Deploy Hariharan RAG app with Docker

.commitlintrc

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+{
+  "extends": ["@commitlint/config-conventional"],
+  "defaultIgnores": true,
+  "rules": {
+    "body-leading-blank": [1, "always"],
+    "body-max-line-length": [2, "always", 100],
+    "footer-leading-blank": [1, "always"],
+    "footer-max-line-length": [2, "always", 10000],
+    "header-max-length": [2, "always", 200],
+    "subject-case": [
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+    "subject-empty": [2, "never"],
+    "subject-full-stop": [2, "never", "."],
+    "type-case": [2, "always", "lower-case"],
+    "type-empty": [2, "never"],
+    "type-enum": [
+      2,
+      "always",
+      [
+        "build",
+        "chore",
+        "ci",
+        "docs",
+        "feat",
+        "fix",
+        "perf",
+        "refactor",
+        "revert",
+        "style",
+        "test"
+      ]
+    ]
+  }
+}

.dockerignore

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+.github/
+.git/
+.mypy_cache/
+__pycache__/
+ktem_app_data/
+env/
+.pre-commit-config.yaml
+.commitlintrc
+.gitignore
+.gitattributes
+README.md
+*.zip
+*.sh
+
+!/launch.sh
+!/scripts/download_pdfjs.sh

.env.example

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+# this is an example .env file, use it to create your own .env file and place it in the root of the project
+
+# settings for OpenAI
+OPENAI_API_BASE=https://api.openai.com/v1
+OPENAI_API_KEY=<YOUR_OPENAI_KEY>
+OPENAI_CHAT_MODEL=gpt-4o-mini
+OPENAI_EMBEDDINGS_MODEL=text-embedding-3-large
+
+# settings for Azure OpenAI
+AZURE_OPENAI_ENDPOINT=
+AZURE_OPENAI_API_KEY=
+OPENAI_API_VERSION=2024-02-15-preview
+AZURE_OPENAI_CHAT_DEPLOYMENT=gpt-35-turbo
+AZURE_OPENAI_EMBEDDINGS_DEPLOYMENT=text-embedding-ada-002
+
+# settings for Cohere
+COHERE_API_KEY=<COHERE_API_KEY>
+
+# settings for Mistral
+# MISTRAL_API_KEY=placeholder
+
+# settings for VoyageAI
+VOYAGE_API_KEY=<VOYAGE_API_KEY>
+
+# settings for local models
+LOCAL_MODEL=qwen2.5:7b
+LOCAL_MODEL_EMBEDDINGS=nomic-embed-text
+
+# settings for GraphRAG
+GRAPHRAG_API_KEY=<YOUR_OPENAI_KEY>
+GRAPHRAG_LLM_MODEL=gpt-4o-mini
+GRAPHRAG_EMBEDDING_MODEL=text-embedding-3-small
+
+# set to true if you want to use customized GraphRAG config file
+USE_CUSTOMIZED_GRAPHRAG_SETTING=false
+
+# settings for Azure DI
+AZURE_DI_ENDPOINT=
+AZURE_DI_CREDENTIAL=
+
+# settings for Adobe API
+# get free credential at https://acrobatservices.adobe.com/dc-integration-creation-app-cdn/main.html?api=pdf-extract-api
+# also install pip install "pdfservices-sdk@git+https://github.com/niallcm/pdfservices-python-sdk.git@bump-and-unfreeze-requirements"
+PDF_SERVICES_CLIENT_ID=
+PDF_SERVICES_CLIENT_SECRET=
+
+# settings for PDF.js
+PDFJS_VERSION_DIST="pdfjs-4.0.379-dist"
+
+# settings for PaddleOCR
+PADDLE_DEVICE=gpu
+
+# variable for authentication method selection
+# for authentication with google leave empty
+# for authentication with keycloak :
+# AUTHENTICATION_METHOD="KEYCLOAK"
+
+AUTHENTICATION_METHOD=
+
+# settings for keycloak
+KEYCLOAK_SERVER_URL=
+KEYCLOAK_CLIENT_ID=
+KEYCLOAK_REALM=
+KEYCLOAK_CLIENT_SECRET=

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+docs/images/change_space_params.png filter=lfs diff=lfs merge=lfs -text
+docs/images/chat-demo.gif filter=lfs diff=lfs merge=lfs -text
+docs/images/chat-tab.png filter=lfs diff=lfs merge=lfs -text
+docs/images/close_logs_space.png filter=lfs diff=lfs merge=lfs -text
+docs/images/cohere_api_key.png filter=lfs diff=lfs merge=lfs -text
+docs/images/duplicate_space.png filter=lfs diff=lfs merge=lfs -text
+docs/images/index-embedding.png filter=lfs diff=lfs merge=lfs -text
+docs/images/info-panel-scores.png filter=lfs diff=lfs merge=lfs -text
+docs/images/initial_startup.png filter=lfs diff=lfs merge=lfs -text
+docs/images/llm-default.png filter=lfs diff=lfs merge=lfs -text
+docs/images/models.png filter=lfs diff=lfs merge=lfs -text
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+docs/images/preview.png filter=lfs diff=lfs merge=lfs -text
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+docs/images/set_api_key_space.png filter=lfs diff=lfs merge=lfs -text
+docs/images/space_build.png filter=lfs diff=lfs merge=lfs -text
+libs/kotaemon/tests/resources/7810d908b0ff4ce381dcab873196d133.jpg filter=lfs diff=lfs merge=lfs -text
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+libs/kotaemon/tests/resources/multimodal.pdf filter=lfs diff=lfs merge=lfs -text

.github/ISSUE_TEMPLATE/bug_report.yml

@@ -0,0 +1,85 @@
+name: "Bug Report"
+description: Report something that is not working as expected
+title: "[BUG] "
+labels: ["bug"]
+body:
+  - type: markdown
+    attributes:
+      value: |
+        *Please fill this form with as much information as possible.*
+  - type: textarea
+    id: description
+    attributes:
+      label: "Description"
+      description: Please enter an explicit description of your issue
+      placeholder: Short and explicit description of your incident...
+    validations:
+      required: true
+  - type: textarea
+    id: reprod
+    attributes:
+      label: "Reproduction steps"
+      description: Please enter an explicit description of your issue
+      value: |
+        1. Go to '...'
+        2. Click on '....'
+        3. Scroll down to '....'
+        4. See error
+      render: bash
+    validations:
+      required: true
+  - type: textarea
+    id: screenshot
+    attributes:
+      label: "Screenshots"
+      description: If applicable, add screenshots to help explain your problem.
+      value: |
+        ![DESCRIPTION](LINK.png)
+      render: bash
+    validations:
+      required: false
+  - type: textarea
+    id: logs
+    attributes:
+      label: "Logs"
+      description: Please copy and paste any relevant log output. This will be automatically formatted into code, so no need for backticks.
+      render: bash
+    validations:
+      required: false
+  - type: dropdown
+    id: browsers
+    attributes:
+      label: "Browsers"
+      description: What browsers are you seeing the problem on ?
+      multiple: true
+      options:
+        - Firefox
+        - Chrome
+        - Safari
+        - Microsoft Edge
+        - Opera
+        - Brave
+        - Other
+    validations:
+      required: false
+  - type: dropdown
+    id: os
+    attributes:
+      label: "OS"
+      description: What is the impacted environment ?
+      multiple: true
+      options:
+        - Windows
+        - MacOS
+        - Linux
+        - Other
+    validations:
+      required: false
+  - type: textarea
+    id: additional_information
+    attributes:
+      label: "Additional information"
+      description: Add any relevant information or context.
+      placeholder:
+    validations:
+      required: false

.github/ISSUE_TEMPLATE/config.yml

@@ -0,0 +1 @@
+blank_issues_enabled: false

.github/ISSUE_TEMPLATE/feature_request.yml

@@ -0,0 +1,49 @@
+name: "Feature Request"
+description: Brainstorm and propose new features for the project
+title: "[REQUEST] "
+labels: ["enhancement"]
+body:
+  - type: markdown
+    attributes:
+      value: |
+        *Please fill this form with as much information as possible.*
+  - type: textarea
+    id: reference_issues
+    attributes:
+      label: "Reference Issues"
+      description: Common issues
+      placeholder: "#Issues IDs"
+    validations:
+      required: false
+  - type: textarea
+    id: summary
+    attributes:
+      label: "Summary"
+      description: Provide a brief explanation of the feature
+      placeholder: Describe in a few lines your feature request
+    validations:
+      required: true
+  - type: textarea
+    id: basic_example
+    attributes:
+      label: "Basic Example"
+      description: Indicate here some basic examples of your feature.
+      placeholder: A few specific words about your feature request.
+    validations:
+      required: true
+  - type: textarea
+    id: drawbacks
+    attributes:
+      label: "Drawbacks"
+      description: What are the drawbacks/impacts of your feature request ?
+      placeholder: Identify the drawbacks and impacts while being neutral on your feature request
+    validations:
+      required: true
+  - type: textarea
+    id: additional_information
+    attributes:
+      label: "Additional information"
+      description: Add any additional information that you think is important for your feature request
+      placeholder:
+    validations:
+      required: false

.github/PULL_REQUEST_TEMPLATE.md

@@ -0,0 +1,18 @@
+## Description
+
+- Please include a summary of the changes and the related issue.
+- Fixes # (issue)
+
+## Type of change
+
+- [ ] New features (non-breaking change).
+- [ ] Bug fix (non-breaking change).
+- [ ] Breaking change (fix or feature that would cause existing functionality not to work as expected).
+
+## Checklist
+
+- [ ] I have performed a self-review of my code.
+- [ ] I have added thorough tests if it is a core feature.
+- [ ] There is a reference to the original bug report and related work.
+- [ ] I have commented on my code, particularly in hard-to-understand areas.
+- [ ] The feature is well documented.

.github/workflows/auto-bump-and-release.yaml

@@ -0,0 +1,62 @@
+name: Auto Bump and Release
+
+on:
+  push:
+    branches:
+      - main
+
+jobs:
+  auto-bump-and-release:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Clone the repo
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+      - name: Update Application Version
+        id: update-version
+        uses: anothrNick/github-tag-action@v1
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          WITH_V: true
+          DEFAULT_BUMP: patch
+          MAJOR_STRING_TOKEN: "bump:major"
+          MINOR_STRING_TOKEN: "bump:minor"
+          PATCH_STRING_TOKEN: "bump:patch"
+      - name: Create release for ${{ steps.update-version.outputs.new_tag }}
+        # need to repeat this if statement because Github Action doesn't support early
+        # stopping for steps
+        if: ${{ steps.update-version.outputs.new_tag != steps.update-version.outputs.old_tag }}
+        run: |
+          echo Create release folder
+          mkdir kotaemon-app
+          echo ${{ steps.update-version.outputs.new_tag }} > kotaemon-app/VERSION
+          cp LICENSE.txt kotaemon-app/
+          cp flowsettings.py kotaemon-app/
+          cp app.py kotaemon-app/
+          cp .env.example kotaemon-app/.env
+          cp -r scripts kotaemon-app/
+          mkdir -p kotaemon-app/libs/ktem/ktem/
+          cp -r libs/ktem/ktem/assets kotaemon-app/libs/ktem/ktem/
+
+          tree kotaemon-app
+          zip -r kotaemon-app.zip kotaemon-app
+      - name: Release ${{ steps.update-version.outputs.new_tag }}
+        if: ${{ steps.update-version.outputs.new_tag != steps.update-version.outputs.old_tag }}
+        uses: softprops/action-gh-release@v2
+        with:
+          files: kotaemon-app.zip
+          fail_on_unmatched_files: true
+          token: ${{ secrets.GITHUB_TOKEN }}
+          generate_release_notes: true
+          tag_name: ${{ steps.update-version.outputs.new_tag }}
+          make_latest: true
+      - name: Setup latest branch locally without switching current branch
+        if: ${{ steps.update-version.outputs.new_tag != steps.update-version.outputs.old_tag }}
+        run: git fetch origin latest:latest
+      - name: Update latest branch
+        if: ${{ steps.update-version.outputs.new_tag != steps.update-version.outputs.old_tag }}
+        run: |
+          git branch -f latest tags/${{ steps.update-version.outputs.new_tag }}
+          git checkout latest
+          git push -f -u origin latest

.github/workflows/build-push-docker.yaml

@@ -0,0 +1,106 @@
+name: Build and Push Docker Image
+
+on:
+  release:
+    types:
+      - created
+
+  push:
+    tags:
+      - "v[0-9]+.[0-9]+.[0-9]+"
+
+  workflow_dispatch:
+
+env:
+  REGISTRY: ghcr.io
+
+jobs:
+  build:
+    name: Build and push container
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+      packages: write
+      attestations: write
+      id-token: write
+    strategy:
+      matrix:
+        target:
+          - lite
+          - full
+          - ollama
+      # The maximum number of jobs that can run simultaneously
+      max-parallel: 1
+    steps:
+      - name: Free Disk Space (Ubuntu)
+        uses: jlumbroso/free-disk-space@main
+        with:
+          # this might remove tools that are actually needed,
+          # if set to "true" but frees about 6 GB
+          tool-cache: true
+
+          # all of these default to true, but feel free to set to
+          # "false" if necessary for your workflow
+          android: true
+          dotnet: true
+          haskell: true
+          large-packages: true
+          docker-images: true
+          swap-storage: true
+
+      - name: Set repository and image name
+        run: |
+          echo "FULL_IMAGE_NAME=${{ env.REGISTRY }}/${IMAGE_NAME,,}" >>${GITHUB_ENV}
+        env:
+          IMAGE_NAME: "${{ github.repository }}"
+
+      - name: Checkout
+        uses: actions/checkout@v4
+
+      - name: Set up QEMU
+        uses: docker/setup-qemu-action@v3
+        with:
+          image: tonistiigi/binfmt:latest
+          platforms: arm64,arm
+
+      - name: Set up Docker Buildx
+        id: buildx
+        uses: docker/setup-buildx-action@v3
+
+      - name: Set up Docker meta
+        id: meta
+        uses: docker/metadata-action@v5
+        with:
+          images: ${{ env.FULL_IMAGE_NAME }}
+          tags: |
+            # branch
+            type=ref,event=branch,suffix=-${{ matrix.target }}
+            # semver with suffix for lite/full targets
+            type=semver,pattern={{version}},suffix=-${{ matrix.target }}
+            # latest tag with suffix for lite/full targets
+            type=raw,value=latest,enable=${{ startsWith(github.ref, 'refs/tags/') && !contains(github.ref, 'pre') }},suffix=-${{ matrix.target }}
+          flavor: |
+            # This is disabled here so we can use the raw form above
+            latest=false
+            # Suffix is not used here since there's no way to disable it above
+
+      - name: Log in to the Container registry
+        uses: docker/login-action@v3
+        with:
+          registry: ${{ env.REGISTRY }}
+          username: ${{ github.actor }}
+          password: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Build docker image
+        uses: docker/build-push-action@v6
+        with:
+          file: Dockerfile
+          context: .
+          push: true
+          platforms: linux/amd64, linux/arm64
+          tags: |
+            ${{ steps.meta.outputs.tags }}
+          labels: ${{ steps.meta.outputs.labels }}
+          target: ${{ matrix.target }}
+          cache-from: type=gha
+          cache-to: type=gha,mode=max

.github/workflows/pr-lint.yaml

@@ -0,0 +1,77 @@
+name: "Lint PR"
+
+on:
+  pull_request:
+    types:
+      - opened
+      - edited
+      - synchronize
+
+permissions:
+  pull-requests: write
+
+jobs:
+  pr-title:
+    name: Validate PR title
+    runs-on: ubuntu-latest
+    permissions: write-all
+    steps:
+      - uses: amannn/action-semantic-pull-request@v5
+        id: lint_pr_title
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+
+      - uses: marocchino/sticky-pull-request-comment@v2
+        # When the previous steps fails, the workflow would stop. By adding this
+        # condition you can continue the execution with the populated error message.
+        if: always() && (steps.lint_pr_title.outputs.error_message != null)
+        with:
+          header: pr-title-lint-error
+          message: |
+            Hey there and thank you for opening this pull request! 👋🏼
+
+            We require pull request titles to follow the [Conventional Commits specification](https://www.conventionalcommits.org/en/v1.0.0/) and it looks like your proposed title needs to be adjusted.
+            Details:
+            ```
+            ${{ steps.lint_pr_title.outputs.error_message }}
+            ```
+
+      # Delete a previous comment when the issue has been resolved
+      - if: ${{ steps.lint_pr_title.outputs.error_message == null }}
+        uses: marocchino/sticky-pull-request-comment@v2
+        with:
+          header: pr-title-lint-error
+          delete: true
+
+  commitlint:
+    if: false # Disable this job for now
+    name: Validate commit messages
+    runs-on: ubuntu-latest
+    permissions: write-all
+    steps:
+      - uses: actions/checkout@v4
+      - uses: wagoid/commitlint-github-action@v6
+        id: commitlint
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        with:
+          configFile: ./.commitlintrc
+      - uses: buildingcash/json-to-markdown-table-action@v1
+        if: always() && (steps.commitlint.outcome != 'success')
+        id: table
+        with:
+          json: ${{ steps.commitlint.outputs.results }}
+      - uses: marocchino/sticky-pull-request-comment@v2
+        if: always() && (steps.commitlint.outcome != 'success')
+        with:
+          header: commitlint-error
+          message: |
+            **All commits** in this PR need to follow the [Conventional Commits specification](https://www.conventionalcommits.org/en/v1.0.0/) and [.commitlintrc](${{ github.server_url }}/${{ github.repository }}/blob/${{ github.head_ref || github.ref_name }}/.commitlintrc).
+            Details:
+            ${{ steps.table.outputs.table }}
+
+      - if: ${{ steps.commitlint.outcome == 'success' }}
+        uses: marocchino/sticky-pull-request-comment@v2
+        with:
+          header: commitlint-error
+          delete: true

.github/workflows/style-check.yaml

@@ -0,0 +1,20 @@
+name: style-check
+
+on:
+  pull_request:
+    branches: [main, develop]
+  push:
+    branches: [main, develop]
+
+jobs:
+  pre-commit:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Clone the repo
+        uses: actions/checkout@v4
+      - name: Setup python
+        uses: actions/setup-python@v4
+        with:
+          python-version: "3.10"
+      - name: run pre-commit
+        uses: pre-commit/action@v3.0.0

.github/workflows/unit-test.yaml

@@ -0,0 +1,114 @@
+name: unit-test
+
+on:
+  pull_request:
+    branches: [main]
+  push:
+    branches: [main]
+
+env:
+  THEFLOW_TEMP_PATH: ./tmp
+
+jobs:
+  unit-test:
+    # if: false # temporary disable this job due to legacy interface
+    #TODO: enable this job after the new interface is ready
+    if: ${{ !cancelled() }}
+    runs-on: ${{ matrix.os }}
+    timeout-minutes: 20
+    defaults:
+      run:
+        shell: ${{ matrix.shell }}
+    strategy:
+      matrix:
+        python-version: ["3.10", "3.11"]
+        include:
+          - os: ubuntu-latest
+            shell: bash
+            ACTIVATE_ENV: ". env/bin/activate"
+            GITHUB_OUTPUT: "$GITHUB_OUTPUT"
+          # - os: windows-latest
+          #   shell: pwsh
+          #   ACTIVATE_ENV: env/Scripts/activate.ps1
+          #   GITHUB_OUTPUT: "$env:GITHUB_OUTPUT"
+
+    name: unit testing with python ${{ matrix.python-version }}
+    steps:
+      - name: Clone the repo
+        uses: actions/checkout@v4
+        with:
+          ref: ${{ github.event.pull_request.head.sha }}
+
+      - name: Get Head Commit Message
+        id: get-head-commit-message
+        run: echo "message=$(git show -s --format=%s)" | tee -a ${{ matrix.GITHUB_OUTPUT }}
+
+      - name: Check ignore caching
+        id: check-ignore-cache
+        run: |
+          ignore_cache=${{ contains(steps.get-head-commit-message.outputs.message, '[ignore cache]') }}
+          echo "check=$ignore_cache" | tee -a ${{ matrix.GITHUB_OUTPUT }}
+
+      - name: Set up Python ${{ matrix.python-version }} on ${{ runner.os }}
+        uses: actions/setup-python@v4
+        id: setup_python
+        with:
+          python-version: ${{ matrix.python-version }}
+          architecture: x64
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v5
+        with:
+          python-version: ${{ matrix.python-version }}
+          enable-cache: true
+
+      - name: Get cache key
+        id: get-cache-key
+        run: |
+          pip install "setuptools-git-versioning>=2.0,<3"
+          package_version=$(setuptools-git-versioning)
+          cache_key="${{ runner.os }}-py${{ matrix.python-version }}-v${package_version}"
+          echo "key=$cache_key" | tee -a ${{ matrix.GITHUB_OUTPUT }}
+
+      - name: Try to restore dependencies from ${{ steps.get-cache-key.outputs.key }}
+        id: restore-dependencies
+        if: steps.check-ignore-cache.outputs.check != 'true'
+        uses: actions/cache/restore@v3
+        with:
+          path: ${{ env.pythonLocation }}
+          key: ${{ steps.get-cache-key.outputs.key }}
+          # could using cache of previous ver to reuse unchanged packages
+          restore-keys: ${{ runner.os }}-py${{ matrix.python-version }}
+
+      - name: Check cache hit
+        id: check-cache-hit
+        run: |
+          echo "cache-hit=${{ steps.restore-dependencies.outputs.cache-hit }}"
+          echo "cache-matched-key=${{ steps.restore-dependencies.outputs.cache-matched-key }}"
+          cache_hit=${{ steps.restore-dependencies.outputs.cache-primary-key == steps.restore-dependencies.outputs.cache-matched-key }}
+          echo "check=$cache_hit" | tee -a ${{ matrix.GITHUB_OUTPUT }}
+
+      - name: Install additional dependencies (if any)
+        run: |
+          uv sync --frozen --no-cache
+
+      - name: New dependencies cache for key ${{ steps.restore-dependencies.outputs.cache-primary-key }}
+        if: |
+          steps.check-ignore-cache.outputs.check != 'true' &&
+          steps.check-cache-hit.outputs.check != 'true'
+        uses: actions/cache/save@v3
+        with:
+          path: ${{ env.pythonLocation }}
+          key: ${{ steps.restore-dependencies.outputs.cache-primary-key }}
+
+      - name: Install OS-based packages
+        run: |
+          sudo apt update -qqy
+          sudo apt install -y poppler-utils libpoppler-dev tesseract-ocr
+
+      - name: Test kotaemon with pytest
+        run: |
+          source .venv/bin/activate
+          uv pip show pytest
+          cd libs/kotaemon
+          pytest

.gitignore

@@ -0,0 +1,481 @@
+# Created by https://www.toptal.com/developers/gitignore/api/python,linux,macos,windows,vim,emacs,visualstudiocode,pycharm
+# Edit at https://www.toptal.com/developers/gitignore?templates=python,linux,macos,windows,vim,emacs,visualstudiocode,pycharm
+
+activate*
+activate/*
+kotaemon-env*
+.env
+.venv/
+ktem_app_data/
+
+### Emacs ###
+# -*- mode: gitignore; -*-
+*~
+\#*\#
+/.emacs.desktop
+/.emacs.desktop.lock
+*.elc
+auto-save-list
+tramp
+.\#*
+
+# Org-mode
+.org-id-locations
+*_archive
+
+# flymake-mode
+*_flymake.*
+
+# eshell files
+/eshell/history
+/eshell/lastdir
+
+# elpa packages
+/elpa/
+
+# reftex files
+*.rel
+
+# AUCTeX auto folder
+/auto/
+
+# cask packages
+.cask/
+dist/
+
+# Flycheck
+flycheck_*.el
+
+# server auth directory
+/server/
+
+# projectiles files
+.projectile
+
+# directory configuration
+.dir-locals.el
+
+# network security
+/network-security.data
+
+### Linux ###
+
+# temporary files which can be created if a process still has a handle open of a deleted file
+.fuse_hidden*
+
+# KDE directory preferences
+.directory
+
+# Linux trash folder which might appear on any partition or disk
+.Trash-*
+
+# .nfs files are created when an open file is removed but is still being accessed
+.nfs*
+
+### macOS ###
+# General
+.DS_Store
+.AppleDouble
+.LSOverride
+
+# Icon must end with two \r
+Icon
+
+# Thumbnails
+._*
+
+# Files that might appear in the root of a volume
+.DocumentRevisions-V100
+.fseventsd
+.Spotlight-V100
+.TemporaryItems
+.Trashes
+.VolumeIcon.icns
+.com.apple.timemachine.donotpresent
+
+# Directories potentially created on remote AFP share
+.AppleDB
+.AppleDesktop
+Network Trash Folder
+Temporary Items
+.apdisk
+
+### macOS Patch ###
+# iCloud generated files
+*.icloud
+
+### PyCharm ###
+# Covers JetBrains IDEs: IntelliJ, RubyMine, PhpStorm, AppCode, PyCharm, CLion, Android Studio, WebStorm and Rider
+# Reference: https://intellij-support.jetbrains.com/hc/en-us/articles/206544839
+
+# User-specific stuff
+.idea/**/workspace.xml
+.idea/**/tasks.xml
+.idea/**/usage.statistics.xml
+.idea/**/dictionaries
+.idea/**/shelf
+
+# AWS User-specific
+.idea/**/aws.xml
+
+# Generated files
+.idea/**/contentModel.xml
+
+# Sensitive or high-churn files
+.idea/**/dataSources/
+.idea/**/dataSources.ids
+.idea/**/dataSources.local.xml
+.idea/**/sqlDataSources.xml
+.idea/**/dynamic.xml
+.idea/**/uiDesigner.xml
+.idea/**/dbnavigator.xml
+
+# Gradle
+.idea/**/gradle.xml
+.idea/**/libraries
+
+# Gradle and Maven with auto-import
+# When using Gradle or Maven with auto-import, you should exclude module files,
+# since they will be recreated, and may cause churn.  Uncomment if using
+# auto-import.
+# .idea/artifacts
+# .idea/compiler.xml
+# .idea/jarRepositories.xml
+# .idea/modules.xml
+# .idea/*.iml
+# .idea/modules
+# *.iml
+# *.ipr
+
+# CMake
+cmake-build-*/
+
+# Mongo Explorer plugin
+.idea/**/mongoSettings.xml
+
+# File-based project format
+*.iws
+
+# IntelliJ
+out/
+
+# mpeltonen/sbt-idea plugin
+.idea_modules/
+
+# JIRA plugin
+atlassian-ide-plugin.xml
+
+# Cursive Clojure plugin
+.idea/replstate.xml
+
+# SonarLint plugin
+.idea/sonarlint/
+
+# Crashlytics plugin (for Android Studio and IntelliJ)
+com_crashlytics_export_strings.xml
+crashlytics.properties
+crashlytics-build.properties
+fabric.properties
+
+# Editor-based Rest Client
+.idea/httpRequests
+
+# Android studio 3.1+ serialized cache file
+.idea/caches/build_file_checksums.ser
+
+### PyCharm Patch ###
+# Comment Reason: https://github.com/joeblau/gitignore.io/issues/186#issuecomment-215987721
+
+# *.iml
+# modules.xml
+# .idea/misc.xml
+# *.ipr
+
+# Sonarlint plugin
+# https://plugins.jetbrains.com/plugin/7973-sonarlint
+.idea/**/sonarlint/
+
+# SonarQube Plugin
+# https://plugins.jetbrains.com/plugin/7238-sonarqube-community-plugin
+.idea/**/sonarIssues.xml
+
+# Markdown Navigator plugin
+# https://plugins.jetbrains.com/plugin/7896-markdown-navigator-enhanced
+.idea/**/markdown-navigator.xml
+.idea/**/markdown-navigator-enh.xml
+.idea/**/markdown-navigator/
+
+# Cache file creation bug
+# See https://youtrack.jetbrains.com/issue/JBR-2257
+.idea/$CACHE_FILE$
+
+# CodeStream plugin
+# https://plugins.jetbrains.com/plugin/12206-codestream
+.idea/codestream.xml
+
+# Azure Toolkit for IntelliJ plugin
+# https://plugins.jetbrains.com/plugin/8053-azure-toolkit-for-intellij
+.idea/**/azureSettings.xml
+
+### Python ###
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/#use-with-ide
+.pdm.toml
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+
+### Python Patch ###
+# Poetry local configuration file - https://python-poetry.org/docs/configuration/#local-configuration
+poetry.toml
+
+# ruff
+.ruff_cache/
+
+# LSP config files
+pyrightconfig.json
+
+### Vim ###
+# Swap
+[._]*.s[a-v][a-z]
+!*.svg # comment out if you don't need vector files
+[._]*.sw[a-p]
+[._]s[a-rt-v][a-z]
+[._]ss[a-gi-z]
+[._]sw[a-p]
+
+# Session
+Session.vim
+Sessionx.vim
+
+# Temporary
+.netrwhist
+# Auto-generated tag files
+tags
+# Persistent undo
+[._]*.un~
+
+### VisualStudioCode ###
+.vscode/*
+!.vscode/settings.json
+!.vscode/tasks.json
+!.vscode/launch.json
+!.vscode/extensions.json
+!.vscode/*.code-snippets
+
+# Local History for Visual Studio Code
+.history/
+
+# Built Visual Studio Code Extensions
+*.vsix
+
+### VisualStudioCode Patch ###
+# Ignore all local history of files
+.history
+.ionide
+
+### Windows ###
+# Windows thumbnail cache files
+Thumbs.db
+Thumbs.db:encryptable
+ehthumbs.db
+ehthumbs_vista.db
+
+# Dump file
+*.stackdump
+
+# Folder config file
+[Dd]esktop.ini
+
+# Recycle Bin used on file shares
+$RECYCLE.BIN/
+
+# Windows Installer files
+*.cab
+*.msi
+*.msix
+*.msm
+*.msp
+
+# Windows shortcuts
+*.lnk
+
+# PDF files
+*.pdf
+!libs/kotaemon/tests/resources/*.pdf
+
+.theflow/
+
+# End of https://www.toptal.com/developers/gitignore/api/python,linux,macos,windows,vim,emacs,visualstudiocode,pycharm
+*.py[coid]
+
+logs/
+.gitsecret/keys/random_seed
+!*.secret
+.envrc
+.env
+
+S.gpg-agent*
+.vscode/settings.json
+examples/example1/assets
+storage/*
+
+# Conda and env storages
+*install_dir/
+doc_env/
+
+# application data
+ktem_app_data/
+gradio_tmp/

.pre-commit-config.yaml

@@ -0,0 +1,71 @@
+repos:
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v4.3.0
+    hooks:
+      - id: check-yaml
+        args: ["--unsafe"]
+      - id: check-toml
+      - id: end-of-file-fixer
+      - id: trailing-whitespace
+      - id: mixed-line-ending
+      - id: detect-aws-credentials
+        args: ["--allow-missing-credentials"]
+      - id: detect-private-key
+      - id: check-added-large-files
+        args: ["--maxkb=750"]
+      - id: debug-statements
+  - repo: https://github.com/ambv/black
+    rev: 22.3.0
+    hooks:
+      - id: black
+        language_version: python3
+  - repo: https://github.com/pycqa/isort
+    rev: 5.12.0
+    hooks:
+      - id: isort
+        args: ["--profile", "black"]
+        language_version: python3.10
+  - repo: https://github.com/pycqa/flake8
+    rev: 7.0.0
+    hooks:
+      - id: flake8
+        args: ["--max-line-length", "88", "--extend-ignore", "E203"]
+  - repo: https://github.com/myint/autoflake
+    rev: v1.4
+    hooks:
+      - id: autoflake
+        additional_dependencies: [setuptools]
+        args:
+          [
+            "--in-place",
+            "--remove-unused-variables",
+            "--remove-all-unused-imports",
+            "--ignore-init-module-imports",
+            "--exclude=tests/*",
+          ]
+  - repo: https://github.com/pre-commit/mirrors-prettier
+    rev: v2.7.1
+    hooks:
+      - id: prettier
+        types_or: [markdown, yaml]
+  - repo: https://github.com/pre-commit/mirrors-mypy
+    rev: "v1.7.1"
+    hooks:
+      - id: mypy
+        additional_dependencies:
+          [
+            types-PyYAML==6.0.12.11,
+            "types-requests",
+            "sqlmodel",
+            "types-Markdown",
+            "types-cachetools",
+            types-tzlocal,
+          ]
+        args: ["--check-untyped-defs", "--ignore-missing-imports"]
+        exclude: "^templates/"
+  - repo: https://github.com/codespell-project/codespell
+    rev: v2.2.4
+    hooks:
+      - id: codespell
+        additional_dependencies:
+          - tomli

.python-version

@@ -0,0 +1 @@
+3.10

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+middleware_section: default
+middleware_switches:
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+  theflow.middleware.SkipComponentMiddleware: true
+  theflow.middleware.TrackProgressMiddleware: true
+params_publish: false
+params_subscribe: true
+run_id: '{{ theflow.callbacks.run_id__timestamp }}'
+store_result: '{{ theflow.callbacks.store_result__pipeline_name }}'

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+  theflow.middleware.TrackProgressMiddleware: true
+params_publish: false
+params_subscribe: true
+run_id: '{{ theflow.callbacks.run_id__timestamp }}'
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+middleware_section: default
+middleware_switches:
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+  theflow.middleware.SkipComponentMiddleware: true
+  theflow.middleware.TrackProgressMiddleware: true
+params_publish: false
+params_subscribe: true
+run_id: '{{ theflow.callbacks.run_id__timestamp }}'
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+function_name: '{{ theflow.callbacks.function_name__class_name }}'
+middleware_section: default
+middleware_switches:
+  theflow.middleware.CachingMiddleware: false
+  theflow.middleware.SkipComponentMiddleware: true
+  theflow.middleware.TrackProgressMiddleware: true
+params_publish: false
+params_subscribe: true
+run_id: '{{ theflow.callbacks.run_id__timestamp }}'
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