc_pair_id=cc_pair.id,
     )
     onyx_groups: list[ExternalUserGroup] = []
     all_found_emails = set()

backend/ee/onyx/external_permissions/gmail/doc_sync.py

@@ -6,6 +6,7 @@ from onyx.access.models import ExternalAccess
 from onyx.connectors.gmail.connector import GmailConnector
 from onyx.connectors.interfaces import GenerateSlimDocumentOutput
 from onyx.db.models import ConnectorCredentialPair
+from onyx.indexing.indexing_heartbeat import IndexingHeartbeatInterface
 from onyx.utils.logger import setup_logger
 
 logger = setup_logger()
@@ -14,6 +15,7 @@ logger = setup_logger()
 def _get_slim_doc_generator(
     cc_pair: ConnectorCredentialPair,
     gmail_connector: GmailConnector,
+    callback: IndexingHeartbeatInterface | None = None,
 ) -> GenerateSlimDocumentOutput:
     current_time = datetime.now(timezone.utc)
     start_time = (
@@ -23,12 +25,15 @@ def _get_slim_doc_generator(
     )
 
     return gmail_connector.retrieve_all_slim_documents(
-        start=start_time, end=current_time.timestamp()
+        start=start_time,
+        end=current_time.timestamp(),
+        callback=callback,
     )
 
 
 def gmail_doc_sync(
     cc_pair: ConnectorCredentialPair,
+    callback: IndexingHeartbeatInterface | None,
 ) -> list[DocExternalAccess]:
     """
     Adds the external permissions to the documents in postgres
@@ -39,11 +44,19 @@ def gmail_doc_sync(
     gmail_connector = GmailConnector(**cc_pair.connector.connector_specific_config)
     gmail_connector.load_credentials(cc_pair.credential.credential_json)
 
-    slim_doc_generator = _get_slim_doc_generator(cc_pair, gmail_connector)
+    slim_doc_generator = _get_slim_doc_generator(
+        cc_pair, gmail_connector, callback=callback
+    )
 
     document_external_access: list[DocExternalAccess] = []
     for slim_doc_batch in slim_doc_generator:
         for slim_doc in slim_doc_batch:
+            if callback:
+                if callback.should_stop():
+                    raise RuntimeError("gmail_doc_sync: Stop signal detected")
+
+                callback.progress("gmail_doc_sync", 1)
+
             if slim_doc.perm_sync_data is None:
                 logger.warning(f"No permissions found for document {slim_doc.id}")
                 continue

backend/ee/onyx/external_permissions/google_drive/doc_sync.py

@@ -10,6 +10,7 @@ from onyx.connectors.google_utils.resources import get_drive_service
 from onyx.connectors.interfaces import GenerateSlimDocumentOutput
 from onyx.connectors.models import SlimDocument
 from onyx.db.models import ConnectorCredentialPair
+from onyx.indexing.indexing_heartbeat import IndexingHeartbeatInterface
 from onyx.utils.logger import setup_logger
 
 logger = setup_logger()
@@ -20,6 +21,7 @@ _PERMISSION_ID_PERMISSION_MAP: dict[str, dict[str, Any]] = {}
 def _get_slim_doc_generator(
     cc_pair: ConnectorCredentialPair,
     google_drive_connector: GoogleDriveConnector,
+    callback: IndexingHeartbeatInterface | None = None,
 ) -> GenerateSlimDocumentOutput:
     current_time = datetime.now(timezone.utc)
     start_time = (
@@ -29,7 +31,9 @@ def _get_slim_doc_generator(
     )
 
     return google_drive_connector.retrieve_all_slim_documents(
-        start=start_time, end=current_time.timestamp()
+        start=start_time,
+        end=current_time.timestamp(),
+        callback=callback,
     )
 
 
@@ -58,12 +62,14 @@ def _fetch_permissions_for_permission_ids(
         user_email=(owner_email or google_drive_connector.primary_admin_email),
     )
 
+    # We continue on 404 or 403 because the document may not exist or the user may not have access to it
     fetched_permissions = execute_paginated_retrieval(
         retrieval_function=drive_service.permissions().list,
         list_key="permissions",
         fileId=doc_id,
         fields="permissions(id, emailAddress, type, domain)",
         supportsAllDrives=True,
+        continue_on_404_or_403=True,
     )
 
     permissions_for_doc_id = []
@@ -100,7 +106,13 @@ def _get_permissions_from_slim_doc(
     user_emails: set[str] = set()
     group_emails: set[str] = set()
     public = False
+    skipped_permissions = 0
+
     for permission in permissions_list:
+        if not permission:
+            skipped_permissions += 1
+            continue
+
         permission_type = permission["type"]
         if permission_type == "user":
             user_emails.add(permission["emailAddress"])
@@ -117,6 +129,11 @@ def _get_permissions_from_slim_doc(
         elif permission_type == "anyone":
             public = True
 
+    if skipped_permissions > 0:
+        logger.warning(
+            f"Skipped {skipped_permissions} permissions of {len(permissions_list)} for document {slim_doc.id}"
+        )
+
     drive_id = permission_info.get("drive_id")
     group_ids = group_emails | ({drive_id} if drive_id is not None else set())
 
@@ -129,6 +146,7 @@ def _get_permissions_from_slim_doc(
 
 def gdrive_doc_sync(
     cc_pair: ConnectorCredentialPair,
+    callback: IndexingHeartbeatInterface | None,
 ) -> list[DocExternalAccess]:
     """
     Adds the external permissions to the documents in postgres
@@ -146,6 +164,12 @@ def gdrive_doc_sync(
     document_external_accesses = []
     for slim_doc_batch in slim_doc_generator:
         for slim_doc in slim_doc_batch:
+            if callback:
+                if callback.should_stop():
+                    raise RuntimeError("gdrive_doc_sync: Stop signal detected")
+
+                callback.progress("gdrive_doc_sync", 1)
+
             ext_access = _get_permissions_from_slim_doc(
                 google_drive_connector=google_drive_connector,
                 slim_doc=slim_doc,

backend/ee/onyx/external_permissions/google_drive/group_sync.py

@@ -119,6 +119,7 @@ def _build_onyx_groups(
 
 
 def gdrive_group_sync(
+    tenant_id: str,
     cc_pair: ConnectorCredentialPair,
 ) -> list[ExternalUserGroup]:
     # Initialize connector and build credential/service objects

backend/ee/onyx/external_permissions/slack/doc_sync.py

@@ -5,8 +5,9 @@ from onyx.access.models import DocExternalAccess
 from onyx.access.models import ExternalAccess
 from onyx.connectors.slack.connector import get_channels
 from onyx.connectors.slack.connector import make_paginated_slack_api_call_w_retries
-from onyx.connectors.slack.connector import SlackPollConnector
+from onyx.connectors.slack.connector import SlackConnector
 from onyx.db.models import ConnectorCredentialPair
+from onyx.indexing.indexing_heartbeat import IndexingHeartbeatInterface
 from onyx.utils.logger import setup_logger
 
 
@@ -14,12 +15,12 @@ logger = setup_logger()
 
 
 def _get_slack_document_ids_and_channels(
-    cc_pair: ConnectorCredentialPair,
+    cc_pair: ConnectorCredentialPair, callback: IndexingHeartbeatInterface | None
 ) -> dict[str, list[str]]:
-    slack_connector = SlackPollConnector(**cc_pair.connector.connector_specific_config)
+    slack_connector = SlackConnector(**cc_pair.connector.connector_specific_config)
     slack_connector.load_credentials(cc_pair.credential.credential_json)
 
-    slim_doc_generator = slack_connector.retrieve_all_slim_documents()
+    slim_doc_generator = slack_connector.retrieve_all_slim_documents(callback=callback)
 
     channel_doc_map: dict[str, list[str]] = {}
     for doc_metadata_batch in slim_doc_generator:
@@ -31,6 +32,14 @@ def _get_slack_document_ids_and_channels(
                 channel_doc_map[channel_id] = []
             channel_doc_map[channel_id].append(doc_metadata.id)
 
+        if callback:
+            if callback.should_stop():
+                raise RuntimeError(
+                    "_get_slack_document_ids_and_channels: Stop signal detected"
+                )
+
+            callback.progress("_get_slack_document_ids_and_channels", 1)
+
     return channel_doc_map
 
 
@@ -115,6 +124,7 @@ def _fetch_channel_permissions(
 
 def slack_doc_sync(
     cc_pair: ConnectorCredentialPair,
+    callback: IndexingHeartbeatInterface | None,
 ) -> list[DocExternalAccess]:
     """
     Adds the external permissions to the documents in postgres
@@ -127,7 +137,7 @@ def slack_doc_sync(
     )
     user_id_to_email_map = fetch_user_id_to_email_map(slack_client)
     channel_doc_map = _get_slack_document_ids_and_channels(
-        cc_pair=cc_pair,
+        cc_pair=cc_pair, callback=callback
     )
     workspace_permissions = _fetch_workspace_permissions(
         user_id_to_email_map=user_id_to_email_map,

backend/ee/onyx/external_permissions/sync_params.py

@@ -15,17 +15,20 @@ from ee.onyx.external_permissions.slack.doc_sync import slack_doc_sync
 from onyx.access.models import DocExternalAccess
 from onyx.configs.constants import DocumentSource
 from onyx.db.models import ConnectorCredentialPair
+from onyx.indexing.indexing_heartbeat import IndexingHeartbeatInterface
 
 # Defining the input/output types for the sync functions
 DocSyncFuncType = Callable[
     [
         ConnectorCredentialPair,
+        IndexingHeartbeatInterface | None,
     ],
     list[DocExternalAccess],
 ]
 
 GroupSyncFuncType = Callable[
     [
+        str,
         ConnectorCredentialPair,
     ],
     list[ExternalUserGroup],

backend/ee/onyx/main.py

@@ -15,7 +15,7 @@ from ee.onyx.server.enterprise_settings.api import (
 )
 from ee.onyx.server.manage.standard_answer import router as standard_answer_router
 from ee.onyx.server.middleware.tenant_tracking import add_tenant_id_middleware
-from ee.onyx.server.oauth import router as oauth_router
+from ee.onyx.server.oauth.api import router as ee_oauth_router
 from ee.onyx.server.query_and_chat.chat_backend import (
     router as chat_router,
 )
@@ -128,7 +128,7 @@ def get_application() -> FastAPI:
     include_router_with_global_prefix_prepended(application, query_router)
     include_router_with_global_prefix_prepended(application, chat_router)
     include_router_with_global_prefix_prepended(application, standard_answer_router)
-    include_router_with_global_prefix_prepended(application, oauth_router)
+    include_router_with_global_prefix_prepended(application, ee_oauth_router)
 
     # Enterprise-only global settings
     include_router_with_global_prefix_prepended(
@@ -152,4 +152,8 @@ def get_application() -> FastAPI:
     # environment variable. Used to automate deployment for multiple environments.
     seed_db()
 
+    # for debugging discovered routes
+    # for route in application.router.routes:
+    #     print(f"Path: {route.path}, Methods: {route.methods}")
+
     return application

backend/ee/onyx/onyxbot/slack/handlers/handle_standard_answers.py

@@ -22,7 +22,7 @@ from onyx.onyxbot.slack.blocks import get_restate_blocks
 from onyx.onyxbot.slack.constants import GENERATE_ANSWER_BUTTON_ACTION_ID
 from onyx.onyxbot.slack.handlers.utils import send_team_member_message
 from onyx.onyxbot.slack.models import SlackMessageInfo
-from onyx.onyxbot.slack.utils import respond_in_thread
+from onyx.onyxbot.slack.utils import respond_in_thread_or_channel
 from onyx.onyxbot.slack.utils import update_emote_react
 from onyx.utils.logger import OnyxLoggingAdapter
 from onyx.utils.logger import setup_logger
@@ -80,7 +80,7 @@ def oneoff_standard_answers(
 def _handle_standard_answers(
     message_info: SlackMessageInfo,
     receiver_ids: list[str] | None,
-    slack_channel_config: SlackChannelConfig | None,
+    slack_channel_config: SlackChannelConfig,
     prompt: Prompt | None,
     logger: OnyxLoggingAdapter,
     client: WebClient,
@@ -94,13 +94,10 @@ def _handle_standard_answers(
     Returns True if standard answers are found to match the user's message and therefore,
     we still need to respond to the users.
     """
-    # if no channel config, then no standard answers are configured
-    if not slack_channel_config:
-        return False
 
     slack_thread_id = message_info.thread_to_respond
     configured_standard_answer_categories = (
-        slack_channel_config.standard_answer_categories if slack_channel_config else []
+        slack_channel_config.standard_answer_categories
     )
     configured_standard_answers = set(
         [
@@ -219,7 +216,7 @@ def _handle_standard_answers(
         all_blocks = restate_question_blocks + answer_blocks
 
         try:
-            respond_in_thread(
+            respond_in_thread_or_channel(
                 client=client,
                 channel=message_info.channel_to_respond,
                 receiver_ids=receiver_ids,
@@ -234,6 +231,7 @@ def _handle_standard_answers(
                     client=client,
                     channel=message_info.channel_to_respond,
                     thread_ts=slack_thread_id,
+                    receiver_ids=receiver_ids,
                 )
 
             return True

backend/ee/onyx/server/middleware/tenant_tracking.py

@@ -10,6 +10,7 @@ from fastapi import Response
 from ee.onyx.auth.users import decode_anonymous_user_jwt_token
 from ee.onyx.configs.app_configs import ANONYMOUS_USER_COOKIE_NAME
 from onyx.auth.api_key import extract_tenant_from_api_key_header
+from onyx.configs.constants import TENANT_ID_COOKIE_NAME
 from onyx.db.engine import is_valid_schema_name
 from onyx.redis.redis_pool import retrieve_auth_token_data_from_redis
 from shared_configs.configs import MULTI_TENANT
@@ -32,7 +33,7 @@ def add_tenant_id_middleware(app: FastAPI, logger: logging.LoggerAdapter) -> Non
             return await call_next(request)
 
         except Exception as e:
-            logger.error(f"Error in tenant ID middleware: {str(e)}")
+            logger.exception(f"Error in tenant ID middleware: {str(e)}")
             raise
 
 
@@ -43,11 +44,12 @@ async def _get_tenant_id_from_request(
     Attempt to extract tenant_id from:
     1) The API key header
     2) The Redis-based token (stored in Cookie: fastapiusersauth)
+    3)  Reset token cookie
     Fallback: POSTGRES_DEFAULT_SCHEMA
     """
     # Check for API key
     tenant_id = extract_tenant_from_api_key_header(request)
-    if tenant_id:
+    if tenant_id is not None:
         return tenant_id
 
     # Check for anonymous user cookie
@@ -62,6 +64,7 @@ async def _get_tenant_id_from_request(
 
     try:
         # Look up token data in Redis
+
         token_data = await retrieve_auth_token_data_from_redis(request)
 
         if not token_data:
@@ -85,8 +88,18 @@ async def _get_tenant_id_from_request(
         if not is_valid_schema_name(tenant_id):
             raise HTTPException(status_code=400, detail="Invalid tenant ID format")
 
-        return tenant_id
-
     except Exception as e:
         logger.error(f"Unexpected error in _get_tenant_id_from_request: {str(e)}")
         raise HTTPException(status_code=500, detail="Internal server error")
+
+    finally:
+        if tenant_id:
+            return tenant_id
+
+        # As a final step, check for explicit tenant_id cookie
+        tenant_id_cookie = request.cookies.get(TENANT_ID_COOKIE_NAME)
+        if tenant_id_cookie and is_valid_schema_name(tenant_id_cookie):
+            return tenant_id_cookie
+
+        # If we've reached this point, return the default schema
+        return POSTGRES_DEFAULT_SCHEMA

backend/ee/onyx/server/oauth.py

@@ -1,629 +0,0 @@
-import base64
-import json
-import uuid
-from typing import Any
-from typing import cast
-
-import requests
-from fastapi import APIRouter
-from fastapi import Depends
-from fastapi import HTTPException
-from fastapi.responses import JSONResponse
-from pydantic import BaseModel
-from sqlalchemy.orm import Session
-
-from ee.onyx.configs.app_configs import OAUTH_CONFLUENCE_CLIENT_ID
-from ee.onyx.configs.app_configs import OAUTH_CONFLUENCE_CLIENT_SECRET
-from ee.onyx.configs.app_configs import OAUTH_GOOGLE_DRIVE_CLIENT_ID
-from ee.onyx.configs.app_configs import OAUTH_GOOGLE_DRIVE_CLIENT_SECRET
-from ee.onyx.configs.app_configs import OAUTH_SLACK_CLIENT_ID
-from ee.onyx.configs.app_configs import OAUTH_SLACK_CLIENT_SECRET
-from onyx.auth.users import current_user
-from onyx.configs.app_configs import WEB_DOMAIN
-from onyx.configs.constants import DocumentSource
-from onyx.connectors.google_utils.google_auth import get_google_oauth_creds
-from onyx.connectors.google_utils.google_auth import sanitize_oauth_credentials
-from onyx.connectors.google_utils.shared_constants import (
-    DB_CREDENTIALS_AUTHENTICATION_METHOD,
-)
-from onyx.connectors.google_utils.shared_constants import (
-    DB_CREDENTIALS_DICT_TOKEN_KEY,
-)
-from onyx.connectors.google_utils.shared_constants import (
-    DB_CREDENTIALS_PRIMARY_ADMIN_KEY,
-)
-from onyx.connectors.google_utils.shared_constants import (
-    GoogleOAuthAuthenticationMethod,
-)
-from onyx.db.credentials import create_credential
-from onyx.db.engine import get_current_tenant_id
-from onyx.db.engine import get_session
-from onyx.db.models import User
-from onyx.redis.redis_pool import get_redis_client
-from onyx.server.documents.models import CredentialBase
-from onyx.utils.logger import setup_logger
-
-
-logger = setup_logger()
-
-router = APIRouter(prefix="/oauth")
-
-
-class SlackOAuth:
-    # https://knock.app/blog/how-to-authenticate-users-in-slack-using-oauth
-    # Example: https://api.slack.com/authentication/oauth-v2#exchanging
-
-    class OAuthSession(BaseModel):
-        """Stored in redis to be looked up on callback"""
-
-        email: str
-        redirect_on_success: str | None  # Where to send the user if OAuth flow succeeds
-
-    CLIENT_ID = OAUTH_SLACK_CLIENT_ID
-    CLIENT_SECRET = OAUTH_SLACK_CLIENT_SECRET
-
-    TOKEN_URL = "https://slack.com/api/oauth.v2.access"
-
-    # SCOPE is per https://docs.onyx.app/connectors/slack
-    BOT_SCOPE = (
-        "channels:history,"
-        "channels:read,"
-        "groups:history,"
-        "groups:read,"
-        "channels:join,"
-        "im:history,"
-        "users:read,"
-        "users:read.email,"
-        "usergroups:read"
-    )
-
-    REDIRECT_URI = f"{WEB_DOMAIN}/admin/connectors/slack/oauth/callback"
-    DEV_REDIRECT_URI = f"https://redirectmeto.com/{REDIRECT_URI}"
-
-    @classmethod
-    def generate_oauth_url(cls, state: str) -> str:
-        return cls._generate_oauth_url_helper(cls.REDIRECT_URI, state)
-
-    @classmethod
-    def generate_dev_oauth_url(cls, state: str) -> str:
-        """dev mode workaround for localhost testing
-        - https://www.nango.dev/blog/oauth-redirects-on-localhost-with-https
-        """
-
-        return cls._generate_oauth_url_helper(cls.DEV_REDIRECT_URI, state)
-
-    @classmethod
-    def _generate_oauth_url_helper(cls, redirect_uri: str, state: str) -> str:
-        url = (
-            f"https://slack.com/oauth/v2/authorize"
-            f"?client_id={cls.CLIENT_ID}"
-            f"&redirect_uri={redirect_uri}"
-            f"&scope={cls.BOT_SCOPE}"
-            f"&state={state}"
-        )
-        return url
-
-    @classmethod
-    def session_dump_json(cls, email: str, redirect_on_success: str | None) -> str:
-        """Temporary state to store in redis. to be looked up on auth response.
-        Returns a json string.
-        """
-        session = SlackOAuth.OAuthSession(
-            email=email, redirect_on_success=redirect_on_success
-        )
-        return session.model_dump_json()
-
-    @classmethod
-    def parse_session(cls, session_json: str) -> OAuthSession:
-        session = SlackOAuth.OAuthSession.model_validate_json(session_json)
-        return session
-
-
-class ConfluenceCloudOAuth:
-    """work in progress"""
-
-    # https://developer.atlassian.com/cloud/confluence/oauth-2-3lo-apps/
-
-    class OAuthSession(BaseModel):
-        """Stored in redis to be looked up on callback"""
-
-        email: str
-        redirect_on_success: str | None  # Where to send the user if OAuth flow succeeds
-
-    CLIENT_ID = OAUTH_CONFLUENCE_CLIENT_ID
-    CLIENT_SECRET = OAUTH_CONFLUENCE_CLIENT_SECRET
-    TOKEN_URL = "https://auth.atlassian.com/oauth/token"
-
-    # All read scopes per https://developer.atlassian.com/cloud/confluence/scopes-for-oauth-2-3LO-and-forge-apps/
-    CONFLUENCE_OAUTH_SCOPE = (
-        "read:confluence-props%20"
-        "read:confluence-content.all%20"
-        "read:confluence-content.summary%20"
-        "read:confluence-content.permission%20"
-        "read:confluence-user%20"
-        "read:confluence-groups%20"
-        "readonly:content.attachment:confluence"
-    )
-
-    REDIRECT_URI = f"{WEB_DOMAIN}/admin/connectors/confluence/oauth/callback"
-    DEV_REDIRECT_URI = f"https://redirectmeto.com/{REDIRECT_URI}"
-
-    # eventually for Confluence Data Center
-    # oauth_url = (
-    #     f"http://localhost:8090/rest/oauth/v2/authorize?client_id={CONFLUENCE_OAUTH_CLIENT_ID}"
-    #     f"&scope={CONFLUENCE_OAUTH_SCOPE_2}"
-    #     f"&redirect_uri={redirectme_uri}"
-    # )
-
-    @classmethod
-    def generate_oauth_url(cls, state: str) -> str:
-        return cls._generate_oauth_url_helper(cls.REDIRECT_URI, state)
-
-    @classmethod
-    def generate_dev_oauth_url(cls, state: str) -> str:
-        """dev mode workaround for localhost testing
-        - https://www.nango.dev/blog/oauth-redirects-on-localhost-with-https
-        """
-        return cls._generate_oauth_url_helper(cls.DEV_REDIRECT_URI, state)
-
-    @classmethod
-    def _generate_oauth_url_helper(cls, redirect_uri: str, state: str) -> str:
-        url = (
-            "https://auth.atlassian.com/authorize"
-            f"?audience=api.atlassian.com"
-            f"&client_id={cls.CLIENT_ID}"
-            f"&redirect_uri={redirect_uri}"
-            f"&scope={cls.CONFLUENCE_OAUTH_SCOPE}"
-            f"&state={state}"
-            "&response_type=code"
-            "&prompt=consent"
-        )
-        return url
-
-    @classmethod
-    def session_dump_json(cls, email: str, redirect_on_success: str | None) -> str:
-        """Temporary state to store in redis. to be looked up on auth response.
-        Returns a json string.
-        """
-        session = ConfluenceCloudOAuth.OAuthSession(
-            email=email, redirect_on_success=redirect_on_success
-        )
-        return session.model_dump_json()
-
-    @classmethod
-    def parse_session(cls, session_json: str) -> SlackOAuth.OAuthSession:
-        session = SlackOAuth.OAuthSession.model_validate_json(session_json)
-        return session
-
-
-class GoogleDriveOAuth:
-    # https://developers.google.com/identity/protocols/oauth2
-    # https://developers.google.com/identity/protocols/oauth2/web-server
-
-    class OAuthSession(BaseModel):
-        """Stored in redis to be looked up on callback"""
-
-        email: str
-        redirect_on_success: str | None  # Where to send the user if OAuth flow succeeds
-
-    CLIENT_ID = OAUTH_GOOGLE_DRIVE_CLIENT_ID
-    CLIENT_SECRET = OAUTH_GOOGLE_DRIVE_CLIENT_SECRET
-
-    TOKEN_URL = "https://oauth2.googleapis.com/token"
-
-    # SCOPE is per https://docs.onyx.app/connectors/google-drive
-    # TODO: Merge with or use google_utils.GOOGLE_SCOPES
-    SCOPE = (
-        "https://www.googleapis.com/auth/drive.readonly%20"
-        "https://www.googleapis.com/auth/drive.metadata.readonly%20"
-        "https://www.googleapis.com/auth/admin.directory.user.readonly%20"
-        "https://www.googleapis.com/auth/admin.directory.group.readonly"
-    )
-
-    REDIRECT_URI = f"{WEB_DOMAIN}/admin/connectors/google-drive/oauth/callback"
-    DEV_REDIRECT_URI = f"https://redirectmeto.com/{REDIRECT_URI}"
-
-    @classmethod
-    def generate_oauth_url(cls, state: str) -> str:
-        return cls._generate_oauth_url_helper(cls.REDIRECT_URI, state)
-
-    @classmethod
-    def generate_dev_oauth_url(cls, state: str) -> str:
-        """dev mode workaround for localhost testing
-        - https://www.nango.dev/blog/oauth-redirects-on-localhost-with-https
-        """
-
-        return cls._generate_oauth_url_helper(cls.DEV_REDIRECT_URI, state)
-
-    @classmethod
-    def _generate_oauth_url_helper(cls, redirect_uri: str, state: str) -> str:
-        # without prompt=consent, a refresh token is only issued the first time the user approves
-        url = (
-            f"https://accounts.google.com/o/oauth2/v2/auth"
-            f"?client_id={cls.CLIENT_ID}"
-            f"&redirect_uri={redirect_uri}"
-            "&response_type=code"
-            f"&scope={cls.SCOPE}"
-            "&access_type=offline"
-            f"&state={state}"
-            "&prompt=consent"
-        )
-        return url
-
-    @classmethod
-    def session_dump_json(cls, email: str, redirect_on_success: str | None) -> str:
-        """Temporary state to store in redis. to be looked up on auth response.
-        Returns a json string.
-        """
-        session = GoogleDriveOAuth.OAuthSession(
-            email=email, redirect_on_success=redirect_on_success
-        )
-        return session.model_dump_json()
-
-    @classmethod
-    def parse_session(cls, session_json: str) -> OAuthSession:
-        session = GoogleDriveOAuth.OAuthSession.model_validate_json(session_json)
-        return session
-
-
-@router.post("/prepare-authorization-request")
-def prepare_authorization_request(
-    connector: DocumentSource,
-    redirect_on_success: str | None,
-    user: User = Depends(current_user),
-    tenant_id: str | None = Depends(get_current_tenant_id),
-) -> JSONResponse:
-    """Used by the frontend to generate the url for the user's browser during auth request.
-
-    Example: https://www.oauth.com/oauth2-servers/authorization/the-authorization-request/
-    """
-
-    # create random oauth state param for security and to retrieve user data later
-    oauth_uuid = uuid.uuid4()
-    oauth_uuid_str = str(oauth_uuid)
-
-    # urlsafe b64 encode the uuid for the oauth url
-    oauth_state = (
-        base64.urlsafe_b64encode(oauth_uuid.bytes).rstrip(b"=").decode("utf-8")
-    )
-
-    if connector == DocumentSource.SLACK:
-        oauth_url = SlackOAuth.generate_oauth_url(oauth_state)
-        session = SlackOAuth.session_dump_json(
-            email=user.email, redirect_on_success=redirect_on_success
-        )
-    elif connector == DocumentSource.GOOGLE_DRIVE:
-        oauth_url = GoogleDriveOAuth.generate_oauth_url(oauth_state)
-        session = GoogleDriveOAuth.session_dump_json(
-            email=user.email, redirect_on_success=redirect_on_success
-        )
-    # elif connector == DocumentSource.CONFLUENCE:
-    #     oauth_url = ConfluenceCloudOAuth.generate_oauth_url(oauth_state)
-    #     session = ConfluenceCloudOAuth.session_dump_json(
-    #         email=user.email, redirect_on_success=redirect_on_success
-    #     )
-    # elif connector == DocumentSource.JIRA:
-    #     oauth_url = JiraCloudOAuth.generate_dev_oauth_url(oauth_state)
-    else:
-        oauth_url = None
-
-    if not oauth_url:
-        raise HTTPException(
-            status_code=404,
-            detail=f"The document source type {connector} does not have OAuth implemented",
-        )
-
-    r = get_redis_client(tenant_id=tenant_id)
-
-    # store important session state to retrieve when the user is redirected back
-    # 10 min is the max we want an oauth flow to be valid
-    r.set(f"da_oauth:{oauth_uuid_str}", session, ex=600)
-
-    return JSONResponse(content={"url": oauth_url})
-
-
-@router.post("/connector/slack/callback")
-def handle_slack_oauth_callback(
-    code: str,
-    state: str,
-    user: User = Depends(current_user),
-    db_session: Session = Depends(get_session),
-    tenant_id: str | None = Depends(get_current_tenant_id),
-) -> JSONResponse:
-    if not SlackOAuth.CLIENT_ID or not SlackOAuth.CLIENT_SECRET:
-        raise HTTPException(
-            status_code=500,
-            detail="Slack client ID or client secret is not configured.",
-        )
-
-    r = get_redis_client(tenant_id=tenant_id)
-
-    # recover the state
-    padded_state = state + "=" * (
-        -len(state) % 4
-    )  # Add padding back (Base64 decoding requires padding)
-    uuid_bytes = base64.urlsafe_b64decode(
-        padded_state
-    )  # Decode the Base64 string back to bytes
-
-    # Convert bytes back to a UUID
-    oauth_uuid = uuid.UUID(bytes=uuid_bytes)
-    oauth_uuid_str = str(oauth_uuid)
-
-    r_key = f"da_oauth:{oauth_uuid_str}"
-
-    session_json_bytes = cast(bytes, r.get(r_key))
-    if not session_json_bytes:
-        raise HTTPException(
-            status_code=400,
-            detail=f"Slack OAuth failed - OAuth state key not found: key={r_key}",
-        )
-
-    session_json = session_json_bytes.decode("utf-8")
-    try:
-        session = SlackOAuth.parse_session(session_json)
-
-        # Exchange the authorization code for an access token
-        response = requests.post(
-            SlackOAuth.TOKEN_URL,
-            headers={"Content-Type": "application/x-www-form-urlencoded"},
-            data={
-                "client_id": SlackOAuth.CLIENT_ID,
-                "client_secret": SlackOAuth.CLIENT_SECRET,
-                "code": code,
-                "redirect_uri": SlackOAuth.REDIRECT_URI,
-            },
-        )
-
-        response_data = response.json()
-
-        if not response_data.get("ok"):
-            raise HTTPException(
-                status_code=400,
-                detail=f"Slack OAuth failed: {response_data.get('error')}",
-            )
-
-        # Extract token and team information
-        access_token: str = response_data.get("access_token")
-        team_id: str = response_data.get("team", {}).get("id")
-        authed_user_id: str = response_data.get("authed_user", {}).get("id")
-
-        credential_info = CredentialBase(
-            credential_json={"slack_bot_token": access_token},
-            admin_public=True,
-            source=DocumentSource.SLACK,
-            name="Slack OAuth",
-        )
-
-        create_credential(credential_info, user, db_session)
-    except Exception as e:
-        return JSONResponse(
-            status_code=500,
-            content={
-                "success": False,
-                "message": f"An error occurred during Slack OAuth: {str(e)}",
-            },
-        )
-    finally:
-        r.delete(r_key)
-
-    # return the result
-    return JSONResponse(
-        content={
-            "success": True,
-            "message": "Slack OAuth completed successfully.",
-            "team_id": team_id,
-            "authed_user_id": authed_user_id,
-            "redirect_on_success": session.redirect_on_success,
-        }
-    )
-
-
-# Work in progress
-# @router.post("/connector/confluence/callback")
-# def handle_confluence_oauth_callback(
-#     code: str,
-#     state: str,
-#     user: User = Depends(current_user),
-#     db_session: Session = Depends(get_session),
-#     tenant_id: str | None = Depends(get_current_tenant_id),
-# ) -> JSONResponse:
-#     if not ConfluenceCloudOAuth.CLIENT_ID or not ConfluenceCloudOAuth.CLIENT_SECRET:
-#         raise HTTPException(
-#             status_code=500,
-#             detail="Confluence client ID or client secret is not configured."
-#         )
-
-#     r = get_redis_client(tenant_id=tenant_id)
-
-#     # recover the state
-#     padded_state = state + '=' * (-len(state) % 4)  # Add padding back (Base64 decoding requires padding)
-#     uuid_bytes = base64.urlsafe_b64decode(padded_state)  # Decode the Base64 string back to bytes
-
-#     # Convert bytes back to a UUID
-#     oauth_uuid = uuid.UUID(bytes=uuid_bytes)
-#     oauth_uuid_str = str(oauth_uuid)
-
-#     r_key = f"da_oauth:{oauth_uuid_str}"
-
-#     result = r.get(r_key)
-#     if not result:
-#         raise HTTPException(
-#             status_code=400,
-#             detail=f"Confluence OAuth failed - OAuth state key not found: key={r_key}"
-#         )
-
-#     try:
-#         session = ConfluenceCloudOAuth.parse_session(result)
-
-#         # Exchange the authorization code for an access token
-#         response = requests.post(
-#             ConfluenceCloudOAuth.TOKEN_URL,
-#             headers={"Content-Type": "application/x-www-form-urlencoded"},
-#             data={
-#                 "client_id": ConfluenceCloudOAuth.CLIENT_ID,
-#                 "client_secret": ConfluenceCloudOAuth.CLIENT_SECRET,
-#                 "code": code,
-#                 "redirect_uri": ConfluenceCloudOAuth.DEV_REDIRECT_URI,
-#             },
-#         )
-
-#         response_data = response.json()
-
-#         if not response_data.get("ok"):
-#             raise HTTPException(
-#                 status_code=400,
-#                 detail=f"ConfluenceCloudOAuth OAuth failed: {response_data.get('error')}"
-#             )
-
-#         # Extract token and team information
-#         access_token: str = response_data.get("access_token")
-#         team_id: str = response_data.get("team", {}).get("id")
-#         authed_user_id: str = response_data.get("authed_user", {}).get("id")
-
-#         credential_info = CredentialBase(
-#             credential_json={"slack_bot_token": access_token},
-#             admin_public=True,
-#             source=DocumentSource.CONFLUENCE,
-#             name="Confluence OAuth",
-#         )
-
-#         logger.info(f"Slack access token: {access_token}")
-
-#         credential = create_credential(credential_info, user, db_session)
-
-#         logger.info(f"new_credential_id={credential.id}")
-#     except Exception as e:
-#         return JSONResponse(
-#             status_code=500,
-#             content={
-#                 "success": False,
-#                 "message": f"An error occurred during Slack OAuth: {str(e)}",
-#             },
-#         )
-#     finally:
-#         r.delete(r_key)
-
-#     # return the result
-#     return JSONResponse(
-#         content={
-#             "success": True,
-#             "message": "Slack OAuth completed successfully.",
-#             "team_id": team_id,
-#             "authed_user_id": authed_user_id,
-#             "redirect_on_success": session.redirect_on_success,
-#         }
-#     )
-
-
-@router.post("/connector/google-drive/callback")
-def handle_google_drive_oauth_callback(
-    code: str,
-    state: str,
-    user: User = Depends(current_user),
-    db_session: Session = Depends(get_session),
-    tenant_id: str | None = Depends(get_current_tenant_id),
-) -> JSONResponse:
-    if not GoogleDriveOAuth.CLIENT_ID or not GoogleDriveOAuth.CLIENT_SECRET:
-        raise HTTPException(
-            status_code=500,
-            detail="Google Drive client ID or client secret is not configured.",
-        )
-
-    r = get_redis_client(tenant_id=tenant_id)
-
-    # recover the state
-    padded_state = state + "=" * (
-        -len(state) % 4
-    )  # Add padding back (Base64 decoding requires padding)
-    uuid_bytes = base64.urlsafe_b64decode(
-        padded_state
-    )  # Decode the Base64 string back to bytes
-
-    # Convert bytes back to a UUID
-    oauth_uuid = uuid.UUID(bytes=uuid_bytes)
-    oauth_uuid_str = str(oauth_uuid)
-
-    r_key = f"da_oauth:{oauth_uuid_str}"
-
-    session_json_bytes = cast(bytes, r.get(r_key))
-    if not session_json_bytes:
-        raise HTTPException(
-            status_code=400,
-            detail=f"Google Drive OAuth failed - OAuth state key not found: key={r_key}",
-        )
-
-    session_json = session_json_bytes.decode("utf-8")
-    try:
-        session = GoogleDriveOAuth.parse_session(session_json)
-
-        # Exchange the authorization code for an access token
-        response = requests.post(
-            GoogleDriveOAuth.TOKEN_URL,
-            headers={"Content-Type": "application/x-www-form-urlencoded"},
-            data={
-                "client_id": GoogleDriveOAuth.CLIENT_ID,
-                "client_secret": GoogleDriveOAuth.CLIENT_SECRET,
-                "code": code,
-                "redirect_uri": GoogleDriveOAuth.REDIRECT_URI,
-                "grant_type": "authorization_code",
-            },
-        )
-
-        response.raise_for_status()
-
-        authorization_response: dict[str, Any] = response.json()
-
-        # the connector wants us to store the json in its authorized_user_info format
-        # returned from OAuthCredentials.get_authorized_user_info().
-        # So refresh immediately via get_google_oauth_creds with the params filled in
-        # from fields in authorization_response to get the json we need
-        authorized_user_info = {}
-        authorized_user_info["client_id"] = OAUTH_GOOGLE_DRIVE_CLIENT_ID
-        authorized_user_info["client_secret"] = OAUTH_GOOGLE_DRIVE_CLIENT_SECRET
-        authorized_user_info["refresh_token"] = authorization_response["refresh_token"]
-
-        token_json_str = json.dumps(authorized_user_info)
-        oauth_creds = get_google_oauth_creds(
-            token_json_str=token_json_str, source=DocumentSource.GOOGLE_DRIVE
-        )
-        if not oauth_creds:
-            raise RuntimeError("get_google_oauth_creds returned None.")
-
-        # save off the credentials
-        oauth_creds_sanitized_json_str = sanitize_oauth_credentials(oauth_creds)
-
-        credential_dict: dict[str, str] = {}
-        credential_dict[DB_CREDENTIALS_DICT_TOKEN_KEY] = oauth_creds_sanitized_json_str
-        credential_dict[DB_CREDENTIALS_PRIMARY_ADMIN_KEY] = session.email
-        credential_dict[
-            DB_CREDENTIALS_AUTHENTICATION_METHOD
-        ] = GoogleOAuthAuthenticationMethod.OAUTH_INTERACTIVE.value
-
-        credential_info = CredentialBase(
-            credential_json=credential_dict,
-            admin_public=True,
-            source=DocumentSource.GOOGLE_DRIVE,
-            name="OAuth (interactive)",
-        )
-
-        create_credential(credential_info, user, db_session)
-    except Exception as e:
-        return JSONResponse(
-            status_code=500,
-            content={
-                "success": False,
-                "message": f"An error occurred during Google Drive OAuth: {str(e)}",
-            },
-        )
-    finally:
-        r.delete(r_key)
-
-    # return the result
-    return JSONResponse(
-        content={
-            "success": True,
-            "message": "Google Drive OAuth completed successfully.",
-            "redirect_on_success": session.redirect_on_success,
-        }
-    )

backend/ee/onyx/server/oauth/api.py

@@ -0,0 +1,91 @@
+import base64
+import uuid
+
+from fastapi import Depends
+from fastapi import HTTPException
+from fastapi.responses import JSONResponse
+
+from ee.onyx.server.oauth.api_router import router
+from ee.onyx.server.oauth.confluence_cloud import ConfluenceCloudOAuth
+from ee.onyx.server.oauth.google_drive import GoogleDriveOAuth
+from ee.onyx.server.oauth.slack import SlackOAuth
+from onyx.auth.users import current_admin_user
+from onyx.configs.app_configs import DEV_MODE
+from onyx.configs.constants import DocumentSource
+from onyx.db.engine import get_current_tenant_id
+from onyx.db.models import User
+from onyx.redis.redis_pool import get_redis_client
+from onyx.utils.logger import setup_logger
+
+logger = setup_logger()
+
+
+@router.post("/prepare-authorization-request")
+def prepare_authorization_request(
+    connector: DocumentSource,
+    redirect_on_success: str | None,
+    user: User = Depends(current_admin_user),
+    tenant_id: str | None = Depends(get_current_tenant_id),
+) -> JSONResponse:
+    """Used by the frontend to generate the url for the user's browser during auth request.
+
+    Example: https://www.oauth.com/oauth2-servers/authorization/the-authorization-request/
+    """
+
+    # create random oauth state param for security and to retrieve user data later
+    oauth_uuid = uuid.uuid4()
+    oauth_uuid_str = str(oauth_uuid)
+
+    # urlsafe b64 encode the uuid for the oauth url
+    oauth_state = (
+        base64.urlsafe_b64encode(oauth_uuid.bytes).rstrip(b"=").decode("utf-8")
+    )
+
+    session: str | None = None
+    if connector == DocumentSource.SLACK:
+        if not DEV_MODE:
+            oauth_url = SlackOAuth.generate_oauth_url(oauth_state)
+        else:
+            oauth_url = SlackOAuth.generate_dev_oauth_url(oauth_state)
+
+        session = SlackOAuth.session_dump_json(
+            email=user.email, redirect_on_success=redirect_on_success
+        )
+    elif connector == DocumentSource.CONFLUENCE:
+        if not DEV_MODE:
+            oauth_url = ConfluenceCloudOAuth.generate_oauth_url(oauth_state)
+        else:
+            oauth_url = ConfluenceCloudOAuth.generate_dev_oauth_url(oauth_state)
+        session = ConfluenceCloudOAuth.session_dump_json(
+            email=user.email, redirect_on_success=redirect_on_success
+        )
+    elif connector == DocumentSource.GOOGLE_DRIVE:
+        if not DEV_MODE:
+            oauth_url = GoogleDriveOAuth.generate_oauth_url(oauth_state)
+        else:
+            oauth_url = GoogleDriveOAuth.generate_dev_oauth_url(oauth_state)
+        session = GoogleDriveOAuth.session_dump_json(
+            email=user.email, redirect_on_success=redirect_on_success
+        )
+    else:
+        oauth_url = None
+
+    if not oauth_url:
+        raise HTTPException(
+            status_code=404,
+            detail=f"The document source type {connector} does not have OAuth implemented",
+        )
+
+    if not session:
+        raise HTTPException(
+            status_code=500,
+            detail=f"The document source type {connector} failed to generate an OAuth session.",
+        )
+
+    r = get_redis_client(tenant_id=tenant_id)
+
+    # store important session state to retrieve when the user is redirected back
+    # 10 min is the max we want an oauth flow to be valid
+    r.set(f"da_oauth:{oauth_uuid_str}", session, ex=600)
+
+    return JSONResponse(content={"url": oauth_url})

backend/ee/onyx/server/oauth/api_router.py

@@ -0,0 +1,3 @@
+from fastapi import APIRouter
+
+router: APIRouter = APIRouter(prefix="/oauth")

backend/ee/onyx/server/oauth/confluence_cloud.py

@@ -0,0 +1,362 @@
+import base64
+import uuid
+from datetime import datetime
+from datetime import timedelta
+from datetime import timezone
+from typing import Any
+from typing import cast
+
+import requests
+from fastapi import Depends
+from fastapi import HTTPException
+from fastapi.responses import JSONResponse
+from pydantic import BaseModel
+from pydantic import ValidationError
+from sqlalchemy.orm import Session
+
+from ee.onyx.configs.app_configs import OAUTH_CONFLUENCE_CLOUD_CLIENT_ID
+from ee.onyx.configs.app_configs import OAUTH_CONFLUENCE_CLOUD_CLIENT_SECRET
+from ee.onyx.server.oauth.api_router import router
+from onyx.auth.users import current_admin_user
+from onyx.configs.app_configs import DEV_MODE
+from onyx.configs.app_configs import WEB_DOMAIN
+from onyx.configs.constants import DocumentSource
+from onyx.connectors.confluence.utils import CONFLUENCE_OAUTH_TOKEN_URL
+from onyx.db.credentials import create_credential
+from onyx.db.credentials import fetch_credential_by_id_for_user
+from onyx.db.credentials import update_credential_json
+from onyx.db.engine import get_current_tenant_id
+from onyx.db.engine import get_session
+from onyx.db.models import User
+from onyx.redis.redis_pool import get_redis_client
+from onyx.server.documents.models import CredentialBase
+from onyx.utils.logger import setup_logger
+
+logger = setup_logger()
+
+
+class ConfluenceCloudOAuth:
+    # https://developer.atlassian.com/cloud/confluence/oauth-2-3lo-apps/
+
+    class OAuthSession(BaseModel):
+        """Stored in redis to be looked up on callback"""
+
+        email: str
+        redirect_on_success: str | None  # Where to send the user if OAuth flow succeeds
+
+    class TokenResponse(BaseModel):
+        access_token: str
+        expires_in: int
+        token_type: str
+        refresh_token: str
+        scope: str
+
+    class AccessibleResources(BaseModel):
+        id: str
+        name: str
+        url: str
+        scopes: list[str]
+        avatarUrl: str
+
+    CLIENT_ID = OAUTH_CONFLUENCE_CLOUD_CLIENT_ID
+    CLIENT_SECRET = OAUTH_CONFLUENCE_CLOUD_CLIENT_SECRET
+    TOKEN_URL = CONFLUENCE_OAUTH_TOKEN_URL
+
+    ACCESSIBLE_RESOURCE_URL = (
+        "https://api.atlassian.com/oauth/token/accessible-resources"
+    )
+
+    # All read scopes per https://developer.atlassian.com/cloud/confluence/scopes-for-oauth-2-3LO-and-forge-apps/
+    CONFLUENCE_OAUTH_SCOPE = (
+        # classic scope
+        "read:confluence-space.summary%20"
+        "read:confluence-props%20"
+        "read:confluence-content.all%20"
+        "read:confluence-content.summary%20"
+        "read:confluence-content.permission%20"
+        "read:confluence-user%20"
+        "read:confluence-groups%20"
+        "readonly:content.attachment:confluence%20"
+        "search:confluence%20"
+        # granular scope
+        "read:attachment:confluence%20"  # possibly unneeded unless calling v2 attachments api
+        "read:content-details:confluence%20"  # for permission sync
+        "offline_access"
+    )
+
+    REDIRECT_URI = f"{WEB_DOMAIN}/admin/connectors/confluence/oauth/callback"
+    DEV_REDIRECT_URI = f"https://redirectmeto.com/{REDIRECT_URI}"
+
+    # eventually for Confluence Data Center
+    # oauth_url = (
+    #     f"http://localhost:8090/rest/oauth/v2/authorize?client_id={CONFLUENCE_OAUTH_CLIENT_ID}"
+    #     f"&scope={CONFLUENCE_OAUTH_SCOPE_2}"
+    #     f"&redirect_uri={redirectme_uri}"
+    # )
+
+    @classmethod
+    def generate_oauth_url(cls, state: str) -> str:
+        return cls._generate_oauth_url_helper(cls.REDIRECT_URI, state)
+
+    @classmethod
+    def generate_dev_oauth_url(cls, state: str) -> str:
+        """dev mode workaround for localhost testing
+        - https://www.nango.dev/blog/oauth-redirects-on-localhost-with-https
+        """
+        return cls._generate_oauth_url_helper(cls.DEV_REDIRECT_URI, state)
+
+    @classmethod
+    def _generate_oauth_url_helper(cls, redirect_uri: str, state: str) -> str:
+        # https://developer.atlassian.com/cloud/jira/platform/oauth-2-3lo-apps/#1--direct-the-user-to-the-authorization-url-to-get-an-authorization-code
+
+        url = (
+            "https://auth.atlassian.com/authorize"
+            f"?audience=api.atlassian.com"
+            f"&client_id={cls.CLIENT_ID}"
+            f"&scope={cls.CONFLUENCE_OAUTH_SCOPE}"
+            f"&redirect_uri={redirect_uri}"
+            f"&state={state}"
+            "&response_type=code"
+            "&prompt=consent"
+        )
+        return url
+
+    @classmethod
+    def session_dump_json(cls, email: str, redirect_on_success: str | None) -> str:
+        """Temporary state to store in redis. to be looked up on auth response.
+        Returns a json string.
+        """
+        session = ConfluenceCloudOAuth.OAuthSession(
+            email=email, redirect_on_success=redirect_on_success
+        )
+        return session.model_dump_json()
+
+    @classmethod
+    def parse_session(cls, session_json: str) -> OAuthSession:
+        session = ConfluenceCloudOAuth.OAuthSession.model_validate_json(session_json)
+        return session
+
+    @classmethod
+    def generate_finalize_url(cls, credential_id: int) -> str:
+        return f"{WEB_DOMAIN}/admin/connectors/confluence/oauth/finalize?credential={credential_id}"
+
+
+@router.post("/connector/confluence/callback")
+def confluence_oauth_callback(
+    code: str,
+    state: str,
+    user: User = Depends(current_admin_user),
+    db_session: Session = Depends(get_session),
+    tenant_id: str | None = Depends(get_current_tenant_id),
+) -> JSONResponse:
+    """Handles the backend logic for the frontend page that the user is redirected to
+    after visiting the oauth authorization url."""
+
+    if not ConfluenceCloudOAuth.CLIENT_ID or not ConfluenceCloudOAuth.CLIENT_SECRET:
+        raise HTTPException(
+            status_code=500,
+            detail="Confluence Cloud client ID or client secret is not configured.",
+        )
+
+    r = get_redis_client(tenant_id=tenant_id)
+
+    # recover the state
+    padded_state = state + "=" * (
+        -len(state) % 4
+    )  # Add padding back (Base64 decoding requires padding)
+    uuid_bytes = base64.urlsafe_b64decode(
+        padded_state
+    )  # Decode the Base64 string back to bytes
+
+    # Convert bytes back to a UUID
+    oauth_uuid = uuid.UUID(bytes=uuid_bytes)
+    oauth_uuid_str = str(oauth_uuid)
+
+    r_key = f"da_oauth:{oauth_uuid_str}"
+
+    session_json_bytes = cast(bytes, r.get(r_key))
+    if not session_json_bytes:
+        raise HTTPException(
+            status_code=400,
+            detail=f"Confluence Cloud OAuth failed - OAuth state key not found: key={r_key}",
+        )
+
+    session_json = session_json_bytes.decode("utf-8")
+    try:
+        session = ConfluenceCloudOAuth.parse_session(session_json)
+
+        if not DEV_MODE:
+            redirect_uri = ConfluenceCloudOAuth.REDIRECT_URI
+        else:
+            redirect_uri = ConfluenceCloudOAuth.DEV_REDIRECT_URI
+
+        # Exchange the authorization code for an access token
+        response = requests.post(
+            ConfluenceCloudOAuth.TOKEN_URL,
+            headers={"Content-Type": "application/x-www-form-urlencoded"},
+            data={
+                "client_id": ConfluenceCloudOAuth.CLIENT_ID,
+                "client_secret": ConfluenceCloudOAuth.CLIENT_SECRET,
+                "code": code,
+                "redirect_uri": redirect_uri,
+                "grant_type": "authorization_code",
+            },
+        )
+
+        token_response: ConfluenceCloudOAuth.TokenResponse | None = None
+
+        try:
+            token_response = ConfluenceCloudOAuth.TokenResponse.model_validate_json(
+                response.text
+            )
+        except Exception:
+            raise RuntimeError(
+                "Confluence Cloud OAuth failed during code/token exchange."
+            )
+
+        now = datetime.now(timezone.utc)
+        expires_at = now + timedelta(seconds=token_response.expires_in)
+
+        credential_info = CredentialBase(
+            credential_json={
+                "confluence_access_token": token_response.access_token,
+                "confluence_refresh_token": token_response.refresh_token,
+                "created_at": now.isoformat(),
+                "expires_at": expires_at.isoformat(),
+                "expires_in": token_response.expires_in,
+                "scope": token_response.scope,
+            },
+            admin_public=True,
+            source=DocumentSource.CONFLUENCE,
+            name="Confluence Cloud OAuth",
+        )
+
+        credential = create_credential(credential_info, user, db_session)
+    except Exception as e:
+        return JSONResponse(
+            status_code=500,
+            content={
+                "success": False,
+                "message": f"An error occurred during Confluence Cloud OAuth: {str(e)}",
+            },
+        )
+    finally:
+        r.delete(r_key)
+
+    # return the result
+    return JSONResponse(
+        content={
+            "success": True,
+            "message": "Confluence Cloud OAuth completed successfully.",
+            "finalize_url": ConfluenceCloudOAuth.generate_finalize_url(credential.id),
+            "redirect_on_success": session.redirect_on_success,
+        }
+    )
+
+
+@router.get("/connector/confluence/accessible-resources")
+def confluence_oauth_accessible_resources(
+    credential_id: int,
+    user: User = Depends(current_admin_user),
+    db_session: Session = Depends(get_session),
+    tenant_id: str | None = Depends(get_current_tenant_id),
+) -> JSONResponse:
+    """Atlassian's API is weird and does not supply us with enough info to be in a
+    usable state after authorizing.  All API's require a cloud id. We have to list
+    the accessible resources/sites and let the user choose which site to use."""
+
+    credential = fetch_credential_by_id_for_user(credential_id, user, db_session)
+    if not credential:
+        raise HTTPException(400, f"Credential {credential_id} not found.")
+
+    credential_dict = credential.credential_json
+    access_token = credential_dict["confluence_access_token"]
+
+    try:
+        # Exchange the authorization code for an access token
+        response = requests.get(
+            ConfluenceCloudOAuth.ACCESSIBLE_RESOURCE_URL,
+            headers={
+                "Authorization": f"Bearer {access_token}",
+                "Accept": "application/json",
+            },
+        )
+
+        response.raise_for_status()
+        accessible_resources_data = response.json()
+
+        # Validate the list of AccessibleResources
+        try:
+            accessible_resources = [
+                ConfluenceCloudOAuth.AccessibleResources(**resource)
+                for resource in accessible_resources_data
+            ]
+        except ValidationError as e:
+            raise RuntimeError(f"Failed to parse accessible resources: {e}")
+    except Exception as e:
+        return JSONResponse(
+            status_code=500,
+            content={
+                "success": False,
+                "message": f"An error occurred retrieving Confluence Cloud accessible resources: {str(e)}",
+            },
+        )
+
+    # return the result
+    return JSONResponse(
+        content={
+            "success": True,
+            "message": "Confluence Cloud get accessible resources completed successfully.",
+            "accessible_resources": [
+                resource.model_dump() for resource in accessible_resources
+            ],
+        }
+    )
+
+
+@router.post("/connector/confluence/finalize")
+def confluence_oauth_finalize(
+    credential_id: int,
+    cloud_id: str,
+    cloud_name: str,
+    cloud_url: str,
+    user: User = Depends(current_admin_user),
+    db_session: Session = Depends(get_session),
+    tenant_id: str | None = Depends(get_current_tenant_id),
+) -> JSONResponse:
+    """Saves the info for the selected cloud site to the credential.
+    This is the final step in the confluence oauth flow where after the traditional
+    OAuth process, the user has to select a site to associate with the credentials.
+    After this, the credential is usable."""
+
+    credential = fetch_credential_by_id_for_user(credential_id, user, db_session)
+    if not credential:
+        raise HTTPException(
+            status_code=400,
+            detail=f"Confluence Cloud OAuth failed - credential {credential_id} not found.",
+        )
+
+    new_credential_json: dict[str, Any] = dict(credential.credential_json)
+    new_credential_json["cloud_id"] = cloud_id
+    new_credential_json["cloud_name"] = cloud_name
+    new_credential_json["wiki_base"] = cloud_url
+
+    try:
+        update_credential_json(credential_id, new_credential_json, user, db_session)
+    except Exception as e:
+        return JSONResponse(
+            status_code=500,
+            content={
+                "success": False,
+                "message": f"An error occurred during Confluence Cloud OAuth: {str(e)}",
+            },
+        )
+
+    # return the result
+    return JSONResponse(
+        content={
+            "success": True,
+            "message": "Confluence Cloud OAuth finalized successfully.",
+            "redirect_url": f"{WEB_DOMAIN}/admin/connectors/confluence",
+        }
+    )

backend/ee/onyx/server/oauth/google_drive.py

@@ -0,0 +1,229 @@
+import base64
+import json
+import uuid
+from typing import Any
+from typing import cast
+
+import requests
+from fastapi import Depends
+from fastapi import HTTPException
+from fastapi.responses import JSONResponse
+from pydantic import BaseModel
+from sqlalchemy.orm import Session
+
+from ee.onyx.configs.app_configs import OAUTH_GOOGLE_DRIVE_CLIENT_ID
+from ee.onyx.configs.app_configs import OAUTH_GOOGLE_DRIVE_CLIENT_SECRET
+from ee.onyx.server.oauth.api_router import router
+from onyx.auth.users import current_admin_user
+from onyx.configs.app_configs import DEV_MODE
+from onyx.configs.app_configs import WEB_DOMAIN
+from onyx.configs.constants import DocumentSource
+from onyx.connectors.google_utils.google_auth import get_google_oauth_creds
+from onyx.connectors.google_utils.google_auth import sanitize_oauth_credentials
+from onyx.connectors.google_utils.shared_constants import (
+    DB_CREDENTIALS_AUTHENTICATION_METHOD,
+)
+from onyx.connectors.google_utils.shared_constants import (
+    DB_CREDENTIALS_DICT_TOKEN_KEY,
+)
+from onyx.connectors.google_utils.shared_constants import (
+    DB_CREDENTIALS_PRIMARY_ADMIN_KEY,
+)
+from onyx.connectors.google_utils.shared_constants import (
+    GoogleOAuthAuthenticationMethod,
+)
+from onyx.db.credentials import create_credential
+from onyx.db.engine import get_current_tenant_id
+from onyx.db.engine import get_session
+from onyx.db.models import User
+from onyx.redis.redis_pool import get_redis_client
+from onyx.server.documents.models import CredentialBase
+
+
+class GoogleDriveOAuth:
+    # https://developers.google.com/identity/protocols/oauth2
+    # https://developers.google.com/identity/protocols/oauth2/web-server
+
+    class OAuthSession(BaseModel):
+        """Stored in redis to be looked up on callback"""
+
+        email: str
+        redirect_on_success: str | None  # Where to send the user if OAuth flow succeeds
+
+    CLIENT_ID = OAUTH_GOOGLE_DRIVE_CLIENT_ID
+    CLIENT_SECRET = OAUTH_GOOGLE_DRIVE_CLIENT_SECRET
+
+    TOKEN_URL = "https://oauth2.googleapis.com/token"
+
+    # SCOPE is per https://docs.danswer.dev/connectors/google-drive
+    # TODO: Merge with or use google_utils.GOOGLE_SCOPES
+    SCOPE = (
+        "https://www.googleapis.com/auth/drive.readonly%20"
+        "https://www.googleapis.com/auth/drive.metadata.readonly%20"
+        "https://www.googleapis.com/auth/admin.directory.user.readonly%20"
+        "https://www.googleapis.com/auth/admin.directory.group.readonly"
+    )
+
+    REDIRECT_URI = f"{WEB_DOMAIN}/admin/connectors/google-drive/oauth/callback"
+    DEV_REDIRECT_URI = f"https://redirectmeto.com/{REDIRECT_URI}"
+
+    @classmethod
+    def generate_oauth_url(cls, state: str) -> str:
+        return cls._generate_oauth_url_helper(cls.REDIRECT_URI, state)
+
+    @classmethod
+    def generate_dev_oauth_url(cls, state: str) -> str:
+        """dev mode workaround for localhost testing
+        - https://www.nango.dev/blog/oauth-redirects-on-localhost-with-https
+        """
+
+        return cls._generate_oauth_url_helper(cls.DEV_REDIRECT_URI, state)
+
+    @classmethod
+    def _generate_oauth_url_helper(cls, redirect_uri: str, state: str) -> str:
+        # without prompt=consent, a refresh token is only issued the first time the user approves
+        url = (
+            f"https://accounts.google.com/o/oauth2/v2/auth"
+            f"?client_id={cls.CLIENT_ID}"
+            f"&redirect_uri={redirect_uri}"
+            "&response_type=code"
+            f"&scope={cls.SCOPE}"
+            "&access_type=offline"
+            f"&state={state}"
+            "&prompt=consent"
+        )
+        return url
+
+    @classmethod
+    def session_dump_json(cls, email: str, redirect_on_success: str | None) -> str:
+        """Temporary state to store in redis. to be looked up on auth response.
+        Returns a json string.
+        """
+        session = GoogleDriveOAuth.OAuthSession(
+            email=email, redirect_on_success=redirect_on_success
+        )
+        return session.model_dump_json()
+
+    @classmethod
+    def parse_session(cls, session_json: str) -> OAuthSession:
+        session = GoogleDriveOAuth.OAuthSession.model_validate_json(session_json)
+        return session
+
+
+@router.post("/connector/google-drive/callback")
+def handle_google_drive_oauth_callback(
+    code: str,
+    state: str,
+    user: User = Depends(current_admin_user),
+    db_session: Session = Depends(get_session),
+    tenant_id: str | None = Depends(get_current_tenant_id),
+) -> JSONResponse:
+    if not GoogleDriveOAuth.CLIENT_ID or not GoogleDriveOAuth.CLIENT_SECRET:
+        raise HTTPException(
+            status_code=500,
+            detail="Google Drive client ID or client secret is not configured.",
+        )
+
+    r = get_redis_client(tenant_id=tenant_id)
+
+    # recover the state
+    padded_state = state + "=" * (
+        -len(state) % 4
+    )  # Add padding back (Base64 decoding requires padding)
+    uuid_bytes = base64.urlsafe_b64decode(
+        padded_state
+    )  # Decode the Base64 string back to bytes
+
+    # Convert bytes back to a UUID
+    oauth_uuid = uuid.UUID(bytes=uuid_bytes)
+    oauth_uuid_str = str(oauth_uuid)
+
+    r_key = f"da_oauth:{oauth_uuid_str}"
+
+    session_json_bytes = cast(bytes, r.get(r_key))
+    if not session_json_bytes:
+        raise HTTPException(
+            status_code=400,
+            detail=f"Google Drive OAuth failed - OAuth state key not found: key={r_key}",
+        )
+
+    session_json = session_json_bytes.decode("utf-8")
+    try:
+        session = GoogleDriveOAuth.parse_session(session_json)
+
+        if not DEV_MODE:
+            redirect_uri = GoogleDriveOAuth.REDIRECT_URI
+        else:
+            redirect_uri = GoogleDriveOAuth.DEV_REDIRECT_URI
+
+        # Exchange the authorization code for an access token
+        response = requests.post(
+            GoogleDriveOAuth.TOKEN_URL,
+            headers={"Content-Type": "application/x-www-form-urlencoded"},
+            data={
+                "client_id": GoogleDriveOAuth.CLIENT_ID,
+                "client_secret": GoogleDriveOAuth.CLIENT_SECRET,
+                "code": code,
+                "redirect_uri": redirect_uri,
+                "grant_type": "authorization_code",
+            },
+        )
+
+        response.raise_for_status()
+
+        authorization_response: dict[str, Any] = response.json()
+
+        # the connector wants us to store the json in its authorized_user_info format
+        # returned from OAuthCredentials.get_authorized_user_info().
+        # So refresh immediately via get_google_oauth_creds with the params filled in
+        # from fields in authorization_response to get the json we need
+        authorized_user_info = {}
+        authorized_user_info["client_id"] = OAUTH_GOOGLE_DRIVE_CLIENT_ID
+        authorized_user_info["client_secret"] = OAUTH_GOOGLE_DRIVE_CLIENT_SECRET
+        authorized_user_info["refresh_token"] = authorization_response["refresh_token"]
+
+        token_json_str = json.dumps(authorized_user_info)
+        oauth_creds = get_google_oauth_creds(
+            token_json_str=token_json_str, source=DocumentSource.GOOGLE_DRIVE
+        )
+        if not oauth_creds:
+            raise RuntimeError("get_google_oauth_creds returned None.")
+
+        # save off the credentials
+        oauth_creds_sanitized_json_str = sanitize_oauth_credentials(oauth_creds)
+
+        credential_dict: dict[str, str] = {}
+        credential_dict[DB_CREDENTIALS_DICT_TOKEN_KEY] = oauth_creds_sanitized_json_str
+        credential_dict[DB_CREDENTIALS_PRIMARY_ADMIN_KEY] = session.email
+        credential_dict[
+            DB_CREDENTIALS_AUTHENTICATION_METHOD
+        ] = GoogleOAuthAuthenticationMethod.OAUTH_INTERACTIVE.value
+
+        credential_info = CredentialBase(
+            credential_json=credential_dict,
+            admin_public=True,
+            source=DocumentSource.GOOGLE_DRIVE,
+            name="OAuth (interactive)",
+        )
+
+        create_credential(credential_info, user, db_session)
+    except Exception as e:
+        return JSONResponse(
+            status_code=500,
+            content={
+                "success": False,
+                "message": f"An error occurred during Google Drive OAuth: {str(e)}",
+            },
+        )
+    finally:
+        r.delete(r_key)
+
+    # return the result
+    return JSONResponse(
+        content={
+            "success": True,
+            "message": "Google Drive OAuth completed successfully.",
+            "finalize_url": None,
+            "redirect_on_success": session.redirect_on_success,
+        }
+    )

backend/ee/onyx/server/oauth/slack.py

@@ -0,0 +1,197 @@
+import base64
+import uuid
+from typing import cast
+
+import requests
+from fastapi import Depends
+from fastapi import HTTPException
+from fastapi.responses import JSONResponse
+from pydantic import BaseModel
+from sqlalchemy.orm import Session
+
+from ee.onyx.configs.app_configs import OAUTH_SLACK_CLIENT_ID
+from ee.onyx.configs.app_configs import OAUTH_SLACK_CLIENT_SECRET
+from ee.onyx.server.oauth.api_router import router
+from onyx.auth.users import current_admin_user
+from onyx.configs.app_configs import DEV_MODE
+from onyx.configs.app_configs import WEB_DOMAIN
+from onyx.configs.constants import DocumentSource
+from onyx.db.credentials import create_credential
+from onyx.db.engine import get_current_tenant_id
+from onyx.db.engine import get_session
+from onyx.db.models import User
+from onyx.redis.redis_pool import get_redis_client
+from onyx.server.documents.models import CredentialBase
+
+
+class SlackOAuth:
+    # https://knock.app/blog/how-to-authenticate-users-in-slack-using-oauth
+    # Example: https://api.slack.com/authentication/oauth-v2#exchanging
+
+    class OAuthSession(BaseModel):
+        """Stored in redis to be looked up on callback"""
+
+        email: str
+        redirect_on_success: str | None  # Where to send the user if OAuth flow succeeds
+
+    CLIENT_ID = OAUTH_SLACK_CLIENT_ID
+    CLIENT_SECRET = OAUTH_SLACK_CLIENT_SECRET
+
+    TOKEN_URL = "https://slack.com/api/oauth.v2.access"
+
+    # SCOPE is per https://docs.danswer.dev/connectors/slack
+    BOT_SCOPE = (
+        "channels:history,"
+        "channels:read,"
+        "groups:history,"
+        "groups:read,"
+        "channels:join,"
+        "im:history,"
+        "users:read,"
+        "users:read.email,"
+        "usergroups:read"
+    )
+
+    REDIRECT_URI = f"{WEB_DOMAIN}/admin/connectors/slack/oauth/callback"
+    DEV_REDIRECT_URI = f"https://redirectmeto.com/{REDIRECT_URI}"
+
+    @classmethod
+    def generate_oauth_url(cls, state: str) -> str:
+        return cls._generate_oauth_url_helper(cls.REDIRECT_URI, state)
+
+    @classmethod
+    def generate_dev_oauth_url(cls, state: str) -> str:
+        """dev mode workaround for localhost testing
+        - https://www.nango.dev/blog/oauth-redirects-on-localhost-with-https
+        """
+
+        return cls._generate_oauth_url_helper(cls.DEV_REDIRECT_URI, state)
+
+    @classmethod
+    def _generate_oauth_url_helper(cls, redirect_uri: str, state: str) -> str:
+        url = (
+            f"https://slack.com/oauth/v2/authorize"
+            f"?client_id={cls.CLIENT_ID}"
+            f"&redirect_uri={redirect_uri}"
+            f"&scope={cls.BOT_SCOPE}"
+            f"&state={state}"
+        )
+        return url
+
+    @classmethod
+    def session_dump_json(cls, email: str, redirect_on_success: str | None) -> str:
+        """Temporary state to store in redis. to be looked up on auth response.
+        Returns a json string.
+        """
+        session = SlackOAuth.OAuthSession(
+            email=email, redirect_on_success=redirect_on_success
+        )
+        return session.model_dump_json()
+
+    @classmethod
+    def parse_session(cls, session_json: str) -> OAuthSession:
+        session = SlackOAuth.OAuthSession.model_validate_json(session_json)
+        return session
+
+
+@router.post("/connector/slack/callback")
+def handle_slack_oauth_callback(
+    code: str,
+    state: str,
+    user: User = Depends(current_admin_user),
+    db_session: Session = Depends(get_session),
+    tenant_id: str | None = Depends(get_current_tenant_id),
+) -> JSONResponse:
+    if not SlackOAuth.CLIENT_ID or not SlackOAuth.CLIENT_SECRET:
+        raise HTTPException(
+            status_code=500,
+            detail="Slack client ID or client secret is not configured.",
+        )
+
+    r = get_redis_client(tenant_id=tenant_id)
+
+    # recover the state
+    padded_state = state + "=" * (
+        -len(state) % 4
+    )  # Add padding back (Base64 decoding requires padding)
+    uuid_bytes = base64.urlsafe_b64decode(
+        padded_state
+    )  # Decode the Base64 string back to bytes
+
+    # Convert bytes back to a UUID
+    oauth_uuid = uuid.UUID(bytes=uuid_bytes)
+    oauth_uuid_str = str(oauth_uuid)
+
+    r_key = f"da_oauth:{oauth_uuid_str}"
+
+    session_json_bytes = cast(bytes, r.get(r_key))
+    if not session_json_bytes:
+        raise HTTPException(
+            status_code=400,
+            detail=f"Slack OAuth failed - OAuth state key not found: key={r_key}",
+        )
+
+    session_json = session_json_bytes.decode("utf-8")
+    try:
+        session = SlackOAuth.parse_session(session_json)
+
+        if not DEV_MODE:
+            redirect_uri = SlackOAuth.REDIRECT_URI
+        else:
+            redirect_uri = SlackOAuth.DEV_REDIRECT_URI
+
+        # Exchange the authorization code for an access token
+        response = requests.post(
+            SlackOAuth.TOKEN_URL,
+            headers={"Content-Type": "application/x-www-form-urlencoded"},
+            data={
+                "client_id": SlackOAuth.CLIENT_ID,
+                "client_secret": SlackOAuth.CLIENT_SECRET,
+                "code": code,
+                "redirect_uri": redirect_uri,
+            },
+        )
+
+        response_data = response.json()
+
+        if not response_data.get("ok"):
+            raise HTTPException(
+                status_code=400,
+                detail=f"Slack OAuth failed: {response_data.get('error')}",
+            )
+
+        # Extract token and team information
+        access_token: str = response_data.get("access_token")
+        team_id: str = response_data.get("team", {}).get("id")
+        authed_user_id: str = response_data.get("authed_user", {}).get("id")
+
+        credential_info = CredentialBase(
+            credential_json={"slack_bot_token": access_token},
+            admin_public=True,
+            source=DocumentSource.SLACK,
+            name="Slack OAuth",
+        )
+
+        create_credential(credential_info, user, db_session)
+    except Exception as e:
+        return JSONResponse(
+            status_code=500,
+            content={
+                "success": False,
+                "message": f"An error occurred during Slack OAuth: {str(e)}",
+            },
+        )
+    finally:
+        r.delete(r_key)
+
+    # return the result
+    return JSONResponse(
+        content={
+            "success": True,
+            "message": "Slack OAuth completed successfully.",
+            "finalize_url": None,
+            "redirect_on_success": session.redirect_on_success,
+            "team_id": team_id,
+            "authed_user_id": authed_user_id,
+        }
+    )

backend/ee/onyx/server/query_and_chat/chat_backend.py

@@ -1,10 +1,14 @@
 import re
+from typing import cast
 
 from fastapi import APIRouter
 from fastapi import Depends
 from fastapi import HTTPException
 from sqlalchemy.orm import Session
 
+from ee.onyx.server.query_and_chat.models import AgentAnswer
+from ee.onyx.server.query_and_chat.models import AgentSubQuery
+from ee.onyx.server.query_and_chat.models import AgentSubQuestion
 from ee.onyx.server.query_and_chat.models import BasicCreateChatMessageRequest
 from ee.onyx.server.query_and_chat.models import (
     BasicCreateChatMessageWithHistoryRequest,
@@ -14,13 +18,19 @@ from ee.onyx.server.query_and_chat.models import SimpleDoc
 from onyx.auth.users import current_user
 from onyx.chat.chat_utils import combine_message_thread
 from onyx.chat.chat_utils import create_chat_chain
+from onyx.chat.models import AgentAnswerPiece
 from onyx.chat.models import AllCitations
+from onyx.chat.models import ExtendedToolResponse
 from onyx.chat.models import FinalUsedContextDocsResponse
 from onyx.chat.models import LlmDoc
 from onyx.chat.models import LLMRelevanceFilterResponse
 from onyx.chat.models import OnyxAnswerPiece
 from onyx.chat.models import QADocsResponse
+from onyx.chat.models import RefinedAnswerImprovement
 from onyx.chat.models import StreamingError
+from onyx.chat.models import SubQueryPiece
+from onyx.chat.models import SubQuestionIdentifier
+from onyx.chat.models import SubQuestionPiece
 from onyx.chat.process_message import ChatPacketStream
 from onyx.chat.process_message import stream_chat_message_objects
 from onyx.configs.chat_configs import CHAT_TARGET_CHUNK_PERCENTAGE
@@ -89,6 +99,12 @@ def _convert_packet_stream_to_response(
     final_context_docs: list[LlmDoc] = []
 
     answer = ""
+
+    # accumulate stream data with these dicts
+    agent_sub_questions: dict[tuple[int, int], AgentSubQuestion] = {}
+    agent_answers: dict[tuple[int, int], AgentAnswer] = {}
+    agent_sub_queries: dict[tuple[int, int, int], AgentSubQuery] = {}
+
     for packet in packets:
         if isinstance(packet, OnyxAnswerPiece) and packet.answer_piece:
             answer += packet.answer_piece
@@ -97,6 +113,15 @@ def _convert_packet_stream_to_response(
 
             # TODO: deprecate `simple_search_docs`
             response.simple_search_docs = _translate_doc_response_to_simple_doc(packet)
+
+            # This is a no-op if agent_sub_questions hasn't already been filled
+            if packet.level is not None and packet.level_question_num is not None:
+                id = (packet.level, packet.level_question_num)
+                if id in agent_sub_questions:
+                    agent_sub_questions[id].document_ids = [
+                        saved_search_doc.document_id
+                        for saved_search_doc in packet.top_documents
+                    ]
         elif isinstance(packet, StreamingError):
             response.error_msg = packet.error
         elif isinstance(packet, ChatMessageDetail):
@@ -113,11 +138,104 @@ def _convert_packet_stream_to_response(
                 citation.citation_num: citation.document_id
                 for citation in packet.citations
             }
+        # agentic packets
+        elif isinstance(packet, SubQuestionPiece):
+            if packet.level is not None and packet.level_question_num is not None:
+                id = (packet.level, packet.level_question_num)
+                if agent_sub_questions.get(id) is None:
+                    agent_sub_questions[id] = AgentSubQuestion(
+                        level=packet.level,
+                        level_question_num=packet.level_question_num,
+                        sub_question=packet.sub_question,
+                        document_ids=[],
+                    )
+                else:
+                    agent_sub_questions[id].sub_question += packet.sub_question
+
+        elif isinstance(packet, AgentAnswerPiece):
+            if packet.level is not None and packet.level_question_num is not None:
+                id = (packet.level, packet.level_question_num)
+                if agent_answers.get(id) is None:
+                    agent_answers[id] = AgentAnswer(
+                        level=packet.level,
+                        level_question_num=packet.level_question_num,
+                        answer=packet.answer_piece,
+                        answer_type=packet.answer_type,
+                    )
+                else:
+                    agent_answers[id].answer += packet.answer_piece
+        elif isinstance(packet, SubQueryPiece):
+            if packet.level is not None and packet.level_question_num is not None:
+                sub_query_id = (
+                    packet.level,
+                    packet.level_question_num,
+                    packet.query_id,
+                )
+                if agent_sub_queries.get(sub_query_id) is None:
+                    agent_sub_queries[sub_query_id] = AgentSubQuery(
+                        level=packet.level,
+                        level_question_num=packet.level_question_num,
+                        sub_query=packet.sub_query,
+                        query_id=packet.query_id,
+                    )
+                else:
+                    agent_sub_queries[sub_query_id].sub_query += packet.sub_query
+        elif isinstance(packet, ExtendedToolResponse):
+            # we shouldn't get this ... it gets intercepted and translated to QADocsResponse
+            logger.warning(
+                "_convert_packet_stream_to_response: Unexpected chat packet type ExtendedToolResponse!"
+            )
+        elif isinstance(packet, RefinedAnswerImprovement):
+            response.agent_refined_answer_improvement = (
+                packet.refined_answer_improvement
+            )
+        else:
+            logger.warning(
+                f"_convert_packet_stream_to_response - Unrecognized chat packet: type={type(packet)}"
+            )
 
     response.final_context_doc_indices = _get_final_context_doc_indices(
         final_context_docs, response.top_documents
     )
 
+    # organize / sort agent metadata for output
+    if len(agent_sub_questions) > 0:
+        response.agent_sub_questions = cast(
+            dict[int, list[AgentSubQuestion]],
+            SubQuestionIdentifier.make_dict_by_level(agent_sub_questions),
+        )
+
+    if len(agent_answers) > 0:
+        # return the agent_level_answer from the first level or the last one depending
+        # on agent_refined_answer_improvement
+        response.agent_answers = cast(
+            dict[int, list[AgentAnswer]],
+            SubQuestionIdentifier.make_dict_by_level(agent_answers),
+        )
+        if response.agent_answers:
+            selected_answer_level = (
+                0
+                if not response.agent_refined_answer_improvement
+                else len(response.agent_answers) - 1
+            )
+            level_answers = response.agent_answers[selected_answer_level]
+            for level_answer in level_answers:
+                if level_answer.answer_type != "agent_level_answer":
+                    continue
+
+                answer = level_answer.answer
+                break
+
+    if len(agent_sub_queries) > 0:
+        # subqueries are often emitted with trailing whitespace ... clean it up here
+        # perhaps fix at the source?
+        for v in agent_sub_queries.values():
+            v.sub_query = v.sub_query.strip()
+
+        response.agent_sub_queries = (
+            AgentSubQuery.make_dict_by_level_and_question_index(agent_sub_queries)
+        )
+
     response.answer = answer
     if answer:
         response.answer_citationless = remove_answer_citations(answer)
@@ -179,6 +297,7 @@ def handle_simplified_chat_message(
         chunks_below=0,
         full_doc=chat_message_req.full_doc,
         structured_response_format=chat_message_req.structured_response_format,
+        use_agentic_search=chat_message_req.use_agentic_search,
     )
 
     packets = stream_chat_message_objects(
@@ -301,6 +420,7 @@ def handle_send_message_simple_with_history(
         chunks_below=0,
         full_doc=req.full_doc,
         structured_response_format=req.structured_response_format,
+        use_agentic_search=req.use_agentic_search,
     )
 
     packets = stream_chat_message_objects(

backend/ee/onyx/server/query_and_chat/models.py

@@ -1,3 +1,5 @@
+from collections import OrderedDict
+from typing import Literal
 from uuid import UUID
 
 from pydantic import BaseModel
@@ -9,6 +11,7 @@ from onyx.chat.models import CitationInfo
 from onyx.chat.models import OnyxContexts
 from onyx.chat.models import PersonaOverrideConfig
 from onyx.chat.models import QADocsResponse
+from onyx.chat.models import SubQuestionIdentifier
 from onyx.chat.models import ThreadMessage
 from onyx.configs.constants import DocumentSource
 from onyx.context.search.enums import LLMEvaluationType
@@ -57,6 +60,9 @@ class BasicCreateChatMessageRequest(ChunkContext):
     # https://platform.openai.com/docs/guides/structured-outputs/introduction
     structured_response_format: dict | None = None
 
+    # If True, uses agentic search instead of basic search
+    use_agentic_search: bool = False
+
 
 class BasicCreateChatMessageWithHistoryRequest(ChunkContext):
     # Last element is the new query. All previous elements are historical context
@@ -71,6 +77,8 @@ class BasicCreateChatMessageWithHistoryRequest(ChunkContext):
     # only works if using an OpenAI model. See the following for more details:
     # https://platform.openai.com/docs/guides/structured-outputs/introduction
     structured_response_format: dict | None = None
+    # If True, uses agentic search instead of basic search
+    use_agentic_search: bool = False
 
 
 class SimpleDoc(BaseModel):
@@ -83,6 +91,64 @@ class SimpleDoc(BaseModel):
     metadata: dict | None
 
 
+class AgentSubQuestion(SubQuestionIdentifier):
+    sub_question: str
+    document_ids: list[str]
+
+
+class AgentAnswer(SubQuestionIdentifier):
+    answer: str
+    answer_type: Literal["agent_sub_answer", "agent_level_answer"]
+
+
+class AgentSubQuery(SubQuestionIdentifier):
+    sub_query: str
+    query_id: int
+
+    @staticmethod
+    def make_dict_by_level_and_question_index(
+        original_dict: dict[tuple[int, int, int], "AgentSubQuery"]
+    ) -> dict[int, dict[int, list["AgentSubQuery"]]]:
+        """Takes a dict of tuple(level, question num, query_id) to sub queries.
+
+        returns a dict of level to dict[question num to list of query_id's]
+        Ordering is asc for readability.
+        """
+        # In this function, when we sort int | None, we deliberately push None to the end
+
+        # map entries to the level_question_dict
+        level_question_dict: dict[int, dict[int, list["AgentSubQuery"]]] = {}
+        for k1, obj in original_dict.items():
+            level = k1[0]
+            question = k1[1]
+
+            if level not in level_question_dict:
+                level_question_dict[level] = {}
+
+            if question not in level_question_dict[level]:
+                level_question_dict[level][question] = []
+
+            level_question_dict[level][question].append(obj)
+
+        # sort each query_id list and question_index
+        for key1, obj1 in level_question_dict.items():
+            for key2, value2 in obj1.items():
+                # sort the query_id list of each question_index
+                level_question_dict[key1][key2] = sorted(
+                    value2, key=lambda o: o.query_id
+                )
+            # sort the question_index dict of level
+            level_question_dict[key1] = OrderedDict(
+                sorted(level_question_dict[key1].items(), key=lambda x: (x is None, x))
+            )
+
+        # sort the top dict of levels
+        sorted_dict = OrderedDict(
+            sorted(level_question_dict.items(), key=lambda x: (x is None, x))
+        )
+        return sorted_dict
+
+
 class ChatBasicResponse(BaseModel):
     # This is built piece by piece, any of these can be None as the flow could break
     answer: str | None = None
@@ -102,6 +168,12 @@ class ChatBasicResponse(BaseModel):
     simple_search_docs: list[SimpleDoc] | None = None
     llm_chunks_indices: list[int] | None = None
 
+    # agentic fields
+    agent_sub_questions: dict[int, list[AgentSubQuestion]] | None = None
+    agent_answers: dict[int, list[AgentAnswer]] | None = None
+    agent_sub_queries: dict[int, dict[int, list[AgentSubQuery]]] | None = None
+    agent_refined_answer_improvement: bool | None = None
+
 
 class OneShotQARequest(ChunkContext):
     # Supports simplier APIs that don't deal with chat histories or message edits
@@ -120,9 +192,12 @@ class OneShotQARequest(ChunkContext):
     # will also disable Thread-based Rewording if specified
     query_override: str | None = None
 
-    # If True, skips generative an AI response to the search query
+    # If True, skips generating an AI response to the search query
     skip_gen_ai_answer_generation: bool = False
 
+    # If True, uses agentic search instead of basic search
+    use_agentic_search: bool = False
+
     @model_validator(mode="after")
     def check_persona_fields(self) -> "OneShotQARequest":
         if self.persona_override_config is None and self.persona_id is None:

backend/ee/onyx/server/query_and_chat/query_backend.py

@@ -83,6 +83,7 @@ def handle_search_request(
         user=user,
         llm=llm,
         fast_llm=fast_llm,
+        skip_query_analysis=False,
         db_session=db_session,
         bypass_acl=False,
     )
@@ -196,6 +197,8 @@ def get_answer_stream(
         retrieval_details=query_request.retrieval_options,
         rerank_settings=query_request.rerank_settings,
         db_session=db_session,
+        use_agentic_search=query_request.use_agentic_search,
+        skip_gen_ai_answer_generation=query_request.skip_gen_ai_answer_generation,
     )
 
     packets = stream_chat_message_objects(

backend/ee/onyx/server/query_and_chat/token_limit.py

@@ -13,7 +13,7 @@ from sqlalchemy import select
 from sqlalchemy.orm import Session
 
 from onyx.db.api_key import is_api_key_email_address
-from onyx.db.engine import get_session_with_tenant
+from onyx.db.engine import get_session_with_current_tenant
 from onyx.db.models import ChatMessage
 from onyx.db.models import ChatSession
 from onyx.db.models import TokenRateLimit
@@ -28,21 +28,21 @@ from onyx.server.query_and_chat.token_limit import _user_is_rate_limited_by_glob
 from onyx.utils.threadpool_concurrency import run_functions_tuples_in_parallel
 
 
-def _check_token_rate_limits(user: User | None, tenant_id: str | None) -> None:
+def _check_token_rate_limits(user: User | None) -> None:
     if user is None:
         # Unauthenticated users are only rate limited by global settings
-        _user_is_rate_limited_by_global(tenant_id)
+        _user_is_rate_limited_by_global()
 
     elif is_api_key_email_address(user.email):
         # API keys are only rate limited by global settings
-        _user_is_rate_limited_by_global(tenant_id)
+        _user_is_rate_limited_by_global()
 
     else:
         run_functions_tuples_in_parallel(
             [
-                (_user_is_rate_limited, (user.id, tenant_id)),
-                (_user_is_rate_limited_by_group, (user.id, tenant_id)),
-                (_user_is_rate_limited_by_global, (tenant_id,)),
+                (_user_is_rate_limited, (user.id,)),
+                (_user_is_rate_limited_by_group, (user.id,)),
+                (_user_is_rate_limited_by_global, ()),
             ]
         )
 
@@ -52,8 +52,8 @@ User rate limits
 """
 
 
-def _user_is_rate_limited(user_id: UUID, tenant_id: str | None) -> None:
-    with get_session_with_tenant(tenant_id) as db_session:
+def _user_is_rate_limited(user_id: UUID) -> None:
+    with get_session_with_current_tenant() as db_session:
         user_rate_limits = fetch_all_user_token_rate_limits(
             db_session=db_session, enabled_only=True, ordered=False
         )
@@ -93,8 +93,8 @@ User Group rate limits
 """
 
 
-def _user_is_rate_limited_by_group(user_id: UUID, tenant_id: str | None) -> None:
-    with get_session_with_tenant(tenant_id) as db_session:
+def _user_is_rate_limited_by_group(user_id: UUID) -> None:
+    with get_session_with_current_tenant() as db_session:
         group_rate_limits = _fetch_all_user_group_rate_limits(user_id, db_session)
 
         if group_rate_limits:

backend/ee/onyx/server/query_history/api.py

@@ -2,6 +2,7 @@ import csv
 import io
 from datetime import datetime
 from datetime import timezone
+from http import HTTPStatus
 from uuid import UUID
 
 from fastapi import APIRouter
@@ -21,8 +22,10 @@ from ee.onyx.server.query_history.models import QuestionAnswerPairSnapshot
 from onyx.auth.users import current_admin_user
 from onyx.auth.users import get_display_email
 from onyx.chat.chat_utils import create_chat_chain
+from onyx.configs.app_configs import ONYX_QUERY_HISTORY_TYPE
 from onyx.configs.constants import MessageType
 from onyx.configs.constants import QAFeedbackType
+from onyx.configs.constants import QueryHistoryType
 from onyx.configs.constants import SessionType
 from onyx.db.chat import get_chat_session_by_id
 from onyx.db.chat import get_chat_sessions_by_user
@@ -35,6 +38,8 @@ from onyx.server.query_and_chat.models import ChatSessionsResponse
 
 router = APIRouter()
 
+ONYX_ANONYMIZED_EMAIL = "anonymous@anonymous.invalid"
+
 
 def fetch_and_process_chat_session_history(
     db_session: Session,
@@ -43,10 +48,15 @@ def fetch_and_process_chat_session_history(
     feedback_type: QAFeedbackType | None,
     limit: int | None = 500,
 ) -> list[ChatSessionSnapshot]:
+    # observed to be slow a scale of 8192 sessions and 4 messages per session
+
+    # this is a little slow (5 seconds)
     chat_sessions = fetch_chat_sessions_eagerly_by_time(
         start=start, end=end, db_session=db_session, limit=limit
     )
 
+    # this is VERY slow (80 seconds) due to create_chat_chain being called
+    # for each session. Needs optimizing.
     chat_session_snapshots = [
         snapshot_from_chat_session(chat_session=chat_session, db_session=db_session)
         for chat_session in chat_sessions
@@ -107,6 +117,17 @@ def get_user_chat_sessions(
     _: User | None = Depends(current_admin_user),
     db_session: Session = Depends(get_session),
 ) -> ChatSessionsResponse:
+    # we specifically don't allow this endpoint if "anonymized" since
+    # this is a direct query on the user id
+    if ONYX_QUERY_HISTORY_TYPE in [
+        QueryHistoryType.DISABLED,
+        QueryHistoryType.ANONYMIZED,
+    ]:
+        raise HTTPException(
+            status_code=HTTPStatus.FORBIDDEN,
+            detail="Per user query history has been disabled by the administrator.",
+        )
+
     try:
         chat_sessions = get_chat_sessions_by_user(
             user_id=user_id, deleted=False, db_session=db_session, limit=0
@@ -122,6 +143,7 @@ def get_user_chat_sessions(
                 name=chat.description,
                 persona_id=chat.persona_id,
                 time_created=chat.time_created.isoformat(),
+                time_updated=chat.time_updated.isoformat(),
                 shared_status=chat.shared_status,
                 folder_id=chat.folder_id,
                 current_alternate_model=chat.current_alternate_model,
@@ -141,6 +163,12 @@ def get_chat_session_history(
     _: User | None = Depends(current_admin_user),
     db_session: Session = Depends(get_session),
 ) -> PaginatedReturn[ChatSessionMinimal]:
+    if ONYX_QUERY_HISTORY_TYPE == QueryHistoryType.DISABLED:
+        raise HTTPException(
+            status_code=HTTPStatus.FORBIDDEN,
+            detail="Query history has been disabled by the administrator.",
+        )
+
     page_of_chat_sessions = get_page_of_chat_sessions(
         page_num=page_num,
         page_size=page_size,
@@ -157,11 +185,16 @@ def get_chat_session_history(
         feedback_filter=feedback_type,
     )
 
+    minimal_chat_sessions: list[ChatSessionMinimal] = []
+
+    for chat_session in page_of_chat_sessions:
+        minimal_chat_session = ChatSessionMinimal.from_chat_session(chat_session)
+        if ONYX_QUERY_HISTORY_TYPE == QueryHistoryType.ANONYMIZED:
+            minimal_chat_session.user_email = ONYX_ANONYMIZED_EMAIL
+        minimal_chat_sessions.append(minimal_chat_session)
+
     return PaginatedReturn(
-        items=[
-            ChatSessionMinimal.from_chat_session(chat_session)
-            for chat_session in page_of_chat_sessions
-        ],
+        items=minimal_chat_sessions,
         total_items=total_filtered_chat_sessions_count,
     )
 
@@ -172,6 +205,12 @@ def get_chat_session_admin(
     _: User | None = Depends(current_admin_user),
     db_session: Session = Depends(get_session),
 ) -> ChatSessionSnapshot:
+    if ONYX_QUERY_HISTORY_TYPE == QueryHistoryType.DISABLED:
+        raise HTTPException(
+            status_code=HTTPStatus.FORBIDDEN,
+            detail="Query history has been disabled by the administrator.",
+        )
+
     try:
         chat_session = get_chat_session_by_id(
             chat_session_id=chat_session_id,
@@ -193,6 +232,9 @@ def get_chat_session_admin(
             f"Could not create snapshot for chat session with id '{chat_session_id}'",
         )
 
+    if ONYX_QUERY_HISTORY_TYPE == QueryHistoryType.ANONYMIZED:
+        snapshot.user_email = ONYX_ANONYMIZED_EMAIL
+
     return snapshot
 
 
@@ -203,6 +245,14 @@ def get_query_history_as_csv(
     end: datetime | None = None,
     db_session: Session = Depends(get_session),
 ) -> StreamingResponse:
+    if ONYX_QUERY_HISTORY_TYPE == QueryHistoryType.DISABLED:
+        raise HTTPException(
+            status_code=HTTPStatus.FORBIDDEN,
+            detail="Query history has been disabled by the administrator.",
+        )
+
+    # this call is very expensive and is timing out via endpoint
+    # TODO: optimize call and/or generate via background task
     complete_chat_session_history = fetch_and_process_chat_session_history(
         db_session=db_session,
         start=start or datetime.fromtimestamp(0, tz=timezone.utc),
@@ -213,6 +263,9 @@ def get_query_history_as_csv(
 
     question_answer_pairs: list[QuestionAnswerPairSnapshot] = []
     for chat_session_snapshot in complete_chat_session_history:
+        if ONYX_QUERY_HISTORY_TYPE == QueryHistoryType.ANONYMIZED:
+            chat_session_snapshot.user_email = ONYX_ANONYMIZED_EMAIL
+
         question_answer_pairs.extend(
             QuestionAnswerPairSnapshot.from_chat_session_snapshot(chat_session_snapshot)
         )

backend/ee/onyx/server/tenants/admin_api.py

@@ -0,0 +1,45 @@
+from fastapi import APIRouter
+from fastapi import Depends
+from fastapi import HTTPException
+from fastapi import Response
+
+from ee.onyx.auth.users import current_cloud_superuser
+from ee.onyx.server.tenants.models import ImpersonateRequest
+from ee.onyx.server.tenants.user_mapping import get_tenant_id_for_email
+from onyx.auth.users import auth_backend
+from onyx.auth.users import get_redis_strategy
+from onyx.auth.users import User
+from onyx.db.engine import get_session_with_tenant
+from onyx.db.users import get_user_by_email
+from onyx.utils.logger import setup_logger
+
+logger = setup_logger()
+
+router = APIRouter(prefix="/tenants")
+
+
+@router.post("/impersonate")
+async def impersonate_user(
+    impersonate_request: ImpersonateRequest,
+    _: User = Depends(current_cloud_superuser),
+) -> Response:
+    """Allows a cloud superuser to impersonate another user by generating an impersonation JWT token"""
+    tenant_id = get_tenant_id_for_email(impersonate_request.email)
+
+    with get_session_with_tenant(tenant_id=tenant_id) as tenant_session:
+        user_to_impersonate = get_user_by_email(
+            impersonate_request.email, tenant_session
+        )
+        if user_to_impersonate is None:
+            raise HTTPException(status_code=404, detail="User not found")
+        token = await get_redis_strategy().write_token(user_to_impersonate)
+
+    response = await auth_backend.transport.get_login_response(token)
+    response.set_cookie(
+        key="fastapiusersauth",
+        value=token,
+        httponly=True,
+        secure=True,
+        samesite="lax",
+    )
+    return response

backend/ee/onyx/server/tenants/anonymous_users_api.py

@@ -0,0 +1,98 @@
+from fastapi import APIRouter
+from fastapi import Depends
+from fastapi import HTTPException
+from fastapi import Response
+from sqlalchemy.exc import IntegrityError
+
+from ee.onyx.auth.users import generate_anonymous_user_jwt_token
+from ee.onyx.configs.app_configs import ANONYMOUS_USER_COOKIE_NAME
+from ee.onyx.server.tenants.anonymous_user_path import get_anonymous_user_path
+from ee.onyx.server.tenants.anonymous_user_path import (
+    get_tenant_id_for_anonymous_user_path,
+)
+from ee.onyx.server.tenants.anonymous_user_path import modify_anonymous_user_path
+from ee.onyx.server.tenants.anonymous_user_path import validate_anonymous_user_path
+from ee.onyx.server.tenants.models import AnonymousUserPath
+from onyx.auth.users import anonymous_user_enabled
+from onyx.auth.users import current_admin_user
+from onyx.auth.users import optional_user
+from onyx.auth.users import User
+from onyx.configs.constants import FASTAPI_USERS_AUTH_COOKIE_NAME
+from onyx.db.engine import get_session_with_shared_schema
+from onyx.utils.logger import setup_logger
+from shared_configs.contextvars import get_current_tenant_id
+
+logger = setup_logger()
+
+router = APIRouter(prefix="/tenants")
+
+
+@router.get("/anonymous-user-path")
+async def get_anonymous_user_path_api(
+    _: User | None = Depends(current_admin_user),
+) -> AnonymousUserPath:
+    tenant_id = get_current_tenant_id()
+
+    if tenant_id is None:
+        raise HTTPException(status_code=404, detail="Tenant not found")
+
+    with get_session_with_shared_schema() as db_session:
+        current_path = get_anonymous_user_path(tenant_id, db_session)
+
+    return AnonymousUserPath(anonymous_user_path=current_path)
+
+
+@router.post("/anonymous-user-path")
+async def set_anonymous_user_path_api(
+    anonymous_user_path: str,
+    _: User | None = Depends(current_admin_user),
+) -> None:
+    tenant_id = get_current_tenant_id()
+    try:
+        validate_anonymous_user_path(anonymous_user_path)
+    except ValueError as e:
+        raise HTTPException(status_code=400, detail=str(e))
+
+    with get_session_with_shared_schema() as db_session:
+        try:
+            modify_anonymous_user_path(tenant_id, anonymous_user_path, db_session)
+        except IntegrityError:
+            raise HTTPException(
+                status_code=409,
+                detail="The anonymous user path is already in use. Please choose a different path.",
+            )
+        except Exception as e:
+            logger.exception(f"Failed to modify anonymous user path: {str(e)}")
+            raise HTTPException(
+                status_code=500,
+                detail="An unexpected error occurred while modifying the anonymous user path",
+            )
+
+
+@router.post("/anonymous-user")
+async def login_as_anonymous_user(
+    anonymous_user_path: str,
+    _: User | None = Depends(optional_user),
+) -> Response:
+    with get_session_with_shared_schema() as db_session:
+        tenant_id = get_tenant_id_for_anonymous_user_path(
+            anonymous_user_path, db_session
+        )
+        if not tenant_id:
+            raise HTTPException(status_code=404, detail="Tenant not found")
+
+    if not anonymous_user_enabled(tenant_id=tenant_id):
+        raise HTTPException(status_code=403, detail="Anonymous user is not enabled")
+
+    token = generate_anonymous_user_jwt_token(tenant_id)
+
+    response = Response()
+    response.delete_cookie(FASTAPI_USERS_AUTH_COOKIE_NAME)
+    response.set_cookie(
+        key=ANONYMOUS_USER_COOKIE_NAME,
+        value=token,
+        httponly=True,
+        secure=True,
+        samesite="strict",
+    )
+    return response

backend/ee/onyx/server/tenants/api.py

@@ -1,250 +1,24 @@
-import stripe
 from fastapi import APIRouter
-from fastapi import Depends
-from fastapi import HTTPException
-from fastapi import Response
-from sqlalchemy.exc import IntegrityError
-from sqlalchemy.orm import Session
 
-from ee.onyx.auth.users import current_cloud_superuser
-from ee.onyx.auth.users import generate_anonymous_user_jwt_token
-from ee.onyx.configs.app_configs import ANONYMOUS_USER_COOKIE_NAME
-from ee.onyx.configs.app_configs import STRIPE_SECRET_KEY
-from ee.onyx.server.tenants.access import control_plane_dep
-from ee.onyx.server.tenants.anonymous_user_path import get_anonymous_user_path
-from ee.onyx.server.tenants.anonymous_user_path import (
-    get_tenant_id_for_anonymous_user_path,
+from ee.onyx.server.tenants.admin_api import router as admin_router
+from ee.onyx.server.tenants.anonymous_users_api import router as anonymous_users_router
+from ee.onyx.server.tenants.billing_api import router as billing_router
+from ee.onyx.server.tenants.team_membership_api import router as team_membership_router
+from ee.onyx.server.tenants.tenant_management_api import (
+    router as tenant_management_router,
+)
+from ee.onyx.server.tenants.user_invitations_api import (
+    router as user_invitations_router,
 )
-from ee.onyx.server.tenants.anonymous_user_path import modify_anonymous_user_path
-from ee.onyx.server.tenants.anonymous_user_path import validate_anonymous_user_path
-from ee.onyx.server.tenants.billing import fetch_billing_information
-from ee.onyx.server.tenants.billing import fetch_tenant_stripe_information
-from ee.onyx.server.tenants.models import AnonymousUserPath
-from ee.onyx.server.tenants.models import BillingInformation
-from ee.onyx.server.tenants.models import ImpersonateRequest
-from ee.onyx.server.tenants.models import ProductGatingRequest
-from ee.onyx.server.tenants.provisioning import delete_user_from_control_plane
-from ee.onyx.server.tenants.user_mapping import get_tenant_id_for_email
-from ee.onyx.server.tenants.user_mapping import remove_all_users_from_tenant
-from ee.onyx.server.tenants.user_mapping import remove_users_from_tenant
-from onyx.auth.users import anonymous_user_enabled
-from onyx.auth.users import auth_backend
-from onyx.auth.users import current_admin_user
-from onyx.auth.users import get_redis_strategy
-from onyx.auth.users import optional_user
-from onyx.auth.users import User
-from onyx.configs.app_configs import WEB_DOMAIN
-from onyx.db.auth import get_user_count
-from onyx.db.engine import get_current_tenant_id
-from onyx.db.engine import get_session
-from onyx.db.engine import get_session_with_tenant
-from onyx.db.notification import create_notification
-from onyx.db.users import delete_user_from_db
-from onyx.db.users import get_user_by_email
-from onyx.server.manage.models import UserByEmail
-from onyx.server.settings.store import load_settings
-from onyx.server.settings.store import store_settings
-from onyx.utils.logger import setup_logger
-from shared_configs.contextvars import CURRENT_TENANT_ID_CONTEXTVAR
 
-stripe.api_key = STRIPE_SECRET_KEY
-logger = setup_logger()
-router = APIRouter(prefix="/tenants")
+# Create a main router to include all sub-routers
+# Note: We don't add a prefix here as each router already has the /tenants prefix
+router = APIRouter()
 
-
-@router.get("/anonymous-user-path")
-async def get_anonymous_user_path_api(
-    tenant_id: str | None = Depends(get_current_tenant_id),
-    _: User | None = Depends(current_admin_user),
-) -> AnonymousUserPath:
-    if tenant_id is None:
-        raise HTTPException(status_code=404, detail="Tenant not found")
-
-    with get_session_with_tenant(tenant_id=None) as db_session:
-        current_path = get_anonymous_user_path(tenant_id, db_session)
-
-    return AnonymousUserPath(anonymous_user_path=current_path)
-
-
-@router.post("/anonymous-user-path")
-async def set_anonymous_user_path_api(
-    anonymous_user_path: str,
-    tenant_id: str = Depends(get_current_tenant_id),
-    _: User | None = Depends(current_admin_user),
-) -> None:
-    try:
-        validate_anonymous_user_path(anonymous_user_path)
-    except ValueError as e:
-        raise HTTPException(status_code=400, detail=str(e))
-
-    with get_session_with_tenant(tenant_id=None) as db_session:
-        try:
-            modify_anonymous_user_path(tenant_id, anonymous_user_path, db_session)
-        except IntegrityError:
-            raise HTTPException(
-                status_code=409,
-                detail="The anonymous user path is already in use. Please choose a different path.",
-            )
-        except Exception as e:
-            logger.exception(f"Failed to modify anonymous user path: {str(e)}")
-            raise HTTPException(
-                status_code=500,
-                detail="An unexpected error occurred while modifying the anonymous user path",
-            )
-
-
-@router.post("/anonymous-user")
-async def login_as_anonymous_user(
-    anonymous_user_path: str,
-    _: User | None = Depends(optional_user),
-) -> Response:
-    with get_session_with_tenant(tenant_id=None) as db_session:
-        tenant_id = get_tenant_id_for_anonymous_user_path(
-            anonymous_user_path, db_session
-        )
-        if not tenant_id:
-            raise HTTPException(status_code=404, detail="Tenant not found")
-
-    if not anonymous_user_enabled(tenant_id=tenant_id):
-        raise HTTPException(status_code=403, detail="Anonymous user is not enabled")
-
-    token = generate_anonymous_user_jwt_token(tenant_id)
-
-    response = Response()
-    response.set_cookie(
-        key=ANONYMOUS_USER_COOKIE_NAME,
-        value=token,
-        httponly=True,
-        secure=True,
-        samesite="strict",
-    )
-    return response
-
-
-@router.post("/product-gating")
-def gate_product(
-    product_gating_request: ProductGatingRequest, _: None = Depends(control_plane_dep)
-) -> None:
-    """
-    Gating the product means that the product is not available to the tenant.
-    They will be directed to the billing page.
-    We gate the product when
-    1) User has ended free trial without adding payment method
-    2) User's card has declined
-    """
-    tenant_id = product_gating_request.tenant_id
-    token = CURRENT_TENANT_ID_CONTEXTVAR.set(tenant_id)
-
-    settings = load_settings()
-    settings.product_gating = product_gating_request.product_gating
-    store_settings(settings)
-
-    if product_gating_request.notification:
-        with get_session_with_tenant(tenant_id) as db_session:
-            create_notification(None, product_gating_request.notification, db_session)
-
-    if token is not None:
-        CURRENT_TENANT_ID_CONTEXTVAR.reset(token)
-
-
-@router.get("/billing-information", response_model=BillingInformation)
-async def billing_information(
-    _: User = Depends(current_admin_user),
-) -> BillingInformation:
-    logger.info("Fetching billing information")
-    return BillingInformation(
-        **fetch_billing_information(CURRENT_TENANT_ID_CONTEXTVAR.get())
-    )
-
-
-@router.post("/create-customer-portal-session")
-async def create_customer_portal_session(_: User = Depends(current_admin_user)) -> dict:
-    try:
-        # Fetch tenant_id and current tenant's information
-        tenant_id = CURRENT_TENANT_ID_CONTEXTVAR.get()
-        stripe_info = fetch_tenant_stripe_information(tenant_id)
-        stripe_customer_id = stripe_info.get("stripe_customer_id")
-        if not stripe_customer_id:
-            raise HTTPException(status_code=400, detail="Stripe customer ID not found")
-        logger.info(stripe_customer_id)
-        portal_session = stripe.billing_portal.Session.create(
-            customer=stripe_customer_id,
-            return_url=f"{WEB_DOMAIN}/admin/cloud-settings",
-        )
-        logger.info(portal_session)
-        return {"url": portal_session.url}
-    except Exception as e:
-        logger.exception("Failed to create customer portal session")
-        raise HTTPException(status_code=500, detail=str(e))
-
-
-@router.post("/impersonate")
-async def impersonate_user(
-    impersonate_request: ImpersonateRequest,
-    _: User = Depends(current_cloud_superuser),
-) -> Response:
-    """Allows a cloud superuser to impersonate another user by generating an impersonation JWT token"""
-    tenant_id = get_tenant_id_for_email(impersonate_request.email)
-
-    with get_session_with_tenant(tenant_id) as tenant_session:
-        user_to_impersonate = get_user_by_email(
-            impersonate_request.email, tenant_session
-        )
-        if user_to_impersonate is None:
-            raise HTTPException(status_code=404, detail="User not found")
-        token = await get_redis_strategy().write_token(user_to_impersonate)
-
-    response = await auth_backend.transport.get_login_response(token)
-    response.set_cookie(
-        key="fastapiusersauth",
-        value=token,
-        httponly=True,
-        secure=True,
-        samesite="lax",
-    )
-    return response
-
-
-@router.post("/leave-organization")
-async def leave_organization(
-    user_email: UserByEmail,
-    current_user: User | None = Depends(current_admin_user),
-    db_session: Session = Depends(get_session),
-    tenant_id: str = Depends(get_current_tenant_id),
-) -> None:
-    if current_user is None or current_user.email != user_email.user_email:
-        raise HTTPException(
-            status_code=403, detail="You can only leave the organization as yourself"
-        )
-
-    user_to_delete = get_user_by_email(user_email.user_email, db_session)
-    if user_to_delete is None:
-        raise HTTPException(status_code=404, detail="User not found")
-
-    num_admin_users = await get_user_count(only_admin_users=True)
-
-    should_delete_tenant = num_admin_users == 1
-
-    if should_delete_tenant:
-        logger.info(
-            "Last admin user is leaving the organization. Deleting tenant from control plane."
-        )
-        try:
-            await delete_user_from_control_plane(tenant_id, user_to_delete.email)
-            logger.debug("User deleted from control plane")
-        except Exception as e:
-            logger.exception(
-                f"Failed to delete user from control plane for tenant {tenant_id}: {e}"
-            )
-            raise HTTPException(
-                status_code=500,
-                detail=f"Failed to remove user from control plane: {str(e)}",
-            )
-
-    db_session.expunge(user_to_delete)
-    delete_user_from_db(user_to_delete, db_session)
-
-    if should_delete_tenant:
-        remove_all_users_from_tenant(tenant_id)
-    else:
-        remove_users_from_tenant([user_to_delete.email], tenant_id)
+# Include all the individual routers
+router.include_router(admin_router)
+router.include_router(anonymous_users_router)
+router.include_router(billing_router)
+router.include_router(team_membership_router)
+router.include_router(tenant_management_router)
+router.include_router(user_invitations_router)

backend/ee/onyx/server/tenants/billing.py

@@ -6,6 +6,8 @@ import stripe
 from ee.onyx.configs.app_configs import STRIPE_PRICE_ID
 from ee.onyx.configs.app_configs import STRIPE_SECRET_KEY
 from ee.onyx.server.tenants.access import generate_data_plane_token
+from ee.onyx.server.tenants.models import BillingInformation
+from ee.onyx.server.tenants.models import SubscriptionStatusResponse
 from onyx.configs.app_configs import CONTROL_PLANE_API_BASE_URL
 from onyx.utils.logger import setup_logger
 
@@ -14,6 +16,19 @@ stripe.api_key = STRIPE_SECRET_KEY
 logger = setup_logger()
 
 
+def fetch_stripe_checkout_session(tenant_id: str) -> str:
+    token = generate_data_plane_token()
+    headers = {
+        "Authorization": f"Bearer {token}",
+        "Content-Type": "application/json",
+    }
+    url = f"{CONTROL_PLANE_API_BASE_URL}/create-checkout-session"
+    params = {"tenant_id": tenant_id}
+    response = requests.post(url, headers=headers, params=params)
+    response.raise_for_status()
+    return response.json()["sessionId"]
+
+
 def fetch_tenant_stripe_information(tenant_id: str) -> dict:
     token = generate_data_plane_token()
     headers = {
@@ -27,7 +42,9 @@ def fetch_tenant_stripe_information(tenant_id: str) -> dict:
     return response.json()
 
 
-def fetch_billing_information(tenant_id: str) -> dict:
+def fetch_billing_information(
+    tenant_id: str,
+) -> BillingInformation | SubscriptionStatusResponse:
     logger.info("Fetching billing information")
     token = generate_data_plane_token()
     headers = {
@@ -38,8 +55,19 @@ def fetch_billing_information(tenant_id: str) -> dict:
     params = {"tenant_id": tenant_id}
     response = requests.get(url, headers=headers, params=params)
     response.raise_for_status()
-    billing_info = response.json()
-    return billing_info
+
+    response_data = response.json()
+
+    # Check if the response indicates no subscription
+    if (
+        isinstance(response_data, dict)
+        and "subscribed" in response_data
+        and not response_data["subscribed"]
+    ):
+        return SubscriptionStatusResponse(**response_data)
+
+    # Otherwise, parse as BillingInformation
+    return BillingInformation(**response_data)
 
 
 def register_tenant_users(tenant_id: str, number_of_users: int) -> stripe.Subscription:

backend/ee/onyx/server/tenants/billing_api.py

@@ -0,0 +1,96 @@
+import stripe
+from fastapi import APIRouter
+from fastapi import Depends
+from fastapi import HTTPException
+
+from ee.onyx.auth.users import current_admin_user
+from ee.onyx.configs.app_configs import STRIPE_SECRET_KEY
+from ee.onyx.server.tenants.access import control_plane_dep
+from ee.onyx.server.tenants.billing import fetch_billing_information
+from ee.onyx.server.tenants.billing import fetch_stripe_checkout_session
+from ee.onyx.server.tenants.billing import fetch_tenant_stripe_information
+from ee.onyx.server.tenants.models import BillingInformation
+from ee.onyx.server.tenants.models import ProductGatingRequest
+from ee.onyx.server.tenants.models import ProductGatingResponse
+from ee.onyx.server.tenants.models import SubscriptionSessionResponse
+from ee.onyx.server.tenants.models import SubscriptionStatusResponse
+from ee.onyx.server.tenants.product_gating import store_product_gating
+from onyx.auth.users import User
+from onyx.configs.app_configs import WEB_DOMAIN
+from onyx.utils.logger import setup_logger
+from shared_configs.contextvars import CURRENT_TENANT_ID_CONTEXTVAR
+from shared_configs.contextvars import get_current_tenant_id
+
+stripe.api_key = STRIPE_SECRET_KEY
+logger = setup_logger()
+
+router = APIRouter(prefix="/tenants")
+
+
+@router.post("/product-gating")
+def gate_product(
+    product_gating_request: ProductGatingRequest, _: None = Depends(control_plane_dep)
+) -> ProductGatingResponse:
+    """
+    Gating the product means that the product is not available to the tenant.
+    They will be directed to the billing page.
+    We gate the product when their subscription has ended.
+    """
+    try:
+        store_product_gating(
+            product_gating_request.tenant_id, product_gating_request.application_status
+        )
+        return ProductGatingResponse(updated=True, error=None)
+
+    except Exception as e:
+        logger.exception("Failed to gate product")
+        return ProductGatingResponse(updated=False, error=str(e))
+
+
+@router.get("/billing-information")
+async def billing_information(
+    _: User = Depends(current_admin_user),
+) -> BillingInformation | SubscriptionStatusResponse:
+    logger.info("Fetching billing information")
+    tenant_id = get_current_tenant_id()
+    return fetch_billing_information(tenant_id)
+
+
+@router.post("/create-customer-portal-session")
+async def create_customer_portal_session(
+    _: User = Depends(current_admin_user),
+) -> dict:
+    tenant_id = get_current_tenant_id()
+
+    try:
+        stripe_info = fetch_tenant_stripe_information(tenant_id)
+        stripe_customer_id = stripe_info.get("stripe_customer_id")
+        if not stripe_customer_id:
+            raise HTTPException(status_code=400, detail="Stripe customer ID not found")
+        logger.info(stripe_customer_id)
+
+        portal_session = stripe.billing_portal.Session.create(
+            customer=stripe_customer_id,
+            return_url=f"{WEB_DOMAIN}/admin/billing",
+        )
+        logger.info(portal_session)
+        return {"url": portal_session.url}
+    except Exception as e:
+        logger.exception("Failed to create customer portal session")
+        raise HTTPException(status_code=500, detail=str(e))
+
+
+@router.post("/create-subscription-session")
+async def create_subscription_session(
+    _: User = Depends(current_admin_user),
+) -> SubscriptionSessionResponse:
+    try:
+        tenant_id = CURRENT_TENANT_ID_CONTEXTVAR.get()
+        if not tenant_id:
+            raise HTTPException(status_code=400, detail="Tenant ID not found")
+        session_id = fetch_stripe_checkout_session(tenant_id)
+        return SubscriptionSessionResponse(sessionId=session_id)
+
+    except Exception as e:
+        logger.exception("Failed to create resubscription session")
+        raise HTTPException(status_code=500, detail=str(e))

backend/ee/onyx/server/tenants/models.py

@@ -1,7 +1,8 @@
+from datetime import datetime
+
 from pydantic import BaseModel
 
-from onyx.configs.constants import NotificationType
-from onyx.server.settings.models import GatingType
+from onyx.server.settings.models import ApplicationStatus
 
 
 class CheckoutSessionCreationRequest(BaseModel):
@@ -15,15 +16,24 @@ class CreateTenantRequest(BaseModel):
 
 class ProductGatingRequest(BaseModel):
     tenant_id: str
-    product_gating: GatingType
-    notification: NotificationType | None = None
+    application_status: ApplicationStatus
+
+
+class SubscriptionStatusResponse(BaseModel):
+    subscribed: bool
 
 
 class BillingInformation(BaseModel):
+    stripe_subscription_id: str
+    status: str
+    current_period_start: datetime
+    current_period_end: datetime
+    number_of_seats: int
+    cancel_at_period_end: bool
+    canceled_at: datetime | None
+    trial_start: datetime | None
+    trial_end: datetime | None
     seats: int
-    subscription_status: str
-    billing_start: str
-    billing_end: str
     payment_method_enabled: bool
 
 
@@ -48,3 +58,39 @@ class TenantDeletionPayload(BaseModel):
 
 class AnonymousUserPath(BaseModel):
     anonymous_user_path: str | None
+
+
+class ProductGatingResponse(BaseModel):
+    updated: bool
+    error: str | None
+
+
+class SubscriptionSessionResponse(BaseModel):
+    sessionId: str
+
+
+class TenantByDomainResponse(BaseModel):
+    tenant_id: str
+    number_of_users: int
+    creator_email: str
+
+
+class TenantByDomainRequest(BaseModel):
+    email: str
+
+
+class RequestInviteRequest(BaseModel):
+    tenant_id: str
+
+
+class RequestInviteResponse(BaseModel):
+    success: bool
+    message: str
+
+
+class PendingUserSnapshot(BaseModel):
+    email: str
+
+
+class ApproveUserRequest(BaseModel):
+    email: str

backend/ee/onyx/server/tenants/product_gating.py

@@ -0,0 +1,52 @@
+from typing import cast
+
+from ee.onyx.configs.app_configs import GATED_TENANTS_KEY
+from onyx.configs.constants import ONYX_CLOUD_TENANT_ID
+from onyx.redis.redis_pool import get_redis_client
+from onyx.redis.redis_pool import get_redis_replica_client
+from onyx.server.settings.models import ApplicationStatus
+from onyx.server.settings.store import load_settings
+from onyx.server.settings.store import store_settings
+from onyx.setup import setup_logger
+from shared_configs.contextvars import CURRENT_TENANT_ID_CONTEXTVAR
+
+logger = setup_logger()
+
+
+def update_tenant_gating(tenant_id: str, status: ApplicationStatus) -> None:
+    redis_client = get_redis_client(tenant_id=ONYX_CLOUD_TENANT_ID)
+
+    # Store the full status
+    status_key = f"tenant:{tenant_id}:status"
+    redis_client.set(status_key, status.value)
+
+    # Maintain the GATED_ACCESS set
+    if status == ApplicationStatus.GATED_ACCESS:
+        redis_client.sadd(GATED_TENANTS_KEY, tenant_id)
+    else:
+        redis_client.srem(GATED_TENANTS_KEY, tenant_id)
+
+
+def store_product_gating(tenant_id: str, application_status: ApplicationStatus) -> None:
+    try:
+        token = CURRENT_TENANT_ID_CONTEXTVAR.set(tenant_id)
+
+        settings = load_settings()
+        settings.application_status = application_status
+        store_settings(settings)
+
+        # Store gated tenant information in Redis
+        update_tenant_gating(tenant_id, application_status)
+
+        if token is not None:
+            CURRENT_TENANT_ID_CONTEXTVAR.reset(token)
+
+    except Exception:
+        logger.exception("Failed to gate product")
+        raise
+
+
+def get_gated_tenants() -> set[str]:
+    redis_client = get_redis_replica_client(tenant_id=ONYX_CLOUD_TENANT_ID)
+    gated_tenants_bytes = cast(set[bytes], redis_client.smembers(GATED_TENANTS_KEY))
+    return {tenant_id.decode("utf-8") for tenant_id in gated_tenants_bytes}

backend/ee/onyx/server/tenants/provisioning.py

@@ -4,6 +4,7 @@ import uuid
 
 import aiohttp  # Async HTTP client
 import httpx
+import requests
 from fastapi import HTTPException
 from fastapi import Request
 from sqlalchemy import select
@@ -14,6 +15,7 @@ from ee.onyx.configs.app_configs import COHERE_DEFAULT_API_KEY
 from ee.onyx.configs.app_configs import HUBSPOT_TRACKING_URL
 from ee.onyx.configs.app_configs import OPENAI_DEFAULT_API_KEY
 from ee.onyx.server.tenants.access import generate_data_plane_token
+from ee.onyx.server.tenants.models import TenantByDomainResponse
 from ee.onyx.server.tenants.models import TenantCreationPayload
 from ee.onyx.server.tenants.models import TenantDeletionPayload
 from ee.onyx.server.tenants.schema_management import create_schema_if_not_exists
@@ -24,12 +26,14 @@ from ee.onyx.server.tenants.user_mapping import get_tenant_id_for_email
 from ee.onyx.server.tenants.user_mapping import user_owns_a_tenant
 from onyx.auth.users import exceptions
 from onyx.configs.app_configs import CONTROL_PLANE_API_BASE_URL
+from onyx.configs.app_configs import DEV_MODE
 from onyx.configs.constants import MilestoneRecordType
+from onyx.db.engine import get_session_with_shared_schema
 from onyx.db.engine import get_session_with_tenant
-from onyx.db.engine import get_sqlalchemy_engine
 from onyx.db.llm import update_default_provider
 from onyx.db.llm import upsert_cloud_embedding_provider
 from onyx.db.llm import upsert_llm_provider
+from onyx.db.models import AvailableTenant
 from onyx.db.models import IndexModelStatus
 from onyx.db.models import SearchSettings
 from onyx.db.models import UserTenantMapping
@@ -54,42 +58,77 @@ logger = logging.getLogger(__name__)
 async def get_or_provision_tenant(
     email: str, referral_source: str | None = None, request: Request | None = None
 ) -> str:
-    """Get existing tenant ID for an email or create a new tenant if none exists."""
+    """
+    Get existing tenant ID for an email or create a new tenant if none exists.
+    This function should only be called after we have verified we want this user's tenant to exist.
+    It returns the tenant ID associated with the email, creating a new tenant if necessary.
+    """
+    # Early return for non-multi-tenant mode
     if not MULTI_TENANT:
         return POSTGRES_DEFAULT_SCHEMA
 
     if referral_source and request:
         await submit_to_hubspot(email, referral_source, request)
 
+    # First, check if the user already has a tenant
+    tenant_id: str | None = None
     try:
         tenant_id = get_tenant_id_for_email(email)
+        return tenant_id
     except exceptions.UserNotExists:
-        # If tenant does not exist and in Multi tenant mode, provision a new tenant
-        try:
+        # User doesn't exist, so we need to create a new tenant or assign an existing one
+        pass
+
+    try:
+        # Try to get a pre-provisioned tenant
+        tenant_id = await get_available_tenant()
+
+        if tenant_id:
+            # If we have a pre-provisioned tenant, assign it to the user
+            await assign_tenant_to_user(tenant_id, email, referral_source)
+            logger.info(f"Assigned pre-provisioned tenant {tenant_id} to user {email}")
+            return tenant_id
+        else:
+            # If no pre-provisioned tenant is available, create a new one on-demand
             tenant_id = await create_tenant(email, referral_source)
-        except Exception as e:
-            logger.error(f"Tenant provisioning failed: {e}")
-            raise HTTPException(status_code=500, detail="Failed to provision tenant.")
+            return tenant_id
 
-    if not tenant_id:
+    except Exception as e:
+        # If we've encountered an error, log and raise an exception
+        error_msg = "Failed to provision tenant"
+        logger.error(error_msg, exc_info=e)
         raise HTTPException(
-            status_code=401, detail="User does not belong to an organization"
+            status_code=500,
+            detail="Failed to provision tenant. Please try again later.",
         )
 
-    return tenant_id
-
 
 async def create_tenant(email: str, referral_source: str | None = None) -> str:
+    """
+    Create a new tenant on-demand when no pre-provisioned tenants are available.
+    This is the fallback method when we can't use a pre-provisioned tenant.
+
+    """
     tenant_id = TENANT_ID_PREFIX + str(uuid.uuid4())
+    logger.info(f"Creating new tenant {tenant_id} for user {email}")
+
     try:
         # Provision tenant on data plane
         await provision_tenant(tenant_id, email)
-        # Notify control plane
-        await notify_control_plane(tenant_id, email, referral_source)
+
+        # Notify control plane if not already done in provision_tenant
+        if not DEV_MODE and referral_source:
+            await notify_control_plane(tenant_id, email, referral_source)
+
     except Exception as e:
-        logger.error(f"Tenant provisioning failed: {e}")
-        await rollback_tenant_provisioning(tenant_id)
+        logger.exception(f"Tenant provisioning failed: {str(e)}")
+        # Attempt to rollback the tenant provisioning
+        try:
+            await rollback_tenant_provisioning(tenant_id)
+        except Exception:
+            logger.exception(f"Failed to rollback tenant provisioning for {tenant_id}")
         raise HTTPException(status_code=500, detail="Failed to provision tenant.")
+
     return tenant_id
 
 
@@ -102,55 +141,26 @@ async def provision_tenant(tenant_id: str, email: str) -> None:
             status_code=409, detail="User already belongs to an organization"
         )
 
-    logger.info(f"Provisioning tenant: {tenant_id}")
-    token = None
+    logger.debug(f"Provisioning tenant {tenant_id} for user {email}")
 
     try:
+        # Create the schema for the tenant
         if not create_schema_if_not_exists(tenant_id):
-            logger.info(f"Created schema for tenant {tenant_id}")
+            logger.debug(f"Created schema for tenant {tenant_id}")
         else:
-            logger.info(f"Schema already exists for tenant {tenant_id}")
+            logger.debug(f"Schema already exists for tenant {tenant_id}")
 
-        token = CURRENT_TENANT_ID_CONTEXTVAR.set(tenant_id)
+        # Set up the tenant with all necessary configurations
+        await setup_tenant(tenant_id)
 
-        # Await the Alembic migrations
-        await asyncio.to_thread(run_alembic_migrations, tenant_id)
-
-        with get_session_with_tenant(tenant_id) as db_session:
-            configure_default_api_keys(db_session)
-
-            current_search_settings = (
-                db_session.query(SearchSettings)
-                .filter_by(status=IndexModelStatus.FUTURE)
-                .first()
-            )
-            cohere_enabled = (
-                current_search_settings is not None
-                and current_search_settings.provider_type == EmbeddingProvider.COHERE
-            )
-            setup_onyx(db_session, tenant_id, cohere_enabled=cohere_enabled)
-
-        add_users_to_tenant([email], tenant_id)
-
-        with get_session_with_tenant(tenant_id) as db_session:
-            create_milestone_and_report(
-                user=None,
-                distinct_id=tenant_id,
-                event_type=MilestoneRecordType.TENANT_CREATED,
-                properties={
-                    "email": email,
-                },
-                db_session=db_session,
-            )
+        # Assign the tenant to the user
+        await assign_tenant_to_user(tenant_id, email)
 
     except Exception as e:
         logger.exception(f"Failed to create tenant {tenant_id}")
         raise HTTPException(
             status_code=500, detail=f"Failed to create tenant: {str(e)}"
         )
-    finally:
-        if token is not None:
-            CURRENT_TENANT_ID_CONTEXTVAR.reset(token)
 
 
 async def notify_control_plane(
@@ -181,50 +191,86 @@ async def notify_control_plane(
 
 
 async def rollback_tenant_provisioning(tenant_id: str) -> None:
-    # Logic to rollback tenant provisioning on data plane
+    """
+    Logic to rollback tenant provisioning on data plane.
+    Handles each step independently to ensure maximum cleanup even if some steps fail.
+    """
     logger.info(f"Rolling back tenant provisioning for tenant_id: {tenant_id}")
-    try:
-        # Drop the tenant's schema to rollback provisioning
-        drop_schema(tenant_id)
 
-        # Remove tenant mapping
-        with Session(get_sqlalchemy_engine()) as db_session:
-            db_session.query(UserTenantMapping).filter(
-                UserTenantMapping.tenant_id == tenant_id
-            ).delete()
-            db_session.commit()
+    # Track if any part of the rollback fails
+    rollback_errors = []
+
+    # 1. Try to drop the tenant's schema
+    try:
+        drop_schema(tenant_id)
+        logger.info(f"Successfully dropped schema for tenant {tenant_id}")
     except Exception as e:
-        logger.error(f"Failed to rollback tenant provisioning: {e}")
+        error_msg = f"Failed to drop schema for tenant {tenant_id}: {str(e)}"
+        logger.error(error_msg)
+        rollback_errors.append(error_msg)
+
+    # 2. Try to remove tenant mapping
+    try:
+        with get_session_with_shared_schema() as db_session:
+            db_session.begin()
+            try:
+                db_session.query(UserTenantMapping).filter(
+                    UserTenantMapping.tenant_id == tenant_id
+                ).delete()
+                db_session.commit()
+                logger.info(
+                    f"Successfully removed user mappings for tenant {tenant_id}"
+                )
+            except Exception as e:
+                db_session.rollback()
+                raise e
+    except Exception as e:
+        error_msg = f"Failed to remove user mappings for tenant {tenant_id}: {str(e)}"
+        logger.error(error_msg)
+        rollback_errors.append(error_msg)
+
+    # 3. If this tenant was in the available tenants table, remove it
+    try:
+        with get_session_with_shared_schema() as db_session:
+            db_session.begin()
+            try:
+                available_tenant = (
+                    db_session.query(AvailableTenant)
+                    .filter(AvailableTenant.tenant_id == tenant_id)
+                    .first()
+                )
+
+                if available_tenant:
+                    db_session.delete(available_tenant)
+                    db_session.commit()
+                    logger.info(
+                        f"Removed tenant {tenant_id} from available tenants table"
+                    )
+            except Exception as e:
+                db_session.rollback()
+                raise e
+    except Exception as e:
+        error_msg = f"Failed to remove tenant {tenant_id} from available tenants table: {str(e)}"
+        logger.error(error_msg)
+        rollback_errors.append(error_msg)
+
+    # Log summary of rollback operation
+    if rollback_errors:
+        logger.error(f"Tenant rollback completed with {len(rollback_errors)} errors")
+    else:
+        logger.info(f"Tenant rollback completed successfully for tenant {tenant_id}")
 
 
 def configure_default_api_keys(db_session: Session) -> None:
-    if OPENAI_DEFAULT_API_KEY:
-        open_provider = LLMProviderUpsertRequest(
-            name="OpenAI",
-            provider=OPENAI_PROVIDER_NAME,
-            api_key=OPENAI_DEFAULT_API_KEY,
-            default_model_name="gpt-4",
-            fast_default_model_name="gpt-4o-mini",
-            model_names=OPEN_AI_MODEL_NAMES,
-        )
-        try:
-            full_provider = upsert_llm_provider(open_provider, db_session)
-            update_default_provider(full_provider.id, db_session)
-        except Exception as e:
-            logger.error(f"Failed to configure OpenAI provider: {e}")
-    else:
-        logger.error(
-            "OPENAI_DEFAULT_API_KEY not set, skipping OpenAI provider configuration"
-        )
-
     if ANTHROPIC_DEFAULT_API_KEY:
         anthropic_provider = LLMProviderUpsertRequest(
             name="Anthropic",
             provider=ANTHROPIC_PROVIDER_NAME,
             api_key=ANTHROPIC_DEFAULT_API_KEY,
-            default_model_name="claude-3-5-sonnet-20241022",
+            default_model_name="claude-3-7-sonnet-20250219",
             fast_default_model_name="claude-3-5-sonnet-20241022",
             model_names=ANTHROPIC_MODEL_NAMES,
+            display_model_names=["claude-3-5-sonnet-20241022"],
         )
         try:
             full_provider = upsert_llm_provider(anthropic_provider, db_session)
@@ -236,6 +282,26 @@ def configure_default_api_keys(db_session: Session) -> None:
             "ANTHROPIC_DEFAULT_API_KEY not set, skipping Anthropic provider configuration"
         )
 
+    if OPENAI_DEFAULT_API_KEY:
+        open_provider = LLMProviderUpsertRequest(
+            name="OpenAI",
+            provider=OPENAI_PROVIDER_NAME,
+            api_key=OPENAI_DEFAULT_API_KEY,
+            default_model_name="gpt-4o",
+            fast_default_model_name="gpt-4o-mini",
+            model_names=OPEN_AI_MODEL_NAMES,
+            display_model_names=["o1", "o3-mini", "gpt-4o", "gpt-4o-mini"],
+        )
+        try:
+            full_provider = upsert_llm_provider(open_provider, db_session)
+            update_default_provider(full_provider.id, db_session)
+        except Exception as e:
+            logger.error(f"Failed to configure OpenAI provider: {e}")
+    else:
+        logger.error(
+            "OPENAI_DEFAULT_API_KEY not set, skipping OpenAI provider configuration"
+        )
+
     if COHERE_DEFAULT_API_KEY:
         cloud_embedding_provider = CloudEmbeddingProviderCreationRequest(
             provider_type=EmbeddingProvider.COHERE,
@@ -345,3 +411,155 @@ async def delete_user_from_control_plane(tenant_id: str, email: str) -> None:
                 raise Exception(
                     f"Failed to delete tenant on control plane: {error_text}"
                 )
+
+
+def get_tenant_by_domain_from_control_plane(
+    domain: str,
+    tenant_id: str,
+) -> TenantByDomainResponse | None:
+    """
+    Fetches tenant information from the control plane based on the email domain.
+
+    Args:
+        domain: The email domain to search for (e.g., "example.com")
+
+    Returns:
+        A dictionary containing tenant information if found, None otherwise
+    """
+    token = generate_data_plane_token()
+    headers = {
+        "Authorization": f"Bearer {token}",
+        "Content-Type": "application/json",
+    }
+
+    try:
+        response = requests.get(
+            f"{CONTROL_PLANE_API_BASE_URL}/tenant-by-domain",
+            headers=headers,
+            json={"domain": domain, "tenant_id": tenant_id},
+        )
+
+        if response.status_code != 200:
+            logger.error(f"Control plane tenant lookup failed: {response.text}")
+            return None
+
+        response_data = response.json()
+        if not response_data:
+            return None
+
+        return TenantByDomainResponse(
+            tenant_id=response_data.get("tenant_id"),
+            number_of_users=response_data.get("number_of_users"),
+            creator_email=response_data.get("creator_email"),
+        )
+    except Exception as e:
+        logger.error(f"Error fetching tenant by domain: {str(e)}")
+        return None
+
+
+async def get_available_tenant() -> str | None:
+    """
+    Get an available pre-provisioned tenant from the NewAvailableTenant table.
+    Returns the tenant_id if one is available, None otherwise.
+    Uses row-level locking to prevent race conditions when multiple processes
+    try to get an available tenant simultaneously.
+    """
+    if not MULTI_TENANT:
+        return None
+
+    with get_session_with_shared_schema() as db_session:
+        try:
+            db_session.begin()
+
+            # Get the oldest available tenant with FOR UPDATE lock to prevent race conditions
+            available_tenant = (
+                db_session.query(AvailableTenant)
+                .order_by(AvailableTenant.date_created)
+                .with_for_update(skip_locked=True)  # Skip locked rows to avoid blocking
+                .first()
+            )
+
+            if available_tenant:
+                tenant_id = available_tenant.tenant_id
+                # Remove the tenant from the available tenants table
+                db_session.delete(available_tenant)
+                db_session.commit()
+                logger.info(f"Using pre-provisioned tenant {tenant_id}")
+                return tenant_id
+            else:
+                db_session.rollback()
+                return None
+        except Exception:
+            logger.exception("Error getting available tenant")
+            db_session.rollback()
+            return None
+
+
+async def setup_tenant(tenant_id: str) -> None:
+    """
+    Set up a tenant with all necessary configurations.
+    This is a centralized function that handles all tenant setup logic.
+    """
+    token = None
+    try:
+        token = CURRENT_TENANT_ID_CONTEXTVAR.set(tenant_id)
+
+        # Run Alembic migrations
+        await asyncio.to_thread(run_alembic_migrations, tenant_id)
+
+        # Configure the tenant with default settings
+        with get_session_with_tenant(tenant_id=tenant_id) as db_session:
+            # Configure default API keys
+            configure_default_api_keys(db_session)
+
+            # Set up Onyx with appropriate settings
+            current_search_settings = (
+                db_session.query(SearchSettings)
+                .filter_by(status=IndexModelStatus.FUTURE)
+                .first()
+            )
+            cohere_enabled = (
+                current_search_settings is not None
+                and current_search_settings.provider_type == EmbeddingProvider.COHERE
+            )
+            setup_onyx(db_session, tenant_id, cohere_enabled=cohere_enabled)
+
+    except Exception as e:
+        logger.exception(f"Failed to set up tenant {tenant_id}")
+        raise e
+    finally:
+        if token is not None:
+            CURRENT_TENANT_ID_CONTEXTVAR.reset(token)
+
+
+async def assign_tenant_to_user(
+    tenant_id: str, email: str, referral_source: str | None = None
+) -> None:
+    """
+    Assign a tenant to a user and perform necessary operations.
+    Uses transaction handling to ensure atomicity and includes retry logic
+    for control plane notifications.
+    """
+    # First, add the user to the tenant in a transaction
+
+    try:
+        add_users_to_tenant([email], tenant_id)
+
+        # Create milestone record in the same transaction context as the tenant assignment
+        with get_session_with_tenant(tenant_id=tenant_id) as db_session:
+            create_milestone_and_report(
+                user=None,
+                distinct_id=tenant_id,
+                event_type=MilestoneRecordType.TENANT_CREATED,
+                properties={
+                    "email": email,
+                },
+                db_session=db_session,
+            )
+    except Exception:
+        logger.exception(f"Failed to assign tenant {tenant_id} to user {email}")
+        raise Exception("Failed to assign tenant to user")
+
+    # Notify control plane with retry logic
+    if not DEV_MODE:
+        await notify_control_plane(tenant_id, email, referral_source)

backend/ee/onyx/server/tenants/schema_management.py

@@ -74,3 +74,21 @@ def drop_schema(tenant_id: str) -> None:
             text("DROP SCHEMA IF EXISTS %(schema_name)s CASCADE"),
             {"schema_name": tenant_id},
         )
+
+
+def get_current_alembic_version(tenant_id: str) -> str:
+    """Get the current Alembic version for a tenant."""
+    from alembic.runtime.migration import MigrationContext
+    from sqlalchemy import text
+
+    engine = get_sqlalchemy_engine()
+
+    # Set the search path to the tenant's schema
+    with engine.connect() as connection:
+        connection.execute(text(f'SET search_path TO "{tenant_id}"'))
+
+        # Get the current version from the alembic_version table
+        context = MigrationContext.configure(connection)
+        current_rev = context.get_current_revision()
+
+    return current_rev or "head"

backend/ee/onyx/server/tenants/team_membership_api.py

@@ -0,0 +1,67 @@
+from fastapi import APIRouter
+from fastapi import Depends
+from fastapi import HTTPException
+from sqlalchemy.orm import Session
+
+from ee.onyx.server.tenants.provisioning import delete_user_from_control_plane
+from ee.onyx.server.tenants.user_mapping import remove_all_users_from_tenant
+from ee.onyx.server.tenants.user_mapping import remove_users_from_tenant
+from onyx.auth.users import current_admin_user
+from onyx.auth.users import User
+from onyx.db.auth import get_user_count
+from onyx.db.engine import get_session
+from onyx.db.users import delete_user_from_db
+from onyx.db.users import get_user_by_email
+from onyx.server.manage.models import UserByEmail
+from onyx.utils.logger import setup_logger
+from shared_configs.contextvars import get_current_tenant_id
+
+logger = setup_logger()
+
+router = APIRouter(prefix="/tenants")
+
+
+@router.post("/leave-team")
+async def leave_organization(
+    user_email: UserByEmail,
+    current_user: User | None = Depends(current_admin_user),
+    db_session: Session = Depends(get_session),
+) -> None:
+    tenant_id = get_current_tenant_id()
+
+    if current_user is None or current_user.email != user_email.user_email:
+        raise HTTPException(
+            status_code=403, detail="You can only leave the organization as yourself"
+        )
+
+    user_to_delete = get_user_by_email(user_email.user_email, db_session)
+    if user_to_delete is None:
+        raise HTTPException(status_code=404, detail="User not found")
+
+    num_admin_users = await get_user_count(only_admin_users=True)
+
+    should_delete_tenant = num_admin_users == 1
+
+    if should_delete_tenant:
+        logger.info(
+            "Last admin user is leaving the organization. Deleting tenant from control plane."
+        )
+        try:
+            await delete_user_from_control_plane(tenant_id, user_to_delete.email)
+            logger.debug("User deleted from control plane")
+        except Exception as e:
+            logger.exception(
+                f"Failed to delete user from control plane for tenant {tenant_id}: {e}"
+            )
+            raise HTTPException(
+                status_code=500,
+                detail=f"Failed to remove user from control plane: {str(e)}",
+            )
+
+    db_session.expunge(user_to_delete)
+    delete_user_from_db(user_to_delete, db_session)
+
+    if should_delete_tenant:
+        remove_all_users_from_tenant(tenant_id)
+    else:
+        remove_users_from_tenant([user_to_delete.email], tenant_id)

backend/ee/onyx/server/tenants/tenant_management_api.py

@@ -0,0 +1,39 @@
+from fastapi import APIRouter
+from fastapi import Depends
+
+from ee.onyx.server.tenants.models import TenantByDomainResponse
+from ee.onyx.server.tenants.provisioning import get_tenant_by_domain_from_control_plane
+from onyx.auth.users import current_user
+from onyx.auth.users import User
+from onyx.utils.logger import setup_logger
+from shared_configs.contextvars import get_current_tenant_id
+
+logger = setup_logger()
+
+router = APIRouter(prefix="/tenants")
+
+FORBIDDEN_COMMON_EMAIL_SUBSTRINGS = [
+    "gmail",
+    "outlook",
+    "yahoo",
+    "hotmail",
+    "icloud",
+    "msn",
+    "hotmail",
+    "hotmail.co.uk",
+]
+
+
+@router.get("/existing-team-by-domain")
+def get_existing_tenant_by_domain(
+    user: User | None = Depends(current_user),
+) -> TenantByDomainResponse | None:
+    if not user:
+        return None
+    domain = user.email.split("@")[1]
+    if any(substring in domain for substring in FORBIDDEN_COMMON_EMAIL_SUBSTRINGS):
+        return None
+
+    tenant_id = get_current_tenant_id()
+
+    return get_tenant_by_domain_from_control_plane(domain, tenant_id)

backend/ee/onyx/server/tenants/user_invitations_api.py

@@ -0,0 +1,90 @@
+from fastapi import APIRouter
+from fastapi import Depends
+from fastapi import HTTPException
+
+from ee.onyx.server.tenants.models import ApproveUserRequest
+from ee.onyx.server.tenants.models import PendingUserSnapshot
+from ee.onyx.server.tenants.models import RequestInviteRequest
+from ee.onyx.server.tenants.user_mapping import accept_user_invite
+from ee.onyx.server.tenants.user_mapping import approve_user_invite
+from ee.onyx.server.tenants.user_mapping import deny_user_invite
+from ee.onyx.server.tenants.user_mapping import invite_self_to_tenant
+from onyx.auth.invited_users import get_pending_users
+from onyx.auth.users import current_admin_user
+from onyx.auth.users import current_user
+from onyx.auth.users import User
+from onyx.utils.logger import setup_logger
+from shared_configs.contextvars import get_current_tenant_id
+
+logger = setup_logger()
+
+router = APIRouter(prefix="/tenants")
+
+
+@router.post("/users/invite/request")
+async def request_invite(
+    invite_request: RequestInviteRequest,
+    user: User | None = Depends(current_admin_user),
+) -> None:
+    if user is None:
+        raise HTTPException(status_code=401, detail="User not authenticated")
+    try:
+        invite_self_to_tenant(user.email, invite_request.tenant_id)
+    except Exception as e:
+        logger.exception(
+            f"Failed to invite self to tenant {invite_request.tenant_id}: {e}"
+        )
+        raise HTTPException(status_code=500, detail=str(e))
+
+
+@router.get("/users/pending")
+def list_pending_users(
+    _: User | None = Depends(current_admin_user),
+) -> list[PendingUserSnapshot]:
+    pending_emails = get_pending_users()
+    return [PendingUserSnapshot(email=email) for email in pending_emails]
+
+
+@router.post("/users/invite/approve")
+async def approve_user(
+    approve_user_request: ApproveUserRequest,
+    _: User | None = Depends(current_admin_user),
+) -> None:
+    tenant_id = get_current_tenant_id()
+    approve_user_invite(approve_user_request.email, tenant_id)
+
+
+@router.post("/users/invite/accept")
+async def accept_invite(
+    invite_request: RequestInviteRequest,
+    user: User | None = Depends(current_user),
+) -> None:
+    """
+    Accept an invitation to join a tenant.
+    """
+    if not user:
+        raise HTTPException(status_code=401, detail="Not authenticated")
+
+    try:
+        accept_user_invite(user.email, invite_request.tenant_id)
+    except Exception as e:
+        logger.exception(f"Failed to accept invite: {str(e)}")
+        raise HTTPException(status_code=500, detail="Failed to accept invitation")
+
+
+@router.post("/users/invite/deny")
+async def deny_invite(
+    invite_request: RequestInviteRequest,
+    user: User | None = Depends(current_user),
+) -> None:
+    """
+    Deny an invitation to join a tenant.
+    """
+    if not user:
+        raise HTTPException(status_code=401, detail="Not authenticated")
+
+    try:
+        deny_user_invite(user.email, invite_request.tenant_id)
+    except Exception as e:
+        logger.exception(f"Failed to deny invite: {str(e)}")
+        raise HTTPException(status_code=500, detail="Failed to deny invitation")

backend/ee/onyx/server/tenants/user_mapping.py

@@ -1,34 +1,63 @@
-import logging
-
 from fastapi_users import exceptions
 from sqlalchemy import select
-from sqlalchemy.orm import Session
 
+from onyx.auth.invited_users import get_invited_users
+from onyx.auth.invited_users import get_pending_users
+from onyx.auth.invited_users import write_invited_users
+from onyx.auth.invited_users import write_pending_users
+from onyx.db.engine import get_session_with_shared_schema
 from onyx.db.engine import get_session_with_tenant
-from onyx.db.engine import get_sqlalchemy_engine
 from onyx.db.models import UserTenantMapping
+from onyx.server.manage.models import TenantSnapshot
+from onyx.setup import setup_logger
 from shared_configs.configs import MULTI_TENANT
 from shared_configs.configs import POSTGRES_DEFAULT_SCHEMA
+from shared_configs.contextvars import CURRENT_TENANT_ID_CONTEXTVAR
 
-logger = logging.getLogger(__name__)
+logger = setup_logger()
 
 
 def get_tenant_id_for_email(email: str) -> str:
     if not MULTI_TENANT:
         return POSTGRES_DEFAULT_SCHEMA
     # Implement logic to get tenant_id from the mapping table
-    with Session(get_sqlalchemy_engine()) as db_session:
-        result = db_session.execute(
-            select(UserTenantMapping.tenant_id).where(UserTenantMapping.email == email)
-        )
-        tenant_id = result.scalar_one_or_none()
+    try:
+        with get_session_with_shared_schema() as db_session:
+            # First try to get an active tenant
+            result = db_session.execute(
+                select(UserTenantMapping).where(
+                    UserTenantMapping.email == email,
+                    UserTenantMapping.active == True,  # noqa: E712
+                )
+            )
+            mapping = result.scalar_one_or_none()
+            tenant_id = mapping.tenant_id if mapping else None
+
+            # If no active tenant found, try to get the first inactive one
+            if tenant_id is None:
+                result = db_session.execute(
+                    select(UserTenantMapping).where(
+                        UserTenantMapping.email == email,
+                        UserTenantMapping.active == False,  # noqa: E712
+                    )
+                )
+                mapping = result.scalar_one_or_none()
+                if mapping:
+                    # Mark this mapping as active
+                    mapping.active = True
+                    db_session.commit()
+                    tenant_id = mapping.tenant_id
+
+    except Exception as e:
+        logger.exception(f"Error getting tenant id for email {email}: {e}")
+        raise exceptions.UserNotExists()
     if tenant_id is None:
         raise exceptions.UserNotExists()
     return tenant_id
 
 
 def user_owns_a_tenant(email: str) -> bool:
-    with get_session_with_tenant(POSTGRES_DEFAULT_SCHEMA) as db_session:
+    with get_session_with_tenant(tenant_id=POSTGRES_DEFAULT_SCHEMA) as db_session:
         result = (
             db_session.query(UserTenantMapping)
             .filter(UserTenantMapping.email == email)
@@ -38,17 +67,43 @@ def user_owns_a_tenant(email: str) -> bool:
 
 
 def add_users_to_tenant(emails: list[str], tenant_id: str) -> None:
-    with get_session_with_tenant(POSTGRES_DEFAULT_SCHEMA) as db_session:
+    """
+    Add users to a tenant with proper transaction handling.
+    Checks if users already have a tenant mapping to avoid duplicates.
+    """
+    with get_session_with_tenant(tenant_id=POSTGRES_DEFAULT_SCHEMA) as db_session:
         try:
+            # Start a transaction
+            db_session.begin()
+
             for email in emails:
-                db_session.add(UserTenantMapping(email=email, tenant_id=tenant_id))
+                # Check if the user already has a mapping to this tenant
+                existing_mapping = (
+                    db_session.query(UserTenantMapping)
+                    .filter(
+                        UserTenantMapping.email == email,
+                        UserTenantMapping.tenant_id == tenant_id,
+                    )
+                    .with_for_update()
+                    .first()
+                )
+
+                if not existing_mapping:
+                    # Only add if mapping doesn't exist
+                    db_session.add(UserTenantMapping(email=email, tenant_id=tenant_id))
+
+            # Commit the transaction
+            db_session.commit()
+            logger.info(f"Successfully added users {emails} to tenant {tenant_id}")
+
         except Exception:
             logger.exception(f"Failed to add users to tenant {tenant_id}")
-        db_session.commit()
+            db_session.rollback()
+            raise
 
 
 def remove_users_from_tenant(emails: list[str], tenant_id: str) -> None:
-    with get_session_with_tenant(POSTGRES_DEFAULT_SCHEMA) as db_session:
+    with get_session_with_tenant(tenant_id=POSTGRES_DEFAULT_SCHEMA) as db_session:
         try:
             mappings_to_delete = (
                 db_session.query(UserTenantMapping)
@@ -71,8 +126,192 @@ def remove_users_from_tenant(emails: list[str], tenant_id: str) -> None:
 
 
 def remove_all_users_from_tenant(tenant_id: str) -> None:
-    with get_session_with_tenant(POSTGRES_DEFAULT_SCHEMA) as db_session:
+    with get_session_with_tenant(tenant_id=POSTGRES_DEFAULT_SCHEMA) as db_session:
         db_session.query(UserTenantMapping).filter(
             UserTenantMapping.tenant_id == tenant_id
         ).delete()
         db_session.commit()
+
+
+def invite_self_to_tenant(email: str, tenant_id: str) -> None:
+    token = CURRENT_TENANT_ID_CONTEXTVAR.set(tenant_id)
+    try:
+        pending_users = get_pending_users()
+        if email in pending_users:
+            return
+        write_pending_users(pending_users + [email])
+    finally:
+        CURRENT_TENANT_ID_CONTEXTVAR.reset(token)
+
+
+def approve_user_invite(email: str, tenant_id: str) -> None:
+    """
+    Approve a user invite to a tenant.
+    This will delete all existing records for this email and create a new mapping entry for the user in this tenant.
+    """
+    with get_session_with_shared_schema() as db_session:
+        # Delete all existing records for this email
+        db_session.query(UserTenantMapping).filter(
+            UserTenantMapping.email == email
+        ).delete()
+
+        # Create a new mapping entry for the user in this tenant
+        new_mapping = UserTenantMapping(email=email, tenant_id=tenant_id, active=True)
+        db_session.add(new_mapping)
+        db_session.commit()
+
+    # Also remove the user from pending users list
+    # Remove from pending users
+    pending_users = get_pending_users()
+    if email in pending_users:
+        pending_users.remove(email)
+        write_pending_users(pending_users)
+
+    # Add to invited users
+    invited_users = get_invited_users()
+    if email not in invited_users:
+        invited_users.append(email)
+        write_invited_users(invited_users)
+
+
+def accept_user_invite(email: str, tenant_id: str) -> None:
+    """
+    Accept an invitation to join a tenant.
+    This activates the user's mapping to the tenant.
+    """
+    with get_session_with_shared_schema() as db_session:
+        try:
+            # First check if there's an active mapping for this user and tenant
+            active_mapping = (
+                db_session.query(UserTenantMapping)
+                .filter(
+                    UserTenantMapping.email == email,
+                    UserTenantMapping.active == True,  # noqa: E712
+                )
+                .first()
+            )
+
+            # If an active mapping exists, delete it
+            if active_mapping:
+                db_session.delete(active_mapping)
+                logger.info(
+                    f"Deleted existing active mapping for user {email} in tenant {tenant_id}"
+                )
+
+            # Find the inactive mapping for this user and tenant
+            mapping = (
+                db_session.query(UserTenantMapping)
+                .filter(
+                    UserTenantMapping.email == email,
+                    UserTenantMapping.tenant_id == tenant_id,
+                    UserTenantMapping.active == False,  # noqa: E712
+                )
+                .first()
+            )
+
+            if mapping:
+                # Set all other mappings for this user to inactive
+                db_session.query(UserTenantMapping).filter(
+                    UserTenantMapping.email == email,
+                    UserTenantMapping.active == True,  # noqa: E712
+                ).update({"active": False})
+
+                # Activate this mapping
+                mapping.active = True
+                db_session.commit()
+                logger.info(f"User {email} accepted invitation to tenant {tenant_id}")
+            else:
+                logger.warning(
+                    f"No invitation found for user {email} in tenant {tenant_id}"
+                )
+
+        except Exception as e:
+            db_session.rollback()
+            logger.exception(
+                f"Failed to accept invitation for user {email} to tenant {tenant_id}: {str(e)}"
+            )
+            raise
+
+
+def deny_user_invite(email: str, tenant_id: str) -> None:
+    """
+    Deny an invitation to join a tenant.
+    This removes the user's mapping to the tenant.
+    """
+    with get_session_with_shared_schema() as db_session:
+        # Delete the mapping for this user and tenant
+        result = (
+            db_session.query(UserTenantMapping)
+            .filter(
+                UserTenantMapping.email == email,
+                UserTenantMapping.tenant_id == tenant_id,
+                UserTenantMapping.active == False,  # noqa: E712
+            )
+            .delete()
+        )
+
+        db_session.commit()
+        if result:
+            logger.info(f"User {email} denied invitation to tenant {tenant_id}")
+        else:
+            logger.warning(
+                f"No invitation found for user {email} in tenant {tenant_id}"
+            )
+    token = CURRENT_TENANT_ID_CONTEXTVAR.set(tenant_id)
+    try:
+        pending_users = get_invited_users()
+        if email in pending_users:
+            pending_users.remove(email)
+            write_invited_users(pending_users)
+    finally:
+        CURRENT_TENANT_ID_CONTEXTVAR.reset(token)
+
+
+def get_tenant_count(tenant_id: str) -> int:
+    """
+    Get the number of active users for this tenant
+    """
+    with get_session_with_shared_schema() as db_session:
+        # Count the number of active users for this tenant
+        user_count = (
+            db_session.query(UserTenantMapping)
+            .filter(
+                UserTenantMapping.tenant_id == tenant_id,
+                UserTenantMapping.active == True,  # noqa: E712
+            )
+            .count()
+        )
+
+        return user_count
+
+
+def get_tenant_invitation(email: str) -> TenantSnapshot | None:
+    """
+    Get the first tenant invitation for this user
+    """
+    with get_session_with_shared_schema() as db_session:
+        # Get the first tenant invitation for this user
+        invitation = (
+            db_session.query(UserTenantMapping)
+            .filter(
+                UserTenantMapping.email == email,
+                UserTenantMapping.active == False,  # noqa: E712
+            )
+            .first()
+        )
+
+        if invitation:
+            # Get the user count for this tenant
+            user_count = (
+                db_session.query(UserTenantMapping)
+                .filter(
+                    UserTenantMapping.tenant_id == invitation.tenant_id,
+                    UserTenantMapping.active == True,  # noqa: E712
+                )
+                .count()
+            )
+            return TenantSnapshot(
+                tenant_id=invitation.tenant_id, number_of_users=user_count
+            )
+
+        return None

backend/ee/onyx/server/user_group/models.py

@@ -58,6 +58,7 @@ class UserGroup(BaseModel):
                     credential=CredentialSnapshot.from_credential_db_model(
                         cc_pair_relationship.cc_pair.credential
                     ),
+                    access_type=cc_pair_relationship.cc_pair.access_type,
                 )
                 for cc_pair_relationship in user_group_model.cc_pair_relationships
                 if cc_pair_relationship.is_current

backend/model_server/constants.py

@@ -3,10 +3,11 @@ from shared_configs.enums import EmbedTextType
 
 
 MODEL_WARM_UP_STRING = "hi " * 512
+INFORMATION_CONTENT_MODEL_WARM_UP_STRING = "hi " * 16
 DEFAULT_OPENAI_MODEL = "text-embedding-3-small"
 DEFAULT_COHERE_MODEL = "embed-english-light-v3.0"
 DEFAULT_VOYAGE_MODEL = "voyage-large-2-instruct"
-DEFAULT_VERTEX_MODEL = "text-embedding-004"
+DEFAULT_VERTEX_MODEL = "text-embedding-005"
 
 
 class EmbeddingModelTextType:
@@ -28,3 +29,9 @@ class EmbeddingModelTextType:
     @staticmethod
     def get_type(provider: EmbeddingProvider, text_type: EmbedTextType) -> str:
         return EmbeddingModelTextType.PROVIDER_TEXT_TYPE_MAP[provider][text_type]
+
+
+class GPUStatus:
+    CUDA = "cuda"
+    MAC_MPS = "mps"
+    NONE = "none"

backend/model_server/custom_models.py

@@ -1,11 +1,14 @@
+import numpy as np
 import torch
 import torch.nn.functional as F
 from fastapi import APIRouter
 from huggingface_hub import snapshot_download  # type: ignore
+from setfit import SetFitModel  # type: ignore[import]
 from transformers import AutoTokenizer  # type: ignore
 from transformers import BatchEncoding  # type: ignore
 from transformers import PreTrainedTokenizer  # type: ignore
 
+from model_server.constants import INFORMATION_CONTENT_MODEL_WARM_UP_STRING
 from model_server.constants import MODEL_WARM_UP_STRING
 from model_server.onyx_torch_model import ConnectorClassifier
 from model_server.onyx_torch_model import HybridClassifier
@@ -13,11 +16,22 @@ from model_server.utils import simple_log_function_time
 from onyx.utils.logger import setup_logger
 from shared_configs.configs import CONNECTOR_CLASSIFIER_MODEL_REPO
 from shared_configs.configs import CONNECTOR_CLASSIFIER_MODEL_TAG
+from shared_configs.configs import (
+    INDEXING_INFORMATION_CONTENT_CLASSIFICATION_CUTOFF_LENGTH,
+)
+from shared_configs.configs import INDEXING_INFORMATION_CONTENT_CLASSIFICATION_MAX
+from shared_configs.configs import INDEXING_INFORMATION_CONTENT_CLASSIFICATION_MIN
+from shared_configs.configs import (
+    INDEXING_INFORMATION_CONTENT_CLASSIFICATION_TEMPERATURE,
+)
 from shared_configs.configs import INDEXING_ONLY
+from shared_configs.configs import INFORMATION_CONTENT_MODEL_TAG
+from shared_configs.configs import INFORMATION_CONTENT_MODEL_VERSION
 from shared_configs.configs import INTENT_MODEL_TAG
 from shared_configs.configs import INTENT_MODEL_VERSION
 from shared_configs.model_server_models import ConnectorClassificationRequest
 from shared_configs.model_server_models import ConnectorClassificationResponse
+from shared_configs.model_server_models import ContentClassificationPrediction
 from shared_configs.model_server_models import IntentRequest
 from shared_configs.model_server_models import IntentResponse
 
@@ -31,6 +45,10 @@ _CONNECTOR_CLASSIFIER_MODEL: ConnectorClassifier | None = None
 _INTENT_TOKENIZER: AutoTokenizer | None = None
 _INTENT_MODEL: HybridClassifier | None = None
 
+_INFORMATION_CONTENT_MODEL: SetFitModel | None = None
+
+_INFORMATION_CONTENT_MODEL_PROMPT_PREFIX: str = ""  # spec to model version!
+
 
 def get_connector_classifier_tokenizer() -> AutoTokenizer:
     global _CONNECTOR_CLASSIFIER_TOKENIZER
@@ -85,7 +103,7 @@ def get_intent_model_tokenizer() -> AutoTokenizer:
 
 def get_local_intent_model(
     model_name_or_path: str = INTENT_MODEL_VERSION,
-    tag: str = INTENT_MODEL_TAG,
+    tag: str | None = INTENT_MODEL_TAG,
 ) -> HybridClassifier:
     global _INTENT_MODEL
     if _INTENT_MODEL is None:
@@ -102,7 +120,9 @@ def get_local_intent_model(
             try:
                 # Attempt to download the model snapshot
                 logger.notice(f"Downloading model snapshot for {model_name_or_path}")
-                local_path = snapshot_download(repo_id=model_name_or_path, revision=tag)
+                local_path = snapshot_download(
+                    repo_id=model_name_or_path, revision=tag, local_files_only=False
+                )
                 _INTENT_MODEL = HybridClassifier.from_pretrained(local_path)
             except Exception as e:
                 logger.error(
@@ -112,6 +132,44 @@ def get_local_intent_model(
     return _INTENT_MODEL
 
 
+def get_local_information_content_model(
+    model_name_or_path: str = INFORMATION_CONTENT_MODEL_VERSION,
+    tag: str | None = INFORMATION_CONTENT_MODEL_TAG,
+) -> SetFitModel:
+    global _INFORMATION_CONTENT_MODEL
+    if _INFORMATION_CONTENT_MODEL is None:
+        try:
+            # Calculate where the cache should be, then load from local if available
+            logger.notice(
+                f"Loading content information model from local cache: {model_name_or_path}"
+            )
+            local_path = snapshot_download(
+                repo_id=model_name_or_path, revision=tag, local_files_only=True
+            )
+            _INFORMATION_CONTENT_MODEL = SetFitModel.from_pretrained(local_path)
+            logger.notice(
+                f"Loaded content information model from local cache: {local_path}"
+            )
+        except Exception as e:
+            logger.warning(f"Failed to load content information model directly: {e}")
+            try:
+                # Attempt to download the model snapshot
+                logger.notice(
+                    f"Downloading content information model snapshot for {model_name_or_path}"
+                )
+                local_path = snapshot_download(
+                    repo_id=model_name_or_path, revision=tag, local_files_only=False
+                )
+                _INFORMATION_CONTENT_MODEL = SetFitModel.from_pretrained(local_path)
+            except Exception as e:
+                logger.error(
+                    f"Failed to load content information model even after attempted snapshot download: {e}"
+                )
+                raise
+
+    return _INFORMATION_CONTENT_MODEL
+
+
 def tokenize_connector_classification_query(
     connectors: list[str],
     query: str,
@@ -195,6 +253,13 @@ def warm_up_intent_model() -> None:
     )
 
 
+def warm_up_information_content_model() -> None:
+    logger.notice("Warming up Content Model")  # TODO: add version if needed
+
+    information_content_model = get_local_information_content_model()
+    information_content_model(INFORMATION_CONTENT_MODEL_WARM_UP_STRING)
+
+
 @simple_log_function_time()
 def run_inference(tokens: BatchEncoding) -> tuple[list[float], list[float]]:
     intent_model = get_local_intent_model()
@@ -218,6 +283,117 @@ def run_inference(tokens: BatchEncoding) -> tuple[list[float], list[float]]:
     return intent_probabilities.tolist(), token_positive_probs
 
 
+@simple_log_function_time()
+def run_content_classification_inference(
+    text_inputs: list[str],
+) -> list[ContentClassificationPrediction]:
+    """
+    Assign a score to the segments in question. The model stored in get_local_information_content_model()
+    creates the 'model score' based on its training, and the scores are then converted to a 0.0-1.0 scale.
+    In the code outside of the model/inference model servers that score will be converted into the actual
+    boost factor.
+    """
+
+    def _prob_to_score(prob: float) -> float:
+        """
+        Conversion of base score to 0.0 - 1.0 score. Note that the min/max values depend on the model!
+        """
+        _MIN_BASE_SCORE = 0.25
+        _MAX_BASE_SCORE = 0.75
+        if prob < _MIN_BASE_SCORE:
+            raw_score = 0.0
+        elif prob < _MAX_BASE_SCORE:
+            raw_score = (prob - _MIN_BASE_SCORE) / (_MAX_BASE_SCORE - _MIN_BASE_SCORE)
+        else:
+            raw_score = 1.0
+        return (
+            INDEXING_INFORMATION_CONTENT_CLASSIFICATION_MIN
+            + (
+                INDEXING_INFORMATION_CONTENT_CLASSIFICATION_MAX
+                - INDEXING_INFORMATION_CONTENT_CLASSIFICATION_MIN
+            )
+            * raw_score
+        )
+
+    _BATCH_SIZE = 32
+    content_model = get_local_information_content_model()
+
+    # Process inputs in batches
+    all_output_classes: list[int] = []
+    all_base_output_probabilities: list[float] = []
+
+    for i in range(0, len(text_inputs), _BATCH_SIZE):
+        batch = text_inputs[i : i + _BATCH_SIZE]
+        batch_with_prefix = []
+        batch_indices = []
+
+        # Pre-allocate results for this batch
+        batch_output_classes: list[np.ndarray] = [np.array(1)] * len(batch)
+        batch_probabilities: list[np.ndarray] = [np.array(1.0)] * len(batch)
+
+        # Pre-process batch to handle long input exceptions
+        for j, text in enumerate(batch):
+            if len(text) == 0:
+                # if no input, treat as non-informative from the model's perspective
+                batch_output_classes[j] = np.array(0)
+                batch_probabilities[j] = np.array(0.0)
+                logger.warning("Input for Content Information Model is empty")
+
+            elif (
+                len(text.split())
+                <= INDEXING_INFORMATION_CONTENT_CLASSIFICATION_CUTOFF_LENGTH
+            ):
+                # if input is short, use the model
+                batch_with_prefix.append(
+                    _INFORMATION_CONTENT_MODEL_PROMPT_PREFIX + text
+                )
+                batch_indices.append(j)
+            else:
+                # if longer than cutoff, treat as informative (stay with default), but issue warning
+                logger.warning("Input for Content Information Model too long")
+
+        if batch_with_prefix:  # Only run model if we have valid inputs
+            # Get predictions for the batch
+            model_output_classes = content_model(batch_with_prefix)
+            model_output_probabilities = content_model.predict_proba(batch_with_prefix)
+
+            # Place results in the correct positions
+            for idx, batch_idx in enumerate(batch_indices):
+                batch_output_classes[batch_idx] = model_output_classes[idx].numpy()
+                batch_probabilities[batch_idx] = model_output_probabilities[idx][
+                    1
+                ].numpy()  # x[1] is prob of the positive class
+
+        all_output_classes.extend([int(x) for x in batch_output_classes])
+        all_base_output_probabilities.extend([float(x) for x in batch_probabilities])
+
+    logits = [
+        np.log(p / (1 - p)) if p != 0.0 and p != 1.0 else (100 if p == 1.0 else -100)
+        for p in all_base_output_probabilities
+    ]
+    scaled_logits = [
+        logit / INDEXING_INFORMATION_CONTENT_CLASSIFICATION_TEMPERATURE
+        for logit in logits
+    ]
+    output_probabilities_with_temp = [
+        np.exp(scaled_logit) / (1 + np.exp(scaled_logit))
+        for scaled_logit in scaled_logits
+    ]
+
+    prediction_scores = [
+        _prob_to_score(p_temp) for p_temp in output_probabilities_with_temp
+    ]
+
+    content_classification_predictions = [
+        ContentClassificationPrediction(
+            predicted_label=predicted_label, content_boost_factor=output_score
+        )
+        for predicted_label, output_score in zip(all_output_classes, prediction_scores)
+    ]
+
+    return content_classification_predictions
+
+
 def map_keywords(
     input_ids: torch.Tensor, tokenizer: AutoTokenizer, is_keyword: list[bool]
 ) -> list[str]:
@@ -362,3 +538,10 @@ async def process_analysis_request(
 
     is_keyword, keywords = run_analysis(intent_request)
     return IntentResponse(is_keyword=is_keyword, keywords=keywords)
+
+
+@router.post("/content-classification")
+async def process_content_classification_request(
+    content_classification_requests: list[str],
+) -> list[ContentClassificationPrediction]:
+    return run_content_classification_inference(content_classification_requests)

backend/model_server/encoders.py

@@ -5,6 +5,7 @@ from types import TracebackType
 from typing import cast
 from typing import Optional
 
+import aioboto3  # type: ignore
 import httpx
 import openai
 import vertexai  # type: ignore
@@ -12,6 +13,7 @@ import voyageai  # type: ignore
 from cohere import AsyncClient as CohereAsyncClient
 from fastapi import APIRouter
 from fastapi import HTTPException
+from fastapi import Request
 from google.oauth2 import service_account  # type: ignore
 from litellm import aembedding
 from litellm.exceptions import RateLimitError
@@ -27,11 +29,13 @@ from model_server.constants import DEFAULT_VERTEX_MODEL
 from model_server.constants import DEFAULT_VOYAGE_MODEL
 from model_server.constants import EmbeddingModelTextType
 from model_server.constants import EmbeddingProvider
+from model_server.utils import pass_aws_key
 from model_server.utils import simple_log_function_time
 from onyx.utils.logger import setup_logger
 from shared_configs.configs import API_BASED_EMBEDDING_TIMEOUT
 from shared_configs.configs import INDEXING_ONLY
 from shared_configs.configs import OPENAI_EMBEDDING_TIMEOUT
+from shared_configs.configs import VERTEXAI_EMBEDDING_LOCAL_BATCH_SIZE
 from shared_configs.enums import EmbedTextType
 from shared_configs.enums import RerankerProvider
 from shared_configs.model_server_models import Embedding
@@ -58,6 +62,60 @@ _OPENAI_MAX_INPUT_LEN = 2048
 # Cohere allows up to 96 embeddings in a single embedding calling
 _COHERE_MAX_INPUT_LEN = 96
 
+# Authentication error string constants
+_AUTH_ERROR_401 = "401"
+_AUTH_ERROR_UNAUTHORIZED = "unauthorized"
+_AUTH_ERROR_INVALID_API_KEY = "invalid api key"
+_AUTH_ERROR_PERMISSION = "permission"
+
+
+def is_authentication_error(error: Exception) -> bool:
+    """Check if an exception is related to authentication issues.
+
+    Args:
+        error: The exception to check
+
+    Returns:
+        bool: True if the error appears to be authentication-related
+    """
+    error_str = str(error).lower()
+    return (
+        _AUTH_ERROR_401 in error_str
+        or _AUTH_ERROR_UNAUTHORIZED in error_str
+        or _AUTH_ERROR_INVALID_API_KEY in error_str
+        or _AUTH_ERROR_PERMISSION in error_str
+    )
+
+
+def format_embedding_error(
+    error: Exception,
+    service_name: str,
+    model: str | None,
+    provider: EmbeddingProvider,
+    status_code: int | None = None,
+) -> str:
+    """
+    Format a standardized error string for embedding errors.
+    """
+    detail = f"Status {status_code}" if status_code else f"{type(error)}"
+
+    return (
+        f"{'HTTP error' if status_code else 'Exception'} embedding text with {service_name} - {detail}: "
+        f"Model: {model} "
+        f"Provider: {provider} "
+        f"Exception: {error}"
+    )
+
+
+# Custom exception for authentication errors
+class AuthenticationError(Exception):
+    """Raised when authentication fails with a provider."""
+
+    def __init__(self, provider: str, message: str = "API key is invalid or expired"):
+        self.provider = provider
+        self.message = message
+        super().__init__(f"{provider} authentication failed: {message}")
+
 
 class CloudEmbedding:
     def __init__(
@@ -77,7 +135,7 @@ class CloudEmbedding:
         self._closed = False
 
     async def _embed_openai(
-        self, texts: list[str], model: str | None
+        self, texts: list[str], model: str | None, reduced_dimension: int | None
     ) -> list[Embedding]:
         if not model:
             model = DEFAULT_OPENAI_MODEL
@@ -88,22 +146,17 @@ class CloudEmbedding:
         )
 
         final_embeddings: list[Embedding] = []
-        try:
-            for text_batch in batch_list(texts, _OPENAI_MAX_INPUT_LEN):
-                response = await client.embeddings.create(input=text_batch, model=model)
-                final_embeddings.extend(
-                    [embedding.embedding for embedding in response.data]
-                )
-            return final_embeddings
-        except Exception as e:
-            error_string = (
-                f"Error embedding text with OpenAI: {str(e)} \n"
-                f"Model: {model} \n"
-                f"Provider: {self.provider} \n"
-                f"Texts: {texts}"
+
+        for text_batch in batch_list(texts, _OPENAI_MAX_INPUT_LEN):
+            response = await client.embeddings.create(
+                input=text_batch,
+                model=model,
+                dimensions=reduced_dimension or openai.NOT_GIVEN,
             )
-            logger.error(error_string)
-            raise RuntimeError(error_string)
+            final_embeddings.extend(
+                [embedding.embedding for embedding in response.data]
+            )
+        return final_embeddings
 
     async def _embed_cohere(
         self, texts: list[str], model: str | None, embedding_type: str
@@ -142,7 +195,6 @@ class CloudEmbedding:
             input_type=embedding_type,
             truncation=True,
         )
-
         return response.embeddings
 
     async def _embed_azure(
@@ -172,17 +224,24 @@ class CloudEmbedding:
         vertexai.init(project=project_id, credentials=credentials)
         client = TextEmbeddingModel.from_pretrained(model)
 
-        embeddings = await client.get_embeddings_async(
-            [
-                TextEmbeddingInput(
-                    text,
-                    embedding_type,
-                )
-                for text in texts
-            ],
-            auto_truncate=True,  # This is the default
-        )
-        return [embedding.values for embedding in embeddings]
+        inputs = [TextEmbeddingInput(text, embedding_type) for text in texts]
+
+        # Split into batches of 25 texts
+        max_texts_per_batch = VERTEXAI_EMBEDDING_LOCAL_BATCH_SIZE
+        batches = [
+            inputs[i : i + max_texts_per_batch]
+            for i in range(0, len(inputs), max_texts_per_batch)
+        ]
+
+        # Dispatch all embedding calls asynchronously at once
+        tasks = [
+            client.get_embeddings_async(batch, auto_truncate=True) for batch in batches
+        ]
+
+        # Wait for all tasks to complete in parallel
+        results = await asyncio.gather(*tasks)
+
+        return [embedding.values for batch in results for embedding in batch]
 
     async def _embed_litellm_proxy(
         self, texts: list[str], model_name: str | None
@@ -217,23 +276,53 @@ class CloudEmbedding:
         text_type: EmbedTextType,
         model_name: str | None = None,
         deployment_name: str | None = None,
+        reduced_dimension: int | None = None,
     ) -> list[Embedding]:
-        if self.provider == EmbeddingProvider.OPENAI:
-            return await self._embed_openai(texts, model_name)
-        elif self.provider == EmbeddingProvider.AZURE:
-            return await self._embed_azure(texts, f"azure/{deployment_name}")
-        elif self.provider == EmbeddingProvider.LITELLM:
-            return await self._embed_litellm_proxy(texts, model_name)
+        try:
+            if self.provider == EmbeddingProvider.OPENAI:
+                return await self._embed_openai(texts, model_name, reduced_dimension)
+            elif self.provider == EmbeddingProvider.AZURE:
+                return await self._embed_azure(texts, f"azure/{deployment_name}")
+            elif self.provider == EmbeddingProvider.LITELLM:
+                return await self._embed_litellm_proxy(texts, model_name)
 
-        embedding_type = EmbeddingModelTextType.get_type(self.provider, text_type)
-        if self.provider == EmbeddingProvider.COHERE:
-            return await self._embed_cohere(texts, model_name, embedding_type)
-        elif self.provider == EmbeddingProvider.VOYAGE:
-            return await self._embed_voyage(texts, model_name, embedding_type)
-        elif self.provider == EmbeddingProvider.GOOGLE:
-            return await self._embed_vertex(texts, model_name, embedding_type)
-        else:
-            raise ValueError(f"Unsupported provider: {self.provider}")
+            embedding_type = EmbeddingModelTextType.get_type(self.provider, text_type)
+            if self.provider == EmbeddingProvider.COHERE:
+                return await self._embed_cohere(texts, model_name, embedding_type)
+            elif self.provider == EmbeddingProvider.VOYAGE:
+                return await self._embed_voyage(texts, model_name, embedding_type)
+            elif self.provider == EmbeddingProvider.GOOGLE:
+                return await self._embed_vertex(texts, model_name, embedding_type)
+            else:
+                raise ValueError(f"Unsupported provider: {self.provider}")
+        except openai.AuthenticationError:
+            raise AuthenticationError(provider="OpenAI")
+        except httpx.HTTPStatusError as e:
+            if e.response.status_code == 401:
+                raise AuthenticationError(provider=str(self.provider))
+
+            error_string = format_embedding_error(
+                e,
+                str(self.provider),
+                model_name or deployment_name,
+                self.provider,
+                status_code=e.response.status_code,
+            )
+            logger.error(error_string)
+            logger.debug(f"Exception texts: {texts}")
+
+            raise RuntimeError(error_string)
+        except Exception as e:
+            if is_authentication_error(e):
+                raise AuthenticationError(provider=str(self.provider))
+
+            error_string = format_embedding_error(
+                e, str(self.provider), model_name or deployment_name, self.provider
+            )
+            logger.error(error_string)
+            logger.debug(f"Exception texts: {texts}")
+
+            raise RuntimeError(error_string)
 
     @staticmethod
     def create(
@@ -320,6 +409,8 @@ async def embed_text(
     prefix: str | None,
     api_url: str | None,
     api_version: str | None,
+    reduced_dimension: int | None,
+    gpu_type: str = "UNKNOWN",
 ) -> list[Embedding]:
     if not all(texts):
         logger.error("Empty strings provided for embedding")
@@ -362,6 +453,7 @@ async def embed_text(
                 model_name=model_name,
                 deployment_name=deployment_name,
                 text_type=text_type,
+                reduced_dimension=reduced_dimension,
             )
 
         if any(embedding is None for embedding in embeddings):
@@ -373,8 +465,11 @@ async def embed_text(
 
         elapsed = time.monotonic() - start
         logger.info(
-            f"Successfully embedded {len(texts)} texts with {total_chars} total characters "
-            f"with provider {provider_type} in {elapsed:.2f}"
+            f"event=embedding_provider "
+            f"texts={len(texts)} "
+            f"chars={total_chars} "
+            f"provider={provider_type} "
+            f"elapsed={elapsed:.2f}"
         )
     elif model_name is not None:
         logger.info(
@@ -403,6 +498,14 @@ async def embed_text(
             f"Successfully embedded {len(texts)} texts with {total_chars} total characters "
             f"with local model {model_name} in {elapsed:.2f}"
         )
+        logger.info(
+            f"event=embedding_model "
+            f"texts={len(texts)} "
+            f"chars={total_chars} "
+            f"model={model_name} "
+            f"gpu={gpu_type} "
+            f"elapsed={elapsed:.2f}"
+        )
     else:
         logger.error("Neither model name nor provider specified for embedding")
         raise ValueError(
@@ -422,7 +525,7 @@ async def local_rerank(query: str, docs: list[str], model_name: str) -> list[flo
     )
 
 
-async def cohere_rerank(
+async def cohere_rerank_api(
     query: str, docs: list[str], model_name: str, api_key: str
 ) -> list[float]:
     cohere_client = CohereAsyncClient(api_key=api_key)
@@ -432,6 +535,45 @@ async def cohere_rerank(
     return [result.relevance_score for result in sorted_results]
 
 
+async def cohere_rerank_aws(
+    query: str,
+    docs: list[str],
+    model_name: str,
+    region_name: str,
+    aws_access_key_id: str,
+    aws_secret_access_key: str,
+) -> list[float]:
+    session = aioboto3.Session(
+        aws_access_key_id=aws_access_key_id, aws_secret_access_key=aws_secret_access_key
+    )
+    async with session.client(
+        "bedrock-runtime", region_name=region_name
+    ) as bedrock_client:
+        body = json.dumps(
+            {
+                "query": query,
+                "documents": docs,
+                "api_version": 2,
+            }
+        )
+        # Invoke the Bedrock model asynchronously
+        response = await bedrock_client.invoke_model(
+            modelId=model_name,
+            accept="application/json",
+            contentType="application/json",
+            body=body,
+        )
+
+        # Read the response asynchronously
+        response_body = json.loads(await response["body"].read())
+
+        # Extract and sort the results
+        results = response_body.get("results", [])
+        sorted_results = sorted(results, key=lambda item: item["index"])
+
+        return [result["relevance_score"] for result in sorted_results]
+
+
 async def litellm_rerank(
     query: str, docs: list[str], api_url: str, model_name: str, api_key: str | None
 ) -> list[float]:
@@ -455,8 +597,15 @@ async def litellm_rerank(
 
 
 @router.post("/bi-encoder-embed")
-async def process_embed_request(
+async def route_bi_encoder_embed(
+    request: Request,
     embed_request: EmbedRequest,
+) -> EmbedResponse:
+    return await process_embed_request(embed_request, request.app.state.gpu_type)
+
+
+async def process_embed_request(
+    embed_request: EmbedRequest, gpu_type: str = "UNKNOWN"
 ) -> EmbedResponse:
     if not embed_request.texts:
         raise HTTPException(status_code=400, detail="No texts to be embedded")
@@ -483,9 +632,18 @@ async def process_embed_request(
             text_type=embed_request.text_type,
             api_url=embed_request.api_url,
             api_version=embed_request.api_version,
+            reduced_dimension=embed_request.reduced_dimension,
             prefix=prefix,
+            gpu_type=gpu_type,
         )
         return EmbedResponse(embeddings=embeddings)
+    except AuthenticationError as e:
+        # Handle authentication errors consistently
+        logger.error(f"Authentication error: {e.provider}")
+        raise HTTPException(
+            status_code=401,
+            detail=f"Authentication failed: {e.message}",
+        )
     except RateLimitError as e:
         raise HTTPException(
             status_code=429,
@@ -538,15 +696,32 @@ async def process_rerank_request(rerank_request: RerankRequest) -> RerankRespons
         elif rerank_request.provider_type == RerankerProvider.COHERE:
             if rerank_request.api_key is None:
                 raise RuntimeError("Cohere Rerank Requires an API Key")
-            sim_scores = await cohere_rerank(
+            sim_scores = await cohere_rerank_api(
                 query=rerank_request.query,
                 docs=rerank_request.documents,
                 model_name=rerank_request.model_name,
                 api_key=rerank_request.api_key,
             )
             return RerankResponse(scores=sim_scores)
+
+        elif rerank_request.provider_type == RerankerProvider.BEDROCK:
+            if rerank_request.api_key is None:
+                raise RuntimeError("Bedrock Rerank Requires an API Key")
+            aws_access_key_id, aws_secret_access_key, aws_region = pass_aws_key(
+                rerank_request.api_key
+            )
+            sim_scores = await cohere_rerank_aws(
+                query=rerank_request.query,
+                docs=rerank_request.documents,
+                model_name=rerank_request.model_name,
+                region_name=aws_region,
+                aws_access_key_id=aws_access_key_id,
+                aws_secret_access_key=aws_secret_access_key,
+            )
+            return RerankResponse(scores=sim_scores)
         else:
             raise ValueError(f"Unsupported provider: {rerank_request.provider_type}")
+
     except Exception as e:
         logger.exception(f"Error during reranking process:\n{str(e)}")
         raise HTTPException(

backend/model_server/main.py

@@ -13,9 +13,11 @@ from sentry_sdk.integrations.starlette import StarletteIntegration
 from transformers import logging as transformer_logging  # type:ignore
 
 from model_server.custom_models import router as custom_models_router
+from model_server.custom_models import warm_up_information_content_model
 from model_server.custom_models import warm_up_intent_model
 from model_server.encoders import router as encoders_router
 from model_server.management_endpoints import router as management_router
+from model_server.utils import get_gpu_type
 from onyx import __version__
 from onyx.utils.logger import setup_logger
 from shared_configs.configs import INDEXING_ONLY
@@ -58,12 +60,10 @@ def _move_files_recursively(source: Path, dest: Path, overwrite: bool = False) -
 
 @asynccontextmanager
 async def lifespan(app: FastAPI) -> AsyncGenerator:
-    if torch.cuda.is_available():
-        logger.notice("CUDA GPU is available")
-    elif torch.backends.mps.is_available():
-        logger.notice("Mac MPS is available")
-    else:
-        logger.notice("GPU is not available, using CPU")
+    gpu_type = get_gpu_type()
+    logger.notice(f"Torch GPU Detection: gpu_type={gpu_type}")
+
+    app.state.gpu_type = gpu_type
 
     if TEMP_HF_CACHE_PATH.is_dir():
         logger.notice("Moving contents of temp_huggingface to huggingface cache.")
@@ -75,9 +75,15 @@ async def lifespan(app: FastAPI) -> AsyncGenerator:
     logger.notice(f"Torch Threads: {torch.get_num_threads()}")
 
     if not INDEXING_ONLY:
+        logger.notice(
+            "The intent model should run on the model server. The information content model should not run here."
+        )
         warm_up_intent_model()
     else:
-        logger.notice("This model server should only run document indexing.")
+        logger.notice(
+            "The content information model should run on the indexing model server. The intent model should not run here."
+        )
+        warm_up_information_content_model()
 
     yield
 

backend/model_server/management_endpoints.py

@@ -1,7 +1,9 @@
-import torch
 from fastapi import APIRouter
 from fastapi import Response
 
+from model_server.constants import GPUStatus
+from model_server.utils import get_gpu_type
+
 router = APIRouter(prefix="/api")
 
 
@@ -11,10 +13,7 @@ async def healthcheck() -> Response:
 
 
 @router.get("/gpu-status")
-async def gpu_status() -> dict[str, bool | str]:
-    if torch.cuda.is_available():
-        return {"gpu_available": True, "type": "cuda"}
-    elif torch.backends.mps.is_available():
-        return {"gpu_available": True, "type": "mps"}
-    else:
-        return {"gpu_available": False, "type": "none"}
+async def route_gpu_status() -> dict[str, bool | str]:
+    gpu_type = get_gpu_type()
+    gpu_available = gpu_type != GPUStatus.NONE
+    return {"gpu_available": gpu_available, "type": gpu_type}

backend/model_server/utils.py

@@ -8,6 +8,9 @@ from typing import Any
 from typing import cast
 from typing import TypeVar
 
+import torch
+
+from model_server.constants import GPUStatus
 from onyx.utils.logger import setup_logger
 
 logger = setup_logger()
@@ -58,3 +61,41 @@ def simple_log_function_time(
             return cast(F, wrapped_sync_func)
 
     return decorator
+
+
+def get_gpu_type() -> str:
+    if torch.cuda.is_available():
+        return GPUStatus.CUDA
+    if torch.backends.mps.is_available():
+        return GPUStatus.MAC_MPS
+
+    return GPUStatus.NONE
+
+
+def pass_aws_key(api_key: str) -> tuple[str, str, str]:
+    """Parse AWS API key string into components.
+
+    Args:
+        api_key: String in format 'aws_ACCESSKEY_SECRETKEY_REGION'
+
+    Returns:
+        Tuple of (access_key, secret_key, region)
+
+    Raises:
+        ValueError: If key format is invalid
+    """
+    if not api_key.startswith("aws"):
+        raise ValueError("API key must start with 'aws' prefix")
+
+    parts = api_key.split("_")
+    if len(parts) != 4:
+        raise ValueError(
+            f"API key must be in format 'aws_ACCESSKEY_SECRETKEY_REGION', got {len(parts) - 1} parts"
+            "this is an onyx specific format for formatting the aws secrets for bedrock"
+        )
+
+    try:
+        _, aws_access_key_id, aws_secret_access_key, aws_region = parts
+        return aws_access_key_id, aws_secret_access_key, aws_region
+    except Exception as e:
+        raise ValueError(f"Failed to parse AWS key components: {str(e)}")

backend/onyx/agents/agent_search/basic/graph_builder.py

@@ -0,0 +1,97 @@
+from langgraph.graph import END
+from langgraph.graph import START
+from langgraph.graph import StateGraph
+
+from onyx.agents.agent_search.basic.states import BasicInput
+from onyx.agents.agent_search.basic.states import BasicOutput
+from onyx.agents.agent_search.basic.states import BasicState
+from onyx.agents.agent_search.orchestration.nodes.call_tool import call_tool
+from onyx.agents.agent_search.orchestration.nodes.choose_tool import choose_tool
+from onyx.agents.agent_search.orchestration.nodes.prepare_tool_input import (
+    prepare_tool_input,
+)
+from onyx.agents.agent_search.orchestration.nodes.use_tool_response import (
+    basic_use_tool_response,
+)
+from onyx.utils.logger import setup_logger
+
+logger = setup_logger()
+
+
+def basic_graph_builder() -> StateGraph:
+    graph = StateGraph(
+        state_schema=BasicState,
+        input=BasicInput,
+        output=BasicOutput,
+    )
+
+    ### Add nodes ###
+
+    graph.add_node(
+        node="prepare_tool_input",
+        action=prepare_tool_input,
+    )
+
+    graph.add_node(
+        node="choose_tool",
+        action=choose_tool,
+    )
+
+    graph.add_node(
+        node="call_tool",
+        action=call_tool,
+    )
+
+    graph.add_node(
+        node="basic_use_tool_response",
+        action=basic_use_tool_response,
+    )
+
+    ### Add edges ###
+
+    graph.add_edge(start_key=START, end_key="prepare_tool_input")
+
+    graph.add_edge(start_key="prepare_tool_input", end_key="choose_tool")
+
+    graph.add_conditional_edges("choose_tool", should_continue, ["call_tool", END])
+
+    graph.add_edge(
+        start_key="call_tool",
+        end_key="basic_use_tool_response",
+    )
+
+    graph.add_edge(
+        start_key="basic_use_tool_response",
+        end_key=END,
+    )
+
+    return graph
+
+
+def should_continue(state: BasicState) -> str:
+    return (
+        # If there are no tool calls, basic graph already streamed the answer
+        END
+        if state.tool_choice is None
+        else "call_tool"
+    )
+
+
+if __name__ == "__main__":
+    from onyx.db.engine import get_session_context_manager
+    from onyx.context.search.models import SearchRequest
+    from onyx.llm.factory import get_default_llms
+    from onyx.agents.agent_search.shared_graph_utils.utils import get_test_config
+
+    graph = basic_graph_builder()
+    compiled_graph = graph.compile()
+    input = BasicInput(unused=True)
+    primary_llm, fast_llm = get_default_llms()
+    with get_session_context_manager() as db_session:
+        config, _ = get_test_config(
+            db_session=db_session,
+            primary_llm=primary_llm,
+            fast_llm=fast_llm,
+            search_request=SearchRequest(query="How does onyx use FastAPI?"),
+        )
+        compiled_graph.invoke(input, config={"metadata": {"config": config}})

backend/onyx/agents/agent_search/basic/states.py

@@ -0,0 +1,35 @@
+from typing import TypedDict
+
+from langchain_core.messages import AIMessageChunk
+from pydantic import BaseModel
+
+from onyx.agents.agent_search.orchestration.states import ToolCallUpdate
+from onyx.agents.agent_search.orchestration.states import ToolChoiceInput
+from onyx.agents.agent_search.orchestration.states import ToolChoiceUpdate
+
+# States contain values that change over the course of graph execution,
+# Config is for values that are set at the start and never change.
+# If you are using a value from the config and realize it needs to change,
+# you should add it to the state and use/update the version in the state.
+
+
+## Graph Input State
+class BasicInput(BaseModel):
+    # Langgraph needs a nonempty input, but we pass in all static
+    # data through a RunnableConfig.
+    unused: bool = True
+
+
+## Graph Output State
+class BasicOutput(TypedDict):
+    tool_call_chunk: AIMessageChunk
+
+
+## Graph State
+class BasicState(
+    BasicInput,
+    ToolChoiceInput,
+    ToolCallUpdate,
+    ToolChoiceUpdate,
+):
+    pass

backend/onyx/agents/agent_search/basic/utils.py

@@ -0,0 +1,64 @@
+from collections.abc import Iterator
+from typing import cast
+
+from langchain_core.messages import AIMessageChunk
+from langchain_core.messages import BaseMessage
+from langgraph.types import StreamWriter
+
+from onyx.agents.agent_search.shared_graph_utils.utils import write_custom_event
+from onyx.chat.models import LlmDoc
+from onyx.chat.models import OnyxContext
+from onyx.chat.stream_processing.answer_response_handler import AnswerResponseHandler
+from onyx.chat.stream_processing.answer_response_handler import CitationResponseHandler
+from onyx.chat.stream_processing.answer_response_handler import (
+    PassThroughAnswerResponseHandler,
+)
+from onyx.chat.stream_processing.utils import map_document_id_order
+from onyx.utils.logger import setup_logger
+
+logger = setup_logger()
+
+
+def process_llm_stream(
+    messages: Iterator[BaseMessage],
+    should_stream_answer: bool,
+    writer: StreamWriter,
+    final_search_results: list[LlmDoc] | None = None,
+    displayed_search_results: list[OnyxContext] | list[LlmDoc] | None = None,
+) -> AIMessageChunk:
+    tool_call_chunk = AIMessageChunk(content="")
+
+    if final_search_results and displayed_search_results:
+        answer_handler: AnswerResponseHandler = CitationResponseHandler(
+            context_docs=final_search_results,
+            final_doc_id_to_rank_map=map_document_id_order(final_search_results),
+            display_doc_id_to_rank_map=map_document_id_order(displayed_search_results),
+        )
+    else:
+        answer_handler = PassThroughAnswerResponseHandler()
+
+    full_answer = ""
+    # This stream will be the llm answer if no tool is chosen. When a tool is chosen,
+    # the stream will contain AIMessageChunks with tool call information.
+    for message in messages:
+        answer_piece = message.content
+        if not isinstance(answer_piece, str):
+            # this is only used for logging, so fine to
+            # just add the string representation
+            answer_piece = str(answer_piece)
+        full_answer += answer_piece
+
+        if isinstance(message, AIMessageChunk) and (
+            message.tool_call_chunks or message.tool_calls
+        ):
+            tool_call_chunk += message  # type: ignore
+        elif should_stream_answer:
+            for response_part in answer_handler.handle_response_part(message, []):
+                write_custom_event(
+                    "basic_response",
+                    response_part,
+                    writer,
+                )
+
+    logger.debug(f"Full answer: {full_answer}")
+    return cast(AIMessageChunk, tool_call_chunk)

backend/onyx/agents/agent_search/core_state.py

@@ -0,0 +1,20 @@
+from operator import add
+from typing import Annotated
+
+from pydantic import BaseModel
+
+
+class CoreState(BaseModel):
+    """
+    This is the core state that is shared across all subgraphs.
+    """
+
+    log_messages: Annotated[list[str], add] = []
+
+
+class SubgraphCoreState(BaseModel):
+    """
+    This is the core state that is shared across all subgraphs.
+    """
+
+    log_messages: Annotated[list[str], add] = []

backend/onyx/agents/agent_search/deep_search/initial/generate_individual_sub_answer/edges.py

@@ -0,0 +1,31 @@
+from collections.abc import Hashable
+from datetime import datetime
+
+from langgraph.types import Send
+
+from onyx.agents.agent_search.deep_search.initial.generate_individual_sub_answer.states import (
+    SubQuestionAnsweringInput,
+)
+from onyx.agents.agent_search.deep_search.shared.expanded_retrieval.states import (
+    ExpandedRetrievalInput,
+)
+from onyx.utils.logger import setup_logger
+
+logger = setup_logger()
+
+
+def send_to_expanded_retrieval(state: SubQuestionAnsweringInput) -> Send | Hashable:
+    """
+    LangGraph edge to send a sub-question to the expanded retrieval.
+    """
+    edge_start_time = datetime.now()
+
+    return Send(
+        "initial_sub_question_expanded_retrieval",
+        ExpandedRetrievalInput(
+            question=state.question,
+            base_search=False,
+            sub_question_id=state.question_id,
+            log_messages=[f"{edge_start_time} -- Sending to expanded retrieval"],
+        ),
+    )

backend/onyx/agents/agent_search/deep_search/initial/generate_individual_sub_answer/graph_builder.py

@@ -0,0 +1,137 @@
+from langgraph.graph import END
+from langgraph.graph import START
+from langgraph.graph import StateGraph
+
+from onyx.agents.agent_search.deep_search.initial.generate_individual_sub_answer.edges import (
+    send_to_expanded_retrieval,
+)
+from onyx.agents.agent_search.deep_search.initial.generate_individual_sub_answer.nodes.check_sub_answer import (
+    check_sub_answer,
+)
+from onyx.agents.agent_search.deep_search.initial.generate_individual_sub_answer.nodes.format_sub_answer import (
+    format_sub_answer,
+)
+from onyx.agents.agent_search.deep_search.initial.generate_individual_sub_answer.nodes.generate_sub_answer import (
+    generate_sub_answer,
+)
+from onyx.agents.agent_search.deep_search.initial.generate_individual_sub_answer.nodes.ingest_retrieved_documents import (
+    ingest_retrieved_documents,
+)
+from onyx.agents.agent_search.deep_search.initial.generate_individual_sub_answer.states import (
+    AnswerQuestionOutput,
+)
+from onyx.agents.agent_search.deep_search.initial.generate_individual_sub_answer.states import (
+    AnswerQuestionState,
+)
+from onyx.agents.agent_search.deep_search.initial.generate_individual_sub_answer.states import (
+    SubQuestionAnsweringInput,
+)
+from onyx.agents.agent_search.deep_search.shared.expanded_retrieval.graph_builder import (
+    expanded_retrieval_graph_builder,
+)
+from onyx.agents.agent_search.shared_graph_utils.utils import get_test_config
+from onyx.utils.logger import setup_logger
+
+logger = setup_logger()
+
+
+def answer_query_graph_builder() -> StateGraph:
+    """
+    LangGraph sub-graph builder for the initial individual sub-answer generation.
+    """
+    graph = StateGraph(
+        state_schema=AnswerQuestionState,
+        input=SubQuestionAnsweringInput,
+        output=AnswerQuestionOutput,
+    )
+
+    ### Add nodes ###
+
+    # The sub-graph that executes the expanded retrieval process for a sub-question
+    expanded_retrieval = expanded_retrieval_graph_builder().compile()
+    graph.add_node(
+        node="initial_sub_question_expanded_retrieval",
+        action=expanded_retrieval,
+    )
+
+    # The node that ingests the retrieved documents and puts them into the proper
+    # state keys.
+    graph.add_node(
+        node="ingest_retrieval",
+        action=ingest_retrieved_documents,
+    )
+
+    # The node that generates the sub-answer
+    graph.add_node(
+        node="generate_sub_answer",
+        action=generate_sub_answer,
+    )
+
+    # The node that checks the sub-answer
+    graph.add_node(
+        node="answer_check",
+        action=check_sub_answer,
+    )
+
+    # The node that formats the sub-answer for the following initial answer generation
+    graph.add_node(
+        node="format_answer",
+        action=format_sub_answer,
+    )
+
+    ### Add edges ###
+
+    graph.add_conditional_edges(
+        source=START,
+        path=send_to_expanded_retrieval,
+        path_map=["initial_sub_question_expanded_retrieval"],
+    )
+    graph.add_edge(
+        start_key="initial_sub_question_expanded_retrieval",
+        end_key="ingest_retrieval",
+    )
+    graph.add_edge(
+        start_key="ingest_retrieval",
+        end_key="generate_sub_answer",
+    )
+    graph.add_edge(
+        start_key="generate_sub_answer",
+        end_key="answer_check",
+    )
+    graph.add_edge(
+        start_key="answer_check",
+        end_key="format_answer",
+    )
+    graph.add_edge(
+        start_key="format_answer",
+        end_key=END,
+    )
+
+    return graph
+
+
+if __name__ == "__main__":
+    from onyx.db.engine import get_session_context_manager
+    from onyx.llm.factory import get_default_llms
+    from onyx.context.search.models import SearchRequest
+
+    graph = answer_query_graph_builder()
+    compiled_graph = graph.compile()
+    primary_llm, fast_llm = get_default_llms()
+    search_request = SearchRequest(
+        query="what can you do with onyx or danswer?",
+    )
+    with get_session_context_manager() as db_session:
+        graph_config, search_tool = get_test_config(
+            db_session, primary_llm, fast_llm, search_request
+        )
+        inputs = SubQuestionAnsweringInput(
+            question="what can you do with onyx?",
+            question_id="0_0",
+            log_messages=[],
+        )
+        for thing in compiled_graph.stream(
+            input=inputs,
+            config={"configurable": {"config": graph_config}},
+        ):
+            logger.debug(thing)

backend/onyx/agents/agent_search/deep_search/initial/generate_individual_sub_answer/nodes/check_sub_answer.py

@@ -0,0 +1,136 @@
+from datetime import datetime
+from typing import cast
+
+from langchain_core.messages import BaseMessage
+from langchain_core.messages import HumanMessage
+from langchain_core.runnables.config import RunnableConfig
+
+from onyx.agents.agent_search.deep_search.initial.generate_individual_sub_answer.states import (
+    AnswerQuestionState,
+)
+from onyx.agents.agent_search.deep_search.initial.generate_individual_sub_answer.states import (
+    SubQuestionAnswerCheckUpdate,
+)
+from onyx.agents.agent_search.models import GraphConfig
+from onyx.agents.agent_search.shared_graph_utils.agent_prompt_ops import (
+    binary_string_test,
+)
+from onyx.agents.agent_search.shared_graph_utils.constants import (
+    AGENT_LLM_RATELIMIT_MESSAGE,
+)
+from onyx.agents.agent_search.shared_graph_utils.constants import (
+    AGENT_LLM_TIMEOUT_MESSAGE,
+)
+from onyx.agents.agent_search.shared_graph_utils.constants import (
+    AGENT_POSITIVE_VALUE_STR,
+)
+from onyx.agents.agent_search.shared_graph_utils.constants import AgentLLMErrorType
+from onyx.agents.agent_search.shared_graph_utils.models import AgentErrorLog
+from onyx.agents.agent_search.shared_graph_utils.models import LLMNodeErrorStrings
+from onyx.agents.agent_search.shared_graph_utils.utils import (
+    get_langgraph_node_log_string,
+)
+from onyx.agents.agent_search.shared_graph_utils.utils import parse_question_id
+from onyx.configs.agent_configs import AGENT_MAX_TOKENS_VALIDATION
+from onyx.configs.agent_configs import AGENT_TIMEOUT_CONNECT_LLM_SUBANSWER_CHECK
+from onyx.configs.agent_configs import AGENT_TIMEOUT_LLM_SUBANSWER_CHECK
+from onyx.llm.chat_llm import LLMRateLimitError
+from onyx.llm.chat_llm import LLMTimeoutError
+from onyx.prompts.agent_search import SUB_ANSWER_CHECK_PROMPT
+from onyx.prompts.agent_search import UNKNOWN_ANSWER
+from onyx.utils.logger import setup_logger
+from onyx.utils.threadpool_concurrency import run_with_timeout
+from onyx.utils.timing import log_function_time
+
+logger = setup_logger()
+
+_llm_node_error_strings = LLMNodeErrorStrings(
+    timeout="LLM Timeout Error. The sub-answer will be treated as 'relevant'",
+    rate_limit="LLM Rate Limit Error. The sub-answer will be treated as 'relevant'",
+    general_error="General LLM Error. The sub-answer will be treated as 'relevant'",
+)
+
+
+@log_function_time(print_only=True)
+def check_sub_answer(
+    state: AnswerQuestionState, config: RunnableConfig
+) -> SubQuestionAnswerCheckUpdate:
+    """
+    LangGraph node to check the quality of the sub-answer. The answer
+    is represented as a boolean value.
+    """
+    node_start_time = datetime.now()
+
+    level, question_num = parse_question_id(state.question_id)
+    if state.answer == UNKNOWN_ANSWER:
+        return SubQuestionAnswerCheckUpdate(
+            answer_quality=False,
+            log_messages=[
+                get_langgraph_node_log_string(
+                    graph_component="initial  - generate individual sub answer",
+                    node_name="check sub answer",
+                    node_start_time=node_start_time,
+                    result="unknown answer",
+                )
+            ],
+        )
+    msg = [
+        HumanMessage(
+            content=SUB_ANSWER_CHECK_PROMPT.format(
+                question=state.question,
+                base_answer=state.answer,
+            )
+        )
+    ]
+
+    graph_config = cast(GraphConfig, config["metadata"]["config"])
+    fast_llm = graph_config.tooling.fast_llm
+    agent_error: AgentErrorLog | None = None
+    response: BaseMessage | None = None
+    try:
+        response = run_with_timeout(
+            AGENT_TIMEOUT_LLM_SUBANSWER_CHECK,
+            fast_llm.invoke,
+            prompt=msg,
+            timeout_override=AGENT_TIMEOUT_CONNECT_LLM_SUBANSWER_CHECK,
+            max_tokens=AGENT_MAX_TOKENS_VALIDATION,
+        )
+
+        quality_str: str = cast(str, response.content)
+        answer_quality = binary_string_test(
+            text=quality_str, positive_value=AGENT_POSITIVE_VALUE_STR
+        )
+        log_result = f"Answer quality: {quality_str}"
+
+    except (LLMTimeoutError, TimeoutError):
+        agent_error = AgentErrorLog(
+            error_type=AgentLLMErrorType.TIMEOUT,
+            error_message=AGENT_LLM_TIMEOUT_MESSAGE,
+            error_result=_llm_node_error_strings.timeout,
+        )
+        answer_quality = True
+        log_result = agent_error.error_result
+        logger.error("LLM Timeout Error - check sub answer")
+
+    except LLMRateLimitError:
+        agent_error = AgentErrorLog(
+            error_type=AgentLLMErrorType.RATE_LIMIT,
+            error_message=AGENT_LLM_RATELIMIT_MESSAGE,
+            error_result=_llm_node_error_strings.rate_limit,
+        )
+
+        answer_quality = True
+        log_result = agent_error.error_result
+        logger.error("LLM Rate Limit Error - check sub answer")
+
+    return SubQuestionAnswerCheckUpdate(
+        answer_quality=answer_quality,
+        log_messages=[
+            get_langgraph_node_log_string(
+                graph_component="initial  - generate individual sub answer",
+                node_name="check sub answer",
+                node_start_time=node_start_time,
+                result=log_result,
+            )
+        ],
+    )

backend/onyx/agents/agent_search/deep_search/initial/generate_individual_sub_answer/nodes/format_sub_answer.py

@@ -0,0 +1,30 @@
+from onyx.agents.agent_search.deep_search.initial.generate_individual_sub_answer.states import (
+    AnswerQuestionOutput,
+)
+from onyx.agents.agent_search.deep_search.initial.generate_individual_sub_answer.states import (
+    AnswerQuestionState,
+)
+from onyx.agents.agent_search.shared_graph_utils.models import (
+    SubQuestionAnswerResults,
+)
+
+
+def format_sub_answer(state: AnswerQuestionState) -> AnswerQuestionOutput:
+    """
+    LangGraph node to generate the sub-answer format.
+    """
+    return AnswerQuestionOutput(
+        answer_results=[
+            SubQuestionAnswerResults(
+                question=state.question,
+                question_id=state.question_id,
+                verified_high_quality=state.answer_quality,
+                answer=state.answer,
+                sub_query_retrieval_results=state.expanded_retrieval_results,
+                verified_reranked_documents=state.verified_reranked_documents,
+                context_documents=state.context_documents,
+                cited_documents=state.cited_documents,
+                sub_question_retrieval_stats=state.sub_question_retrieval_stats,
+            )
+        ],
+    )