[ { "path": ".github/actions/poetry_setup/action.yml", "content": "# An action for setting up poetry install with caching.\n# Using a custom action since the default action does not\n# take poetry install groups into account.\n# Action code from:\n# https://github.com/actions/setup-python/issues/505#issuecomment-1273013236\nname: poetry-install-with-caching\ndescription: Poetry install with support for caching of dependency groups.\n\ninputs:\n python-version:\n description: Python version, supporting MAJOR.MINOR only\n required: true\n\n poetry-version:\n description: Poetry version\n required: true\n\n cache-key:\n description: Cache key to use for manual handling of caching\n required: true\n\n working-directory:\n description: Directory whose poetry.lock file should be cached\n required: true\n\nruns:\n using: composite\n steps:\n - uses: actions/setup-python@v4\n name: Setup python ${{ inputs.python-version }}\n with:\n python-version: ${{ inputs.python-version }}\n\n - uses: actions/cache@v3\n id: cache-bin-poetry\n name: Cache Poetry binary - Python ${{ inputs.python-version }}\n env:\n SEGMENT_DOWNLOAD_TIMEOUT_MIN: \"1\"\n with:\n path: |\n /opt/pipx/venvs/poetry\n # This step caches the poetry installation, so make sure it's keyed on the poetry version as well.\n key: bin-poetry-${{ runner.os }}-${{ runner.arch }}-py-${{ inputs.python-version }}-${{ inputs.poetry-version }}\n\n - name: Refresh shell hashtable and fixup softlinks\n if: steps.cache-bin-poetry.outputs.cache-hit == 'true'\n shell: bash\n env:\n POETRY_VERSION: ${{ inputs.poetry-version }}\n PYTHON_VERSION: ${{ inputs.python-version }}\n run: |\n set -eux\n\n # Refresh the shell hashtable, to ensure correct `which` output.\n hash -r\n\n # `actions/cache@v3` doesn't always seem able to correctly unpack softlinks.\n # Delete and recreate the softlinks pipx expects to have.\n rm /opt/pipx/venvs/poetry/bin/python\n cd /opt/pipx/venvs/poetry/bin\n ln -s \"$(which \"python$PYTHON_VERSION\")\" python\n chmod +x python\n cd /opt/pipx_bin/\n ln -s /opt/pipx/venvs/poetry/bin/poetry poetry\n chmod +x poetry\n\n # Ensure everything got set up correctly.\n /opt/pipx/venvs/poetry/bin/python --version\n /opt/pipx_bin/poetry --version\n\n - name: Install poetry\n if: steps.cache-bin-poetry.outputs.cache-hit != 'true'\n shell: bash\n env:\n POETRY_VERSION: ${{ inputs.poetry-version }}\n PYTHON_VERSION: ${{ inputs.python-version }}\n run: pipx install \"poetry==$POETRY_VERSION\" --python \"python$PYTHON_VERSION\" --verbose\n\n - name: Restore pip and poetry cached dependencies\n uses: actions/cache@v3\n env:\n SEGMENT_DOWNLOAD_TIMEOUT_MIN: \"4\"\n WORKDIR: ${{ inputs.working-directory == '' && '.' || inputs.working-directory }}\n with:\n path: |\n ~/.cache/pip\n ~/.cache/pypoetry/virtualenvs\n ~/.cache/pypoetry/cache\n ~/.cache/pypoetry/artifacts\n ${{ env.WORKDIR }}/.venv\n key: py-deps-${{ runner.os }}-${{ runner.arch }}-py-${{ inputs.python-version }}-poetry-${{ inputs.poetry-version }}-${{ inputs.cache-key }}-${{ hashFiles(format('{0}/**/poetry.lock', env.WORKDIR)) }}\n" }, { "path": ".github/workflows/_lint.yml", "content": "name: lint\n\non:\n workflow_call:\n inputs:\n working-directory:\n required: true\n type: string\n description: \"From which folder this pipeline executes\"\n\nenv:\n POETRY_VERSION: \"1.5.1\"\n WORKDIR: ${{ inputs.working-directory == '' && '.' || inputs.working-directory }}\n\njobs:\n build:\n runs-on: ubuntu-latest\n strategy:\n matrix:\n # Only lint on the min and max supported Python versions.\n # It's extremely unlikely that there's a lint issue on any version in between\n # that doesn't show up on the min or max versions.\n #\n # GitHub rate-limits how many jobs can be running at any one time.\n # Starting new jobs is also relatively slow,\n # so linting on fewer versions makes CI faster.\n python-version:\n - \"3.9\"\n - \"3.11\"\n steps:\n - uses: actions/checkout@v3\n - name: Set up Python ${{ matrix.python-version }} + Poetry ${{ env.POETRY_VERSION }}\n uses: \"./.github/actions/poetry_setup\"\n with:\n python-version: ${{ matrix.python-version }}\n poetry-version: ${{ env.POETRY_VERSION }}\n working-directory: ${{ inputs.working-directory }}\n cache-key: lint-with-extras\n\n - name: Check Poetry File\n shell: bash\n working-directory: ${{ inputs.working-directory }}\n run: |\n poetry check\n\n - name: Check lock file\n shell: bash\n working-directory: ${{ inputs.working-directory }}\n run: |\n poetry lock --check\n\n - name: Install dependencies\n # Also installs dev/lint/test/typing dependencies, to ensure we have\n # type hints for as many of our libraries as possible.\n # This helps catch errors that require dependencies to be spotted, for example:\n # https://github.com/langchain-ai/langchain/pull/10249/files#diff-935185cd488d015f026dcd9e19616ff62863e8cde8c0bee70318d3ccbca98341\n #\n # If you change this configuration, make sure to change the `cache-key`\n # in the `poetry_setup` action above to stop using the old cache.\n # It doesn't matter how you change it, any change will cause a cache-bust.\n working-directory: ${{ inputs.working-directory }}\n run: |\n poetry install --with dev,lint,test\n # Add typing dependencies once we roll out mypy\n # poetry install --with dev,lint,test,typing\n\n - name: Analysing the code with our lint\n working-directory: ${{ inputs.working-directory }}\n env:\n BLACK_CACHE_DIR: .black_cache\n run: |\n make lint\n" }, { "path": ".github/workflows/build_deploy_image.yml", "content": "name: Build, Push, and Deploy Open GPTS\n\non:\n push:\n branches: [main]\n workflow_dispatch:\n\njobs:\n build-and-push:\n runs-on: ubuntu-latest\n\n steps:\n - name: Checkout\n uses: actions/checkout@v3\n\n - name: Set up Short Hash\n run: |\n echo \"GIT_SHORT_SHA=$(git rev-parse --short HEAD)\" >> $GITHUB_ENV\n\n - name: Set up depot.dev multi-arch runner\n uses: depot/setup-action@v1\n\n - name: Login to DockerHub\n uses: docker/login-action@v2\n with:\n username: ${{ secrets.LANGCHAIN_DOCKERHUB_USERNAME }}\n password: ${{ secrets.LANGCHAIN_DOCKERHUB_PASSWORD }}\n\n - name: Set up Docker Buildx\n uses: docker/setup-buildx-action@v3\n\n - name: Build and push\n uses: docker/build-push-action@v5\n with:\n push: true\n platforms: linux/amd64,linux/arm64\n tags: \"docker.io/langchain/open-gpts:${{ env.GIT_SHORT_SHA }}, docker.io/langchain/open-gpts:latest\"\n" }, { "path": ".github/workflows/ci.yml", "content": "---\nname: CI\n\non:\n push:\n branches: [main]\n pull_request: # Trigger on all PRs, ensuring required actions to be run.\n workflow_dispatch: # Allows to trigger the workflow manually in GitHub UI\n\n# If another push to the same PR or branch happens while this workflow is still running,\n# cancel the earlier run in favor of the next run.\n#\n# There's no point in testing an outdated version of the code. GitHub only allows\n# a limited number of job runners to be active at the same time, so it's better to cancel\n# pointless jobs early so that more useful jobs can run sooner.\nconcurrency:\n group: ${{ github.workflow }}-${{ github.ref }}\n cancel-in-progress: true\n\nenv:\n POETRY_VERSION: \"1.5.1\"\n WORKDIR: \"./backend\"\n\njobs:\n lint:\n uses: ./.github/workflows/_lint.yml\n with:\n working-directory: \"./backend\"\n secrets: inherit\n\n test:\n timeout-minutes: 5\n runs-on: ubuntu-latest\n defaults:\n run:\n working-directory: ${{ env.WORKDIR }}\n strategy:\n matrix:\n python-version:\n - \"3.9\"\n - \"3.10\"\n - \"3.11\"\n name: Python ${{ matrix.python-version }} tests\n services:\n # Label used to access the service container\n postgres:\n image: pgvector/pgvector:pg16\n env:\n POSTGRES_USER: postgres\n POSTGRES_PASSWORD: postgres\n POSTGRES_DB: postgres\n # Set health checks to wait until postgres has started\n options: >-\n --health-cmd pg_isready\n --health-interval 10s\n --health-timeout 5s\n --health-retries 5\n ports:\n - \"5432:5432\"\n steps:\n - uses: actions/checkout@v3\n - name: Set up Python ${{ matrix.python-version }} + Poetry ${{ env.POETRY_VERSION }}\n uses: \"./.github/actions/poetry_setup\"\n with:\n python-version: ${{ matrix.python-version }}\n poetry-version: ${{ env.POETRY_VERSION }}\n working-directory: .\n cache-key: langserve-all\n - name: Install dependencies\n run: |\n poetry install --with test\n - name: Install golang-migrate\n run: |\n wget -O golang-migrate.deb https://github.com/golang-migrate/migrate/releases/download/v4.17.0/migrate.linux-amd64.deb\n sudo dpkg -i golang-migrate.deb && rm golang-migrate.deb\n - name: Run tests\n env:\n POSTGRES_HOST: localhost\n POSTGRES_PORT: 5432\n POSTGRES_DB: postgres\n POSTGRES_USER: postgres\n POSTGRES_PASSWORD: postgres\n SCARF_NO_ANALYTICS: true\n run: make test\n\n frontend-lint-and-build:\n runs-on: ubuntu-latest\n needs: [lint, test]\n steps:\n - uses: actions/checkout@v3\n - name: Setup Node.js (LTS)\n uses: actions/setup-node@v3\n with:\n node-version: '20'\n cache: 'yarn'\n cache-dependency-path: frontend/yarn.lock\n - name: Install frontend dependencies\n run: yarn install\n working-directory: ./frontend\n - name: Run frontend lint\n run: yarn lint\n working-directory: ./frontend\n - name: Build frontend\n run: yarn build\n working-directory: ./frontend\n" }, { "path": ".gitignore", "content": "*.env\n.env.gcp.yaml\npostgres-volume/\nredis-volume/\nbackend/ui\n\n# Operating System generated files\n.DS_Store\nThumbs.db\nehthumbs.db\nDesktop.ini\n\n# Python artifacts\n__pycache__/\n*.py[cod]\n.venv/\n*.egg-info/\ndist/\n\n# Node.js / frontend artifacts\nnode_modules/\n/dist\n/dist-ssr\n.npm\n.npmrc\n.yarn-cache\n.yarn-integrity\n.yarn.lock\npackage-lock.json\n.pnpm-lock.yaml\n\n# IDEs and editors\n.vscode/*\n!.vscode/extensions.json # Include recommended extensions for VS Code users\n.idea/\n*.sublime-*\n*.sublime-workspace\n*.atom/\n*.iml\n\n# Microsoft Visual Studio\n*.suo\n*.ntvs*\n*.njsproj\n*.sln\n\n# Swap and Temporary Files\n*.swp\n*.swo\n*~\n*.bak\n*.tmp\n*.temp\n\n# Log files\n*.log*\nlogs/\nnpm-debug.log*\nyarn-debug.log*\nyarn-error.log*\npnpm-debug.log*\n" }, { "path": "API.md", "content": "# API Getting Started\n\nThis documentation covers how to get started with the API that backs OpenGPTs.\nThis allows you to easily integrate it with a different frontend of your choice.\n\nFor full API documentation, see [localhost:8100/docs](localhost:8100/docs) after deployment.\n\nIf you want to see the API docs before deployment, check out the [hosted docs here](https://opengpts-example-vz4y4ooboq-uc.a.run.app/docs).\n\nIn the examples below, cookies are used as a mock auth method. For production, we recommend using JWT auth. Refer to the [auth guide for production](auth.md) for more information.\nWhen using JWT auth, you will need to include the JWT in the `Authorization` header as a Bearer token.\n\n## Create an Assistant\n\nFirst, let's use the API to create an assistant. \nThis should look something like:\n\n```python\nimport requests\nrequests.post('http://127.0.0.1:8100/assistants', json={\n \"name\": \"bar\",\n \"config\": {\"configurable\": {}},\n \"public\": True\n}, cookies= {\"opengpts_user_id\": \"foo\"}).content\n```\nThis is creating an assistant with name `\"bar\"`, with default configuration, that is public, and is associated with user `\"foo\"`.\n\nThis should return something like:\n\n```shell\nb'{\"assistant_id\":\"9c7d7e6e-654b-4eaa-b160-f19f922fc63b\",\"name\":\"string\",\"config\":{\"configurable\":{}},\"updated_at\":\"2023-11-20T16:24:30.520340\",\"public\":true,\"user_id\":\"foo\"}'\n```\n\nThe config parameters allows you to set the LLM used, the instructions of the assistant and also the tools used.\n\n\n```\n{\n \"name\": \"bar\",\n \"config\": {\n \"configurable\": {\n \"type\": \"agent\",\n \"type==agent/agent_type\": \"GPT 3.5 Turbo\",\n \"type==agent/system_message\": \"You are a helpful assistant\",\n \"type==agent/tools\": [\"Wikipedia\"]\n },\n \"public\": True\n}\n```\nThis creates an assistant with the name `\"bar\"`, with GPT 3.5 Turbo, with a prompt `\"You are a helpful assistant\"` using the Wikipedia tool , that is public.\n\nAvailable tools names can be found in the AvailableTools class in backend/packages/gizmo-agent/gizmo_agent/tools.py\nAvailable llms can be found in GizmoAgentType in backend/packages/gizmo-agent/gizmo_agent/agent_types/__init__.py\n\nNote: If a RAGBot assistant is created (`type` equals `chat_retrieval`), then subsequent API requests/responses for the threads APIs are slightly modified and noted below.\n\n## Create a thread\n\nWe can now create a thread.\nNotably different from OpenAI's assistant API, we require starting the thread with an assistant ID.\n\n```python\nimport requests\nrequests.post('http://127.0.0.1:8100/threads', cookies= {\"opengpts_user_id\": \"foo\"}, json={\n \"name\": \"hi\",\n \"assistant_id\": \"9c7d7e6e-654b-4eaa-b160-f19f922fc63b\"\n}).content\n```\n\nThis is creating a thread, named `\"hi\"`, with the assistant ID that we just created, for the same user.\n\nThis should return something like:\n\n```shell\nb'{\"thread_id\":\"231dc7f3-33ee-4040-98fe-27f6e2aa8b2b\",\"assistant_id\":\"9c7d7e6e-654b-4eaa-b160-f19f922fc63b\",\"name\":\"hi\",\"updated_at\":\"2023-11-20T16:26:39.083817\",\"user_id\":\"foo\"}'\n```\n\n## Add a message\n\nWe can check the thread, and see that it is currently empty:\n\n```python\nimport requests\nrequests.get(\n 'http://127.0.0.1:8100/threads/231dc7f3-33ee-4040-98fe-27f6e2aa8b2b/state', \n cookies= {\"opengpts_user_id\": \"foo\"}\n).content\n```\n```shell\nb'{\"values\":[]}'\n```\nFor RAGBot:\n```shell\nb'{\"values\":{\"messages\":[]}}'\n```\n\nLet's add a message to the thread!\n\n```python\nimport requests\nrequests.post(\n 'http://127.0.0.1:8100/threads/231dc7f3-33ee-4040-98fe-27f6e2aa8b2b/state', \n cookies= {\"opengpts_user_id\": \"foo\"}, json={\n \"values\": [{\n \"content\": \"hi! my name is bob\",\n \"type\": \"human\",\n }]\n }\n).content\n```\nFor RAGBot:\n```\n{\n \"values\": {\n \"messages\": [{\n \"content\": \"hi! my name is bob\",\n \"type\": \"human\",\n }]\n }\n}\n```\n\nIf we now run the command to see the thread, we can see that there is now a message on that thread\n\n```python\nimport requests\nrequests.get(\n 'http://127.0.0.1:8100/threads/231dc7f3-33ee-4040-98fe-27f6e2aa8b2b/state', \n cookies= {\"opengpts_user_id\": \"foo\"}\n).content\n```\n```shell\nb'{\"values\":[{\"content\":\"hi! my name is bob\",\"additional_kwargs\":{},\"type\":\"human\",\"example\":false}],\"next\":[]}'\n```\nFor RAGBot:\n```shell\nb'{\"values\":{\"messages\":[...]},\"next\":[]}'\n```\n\n## Run the assistant on that thread\n\nWe can now run the assistant on that thread.\n\n```python\nimport requests\nrequests.post('http://127.0.0.1:8100/runs', cookies= {\"opengpts_user_id\": \"foo\"}, json={\n \"assistant_id\": \"9c7d7e6e-654b-4eaa-b160-f19f922fc63b\",\n \"thread_id\": \"231dc7f3-33ee-4040-98fe-27f6e2aa8b2b\",\n \"input\": {\n \"messages\": []\n }\n}).content\n```\nThis runs the thread with the same id that we just created, with the assistant that we created, with no additional input messages (see below for how to add input messages).\n\nIf we now check the thread, we can see (after a bit) that there is a message from the AI.\n\n```python\nimport requests\nrequests.get('http://127.0.0.1:8100/threads/231dc7f3-33ee-4040-98fe-27f6e2aa8b2b/state', cookies= {\"opengpts_user_id\": \"foo\"}).content\n```\n```shell\nb'{\"values\":[{\"content\":\"hi! my name is bob\",\"additional_kwargs\":{},\"type\":\"human\",\"example\":false},{\"content\":\"Hello, Bob! How can I assist you today?\",\"additional_kwargs\":{\"agent\":{\"return_values\":{\"output\":\"Hello, Bob! How can I assist you today?\"},\"log\":\"Hello, Bob! How can I assist you today?\",\"type\":\"AgentFinish\"}},\"type\":\"ai\",\"example\":false}],\"next\":[]}'\n```\nFor RAGBot:\n```shell\nb'{\"values\":{\"messages\":[...]},\"next\":[]}'\n```\n\n## Run the assistant on the thread with new messages\n\nWe can also run the assistant on a thread and add new messages at the same time.\nContinuing the example above, we can run:\n\n```python\nimport requests\nrequests.post('http://127.0.0.1:8100/runs', cookies= {\"opengpts_user_id\": \"foo\"}, json={\n \"assistant_id\": \"9c7d7e6e-654b-4eaa-b160-f19f922fc63b\",\n \"thread_id\": \"231dc7f3-33ee-4040-98fe-27f6e2aa8b2b\",\n \"input\": {\n \"messages\": [{\n \"content\": \"whats my name? respond in spanish\",\n \"type\": \"human\",\n }]\n }\n}).content\n```\n\nThen, if we call the threads endpoint after a bit we can see the human message - as well as an AI message - get added to the thread.\n\n```python\nimport requests\nrequests.get('http://127.0.0.1:8100/threads/231dc7f3-33ee-4040-98fe-27f6e2aa8b2b/state', cookies= {\"opengpts_user_id\": \"foo\"}).content\n```\n\n```shell\nb'{\"values\":[{\"content\":\"hi! my name is bob\",\"additional_kwargs\":{},\"type\":\"human\",\"example\":false},{\"content\":\"Hello, Bob! How can I assist you today?\",\"additional_kwargs\":{\"agent\":{\"return_values\":{\"output\":\"Hello, Bob! How can I assist you today?\"},\"log\":\"Hello, Bob! How can I assist you today?\",\"type\":\"AgentFinish\"}},\"type\":\"ai\",\"example\":false},{\"content\":\"whats my name? respond in spanish\",\"additional_kwargs\":{},\"type\":\"human\",\"example\":false},{\"content\":\"Tu nombre es Bob.\",\"additional_kwargs\":{\"agent\":{\"return_values\":{\"output\":\"Tu nombre es Bob.\"},\"log\":\"Tu nombre es Bob.\",\"type\":\"AgentFinish\"}},\"type\":\"ai\",\"example\":false}],\"next\":[]}'\n```\nFor RAGBot:\n```shell\nb'{\"values\":{\"messages\":[...]},\"next\":[]}'\n```\n\n## Stream\nOne thing we can do is stream back responses.\nThis works for both messages as well as tokens.\nBelow is an example of streaming back tokens for a response.\n\n```python\nimport requests\nimport json\nresponse = requests.post(\n 'http://127.0.0.1:8100/runs/stream', \n cookies= {\"opengpts_user_id\": \"foo\"}, json={\n \"assistant_id\": \"9c7d7e6e-654b-4eaa-b160-f19f922fc63b\",\n \"thread_id\": \"231dc7f3-33ee-4040-98fe-27f6e2aa8b2b\",\n \"input\": {\n \"messages\": [{\n \"content\": \"have a good day!\",\n \"type\": \"human\",\n }]\n }\n})\nres = []\nif response.status_code == 200:\n # Iterate over the response\n for line in response.iter_lines():\n if line: # filter out keep-alive new lines\n string_line = line.decode(\"utf-8\")\n # Only look at where data i returned\n if string_line.startswith('data'):\n json_string = string_line[len('data: '):]\n # Get the json response - contains a list of all messages\n json_value = json.loads(json_string)\n if \"messages\" in json_value:\n # Get the content from the last message\n # If you want to display multiple messages (eg if agent takes intermediate steps) you will need to change this logic\n print(json_value['messages'][-1]['content'])\nelse:\n print(f\"Failed to retrieve data: {response.status_code}\")\n```\n\nThis streams the following:\n\n```shell\nYou\nYou too\nYou too!\nYou too! If\nYou too! If you\nYou too! If you have\nYou too! If you have any\nYou too! If you have any other\nYou too! If you have any other questions\nYou too! If you have any other questions,\nYou too! If you have any other questions, feel\nYou too! If you have any other questions, feel free\nYou too! If you have any other questions, feel free to\nYou too! If you have any other questions, feel free to ask\nYou too! If you have any other questions, feel free to ask.\nYou too! If you have any other questions, feel free to ask.\nYou too! If you have any other questions, feel free to ask.\n```\n" }, { "path": "CONTRIBUTING.md", "content": "# Contributing\n\n## Contributor License Agreement\n\nWe are grateful to the contributors who help evolve OpenGPTs and dedicate their time to the project. As the primary sponsor of OpenGPTs, LangChain, Inc. aims to build products in the open that benefit thousands of developers while allowing us to build a sustainable business. For all code contributions to OpenGPTs, we ask that contributors complete and sign a Contributor License Agreement (“CLA”). The agreement between contributors and the project is explicit, so OpenGPTs users can be confident in the legal status of the source code and their right to use it.The CLA does not change the terms of the underlying license, OpenGPTs License, used by our software.\n\nBefore you can contribute to OpenGPTs, a bot will comment on the PR asking you to agree to the CLA if you haven't already. Agreeing to the CLA is required before code can be merged and only needs to happen on the first contribution to the project. All subsequent contributions will fall under the same CLA." }, { "path": "Dockerfile", "content": "FROM node:20 AS builder\n\nWORKDIR /frontend\n\nCOPY ./frontend/package.json ./frontend/yarn.lock ./\n\nRUN yarn --network-timeout 600000 --frozen-lockfile\n\nCOPY ./frontend ./\n\nRUN rm -rf .env\n\nRUN yarn build\n\n# Backend Dockerfile\nFROM python:3.11\n\nARG TARGETOS\nARG TARGETARCH\nARG TARGETVARIANT\n\n# Install system dependencies\nRUN apt-get update && rm -rf /var/lib/apt/lists/*\nRUN wget -O golang-migrate.deb https://github.com/golang-migrate/migrate/releases/download/v4.17.0/migrate.${TARGETOS}-${TARGETARCH}${TARGETVARIANT}.deb \\\n && dpkg -i golang-migrate.deb \\\n && rm golang-migrate.deb\n\n# Install Poetry\nRUN pip install poetry\n\n# Set the working directory\nWORKDIR /backend\n\n# Copy only dependencies\nCOPY ./backend/pyproject.toml ./backend/poetry.lock* ./\n\n# Install dependencies\n# --only main: Skip installing packages listed in the [tool.poetry.dev-dependencies] section\nRUN poetry config virtualenvs.create false \\\n && poetry install --no-interaction --no-ansi --only main\n\n# Copy the rest of backend\nCOPY ./backend .\n\n# Copy the frontend build\nCOPY --from=builder /frontend/dist ./ui\n\nENTRYPOINT [ \"uvicorn\", \"app.server:app\", \"--host\", \"0.0.0.0\", \"--log-config\", \"log_config.json\" ]\n" }, { "path": "LICENSE", "content": "MIT License\n\nCopyright (c) LangChain, Inc.\n\nPermission is hereby granted, free of charge, to any person obtaining a copy\nof this software and associated documentation files (the \"Software\"), to deal\nin the Software without restriction, including without limitation the rights\nto use, copy, modify, merge, publish, distribute, sublicense, and/or sell\ncopies of the Software, and to permit persons to whom the Software is\nfurnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all\ncopies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\nIMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\nFITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\nAUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\nLIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\nOUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\nSOFTWARE." }, { "path": "README.md", "content": "# OpenGPTs\n\nThis is an open source effort to create a similar experience to OpenAI's GPTs and Assistants API.\nIt is powered by [LangGraph](https://github.com/langchain-ai/langgraph) - a framework for creating agent runtimes.\nIt also builds upon [LangChain](https://github.com/langchain-ai/langchain), [LangServe](https://github.com/langchain-ai/langserve) and [LangSmith](https://smith.langchain.com/).\nOpenGPTs gives you more control, allowing you to configure:\n\n- The LLM you use (choose between the 60+ that LangChain offers)\n- The prompts you use (use LangSmith to debug those)\n- The tools you give it (choose from LangChain's 100+ tools, or easily write your own)\n- The vector database you use (choose from LangChain's 60+ vector database integrations)\n- The retrieval algorithm you use\n- The chat history database you use\n\nMost importantly, it gives you full control over the **cognitive architecture** of your application.\nCurrently, there are three different architectures implemented:\n\n- Assistant\n- RAG\n- Chatbot\n\nSee below for more details on those.\nBecause this is open source, if you do not like those architectures or want to modify them, you can easily do that!\n\n

\n \"Configure\"\n \"Chat\"\n

\n\n**Key Links**\n\n- [GPTs: a simple hosted version](https://opengpts-example-vz4y4ooboq-uc.a.run.app/)\n- [Assistants API: a getting started guide](API.md)\n- [Auth: a guide for production](auth.md)\n\n## Quickstart with Docker\n\nThis project supports a Docker-based setup, streamlining installation and execution. It automatically builds images for \nthe frontend and backend and sets up Postgres using docker-compose.\n\n\n1. **Prerequisites:** \n Ensure you have Docker and docker-compose installed on your system.\n\n\n2. **Clone the Repository:** \n Obtain the project files by cloning the repository.\n\n ```\n git clone https://github.com/langchain-ai/opengpts.git\n cd opengpts\n ```\n\n3. **Set Up Environment Variables:** \n Create a `.env` file in the root directory of the project by copying `.env.example` as a template, and add the \n following environment variables:\n ```shell\n # At least one language model API key is required\n OPENAI_API_KEY=sk-...\n # LANGCHAIN_TRACING_V2=true\n # LANGCHAIN_API_KEY=...\n \n # Setup for Postgres. Docker compose will use these values to set up the database.\n POSTGRES_PORT=5432\n POSTGRES_DB=opengpts\n POSTGRES_USER=postgres\n POSTGRES_PASSWORD=...\n ```\n\n Replace `sk-...` with your OpenAI API key and `...` with your LangChain API key.\n\n\n4. **Run with Docker Compose:** \n In the root directory of the project, execute:\n\n ```\n docker compose up\n ```\n\n This command builds the Docker images for the frontend and backend from their respective Dockerfiles and starts all \n necessary services, including Postgres.\n\n5. **Access the Application:** \n With the services running, access the frontend at [http://localhost:5173](http://localhost:5173), substituting `5173` with the \n designated port number.\n\n\n6. **Rebuilding After Changes:** \n If you make changes to either the frontend or backend, rebuild the Docker images to reflect these changes. Run:\n ```\n docker compose up --build\n ```\n This command rebuilds the images with your latest changes and restarts the services.\n\n\n## Quickstart without Docker\n\n**Prerequisites**\nThe following instructions assume you have Python 3.11+ installed on your system. We strongly recommend using a virtual \nenvironment to manage dependencies.\n\nFor example, if you are using `pyenv`, you can create a new virtual environment with:\n```shell\npyenv install 3.11\npyenv virtualenv 3.11 opengpts\npyenv activate opengpts\n```\n\nOnce your Python environment is set up, you can install the project dependencies:\n\nThe backend service uses [poetry](https://python-poetry.org/docs/#installation) to manage dependencies.\n\n```shell \npip install poetry\npip install langchain-community\n```\n\n**Install Postgres and the Postgres Vector Extension**\n```\nbrew install postgresql pgvector\nbrew services start postgresql\n```\n\n**Configure persistence layer**\n\nThe backend uses Postgres for saving agent configurations and chat message history.\nIn order to use this, you need to set the following environment variables:\n\n```shell\nexport POSTGRES_HOST=localhost\nexport POSTGRES_PORT=5432\nexport POSTGRES_DB=opengpts\nexport POSTGRES_USER=postgres\nexport POSTGRES_PASSWORD=...\n```\n\n**Create the database**\n```shell\ncreatedb opengpts\n```\n\n**Connect to the database and create the `postgres` role**\n```shell\npsql -d opengpts\n```\n\n```sql\nCREATE ROLE postgres WITH LOGIN SUPERUSER CREATEDB CREATEROLE;\n```\n\n**Install Golang Migrate**\n\nDatabase migrations are managed with [golang-migrate](https://github.com/golang-migrate/migrate). \n\nOn MacOS, you can install it with `brew install golang-migrate`. Instructions for other OSs or the Golang toolchain, \ncan be found [here](https://github.com/golang-migrate/migrate/blob/master/cmd/migrate/README.md#installation).\n\nOnce `golang-migrate` is installed, you can run all the migrations with:\n```shell\nmake migrate\n```\n\nThis will enable the backend to use Postgres as a vector database and create the initial tables.\n\n\n**Install backend dependencies**\n```shell\ncd backend\npoetry install\n```\n\n\n**Alternate vector databases**\n\nThe instructions above use Postgres as a vector database,\nalthough you can easily switch this out to use any of the 50+ vector databases in LangChain.\n\n**Set up language models**\n\nBy default, this uses OpenAI, but there are also options for Azure OpenAI and Anthropic.\nIf you are using those, you may need to set different environment variables.\n\n```shell\nexport OPENAI_API_KEY=\"sk-...\"\n```\n\nOther language models can be used, and in order to use them you will need to set more environment variables.\nSee the section below on `LLMs` for how to configure Azure OpenAI, Anthropic, and Amazon Bedrock.\n\n**Set up tools**\n\nBy default this uses a lot of tools.\nSome of these require additional environment variables.\nYou do not need to use any of these tools, and the environment variables are not required to spin up the app\n(they are only required if that tool is called).\n\nFor a full list of environment variables to enable, see the `Tools` section below.\n\n**Set up monitoring**\n\nSet up [LangSmith](https://smith.langchain.com/).\nThis is optional, but it will help with debugging, logging, monitoring.\nSign up at the link above and then set the relevant environment variables\n\n```shell\nexport LANGCHAIN_TRACING_V2=\"true\"\nexport LANGCHAIN_API_KEY=...\n```\n\nStart the backend server\n\n```shell\nmake start\n```\n\n### Start the frontend\n\n```shell\ncd frontend\nnpm install\nnpm run dev\n```\n\nNavigate to [http://localhost:5173/](http://localhost:5173/) and enjoy!\n\n## Migrating data from Redis to Postgres\n\nRefer to this [guide](tools/redis_to_postgres/README.md) for migrating data from Redis to Postgres.\n\n## Breaking Changes\n\n### Migration 5 - Checkpoint Management Update\nVersion 5 of the database migrations introduces a significant change to how thread checkpoints are managed:\n- Transitions from a pickle-based checkpointing system to a new multi-table checkpoint management system (breaking change)\n- Aligns with LangGraph's new checkpoint architecture for better state management and persistence\n- **Important**: Historical threads/checkpoints (created before this migration) will not be accessible in the UI\n- Previous checkpoint data is preserved in the `old_checkpoints` table but cannot be accessed by the new system\n- This architectural change improves how thread state is stored and managed, enabling more reliable state persistence in LangGraph-based agents.\n\n## Features\n\nAs much as possible, we are striving for feature parity with OpenAI.\n\n- [x] Sandbox - Provides an environment to import, test, and modify existing chatbots.\n - The chatbots used are all in code, so are easily editable\n- [x] Custom Actions - Define additional functionality for your chatbot using OpenAPI specifications\n - Supported by adding tools\n- [x] Knowledge Files - attach additional files that your chatbot can reference\n - Upload files from the UI or API, used by Retrieval tool\n- [x] Tools - Provides basic tools for web browsing, image creation, etc.\n - Basic DuckDuckGo and PythonREPL tools enabled by default\n - Image creation coming soon\n- [x] Analytics - View and analyze chatbot usage data\n - Use LangSmith for this\n- [x] Drafts - Save and share drafts of chatbots you're creating\n - Supports saving of configurations\n- [x] Publishing - publicly distribute your completed chatbot\n - Can do by deploying via LangServe\n- [x] Sharing - Set up and manage chatbot sharing\n - Can do by deploying via LangServe\n- [ ] Marketplace - Search and deploy chatbots created by other users\n - Coming soon\n\n## Repo Structure\n\n- `frontend`: Code for the frontend\n- `backend`: Code for the backend\n - `app`: LangServe code (for exposing APIs)\n - `packages`: Core logic\n - `agent-executor`: Runtime for the agent\n - `gizmo-agent`: Configuration for the agent\n\n## Customization\n\nThe big appeal of OpenGPTs as compared to using OpenAI directly is that it is more customizable.\nSpecifically, you can choose which language models to use as well as more easily add custom tools.\nYou can also use the underlying APIs directly and build a custom UI yourself should you choose.\n\n### Cognitive Architecture\n\nThis refers to the logic of how the GPT works.\nThere are currently three different architectures supported, but because they are all written in LangGraph, it is very \neasy to modify them or add your own.\n\nThe three different architectures supported are assistants, RAG, and chatbots.\n\n**Assistants**\n\nAssistants can be equipped with arbitrary amount of tools and use an LLM to decide when to use them. This makes them \nthe most flexible choice, but they work well with fewer models and can be less reliable.\n\nWhen creating an assistant, you specify a few things.\n\nFirst, you choose the language model to use. Only a few language models can be used reliably well: GPT-3.5, GPT-4, \nClaude, and Gemini.\n\nSecond, you choose the tools to use. These can be predefined tools OR a retriever constructed from uploaded files. You \ncan choose however many you want.\n\nThe cognitive architecture can then be thought of as a loop. First, the LLM is called to determine what (if any) \nactions to take. If it decides to take actions, then those actions are executed and it loops back. If no actions are \ndecided to take, then the response of the LLM is the final response, and it finishes the loop.\n\n![](_static/agent.png)\n\nThis can be a really powerful and flexible architecture. This is probably closest to how us humans operate. However, \nthese also can be not super reliable, and generally only work with the more performant models (and even then they can \nmess up). Therefore, we introduced a few simpler architecures.\n\nAssistants are implemented with [LangGraph](https://github.com/langchain-ai/langgraph) `MessageGraph`. A `MessageGraph` is a graph that models its state as a `list` of messages.\n\n**RAGBot**\n\nOne of the big use cases of the GPT store is uploading files and giving the bot knowledge of those files. What would it \nmean to make an architecture more focused on that use case?\n\nWe added RAGBot - a retrieval-focused GPT with a straightforward architecture. First, a set of documents are retrieved. \nThen, those documents are passed in the system message to a separate call to the language model so it can respond.\n\nCompared to assistants, it is more structured (but less powerful). It ALWAYS looks up something - which is good if you \nknow you want to look things up, but potentially wasteful if the user is just trying to have a normal conversation. \nAlso importantly, this only looks up things once - so if it doesn't find the right results then it will yield a bad \nresult (compared to an assistant, which could decide to look things up again).\n\n![](_static/rag.png)\n\nDespite this being a more simple architecture, it is good for a few reasons. First, because it is simpler it can work \npretty well with a wider variety of models (including lots of open source models). Second, if you have a use case where \nyou don't NEED the flexibility of an assistant (eg you know users will be looking up information every time) then it \ncan be more focused. And third, compared to the final architecture below it can use external knowledge.\n\nRAGBot is implemented with [LangGraph](https://github.com/langchain-ai/langgraph) `StateGraph`. A `StateGraph` is a generalized graph that can model arbitrary state (i.e. `dict`), not just a `list` of messages.\n\n**ChatBot**\n\nThe final architecture is dead simple - just a call to a language model, parameterized by a system message. This allows \nthe GPT to take on different personas and characters. This is clearly far less powerful than Assistants or RAGBots \n(which have access to external sources of data/computation) - but it's still valuable! A lot of popular GPTs are just \nsystem messages at the end of the day, and CharacterAI is crushing it despite largely just being system messages as \nwell.\n\n![](_static/chatbot.png)\n\nChatBot is implemented with [LangGraph](https://github.com/langchain-ai/langgraph) `StateGraph`. A `StateGraph` is a generalized graph that can model arbitrary state (i.e. `dict`), not just a `list` of messages.\n\n### LLMs\n\nYou can choose between different LLMs to use.\nThis takes advantage of LangChain's many integrations.\nIt is important to note that depending on which LLM you use, you may need to change how you are prompting it.\n\nWe have exposed four agent types by default:\n\n- \"GPT 3.5 Turbo\"\n- \"GPT 4\"\n- \"Azure OpenAI\"\n- \"Claude 2\"\n\nWe will work to add more when we have confidence they can work well.\n\nIf you want to add your own LLM or agent configuration, or want to edit the existing ones, you can find them in \n`backend/app/agent_types`\n\n#### Claude 2\n\nIf using Claude 2, you will need to set the following environment variable:\n\n```shell\nexport ANTHROPIC_API_KEY=sk-...\n```\n\n#### Azure OpenAI\n\nIf using Azure OpenAI, you will need to set the following environment variables:\n\n```shell\nexport AZURE_OPENAI_API_BASE=...\nexport AZURE_OPENAI_API_VERSION=...\nexport AZURE_OPENAI_API_KEY=...\nexport AZURE_OPENAI_DEPLOYMENT_NAME=...\n```\n\n#### Amazon Bedrock\n\nIf using Amazon Bedrock, you either have valid credentials in `~/.aws/credentials` or set the following environment \nvariables:\n\n```shell\nexport AWS_ACCESS_KEY_ID=...\nexport AWS_SECRET_ACCESS_KEY=...\n```\n\n### Tools\n\nOne of the big benefits of having this be open source is that you can more easily add tools (directly in Python).\n\nIn practice, most teams we see define their own tools.\nThis is easy to do within LangChain.\nSee [this guide](https://python.langchain.com/docs/modules/agents/tools/custom_tools) for details on how to best do \nthis.\n\nIf you want to use some preconfigured tools, these include:\n\n**_Sema4.ai Action Server_**\n\nRun AI Python based actions with [Sema4.ai Action Server](https://github.com/Sema4AI/actions).\nDoes not require a service API key, but it requires the credentials for a running Action Server instance to be defined.\nThese you set while creating an assistant.\n\n**_Connery Actions_**\n\nConnect OpenGPTs to the real world with [Connery](https://github.com/connery-io/connery).\n\nRequires setting an environment variable, which you get during the [Connery Runner setup](https://docs.connery.io/docs/runner/quick-start/):\n\n```shell\nCONNERY_RUNNER_URL=https://your-personal-connery-runner-url\nCONNERY_RUNNER_API_KEY=...\n```\n\n**DuckDuckGo Search**\n\nSearch the web with [DuckDuckGo](https://pypi.org/project/duckduckgo-search/). Does not require any API keys.\n\n**Tavily Search**\n\nUses the [Tavily](https://app.tavily.com/) search engine. Requires setting an environment variable:\n\n```shell\nexport TAVILY_API_KEY=tvly-...\n```\n\nSign up for an API key [here](https://app.tavily.com/).\n\n**Tavily Search (Answer Only)**\n\nUses the [Tavily](https://app.tavily.com/) search engine.\nThis returns only the answer, no supporting evidence.\nGood when you need a short response (small context windows).\nRequires setting an environment variable:\n\n```shell\nexport TAVILY_API_KEY=tvly-...\n```\n\nSign up for an API key [here](https://app.tavily.com/).\n\n**You.com Search**\n\nUses [You.com](https://you.com/) search, optimized responses for LLMs.\nRequires setting an environment variable:\n\n```shell\nexport YDC_API_KEY=...\n```\n\nSign up for an API key [here](https://you.com/)\n\n**SEC Filings (Kay.ai)**\n\nSearches through SEC filings using [Kay.ai](https://www.kay.ai/).\nRequires setting an environment variable:\n\n```shell\nexport KAY_API_KEY=...\n```\n\nSign up for an API key [here](https://www.kay.ai/)\n\n**Press Releases (Kay.ai)**\n\nSearches through press releases using [Kay.ai](https://www.kay.ai/).\nRequires setting an environment variable:\n\n```shell\nexport KAY_API_KEY=...\n```\n\nSign up for an API key [here](https://www.kay.ai/)\n\n**Arxiv**\n\nSearches [Arxiv](https://arxiv.org/). Does not require any API keys.\n\n**PubMed**\n\nSearches [PubMed](https://pubmed.ncbi.nlm.nih.gov/). Does not require any API keys.\n\n**Wikipedia**\n\nSearches [Wikipedia](https://pypi.org/project/wikipedia/). Does not require any API keys.\n\n## Deployment\n\n### Deploy via Cloud Run\n\n**1. Build the frontend**\n\n```shell\ncd frontend\nyarn\nyarn build\n```\n\n**2. Deploy to Google Cloud Run**\n\nYou can deploy to GCP Cloud Run using the following command:\n\nFirst create a `.env.gcp.yaml` file with the contents from `.env.gcp.yaml.example` and fill in the values. Then run:\n\n```shell\ngcloud run deploy opengpts --source . --port 8000 --env-vars-file .env.gcp.yaml --allow-unauthenticated \\\n--region us-central1 --min-instances 1\n```\n\n### Deploy in Kubernetes\n\nWe have a Helm chart for deploying the backend to Kubernetes. You can find more information here: \n[README.md](https://github.com/langchain-ai/helm/blob/main/charts/open-gpts/README.md)\n" }, { "path": "auth.md", "content": "# Auth\n\nBy default, we're using cookies as a mock auth method. It's for trying out OpenGPTs.\nFor production, we recommend using JWT auth, outlined below.\n\n## JWT Auth: Options\n\nThere are two ways to use JWT: Local and OIDC. The main difference is in how the key\nused to decode the JWT is obtained. For the Local method, you'll provide the decode\nkey as a Base64-encoded string in an environment variable. For the OIDC method, the\nkey is obtained from the OIDC provider automatically.\n\n### JWT OIDC\n\nIf you're looking to integrate with an identity provider, OIDC is the way to go.\nIt will figure out the decode key for you, so you don't have to worry about it.\nJust set `AUTH_TYPE=jwt_oidc` along with the issuer and audience. Audience can\nbe one or many - just separate them with commas.\n\n```bash\nexport AUTH_TYPE=jwt_oidc\nexport JWT_ISS=\nexport JWT_AUD= # or ,,...\n```\n\n### JWT Local\n\nTo use JWT Local, set `AUTH_TYPE=jwt_local`. Then, set the issuer, audience,\nalgorithm used to sign the JWT, and the decode key in Base64 format.\n\n```bash\nexport AUTH_TYPE=jwt_local\nexport JWT_ISS=\nexport JWT_AUD=\nexport JWT_ALG= # e.g. ES256\nexport JWT_DECODE_KEY_B64=\n```\n\nBase64 is used for the decode key because handling multiline strings in environment\nvariables is error-prone. Base64 makes it a one-liner, easy to paste in and use.\n\n\n## Making Requests\n\nTo make authenticated requests, include the JWT in the `Authorization` header as a Bearer token:\n\n```\nAuthorization: Bearer \n```\n\n\n" }, { "path": "backend/.gitignore", "content": ".envrc\nui\n" }, { "path": "backend/Dockerfile", "content": "# Backend Dockerfile\nFROM python:3.11\n\nARG TARGETOS\nARG TARGETARCH\nARG TARGETVARIANT\n\n# Install system dependencies\nRUN apt-get update && rm -rf /var/lib/apt/lists/*\nRUN wget -O golang-migrate.deb https://github.com/golang-migrate/migrate/releases/download/v4.17.0/migrate.${TARGETOS}-${TARGETARCH}${TARGETVARIANT}.deb \\\n && dpkg -i golang-migrate.deb \\\n && rm golang-migrate.deb\n\n# Install Poetry\nRUN pip install poetry\n\n# Set the working directory\nWORKDIR /backend\n\n# Copy only dependencies\nCOPY pyproject.toml poetry.lock* ./\n\n# Install all dependencies\nRUN poetry config virtualenvs.create false \\\n && poetry install --no-interaction --no-ansi\n\n# Copy the rest of application code\nCOPY . .\n\nHEALTHCHECK --interval=30s --timeout=5s --start-period=10s --start-interval=1s --retries=3 CMD [ \"curl\", \"-f\", \"http://localhost:8000/health\" ]\n\nENTRYPOINT [ \"uvicorn\", \"app.server:app\", \"--host\", \"0.0.0.0\", \"--log-config\", \"log_config.json\" ]\n" }, { "path": "backend/Makefile", "content": ".PHONY: all lint format test help\n\n# Default target executed when no arguments are given to make.\nall: help\n\nbuild_ui:\n\tcd ../frontend && yarn build && cp -r dist/* ../backend/ui\n\n######################\n# TESTING AND COVERAGE\n######################\n\n# Define a variable for the test file path.\nTEST_FILE ?= tests/unit_tests/\n\nstart:\n\tpoetry run uvicorn app.server:app --reload --port 8100 --log-config log_config.json\n\nmigrate:\n\tmigrate -database postgres://$(POSTGRES_USER):$(POSTGRES_PASSWORD)@$(POSTGRES_HOST):$(POSTGRES_PORT)/$(POSTGRES_DB)?sslmode=disable -path ./migrations up\n\ntest:\n\t# We need to update handling of env variables for tests\n\tYDC_API_KEY=placeholder OPENAI_API_KEY=placeholder poetry run pytest $(TEST_FILE)\n\n\ntest_watch:\n\t# We need to update handling of env variables for tests\n\tYDC_API_KEY=placeholder OPENAI_API_KEY=placeholder poetry run ptw . -- $(TEST_FILE)\n\n######################\n# LINTING AND FORMATTING\n######################\n\n# Define a variable for Python and notebook files.\nPYTHON_FILES=.\nlint format: PYTHON_FILES=.\nlint_diff format_diff: PYTHON_FILES=$(shell git diff --relative=. --name-only --diff-filter=d master | grep -E '\\.py$$|\\.ipynb$$')\n\nlint lint_diff:\n\tpoetry run ruff .\n\tpoetry run ruff format $(PYTHON_FILES) --check\n\nformat format_diff:\n\tpoetry run ruff format $(PYTHON_FILES)\n\tpoetry run ruff --select I --fix $(PYTHON_FILES)\n\nspell_check:\n\tpoetry run codespell --toml pyproject.toml\n\nspell_fix:\n\tpoetry run codespell --toml pyproject.toml -w\n\n######################\n# HELP\n######################\n\nhelp:\n\t@echo '===================='\n\t@echo '-- LINTING --'\n\t@echo 'format - run code formatters'\n\t@echo 'lint - run linters'\n\t@echo 'spell_check \t- run codespell on the project'\n\t@echo 'spell_fix \t\t- run codespell on the project and fix the errors'\n\t@echo '-- TESTS --'\n\t@echo 'coverage - run unit tests and generate coverage report'\n\t@echo 'test - run unit tests'\n\t@echo 'test TEST_FILE= - run all tests in file'\n\t@echo '-- DOCUMENTATION tasks are from the top-level Makefile --'\n" }, { "path": "backend/README.md", "content": "# backend\n\n## Database Migrations\n\n### Migration 5 - Checkpoint Management Update\nThis migration introduces a significant change to thread checkpoint management:\n\n#### Changes\n- Transitions from single-table pickle storage to a robust multi-table checkpoint management system\n- Implements LangGraph's latest checkpoint architecture for improved state persistence\n- Preserves existing checkpoint data by renaming `checkpoints` table to `old_checkpoints`\n- Introduces three new tables for better checkpoint management:\n - `checkpoints`: Core checkpoint metadata\n - `checkpoint_blobs`: Actual checkpoint data storage (compatible with LangGraph state serialization)\n - `checkpoint_writes`: Tracks checkpoint write operations\n- Adds runtime initialization via `ensure_setup()` in the lifespan event\n\n#### Impact\n- **Breaking Change**: Historical threads/checkpoints (pre-migration) will not be accessible in the UI\n- Previous checkpoint data remains preserved but inaccessible in the new system\n- Designed to work seamlessly with LangGraph's state persistence requirements\n\n#### Migration Details\n- **Up Migration**: Safely preserves existing data by renaming the table\n- **Down Migration**: Restores original table structure if needed\n- New checkpoint management tables are automatically created at application startup\n" }, { "path": "backend/app/__init__.py", "content": "" }, { "path": "backend/app/agent.py", "content": "from enum import Enum\nfrom typing import Any, Dict, Mapping, Optional, Sequence, Union\n\nfrom langchain_core.messages import AnyMessage\nfrom langchain_core.runnables import (\n ConfigurableField,\n RunnableBinding,\n)\nfrom langgraph.graph.message import Messages\nfrom langgraph.pregel import Pregel\n\nfrom app.agent_types.tools_agent import get_tools_agent_executor\nfrom app.agent_types.xml_agent import get_xml_agent_executor\nfrom app.chatbot import get_chatbot_executor\nfrom app.checkpoint import AsyncPostgresCheckpoint\nfrom app.llms import (\n get_anthropic_llm,\n get_google_llm,\n get_mixtral_fireworks,\n get_ollama_llm,\n get_openai_llm,\n)\nfrom app.retrieval import get_retrieval_executor\nfrom app.tools import (\n RETRIEVAL_DESCRIPTION,\n TOOLS,\n ActionServer,\n Arxiv,\n AvailableTools,\n Connery,\n DallE,\n DDGSearch,\n PressReleases,\n PubMed,\n Retrieval,\n SecFilings,\n Tavily,\n TavilyAnswer,\n Wikipedia,\n YouSearch,\n get_retrieval_tool,\n get_retriever,\n)\n\nTool = Union[\n ActionServer,\n Connery,\n DDGSearch,\n Arxiv,\n YouSearch,\n SecFilings,\n PressReleases,\n PubMed,\n Wikipedia,\n Tavily,\n TavilyAnswer,\n Retrieval,\n DallE,\n]\n\n\nclass AgentType(str, Enum):\n GPT_35_TURBO = \"GPT 3.5 Turbo\"\n GPT_4 = \"GPT 4 Turbo\"\n GPT_4O = \"GPT 4o\"\n AZURE_OPENAI = \"GPT 4 (Azure OpenAI)\"\n CLAUDE2 = \"Claude 2\"\n BEDROCK_CLAUDE2 = \"Claude 2 (Amazon Bedrock)\"\n GEMINI = \"GEMINI\"\n OLLAMA = \"Ollama\"\n\n\nDEFAULT_SYSTEM_MESSAGE = \"You are a helpful assistant.\"\n\nCHECKPOINTER = AsyncPostgresCheckpoint()\n\n\ndef get_agent_executor(\n tools: list,\n agent: AgentType,\n system_message: str,\n interrupt_before_action: bool,\n):\n if agent == AgentType.GPT_35_TURBO:\n llm = get_openai_llm()\n return get_tools_agent_executor(\n tools, llm, system_message, interrupt_before_action, CHECKPOINTER\n )\n elif agent == AgentType.GPT_4:\n llm = get_openai_llm(model=\"gpt-4-turbo\")\n return get_tools_agent_executor(\n tools, llm, system_message, interrupt_before_action, CHECKPOINTER\n )\n elif agent == AgentType.GPT_4O:\n llm = get_openai_llm(model=\"gpt-4o\")\n return get_tools_agent_executor(\n tools, llm, system_message, interrupt_before_action, CHECKPOINTER\n )\n elif agent == AgentType.AZURE_OPENAI:\n llm = get_openai_llm(azure=True)\n return get_tools_agent_executor(\n tools, llm, system_message, interrupt_before_action, CHECKPOINTER\n )\n elif agent == AgentType.CLAUDE2:\n llm = get_anthropic_llm()\n return get_tools_agent_executor(\n tools, llm, system_message, interrupt_before_action, CHECKPOINTER\n )\n elif agent == AgentType.BEDROCK_CLAUDE2:\n llm = get_anthropic_llm(bedrock=True)\n return get_xml_agent_executor(\n tools, llm, system_message, interrupt_before_action, CHECKPOINTER\n )\n elif agent == AgentType.GEMINI:\n llm = get_google_llm()\n return get_tools_agent_executor(\n tools, llm, system_message, interrupt_before_action, CHECKPOINTER\n )\n elif agent == AgentType.OLLAMA:\n llm = get_ollama_llm()\n return get_tools_agent_executor(\n tools, llm, system_message, interrupt_before_action, CHECKPOINTER\n )\n else:\n raise ValueError(\"Unexpected agent type\")\n\n\nclass ConfigurableAgent(RunnableBinding):\n tools: Sequence[Tool]\n agent: AgentType\n system_message: str = DEFAULT_SYSTEM_MESSAGE\n retrieval_description: str = RETRIEVAL_DESCRIPTION\n interrupt_before_action: bool = False\n assistant_id: Optional[str] = None\n thread_id: Optional[str] = \"\"\n user_id: Optional[str] = None\n\n def __init__(\n self,\n *,\n tools: Sequence[Tool],\n agent: AgentType = AgentType.GPT_35_TURBO,\n system_message: str = DEFAULT_SYSTEM_MESSAGE,\n assistant_id: Optional[str] = None,\n thread_id: Optional[str] = \"\",\n retrieval_description: str = RETRIEVAL_DESCRIPTION,\n interrupt_before_action: bool = False,\n kwargs: Optional[Mapping[str, Any]] = None,\n config: Optional[Mapping[str, Any]] = None,\n **others: Any,\n ) -> None:\n others.pop(\"bound\", None)\n _tools = []\n for _tool in tools:\n if _tool[\"type\"] == AvailableTools.RETRIEVAL:\n if assistant_id is None or thread_id is None:\n raise ValueError(\n \"Both assistant_id and thread_id must be provided if Retrieval tool is used\"\n )\n _tools.append(\n get_retrieval_tool(assistant_id, thread_id, retrieval_description)\n )\n else:\n tool_config = _tool.get(\"config\", {})\n _returned_tools = TOOLS[_tool[\"type\"]](**tool_config)\n if isinstance(_returned_tools, list):\n _tools.extend(_returned_tools)\n else:\n _tools.append(_returned_tools)\n _agent = get_agent_executor(\n _tools, agent, system_message, interrupt_before_action\n )\n agent_executor = _agent.with_config({\"recursion_limit\": 50})\n super().__init__(\n tools=tools,\n agent=agent,\n system_message=system_message,\n retrieval_description=retrieval_description,\n bound=agent_executor,\n kwargs=kwargs or {},\n config=config or {},\n )\n\n\nclass LLMType(str, Enum):\n GPT_35_TURBO = \"GPT 3.5 Turbo\"\n GPT_4 = \"GPT 4 Turbo\"\n GPT_4O = \"GPT 4o\"\n AZURE_OPENAI = \"GPT 4 (Azure OpenAI)\"\n CLAUDE2 = \"Claude 2\"\n BEDROCK_CLAUDE2 = \"Claude 2 (Amazon Bedrock)\"\n GEMINI = \"GEMINI\"\n MIXTRAL = \"Mixtral\"\n OLLAMA = \"Ollama\"\n\n\ndef get_chatbot(\n llm_type: LLMType,\n system_message: str,\n):\n if llm_type == LLMType.GPT_35_TURBO:\n llm = get_openai_llm()\n elif llm_type == LLMType.GPT_4:\n llm = get_openai_llm(model=\"gpt-4\")\n elif llm_type == LLMType.GPT_4O:\n llm = get_openai_llm(model=\"gpt-4o\")\n elif llm_type == LLMType.AZURE_OPENAI:\n llm = get_openai_llm(azure=True)\n elif llm_type == LLMType.CLAUDE2:\n llm = get_anthropic_llm()\n elif llm_type == LLMType.BEDROCK_CLAUDE2:\n llm = get_anthropic_llm(bedrock=True)\n elif llm_type == LLMType.GEMINI:\n llm = get_google_llm()\n elif llm_type == LLMType.MIXTRAL:\n llm = get_mixtral_fireworks()\n elif llm_type == LLMType.OLLAMA:\n llm = get_ollama_llm()\n else:\n raise ValueError(\"Unexpected llm type\")\n return get_chatbot_executor(llm, system_message, CHECKPOINTER)\n\n\nclass ConfigurableChatBot(RunnableBinding):\n llm: LLMType\n system_message: str = DEFAULT_SYSTEM_MESSAGE\n user_id: Optional[str] = None\n\n def __init__(\n self,\n *,\n llm: LLMType = LLMType.GPT_35_TURBO,\n system_message: str = DEFAULT_SYSTEM_MESSAGE,\n kwargs: Optional[Mapping[str, Any]] = None,\n config: Optional[Mapping[str, Any]] = None,\n **others: Any,\n ) -> None:\n others.pop(\"bound\", None)\n\n chatbot = get_chatbot(llm, system_message)\n super().__init__(\n llm=llm,\n system_message=system_message,\n bound=chatbot,\n kwargs=kwargs or {},\n config=config or {},\n )\n\n\nchatbot = (\n ConfigurableChatBot(llm=LLMType.GPT_35_TURBO, checkpoint=CHECKPOINTER)\n .configurable_fields(\n llm=ConfigurableField(id=\"llm_type\", name=\"LLM Type\"),\n system_message=ConfigurableField(id=\"system_message\", name=\"Instructions\"),\n )\n .with_types(\n input_type=Messages,\n output_type=Sequence[AnyMessage],\n )\n)\n\n\nclass ConfigurableRetrieval(RunnableBinding):\n llm_type: LLMType\n system_message: str = DEFAULT_SYSTEM_MESSAGE\n assistant_id: Optional[str] = None\n thread_id: Optional[str] = \"\"\n user_id: Optional[str] = None\n\n def __init__(\n self,\n *,\n llm_type: LLMType = LLMType.GPT_35_TURBO,\n system_message: str = DEFAULT_SYSTEM_MESSAGE,\n assistant_id: Optional[str] = None,\n thread_id: Optional[str] = \"\",\n kwargs: Optional[Mapping[str, Any]] = None,\n config: Optional[Mapping[str, Any]] = None,\n **others: Any,\n ) -> None:\n others.pop(\"bound\", None)\n retriever = get_retriever(assistant_id, thread_id)\n if llm_type == LLMType.GPT_35_TURBO:\n llm = get_openai_llm()\n elif llm_type == LLMType.GPT_4:\n llm = get_openai_llm(model=\"gpt-4-turbo\")\n elif llm_type == LLMType.GPT_4O:\n llm = get_openai_llm(model=\"gpt-4o\")\n elif llm_type == LLMType.AZURE_OPENAI:\n llm = get_openai_llm(azure=True)\n elif llm_type == LLMType.CLAUDE2:\n llm = get_anthropic_llm()\n elif llm_type == LLMType.BEDROCK_CLAUDE2:\n llm = get_anthropic_llm(bedrock=True)\n elif llm_type == LLMType.GEMINI:\n llm = get_google_llm()\n elif llm_type == LLMType.MIXTRAL:\n llm = get_mixtral_fireworks()\n elif llm_type == LLMType.OLLAMA:\n llm = get_ollama_llm()\n else:\n raise ValueError(\"Unexpected llm type\")\n chatbot = get_retrieval_executor(llm, retriever, system_message, CHECKPOINTER)\n super().__init__(\n llm_type=llm_type,\n system_message=system_message,\n bound=chatbot,\n kwargs=kwargs or {},\n config=config or {},\n )\n\n\nchat_retrieval = (\n ConfigurableRetrieval(llm_type=LLMType.GPT_35_TURBO, checkpoint=CHECKPOINTER)\n .configurable_fields(\n llm_type=ConfigurableField(id=\"llm_type\", name=\"LLM Type\"),\n system_message=ConfigurableField(id=\"system_message\", name=\"Instructions\"),\n assistant_id=ConfigurableField(\n id=\"assistant_id\", name=\"Assistant ID\", is_shared=True\n ),\n thread_id=ConfigurableField(\n id=\"thread_id\", name=\"Thread ID\", annotation=str, is_shared=True\n ),\n )\n .with_types(\n input_type=Dict[str, Any],\n output_type=Dict[str, Any],\n )\n)\n\n\nagent: Pregel = (\n ConfigurableAgent(\n agent=AgentType.GPT_35_TURBO,\n tools=[],\n system_message=DEFAULT_SYSTEM_MESSAGE,\n retrieval_description=RETRIEVAL_DESCRIPTION,\n assistant_id=None,\n thread_id=\"\",\n )\n .configurable_fields(\n agent=ConfigurableField(id=\"agent_type\", name=\"Agent Type\"),\n system_message=ConfigurableField(id=\"system_message\", name=\"Instructions\"),\n interrupt_before_action=ConfigurableField(\n id=\"interrupt_before_action\",\n name=\"Tool Confirmation\",\n description=\"If Yes, you'll be prompted to continue before each tool is executed.\\nIf No, tools will be executed automatically by the agent.\",\n ),\n assistant_id=ConfigurableField(\n id=\"assistant_id\", name=\"Assistant ID\", is_shared=True\n ),\n thread_id=ConfigurableField(\n id=\"thread_id\", name=\"Thread ID\", annotation=str, is_shared=True\n ),\n tools=ConfigurableField(id=\"tools\", name=\"Tools\"),\n retrieval_description=ConfigurableField(\n id=\"retrieval_description\", name=\"Retrieval Description\"\n ),\n )\n .configurable_alternatives(\n ConfigurableField(id=\"type\", name=\"Bot Type\"),\n default_key=\"agent\",\n prefix_keys=True,\n chatbot=chatbot,\n chat_retrieval=chat_retrieval,\n )\n .with_types(\n input_type=Messages,\n output_type=Sequence[AnyMessage],\n )\n)\n\nif __name__ == \"__main__\":\n import asyncio\n\n from langchain.schema.messages import HumanMessage\n\n async def run():\n async for m in agent.astream_events(\n HumanMessage(content=\"whats your name\"),\n config={\"configurable\": {\"user_id\": \"2\", \"thread_id\": \"test1\"}},\n version=\"v1\",\n ):\n print(m)\n\n asyncio.run(run())\n" }, { "path": "backend/app/agent_types/__init__.py", "content": "" }, { "path": "backend/app/agent_types/prompts.py", "content": "xml_template = \"\"\"{system_message}\n\nYou have access to the following tools:\n\n{tools}\n\nIn order to use a tool, you can use and tags. You will then get back a response in the form \nFor example, if you have a tool called 'search' that could run a google search, in order to search for the weather in SF you would respond:\n\nsearchweather in SF\n64 degrees\n\nWhen you are done, you can respond as normal to the user.\n\nExample 1:\n\nHuman: Hi!\n\nAssistant: Hi! How are you?\n\nHuman: What is the weather in SF?\nAssistant: searchweather in SF\n64 degrees\nIt is 64 degrees in SF\n\n\nBegin!\"\"\"\n" }, { "path": "backend/app/agent_types/tools_agent.py", "content": "from typing import cast\n\nfrom langchain.tools import BaseTool\nfrom langchain_core.language_models.base import LanguageModelLike\nfrom langchain_core.messages import (\n AIMessage,\n FunctionMessage,\n HumanMessage,\n SystemMessage,\n ToolMessage,\n)\nfrom langgraph.checkpoint.base import BaseCheckpointSaver\nfrom langgraph.graph import END\nfrom langgraph.graph.message import MessageGraph\nfrom langgraph.prebuilt import ToolExecutor, ToolInvocation\n\nfrom app.message_types import LiberalToolMessage\n\n\ndef get_tools_agent_executor(\n tools: list[BaseTool],\n llm: LanguageModelLike,\n system_message: str,\n interrupt_before_action: bool,\n checkpoint: BaseCheckpointSaver,\n):\n async def _get_messages(messages):\n msgs = []\n for m in messages:\n if isinstance(m, LiberalToolMessage):\n _dict = m.model_dump()\n _dict[\"content\"] = str(_dict[\"content\"])\n m_c = ToolMessage(**_dict)\n msgs.append(m_c)\n elif isinstance(m, FunctionMessage):\n # anthropic doesn't like function messages\n msgs.append(HumanMessage(content=str(m.content)))\n else:\n msgs.append(m)\n\n return [SystemMessage(content=system_message)] + msgs\n\n if tools:\n llm_with_tools = llm.bind_tools(tools)\n else:\n llm_with_tools = llm\n agent = _get_messages | llm_with_tools\n tool_executor = ToolExecutor(tools)\n\n # Define the function that determines whether to continue or not\n def should_continue(messages):\n last_message = messages[-1]\n # If there is no function call, then we finish\n if not last_message.tool_calls:\n return \"end\"\n # Otherwise if there is, we continue\n else:\n return \"continue\"\n\n # Define the function to execute tools\n async def call_tool(messages):\n actions: list[ToolInvocation] = []\n # Based on the continue condition\n # we know the last message involves a function call\n last_message = cast(AIMessage, messages[-1])\n for tool_call in last_message.tool_calls:\n # We construct a ToolInvocation from the function_call\n actions.append(\n ToolInvocation(\n tool=tool_call[\"name\"],\n tool_input=tool_call[\"args\"],\n )\n )\n # We call the tool_executor and get back a response\n responses = await tool_executor.abatch(actions)\n # We use the response to create a ToolMessage\n tool_messages = [\n LiberalToolMessage(\n tool_call_id=tool_call[\"id\"],\n name=tool_call[\"name\"],\n content=response,\n )\n for tool_call, response in zip(last_message.tool_calls, responses)\n ]\n return tool_messages\n\n workflow = MessageGraph()\n\n # Define the two nodes we will cycle between\n workflow.add_node(\"agent\", agent)\n workflow.add_node(\"action\", call_tool)\n\n # Set the entrypoint as `agent`\n # This means that this node is the first one called\n workflow.set_entry_point(\"agent\")\n\n # We now add a conditional edge\n workflow.add_conditional_edges(\n # First, we define the start node. We use `agent`.\n # This means these are the edges taken after the `agent` node is called.\n \"agent\",\n # Next, we pass in the function that will determine which node is called next.\n should_continue,\n # Finally we pass in a mapping.\n # The keys are strings, and the values are other nodes.\n # END is a special node marking that the graph should finish.\n # What will happen is we will call `should_continue`, and then the output of that\n # will be matched against the keys in this mapping.\n # Based on which one it matches, that node will then be called.\n {\n # If `tools`, then we call the tool node.\n \"continue\": \"action\",\n # Otherwise we finish.\n \"end\": END,\n },\n )\n\n # We now add a normal edge from `tools` to `agent`.\n # This means that after `tools` is called, `agent` node is called next.\n workflow.add_edge(\"action\", \"agent\")\n\n # Finally, we compile it!\n # This compiles it into a LangChain Runnable,\n # meaning you can use it as you would any other runnable\n return workflow.compile(\n checkpointer=checkpoint,\n interrupt_before=[\"action\"] if interrupt_before_action else None,\n )\n" }, { "path": "backend/app/agent_types/xml_agent.py", "content": "from langchain.tools import BaseTool\nfrom langchain.tools.render import render_text_description\nfrom langchain_core.language_models.base import LanguageModelLike\nfrom langchain_core.messages import (\n AIMessage,\n FunctionMessage,\n HumanMessage,\n SystemMessage,\n)\nfrom langgraph.checkpoint.base import BaseCheckpointSaver\nfrom langgraph.graph import END\nfrom langgraph.graph.message import MessageGraph\nfrom langgraph.prebuilt import ToolExecutor, ToolInvocation\n\nfrom app.agent_types.prompts import xml_template\nfrom app.message_types import LiberalFunctionMessage\n\n\ndef _collapse_messages(messages):\n log = \"\"\n if isinstance(messages[-1], AIMessage):\n scratchpad = messages[:-1]\n final = messages[-1]\n else:\n scratchpad = messages\n final = None\n if len(scratchpad) % 2 != 0:\n raise ValueError(\"Unexpected\")\n for i in range(0, len(scratchpad), 2):\n action = messages[i]\n observation = messages[i + 1]\n log += f\"{action.content}{observation.content}\"\n if final is not None:\n log += final.content\n return AIMessage(content=log)\n\n\ndef construct_chat_history(messages):\n collapsed_messages = []\n temp_messages = []\n for message in messages:\n if isinstance(message, HumanMessage):\n if temp_messages:\n collapsed_messages.append(_collapse_messages(temp_messages))\n temp_messages = []\n collapsed_messages.append(message)\n elif isinstance(message, LiberalFunctionMessage):\n _dict = message.model_dump()\n _dict[\"content\"] = str(_dict[\"content\"])\n m_c = FunctionMessage(**_dict)\n temp_messages.append(m_c)\n else:\n temp_messages.append(message)\n\n # Don't forget to add the last non-human message if it exists\n if temp_messages:\n collapsed_messages.append(_collapse_messages(temp_messages))\n\n return collapsed_messages\n\n\ndef get_xml_agent_executor(\n tools: list[BaseTool],\n llm: LanguageModelLike,\n system_message: str,\n interrupt_before_action: bool,\n checkpoint: BaseCheckpointSaver,\n):\n formatted_system_message = xml_template.format(\n system_message=system_message,\n tools=render_text_description(tools),\n tool_names=\", \".join([t.name for t in tools]),\n )\n\n llm_with_stop = llm.bind(stop=[\"\", \"\"])\n\n def _get_messages(messages):\n return [\n SystemMessage(content=formatted_system_message)\n ] + construct_chat_history(messages)\n\n agent = _get_messages | llm_with_stop\n tool_executor = ToolExecutor(tools)\n\n # Define the function that determines whether to continue or not\n def should_continue(messages):\n last_message = messages[-1]\n if \"\" in last_message.content:\n return \"continue\"\n else:\n return \"end\"\n\n # Define the function to execute tools\n async def call_tool(messages):\n # Based on the continue condition\n # we know the last message involves a function call\n last_message = messages[-1]\n # We construct an ToolInvocation from the function_call\n tool, tool_input = last_message.content.split(\"\")\n _tool = tool.split(\"\")[1]\n if \"\" not in tool_input:\n _tool_input = \"\"\n else:\n _tool_input = tool_input.split(\"\")[1]\n if \"\" in _tool_input:\n _tool_input = _tool_input.split(\"\")[0]\n action = ToolInvocation(\n tool=_tool,\n tool_input=_tool_input,\n )\n # We call the tool_executor and get back a response\n response = await tool_executor.ainvoke(action)\n # We use the response to create a FunctionMessage\n function_message = LiberalFunctionMessage(content=response, name=action.tool)\n # We return a list, because this will get added to the existing list\n return function_message\n\n workflow = MessageGraph()\n\n # Define the two nodes we will cycle between\n workflow.add_node(\"agent\", agent)\n workflow.add_node(\"action\", call_tool)\n\n # Set the entrypoint as `agent`\n # This means that this node is the first one called\n workflow.set_entry_point(\"agent\")\n\n # We now add a conditional edge\n workflow.add_conditional_edges(\n # First, we define the start node. We use `agent`.\n # This means these are the edges taken after the `agent` node is called.\n \"agent\",\n # Next, we pass in the function that will determine which node is called next.\n should_continue,\n # Finally we pass in a mapping.\n # The keys are strings, and the values are other nodes.\n # END is a special node marking that the graph should finish.\n # What will happen is we will call `should_continue`, and then the output of that\n # will be matched against the keys in this mapping.\n # Based on which one it matches, that node will then be called.\n {\n # If `tools`, then we call the tool node.\n \"continue\": \"action\",\n # Otherwise we finish.\n \"end\": END,\n },\n )\n\n # We now add a normal edge from `tools` to `agent`.\n # This means that after `tools` is called, `agent` node is called next.\n workflow.add_edge(\"action\", \"agent\")\n\n # Finally, we compile it!\n # This compiles it into a LangChain Runnable,\n # meaning you can use it as you would any other runnable\n return workflow.compile(\n checkpointer=checkpoint,\n interrupt_before=[\"action\"] if interrupt_before_action else None,\n )\n" }, { "path": "backend/app/api/__init__.py", "content": "from fastapi import APIRouter\n\nfrom app.api.assistants import router as assistants_router\nfrom app.api.runs import router as runs_router\nfrom app.api.threads import router as threads_router\n\nrouter = APIRouter()\n\n\n@router.get(\"/ok\")\nasync def ok():\n return {\"ok\": True}\n\n\nrouter.include_router(\n assistants_router,\n prefix=\"/assistants\",\n tags=[\"assistants\"],\n)\nrouter.include_router(\n runs_router,\n prefix=\"/runs\",\n tags=[\"runs\"],\n)\nrouter.include_router(\n threads_router,\n prefix=\"/threads\",\n tags=[\"threads\"],\n)\n" }, { "path": "backend/app/api/assistants.py", "content": "from typing import Annotated, List\nfrom uuid import uuid4\n\nfrom fastapi import APIRouter, HTTPException, Path\nfrom pydantic import BaseModel, Field\n\nimport app.storage as storage\nfrom app.auth.handlers import AuthedUser\nfrom app.schema import Assistant\n\nrouter = APIRouter()\n\n\nclass AssistantPayload(BaseModel):\n \"\"\"Payload for creating an assistant.\"\"\"\n\n name: Annotated[str, Field(description=\"The name of the assistant.\")]\n config: Annotated[dict, Field(description=\"The assistant config.\")]\n public: Annotated[\n bool, Field(default=False, description=\"Whether the assistant is public.\")\n ]\n\n\nAssistantID = Annotated[str, Path(description=\"The ID of the assistant.\")]\n\n\n@router.get(\"/\")\nasync def list_assistants(user: AuthedUser) -> List[Assistant]:\n \"\"\"List all assistants for the current user.\"\"\"\n return await storage.list_assistants(user.user_id)\n\n\n@router.get(\"/public/\")\nasync def list_public_assistants() -> List[Assistant]:\n \"\"\"List all public assistants.\"\"\"\n return await storage.list_public_assistants()\n\n\n@router.get(\"/{aid}\")\nasync def get_assistant(\n user: AuthedUser,\n aid: AssistantID,\n) -> Assistant:\n \"\"\"Get an assistant by ID.\"\"\"\n assistant = await storage.get_assistant(user.user_id, aid)\n if not assistant:\n raise HTTPException(status_code=404, detail=\"Assistant not found\")\n return assistant\n\n\n@router.post(\"\")\nasync def create_assistant(\n user: AuthedUser,\n payload: AssistantPayload,\n) -> Assistant:\n \"\"\"Create an assistant.\"\"\"\n return await storage.put_assistant(\n user.user_id,\n str(uuid4()),\n name=payload.name,\n config=payload.config,\n public=payload.public,\n )\n\n\n@router.put(\"/{aid}\")\nasync def upsert_assistant(\n user: AuthedUser,\n aid: AssistantID,\n payload: AssistantPayload,\n) -> Assistant:\n \"\"\"Create or update an assistant.\"\"\"\n return await storage.put_assistant(\n user.user_id,\n aid,\n name=payload.name,\n config=payload.config,\n public=payload.public,\n )\n\n\n@router.delete(\"/{aid}\")\nasync def delete_assistant(\n user: AuthedUser,\n aid: AssistantID,\n):\n \"\"\"Delete an assistant by ID.\"\"\"\n await storage.delete_assistant(user.user_id, aid)\n return {\"status\": \"ok\"}\n" }, { "path": "backend/app/api/runs.py", "content": "from typing import Any, Dict, Optional, Sequence, Union\nfrom uuid import UUID\n\nimport langsmith.client\nfrom fastapi import APIRouter, BackgroundTasks, HTTPException\nfrom fastapi.exceptions import RequestValidationError\nfrom langchain_core.messages import AnyMessage\nfrom langchain_core.runnables import RunnableConfig\nfrom langsmith.utils import tracing_is_enabled\nfrom pydantic import BaseModel, Field, ValidationError\nfrom sse_starlette import EventSourceResponse\n\nfrom app.agent import agent, chat_retrieval, chatbot\nfrom app.auth.handlers import AuthedUser\nfrom app.storage import get_assistant, get_thread\nfrom app.stream import astream_state, to_sse\n\nrouter = APIRouter()\n\n\nclass CreateRunPayload(BaseModel):\n \"\"\"Payload for creating a run.\"\"\"\n\n thread_id: str\n input: Optional[Union[Sequence[AnyMessage], Dict[str, Any]]] = Field(\n default_factory=dict\n )\n config: Optional[RunnableConfig] = None\n\n\nasync def _run_input_and_config(payload: CreateRunPayload, user_id: str):\n thread = await get_thread(user_id, payload.thread_id)\n if not thread:\n raise HTTPException(status_code=404, detail=\"Thread not found\")\n\n assistant = await get_assistant(user_id, str(thread.assistant_id))\n if not assistant:\n raise HTTPException(status_code=404, detail=\"Assistant not found\")\n\n config: RunnableConfig = {\n **assistant.config,\n \"configurable\": {\n **assistant.config[\"configurable\"],\n **((payload.config or {}).get(\"configurable\") or {}),\n \"user_id\": user_id,\n \"thread_id\": str(thread.thread_id),\n \"assistant_id\": str(assistant.assistant_id),\n },\n }\n\n try:\n if payload.input is not None:\n # Get the bot type from config\n bot_type = config[\"configurable\"].get(\"type\", \"agent\")\n # Get the correct schema based on bot type\n if bot_type == \"chat_retrieval\":\n schema = chat_retrieval.get_input_schema()\n elif bot_type == \"chatbot\":\n schema = chatbot.get_input_schema()\n else: # default to agent\n schema = agent.get_input_schema()\n # Validate against the correct schema\n schema.model_validate(payload.input)\n except ValidationError as e:\n raise RequestValidationError(e.errors(), body=payload)\n\n return payload.input, config\n\n\n@router.post(\"\")\nasync def create_run(\n payload: CreateRunPayload,\n user: AuthedUser,\n background_tasks: BackgroundTasks,\n):\n \"\"\"Create a run.\"\"\"\n input_, config = await _run_input_and_config(payload, user.user_id)\n background_tasks.add_task(agent.ainvoke, input_, config)\n return {\"status\": \"ok\"} # TODO add a run id\n\n\n@router.post(\"/stream\")\nasync def stream_run(\n payload: CreateRunPayload,\n user: AuthedUser,\n):\n \"\"\"Create a run.\"\"\"\n input_, config = await _run_input_and_config(payload, user.user_id)\n\n return EventSourceResponse(to_sse(astream_state(agent, input_, config)))\n\n\n@router.get(\"/input_schema\")\nasync def input_schema() -> dict:\n \"\"\"Return the input schema of the runnable.\"\"\"\n return agent.get_input_schema().model_json_schema()\n\n\n@router.get(\"/output_schema\")\nasync def output_schema() -> dict:\n \"\"\"Return the output schema of the runnable.\"\"\"\n return agent.get_output_schema().model_json_schema()\n\n\n@router.get(\"/config_schema\")\nasync def config_schema() -> dict:\n \"\"\"Return the config schema of the runnable.\"\"\"\n return agent.config_schema().model_json_schema()\n\n\nif tracing_is_enabled():\n langsmith_client = langsmith.client.Client()\n\n class FeedbackCreateRequest(BaseModel):\n \"\"\"\n Shared information between create requests of feedback and feedback objects\n \"\"\"\n\n run_id: UUID\n \"\"\"The associated run ID this feedback is logged for.\"\"\"\n\n key: str\n \"\"\"The metric name, tag, or aspect to provide feedback on.\"\"\"\n\n score: Optional[Union[float, int, bool]] = None\n \"\"\"Value or score to assign the run.\"\"\"\n\n value: Optional[Union[float, int, bool, str, Dict]] = None\n \"\"\"The display value for the feedback if not a metric.\"\"\"\n\n comment: Optional[str] = None\n \"\"\"Comment or explanation for the feedback.\"\"\"\n\n @router.post(\"/feedback\")\n def create_run_feedback(feedback_create_req: FeedbackCreateRequest) -> dict:\n \"\"\"\n Send feedback on an individual run to langsmith\n\n Note that a successful response means that feedback was successfully\n submitted. It does not guarantee that the feedback is recorded by\n langsmith. Requests may be silently rejected if they are\n unauthenticated or invalid by the server.\n \"\"\"\n\n langsmith_client.create_feedback(\n feedback_create_req.run_id,\n feedback_create_req.key,\n score=feedback_create_req.score,\n value=feedback_create_req.value,\n comment=feedback_create_req.comment,\n source_info={\n \"from_langserve\": True,\n },\n )\n\n return {\"status\": \"ok\"}\n" }, { "path": "backend/app/api/threads.py", "content": "from typing import Annotated, Any, Dict, List, Optional, Sequence, Union\nfrom uuid import uuid4\n\nfrom fastapi import APIRouter, HTTPException, Path\nfrom langchain.schema.messages import AnyMessage\nfrom pydantic import BaseModel, Field\n\nimport app.storage as storage\nfrom app.auth.handlers import AuthedUser\nfrom app.schema import Thread\n\nrouter = APIRouter()\n\n\nThreadID = Annotated[str, Path(description=\"The ID of the thread.\")]\n\n\nclass ThreadPutRequest(BaseModel):\n \"\"\"Payload for creating a thread.\"\"\"\n\n name: Annotated[str, Field(description=\"The name of the thread.\")]\n assistant_id: Annotated[str, Field(description=\"The ID of the assistant to use.\")]\n\n\nclass ThreadPostRequest(BaseModel):\n \"\"\"Payload for adding state to a thread.\"\"\"\n\n values: Union[Sequence[AnyMessage], Dict[str, Any]]\n config: Optional[Dict[str, Any]] = None\n\n\n@router.get(\"/\")\nasync def list_threads(user: AuthedUser) -> List[Thread]:\n \"\"\"List all threads for the current user.\"\"\"\n return await storage.list_threads(user.user_id)\n\n\n@router.get(\"/{tid}/state\")\nasync def get_thread_state(\n user: AuthedUser,\n tid: ThreadID,\n):\n \"\"\"Get state for a thread.\"\"\"\n thread = await storage.get_thread(user.user_id, tid)\n if not thread:\n raise HTTPException(status_code=404, detail=\"Thread not found\")\n assistant = await storage.get_assistant(user.user_id, thread.assistant_id)\n if not assistant:\n raise HTTPException(status_code=400, detail=\"Thread has no assistant\")\n return await storage.get_thread_state(\n user_id=user.user_id,\n thread_id=tid,\n assistant=assistant,\n )\n\n\n@router.post(\"/{tid}/state\")\nasync def add_thread_state(\n user: AuthedUser,\n tid: ThreadID,\n payload: ThreadPostRequest,\n):\n \"\"\"Add state to a thread.\"\"\"\n thread = await storage.get_thread(user.user_id, tid)\n if not thread:\n raise HTTPException(status_code=404, detail=\"Thread not found\")\n assistant = await storage.get_assistant(user.user_id, thread.assistant_id)\n if not assistant:\n raise HTTPException(status_code=400, detail=\"Thread has no assistant\")\n return await storage.update_thread_state(\n payload.config or {\"configurable\": {\"thread_id\": tid}},\n payload.values,\n user_id=user.user_id,\n assistant=assistant,\n )\n\n\n@router.get(\"/{tid}/history\")\nasync def get_thread_history(\n user: AuthedUser,\n tid: ThreadID,\n):\n \"\"\"Get all past states for a thread.\"\"\"\n thread = await storage.get_thread(user.user_id, tid)\n if not thread:\n raise HTTPException(status_code=404, detail=\"Thread not found\")\n assistant = await storage.get_assistant(user.user_id, thread.assistant_id)\n if not assistant:\n raise HTTPException(status_code=400, detail=\"Thread has no assistant\")\n return await storage.get_thread_history(\n user_id=user.user_id,\n thread_id=tid,\n assistant=assistant,\n )\n\n\n@router.get(\"/{tid}\")\nasync def get_thread(\n user: AuthedUser,\n tid: ThreadID,\n) -> Thread:\n \"\"\"Get a thread by ID.\"\"\"\n thread = await storage.get_thread(user.user_id, tid)\n if not thread:\n raise HTTPException(status_code=404, detail=\"Thread not found\")\n return thread\n\n\n@router.post(\"\")\nasync def create_thread(\n user: AuthedUser,\n thread_put_request: ThreadPutRequest,\n) -> Thread:\n \"\"\"Create a thread.\"\"\"\n return await storage.put_thread(\n user.user_id,\n str(uuid4()),\n assistant_id=thread_put_request.assistant_id,\n name=thread_put_request.name,\n )\n\n\n@router.put(\"/{tid}\")\nasync def upsert_thread(\n user: AuthedUser,\n tid: ThreadID,\n thread_put_request: ThreadPutRequest,\n) -> Thread:\n \"\"\"Update a thread.\"\"\"\n return await storage.put_thread(\n user.user_id,\n tid,\n assistant_id=thread_put_request.assistant_id,\n name=thread_put_request.name,\n )\n\n\n@router.delete(\"/{tid}\")\nasync def delete_thread(\n user: AuthedUser,\n tid: ThreadID,\n):\n \"\"\"Delete a thread by ID.\"\"\"\n await storage.delete_thread(user.user_id, tid)\n return {\"status\": \"ok\"}\n" }, { "path": "backend/app/auth/__init__.py", "content": "" }, { "path": "backend/app/auth/handlers.py", "content": "from abc import ABC, abstractmethod\nfrom functools import lru_cache\nfrom typing import Annotated\n\nimport jwt\nimport requests\nfrom fastapi import Depends, HTTPException, Request\nfrom fastapi.security.http import HTTPBearer\n\nimport app.storage as storage\nfrom app.auth.settings import AuthType, settings\nfrom app.schema import User\n\n\nclass AuthHandler(ABC):\n @abstractmethod\n async def __call__(self, request: Request) -> User:\n \"\"\"Auth handler that returns a user object or raises an HTTPException.\"\"\"\n\n\nclass NOOPAuth(AuthHandler):\n _default_sub = \"static-default-user-id\"\n\n async def __call__(self, request: Request) -> User:\n sub = request.cookies.get(\"opengpts_user_id\") or self._default_sub\n user, _ = await storage.get_or_create_user(sub)\n return user\n\n\nclass JWTAuthBase(AuthHandler):\n async def __call__(self, request: Request) -> User:\n http_bearer = await HTTPBearer()(request)\n token = http_bearer.credentials\n\n try:\n payload = self.decode_token(token, self.get_decode_key(token))\n except jwt.PyJWTError as e:\n raise HTTPException(status_code=401, detail=str(e))\n\n user, _ = await storage.get_or_create_user(payload[\"sub\"])\n return user\n\n @abstractmethod\n def decode_token(self, token: str, decode_key: str) -> dict:\n ...\n\n @abstractmethod\n def get_decode_key(self, token: str) -> str:\n ...\n\n\nclass JWTAuthLocal(JWTAuthBase):\n \"\"\"Auth handler that uses a hardcoded decode key from env.\"\"\"\n\n def decode_token(self, token: str, decode_key: str) -> dict:\n return jwt.decode(\n token,\n decode_key,\n issuer=settings.jwt_local.iss,\n audience=settings.jwt_local.aud,\n algorithms=[settings.jwt_local.alg.upper()],\n options={\"require\": [\"exp\", \"iss\", \"aud\", \"sub\"]},\n )\n\n def get_decode_key(self, token: str) -> str:\n return settings.jwt_local.decode_key\n\n\nclass JWTAuthOIDC(JWTAuthBase):\n \"\"\"Auth handler that uses OIDC discovery to get the decode key.\"\"\"\n\n def decode_token(self, token: str, decode_key: str) -> dict:\n alg = self._decode_complete_unverified(token)[\"header\"][\"alg\"]\n return jwt.decode(\n token,\n decode_key,\n issuer=settings.jwt_oidc.iss,\n audience=settings.jwt_oidc.aud,\n algorithms=[alg.upper()],\n options={\"require\": [\"exp\", \"iss\", \"aud\", \"sub\"]},\n )\n\n def get_decode_key(self, token: str) -> str:\n unverified = self._decode_complete_unverified(token)\n issuer = unverified[\"payload\"].get(\"iss\")\n kid = unverified[\"header\"].get(\"kid\")\n return self._get_jwk_client(issuer).get_signing_key(kid).key\n\n @lru_cache\n def _decode_complete_unverified(self, token: str) -> dict:\n return jwt.api_jwt.decode_complete(token, options={\"verify_signature\": False})\n\n @lru_cache\n def _get_jwk_client(self, issuer: str) -> jwt.PyJWKClient:\n \"\"\"\n lru_cache ensures a single instance of PyJWKClient per issuer. This is\n so that we can take advantage of jwks caching (and invalidation) handled\n by PyJWKClient.\n \"\"\"\n url = issuer.rstrip(\"/\") + \"/.well-known/openid-configuration\"\n config = requests.get(url).json()\n return jwt.PyJWKClient(config[\"jwks_uri\"], cache_jwk_set=True)\n\n\n@lru_cache(maxsize=1)\ndef get_auth_handler() -> AuthHandler:\n if settings.auth_type == AuthType.JWT_LOCAL:\n return JWTAuthLocal()\n elif settings.auth_type == AuthType.JWT_OIDC:\n return JWTAuthOIDC()\n return NOOPAuth()\n\n\nasync def auth_user(\n request: Request, auth_handler: AuthHandler = Depends(get_auth_handler)\n):\n return await auth_handler(request)\n\n\nAuthedUser = Annotated[User, Depends(auth_user)]\n" }, { "path": "backend/app/auth/settings.py", "content": "import os\nfrom base64 import b64decode\nfrom enum import Enum\nfrom typing import List, Optional, Union\n\nfrom pydantic import ConfigDict, field_validator, model_validator\nfrom pydantic_settings import BaseSettings\n\n\nclass AuthType(Enum):\n NOOP = \"noop\"\n JWT_LOCAL = \"jwt_local\"\n JWT_OIDC = \"jwt_oidc\"\n\n\nclass JWTSettingsBase(BaseSettings):\n iss: str\n aud: Union[str, list[str]]\n\n @field_validator(\"aud\", mode=\"before\")\n @classmethod\n def set_aud(cls, v) -> Union[str, List[str]]:\n if isinstance(v, str) and \",\" in v:\n return v.split(\",\")\n return v\n\n model_config = ConfigDict(\n env_prefix=\"jwt_\",\n )\n\n\nclass JWTSettingsLocal(JWTSettingsBase):\n decode_key_b64: str\n decode_key: str = None\n alg: str\n\n @field_validator(\"decode_key\", mode=\"before\")\n @classmethod\n def set_decode_key(cls, v, info):\n \"\"\"\n Key may be a multiline string (e.g. in the case of a public key), so to\n be able to set it from env, we set it as a base64 encoded string and\n decode it here.\n \"\"\"\n decode_key_b64 = info.data.get(\"decode_key_b64\")\n if decode_key_b64:\n return b64decode(decode_key_b64).decode(\"utf-8\")\n return v\n\n\nclass JWTSettingsOIDC(JWTSettingsBase):\n ...\n\n\nclass Settings(BaseSettings):\n auth_type: AuthType\n jwt_local: Optional[JWTSettingsLocal] = None\n jwt_oidc: Optional[JWTSettingsOIDC] = None\n\n @model_validator(mode=\"before\")\n @classmethod\n def check_jwt_settings(cls, values):\n auth_type = values.get(\"auth_type\")\n if auth_type == AuthType.JWT_LOCAL and values.get(\"jwt_local\") is None:\n raise ValueError(\n \"jwt local settings must be set when auth type is jwt_local.\"\n )\n if auth_type == AuthType.JWT_OIDC and values.get(\"jwt_oidc\") is None:\n raise ValueError(\n \"jwt oidc settings must be set when auth type is jwt_oidc.\"\n )\n return values\n\n\nauth_type = AuthType(os.getenv(\"AUTH_TYPE\", AuthType.NOOP.value).lower())\nkwargs = {\"auth_type\": auth_type}\nif auth_type == AuthType.JWT_LOCAL:\n kwargs[\"jwt_local\"] = JWTSettingsLocal()\nelif auth_type == AuthType.JWT_OIDC:\n kwargs[\"jwt_oidc\"] = JWTSettingsOIDC()\nsettings = Settings(**kwargs)\n" }, { "path": "backend/app/chatbot.py", "content": "from typing import Annotated, List\n\nfrom langchain_core.language_models.base import LanguageModelLike\nfrom langchain_core.messages import BaseMessage, SystemMessage\nfrom langgraph.checkpoint.base import BaseCheckpointSaver\nfrom langgraph.graph.state import StateGraph\n\nfrom app.message_types import add_messages_liberal\n\n\ndef get_chatbot_executor(\n llm: LanguageModelLike,\n system_message: str,\n checkpoint: BaseCheckpointSaver,\n):\n def _get_messages(messages):\n return [SystemMessage(content=system_message)] + messages\n\n chatbot = _get_messages | llm\n\n workflow = StateGraph(Annotated[List[BaseMessage], add_messages_liberal])\n workflow.add_node(\"chatbot\", chatbot)\n workflow.set_entry_point(\"chatbot\")\n workflow.set_finish_point(\"chatbot\")\n app = workflow.compile(checkpointer=checkpoint)\n return app\n" }, { "path": "backend/app/checkpoint.py", "content": "import os\nfrom typing import Any, AsyncIterator, Optional, Sequence\n\nimport structlog\nfrom langgraph.checkpoint.base import (\n ChannelVersions,\n Checkpoint,\n CheckpointMetadata,\n CheckpointTuple,\n RunnableConfig,\n)\nfrom langgraph.checkpoint.postgres.aio import AsyncPostgresSaver\nfrom langgraph.checkpoint.postgres.base import BasePostgresSaver\nfrom langgraph.checkpoint.serde.base import SerializerProtocol\nfrom psycopg import AsyncPipeline\nfrom psycopg_pool import AsyncConnectionPool\n\nlogger = structlog.get_logger(__name__)\n\n\nclass AsyncPostgresCheckpoint(BasePostgresSaver):\n \"\"\"A singleton implementation of AsyncPostgresSaver with separate setup.\"\"\"\n\n _instance = None\n\n def __new__(cls, *args, **kwargs):\n if not cls._instance:\n cls._instance = super().__new__(cls)\n return cls._instance\n\n def __init__(\n self,\n pipe: Optional[AsyncPipeline] = None,\n serde: Optional[SerializerProtocol] = None,\n ) -> None:\n if not hasattr(self, \"_initialized\"):\n super().__init__(serde=serde)\n # Initialize basic attributes\n self.pipe = pipe\n self.serde = serde\n self._initialized = True\n self._setup_complete = False\n self.async_postgres_saver = None\n\n async def ensure_setup(self) -> None:\n \"\"\"Ensure the instance is set up before use.\"\"\"\n if not self._setup_complete:\n await self.setup()\n self._setup_complete = True\n\n async def setup(self) -> None:\n \"\"\"Internal setup method.\"\"\"\n try:\n conninfo = (\n f\"postgresql://{os.environ['POSTGRES_USER']}:\"\n f\"{os.environ['POSTGRES_PASSWORD']}@\"\n f\"{os.environ['POSTGRES_HOST']}:\"\n f\"{os.environ['POSTGRES_PORT']}/\"\n f\"{os.environ['POSTGRES_DB']}\"\n )\n\n pool = AsyncConnectionPool(\n conninfo=conninfo,\n kwargs={\"autocommit\": True, \"prepare_threshold\": 0},\n open=False, # Don't open in constructor\n )\n await pool.open()\n\n self.async_postgres_saver = AsyncPostgresSaver(\n conn=pool, pipe=self.pipe, serde=self.serde\n )\n\n # Setup will create/migrate the tables if they don't exist\n await self.async_postgres_saver.setup()\n\n logger.warning(\"Checkpoint setup complete.\")\n except Exception as e:\n logger.error(f\"Failed to set up AsyncPostgresCheckpoint: {e}\")\n raise\n\n async def alist(\n self,\n config: Optional[RunnableConfig],\n *,\n filter: Optional[dict[str, Any]] = None,\n before: Optional[RunnableConfig] = None,\n limit: Optional[int] = None,\n ) -> AsyncIterator[CheckpointTuple]:\n \"\"\"List checkpoints from the database asynchronously.\"\"\"\n async for checkpoint in self.async_postgres_saver.alist(\n config, filter=filter, before=before, limit=limit\n ):\n yield checkpoint\n\n async def aget_tuple(self, config: RunnableConfig) -> Optional[CheckpointTuple]:\n \"\"\"Get a checkpoint tuple from the database asynchronously.\"\"\"\n return await self.async_postgres_saver.aget_tuple(config)\n\n async def aput(\n self,\n config: RunnableConfig,\n checkpoint: Checkpoint,\n metadata: CheckpointMetadata,\n new_versions: ChannelVersions,\n ) -> RunnableConfig:\n \"\"\"Save a checkpoint to the database asynchronously.\"\"\"\n return await self.async_postgres_saver.aput(\n config, checkpoint, metadata, new_versions\n )\n\n async def aput_writes(\n self,\n config: RunnableConfig,\n writes: Sequence[tuple[str, Any]],\n task_id: str,\n ) -> None:\n \"\"\"Store intermediate writes linked to a checkpoint asynchronously.\"\"\"\n await self.async_postgres_saver.aput_writes(config, writes, task_id)\n" }, { "path": "backend/app/ingest.py", "content": "\"\"\"Code to ingest blob into a vectorstore.\n\nCode is responsible for taking binary data, parsing it and then indexing it\ninto a vector store.\n\nThis code should be agnostic to how the blob got generated; i.e., it does not\nknow about server/uploading etc.\n\"\"\"\nfrom typing import List\n\nfrom langchain.text_splitter import TextSplitter\nfrom langchain_community.document_loaders import Blob\nfrom langchain_community.document_loaders.base import BaseBlobParser\nfrom langchain_core.documents import Document\nfrom langchain_core.vectorstores import VectorStore\n\n\ndef _update_document_metadata(document: Document, namespace: str) -> None:\n \"\"\"Mutation in place that adds a namespace to the document metadata.\"\"\"\n document.metadata[\"namespace\"] = namespace\n\n\ndef _sanitize_document_content(document: Document) -> Document:\n \"\"\"Sanitize the document.\"\"\"\n # Without this, PDF ingestion fails with\n # \"A string literal cannot contain NUL (0x00) characters\".\n document.page_content = document.page_content.replace(\"\\x00\", \"x\")\n\n\n# PUBLIC API\n\n\ndef ingest_blob(\n blob: Blob,\n parser: BaseBlobParser,\n text_splitter: TextSplitter,\n vectorstore: VectorStore,\n namespace: str,\n *,\n batch_size: int = 100,\n) -> List[str]:\n \"\"\"Ingest a document into the vectorstore.\"\"\"\n docs_to_index = []\n ids = []\n for document in parser.lazy_parse(blob):\n docs = text_splitter.split_documents([document])\n for doc in docs:\n _sanitize_document_content(doc)\n _update_document_metadata(doc, namespace)\n docs_to_index.extend(docs)\n\n if len(docs_to_index) >= batch_size:\n ids.extend(vectorstore.add_documents(docs_to_index))\n docs_to_index = []\n\n if docs_to_index:\n ids.extend(vectorstore.add_documents(docs_to_index))\n\n return ids\n" }, { "path": "backend/app/lifespan.py", "content": "import os\nfrom contextlib import asynccontextmanager\n\nimport asyncpg\nimport orjson\nimport structlog\nfrom fastapi import FastAPI\n\nfrom app.checkpoint import AsyncPostgresCheckpoint\n\n_pg_pool = None\n\n\ndef get_pg_pool() -> asyncpg.pool.Pool:\n return _pg_pool\n\n\nasync def _init_connection(conn) -> None:\n await conn.set_type_codec(\n \"json\",\n encoder=lambda v: orjson.dumps(v).decode(),\n decoder=orjson.loads,\n schema=\"pg_catalog\",\n )\n await conn.set_type_codec(\n \"jsonb\",\n encoder=lambda v: orjson.dumps(v).decode(),\n decoder=orjson.loads,\n schema=\"pg_catalog\",\n )\n await conn.set_type_codec(\n \"uuid\", encoder=lambda v: str(v), decoder=lambda v: v, schema=\"pg_catalog\"\n )\n\n\n@asynccontextmanager\nasync def lifespan(app: FastAPI):\n structlog.configure(\n processors=[\n structlog.stdlib.filter_by_level,\n structlog.stdlib.PositionalArgumentsFormatter(),\n structlog.processors.StackInfoRenderer(),\n structlog.processors.UnicodeDecoder(),\n structlog.stdlib.render_to_log_kwargs,\n ],\n logger_factory=structlog.stdlib.LoggerFactory(),\n wrapper_class=structlog.stdlib.BoundLogger,\n cache_logger_on_first_use=True,\n )\n\n global _pg_pool\n\n _pg_pool = await asyncpg.create_pool(\n database=os.environ[\"POSTGRES_DB\"],\n user=os.environ[\"POSTGRES_USER\"],\n password=os.environ[\"POSTGRES_PASSWORD\"],\n host=os.environ[\"POSTGRES_HOST\"],\n port=os.environ[\"POSTGRES_PORT\"],\n init=_init_connection,\n )\n await AsyncPostgresCheckpoint().ensure_setup()\n yield\n await _pg_pool.close()\n _pg_pool = None\n" }, { "path": "backend/app/llms.py", "content": "import os\nfrom functools import lru_cache\nfrom urllib.parse import urlparse\n\nimport boto3\nimport httpx\nimport structlog\nfrom langchain_anthropic import ChatAnthropic\nfrom langchain_community.chat_models import BedrockChat, ChatFireworks\nfrom langchain_community.chat_models.ollama import ChatOllama\nfrom langchain_google_vertexai import ChatVertexAI\nfrom langchain_openai import AzureChatOpenAI, ChatOpenAI\n\nlogger = structlog.get_logger(__name__)\n\n\n@lru_cache(maxsize=4)\ndef get_openai_llm(model: str = \"gpt-3.5-turbo\", azure: bool = False):\n proxy_url = os.getenv(\"PROXY_URL\")\n http_client = None\n if proxy_url:\n parsed_url = urlparse(proxy_url)\n if parsed_url.scheme and parsed_url.netloc:\n http_client = httpx.AsyncClient(proxies=proxy_url)\n else:\n logger.warn(\"Invalid proxy URL provided. Proceeding without proxy.\")\n\n if not azure:\n try:\n openai_model = model\n llm = ChatOpenAI(\n http_client=http_client,\n model=openai_model,\n temperature=0,\n )\n except Exception as e:\n logger.error(\n f\"Failed to instantiate ChatOpenAI due to: {str(e)}. Falling back to AzureChatOpenAI.\"\n )\n llm = AzureChatOpenAI(\n http_client=http_client,\n temperature=0,\n deployment_name=os.environ[\"AZURE_OPENAI_DEPLOYMENT_NAME\"],\n azure_endpoint=os.environ[\"AZURE_OPENAI_API_BASE\"],\n openai_api_version=os.environ[\"AZURE_OPENAI_API_VERSION\"],\n openai_api_key=os.environ[\"AZURE_OPENAI_API_KEY\"],\n )\n else:\n llm = AzureChatOpenAI(\n http_client=http_client,\n temperature=0,\n deployment_name=os.environ[\"AZURE_OPENAI_DEPLOYMENT_NAME\"],\n azure_endpoint=os.environ[\"AZURE_OPENAI_API_BASE\"],\n openai_api_version=os.environ[\"AZURE_OPENAI_API_VERSION\"],\n openai_api_key=os.environ[\"AZURE_OPENAI_API_KEY\"],\n )\n return llm\n\n\n@lru_cache(maxsize=2)\ndef get_anthropic_llm(bedrock: bool = False):\n if bedrock:\n client = boto3.client(\n \"bedrock-runtime\",\n region_name=\"us-west-2\",\n aws_access_key_id=os.environ.get(\"AWS_ACCESS_KEY_ID\"),\n aws_secret_access_key=os.environ.get(\"AWS_SECRET_ACCESS_KEY\"),\n )\n model = BedrockChat(model_id=\"anthropic.claude-v2\", client=client)\n else:\n model = ChatAnthropic(\n model_name=\"claude-3-haiku-20240307\",\n max_tokens_to_sample=2000,\n temperature=0,\n )\n return model\n\n\n@lru_cache(maxsize=1)\ndef get_google_llm():\n return ChatVertexAI(\n model_name=\"gemini-pro\", convert_system_message_to_human=True, streaming=True\n )\n\n\n@lru_cache(maxsize=1)\ndef get_mixtral_fireworks():\n return ChatFireworks(model=\"accounts/fireworks/models/mixtral-8x7b-instruct\")\n\n\n@lru_cache(maxsize=1)\ndef get_ollama_llm():\n model_name = os.environ.get(\"OLLAMA_MODEL\")\n if not model_name:\n model_name = \"llama2\"\n ollama_base_url = os.environ.get(\"OLLAMA_BASE_URL\")\n if not ollama_base_url:\n ollama_base_url = \"http://localhost:11434\"\n\n return ChatOllama(model=model_name, base_url=ollama_base_url)\n" }, { "path": "backend/app/message_types.py", "content": "from typing import Any\n\nfrom langchain_core.messages import (\n FunctionMessage,\n MessageLikeRepresentation,\n ToolMessage,\n _message_from_dict,\n)\nfrom langgraph.graph.message import Messages, add_messages\nfrom pydantic import Field\n\n\nclass LiberalFunctionMessage(FunctionMessage):\n content: Any = Field(default=\"\")\n\n\nclass LiberalToolMessage(ToolMessage):\n content: Any = Field(default=\"\")\n\n\ndef _convert_pydantic_dict_to_message(\n data: MessageLikeRepresentation,\n) -> MessageLikeRepresentation:\n \"\"\"Convert a dictionary to a message object if it matches message format.\"\"\"\n if (\n isinstance(data, dict)\n and \"content\" in data\n and isinstance(data.get(\"type\"), str)\n ):\n _type = data.pop(\"type\")\n return _message_from_dict({\"data\": data, \"type\": _type})\n return data\n\n\ndef add_messages_liberal(left: Messages, right: Messages):\n # coerce to list\n if not isinstance(left, list):\n left = [left]\n if not isinstance(right, list):\n right = [right]\n return add_messages(\n [_convert_pydantic_dict_to_message(m) for m in left],\n [_convert_pydantic_dict_to_message(m) for m in right],\n )\n" }, { "path": "backend/app/parsing.py", "content": "\"\"\"Module contains logic for parsing binary blobs into text.\"\"\"\nfrom langchain_community.document_loaders.parsers import BS4HTMLParser, PDFMinerParser\nfrom langchain_community.document_loaders.parsers.generic import MimeTypeBasedParser\nfrom langchain_community.document_loaders.parsers.msword import MsWordParser\nfrom langchain_community.document_loaders.parsers.txt import TextParser\n\nHANDLERS = {\n \"application/pdf\": PDFMinerParser(),\n \"text/plain\": TextParser(),\n \"text/html\": BS4HTMLParser(),\n \"application/msword\": MsWordParser(),\n \"application/vnd.openxmlformats-officedocument.wordprocessingml.document\": (\n MsWordParser()\n ),\n}\n\nSUPPORTED_MIMETYPES = sorted(HANDLERS.keys())\n\n# PUBLIC API\n\nMIMETYPE_BASED_PARSER = MimeTypeBasedParser(\n handlers=HANDLERS,\n fallback_parser=None,\n)\n" }, { "path": "backend/app/retrieval.py", "content": "import operator\nfrom typing import Annotated, List, Sequence, TypedDict\nfrom uuid import uuid4\n\nfrom langchain_core.language_models.base import LanguageModelLike\nfrom langchain_core.messages import AIMessage, BaseMessage, HumanMessage, SystemMessage\nfrom langchain_core.prompts import PromptTemplate\nfrom langchain_core.retrievers import BaseRetriever\nfrom langchain_core.runnables import chain\nfrom langgraph.checkpoint.base import BaseCheckpointSaver\nfrom langgraph.graph import END\nfrom langgraph.graph.state import StateGraph\n\nfrom app.message_types import LiberalToolMessage, add_messages_liberal\n\nsearch_prompt = PromptTemplate.from_template(\n \"\"\"Given the conversation below, come up with a search query to look up.\n\nThis search query can be either a few words or question\n\nReturn ONLY this search query, nothing more.\n\n>>> Conversation:\n{conversation}\n>>> END OF CONVERSATION\n\nRemember, return ONLY the search query that will help you when formulating a response to the above conversation.\"\"\"\n)\n\n\nresponse_prompt_template = \"\"\"{instructions}\n\nRespond to the user using ONLY the context provided below. Do not make anything up.\n\n{context}\"\"\"\n\n\ndef get_retrieval_executor(\n llm: LanguageModelLike,\n retriever: BaseRetriever,\n system_message: str,\n checkpoint: BaseCheckpointSaver,\n):\n class AgentState(TypedDict):\n messages: Annotated[List[BaseMessage], add_messages_liberal]\n msg_count: Annotated[int, operator.add]\n\n def _get_messages(messages):\n chat_history = []\n for m in messages:\n if isinstance(m, AIMessage):\n if not m.tool_calls:\n chat_history.append(m)\n if isinstance(m, HumanMessage):\n chat_history.append(m)\n response = messages[-1].content\n content = \"\\n\".join([d[\"page_content\"] for d in response])\n return [\n SystemMessage(\n content=response_prompt_template.format(\n instructions=system_message, context=content\n )\n )\n ] + chat_history\n\n @chain\n async def get_search_query(messages: Sequence[BaseMessage]):\n convo = []\n for m in messages:\n if isinstance(m, AIMessage):\n if \"function_call\" not in m.additional_kwargs:\n convo.append(f\"AI: {m.content}\")\n if isinstance(m, HumanMessage):\n convo.append(f\"Human: {m.content}\")\n conversation = \"\\n\".join(convo)\n prompt = await search_prompt.ainvoke({\"conversation\": conversation})\n response = await llm.ainvoke(prompt, {\"tags\": [\"nostream\"]})\n return response\n\n async def invoke_retrieval(state: AgentState):\n messages = state[\"messages\"]\n if len(messages) == 1:\n human_input = messages[-1].content\n return {\n \"messages\": [\n AIMessage(\n content=\"\",\n tool_calls=[\n {\n \"id\": uuid4().hex,\n \"name\": \"retrieval\",\n \"args\": {\"query\": human_input},\n }\n ],\n )\n ]\n }\n else:\n search_query = await get_search_query.ainvoke(messages)\n return {\n \"messages\": [\n AIMessage(\n id=search_query.id,\n content=\"\",\n tool_calls=[\n {\n \"id\": uuid4().hex,\n \"name\": \"retrieval\",\n \"args\": {\"query\": search_query.content},\n }\n ],\n )\n ]\n }\n\n async def retrieve(state: AgentState):\n messages = state[\"messages\"]\n params = messages[-1].tool_calls[0]\n query = params[\"args\"][\"query\"]\n response = await retriever.ainvoke(query)\n response = [doc.model_dump() for doc in response]\n msg = LiberalToolMessage(\n name=\"retrieval\", content=response, tool_call_id=params[\"id\"]\n )\n return {\"messages\": [msg], \"msg_count\": 1}\n\n def call_model(state: AgentState):\n messages = state[\"messages\"]\n response = llm.invoke(_get_messages(messages))\n return {\"messages\": [response], \"msg_count\": 1}\n\n workflow = StateGraph(AgentState)\n workflow.add_node(\"invoke_retrieval\", invoke_retrieval)\n workflow.add_node(\"retrieve\", retrieve)\n workflow.add_node(\"response\", call_model)\n workflow.set_entry_point(\"invoke_retrieval\")\n workflow.add_edge(\"invoke_retrieval\", \"retrieve\")\n workflow.add_edge(\"retrieve\", \"response\")\n workflow.add_edge(\"response\", END)\n app = workflow.compile(checkpointer=checkpoint)\n return app\n" }, { "path": "backend/app/schema.py", "content": "from datetime import datetime\nfrom typing import Optional\n\nfrom pydantic import BaseModel\n\n\nclass User(BaseModel):\n user_id: str\n \"\"\"The ID of the user.\"\"\"\n sub: str\n \"\"\"The sub of the user (from a JWT token).\"\"\"\n created_at: datetime\n \"\"\"The time the user was created.\"\"\"\n\n\nclass Assistant(BaseModel):\n assistant_id: str\n \"\"\"The ID of the assistant.\"\"\"\n user_id: str\n \"\"\"The ID of the user that owns the assistant.\"\"\"\n name: str\n \"\"\"The name of the assistant.\"\"\"\n config: dict\n \"\"\"The assistant config.\"\"\"\n updated_at: datetime\n \"\"\"The last time the assistant was updated.\"\"\"\n public: bool = False\n \"\"\"Whether the assistant is public.\"\"\"\n\n\nclass Thread(BaseModel):\n thread_id: str\n \"\"\"The ID of the thread.\"\"\"\n user_id: str\n \"\"\"The ID of the user that owns the thread.\"\"\"\n assistant_id: Optional[str] = None\n \"\"\"The assistant that was used in conjunction with this thread.\"\"\"\n name: str\n \"\"\"The name of the thread.\"\"\"\n updated_at: datetime\n \"\"\"The last time the thread was updated.\"\"\"\n metadata: Optional[dict] = None\n" }, { "path": "backend/app/server.py", "content": "import os\nfrom pathlib import Path\n\nimport orjson\nimport structlog\nfrom fastapi import FastAPI, Form, UploadFile\nfrom fastapi.exceptions import HTTPException\nfrom fastapi.staticfiles import StaticFiles\n\nimport app.storage as storage\nfrom app.api import router as api_router\nfrom app.auth.handlers import AuthedUser\nfrom app.lifespan import lifespan\nfrom app.upload import convert_ingestion_input_to_blob, ingest_runnable\n\nlogger = structlog.get_logger(__name__)\n\napp = FastAPI(title=\"OpenGPTs API\", lifespan=lifespan)\n\n\n# Get root of app, used to point to directory containing static files\nROOT = Path(__file__).parent.parent\n\n\napp.include_router(api_router)\n\n\n@app.post(\"/ingest\", description=\"Upload files to the given assistant.\")\nasync def ingest_files(\n files: list[UploadFile], user: AuthedUser, config: str = Form(...)\n) -> None:\n \"\"\"Ingest a list of files.\"\"\"\n config = orjson.loads(config)\n\n assistant_id = config[\"configurable\"].get(\"assistant_id\")\n if assistant_id is not None:\n assistant = await storage.get_assistant(user.user_id, assistant_id)\n if assistant is None:\n raise HTTPException(status_code=404, detail=\"Assistant not found.\")\n\n thread_id = config[\"configurable\"].get(\"thread_id\")\n if thread_id is not None:\n thread = await storage.get_thread(user.user_id, thread_id)\n if thread is None:\n raise HTTPException(status_code=404, detail=\"Thread not found.\")\n\n file_blobs = [convert_ingestion_input_to_blob(file) for file in files]\n return ingest_runnable.batch(file_blobs, config)\n\n\n@app.get(\"/health\")\nasync def health() -> dict:\n return {\"status\": \"ok\"}\n\n\nui_dir = str(ROOT / \"ui\")\n\nif os.path.exists(ui_dir):\n app.mount(\"\", StaticFiles(directory=ui_dir, html=True), name=\"ui\")\nelse:\n logger.warn(\"No UI directory found, serving API only.\")\n\nif __name__ == \"__main__\":\n import uvicorn\n\n uvicorn.run(app, host=\"0.0.0.0\", port=8100)\n" }, { "path": "backend/app/storage.py", "content": "from datetime import datetime, timezone\nfrom typing import Any, List, Optional, Sequence, Union\n\nfrom langchain_core.messages import AnyMessage\nfrom langchain_core.runnables import RunnableConfig\n\nfrom app.agent import agent\nfrom app.lifespan import get_pg_pool\nfrom app.schema import Assistant, Thread, User\n\n\nasync def list_assistants(user_id: str) -> List[Assistant]:\n \"\"\"List all assistants for the current user.\"\"\"\n async with get_pg_pool().acquire() as conn:\n records = await conn.fetch(\n \"SELECT * FROM assistant WHERE user_id = $1\", user_id\n )\n return [Assistant(**record) for record in records]\n\n\nasync def get_assistant(user_id: str, assistant_id: str) -> Optional[Assistant]:\n \"\"\"Get an assistant by ID.\"\"\"\n async with get_pg_pool().acquire() as conn:\n record = await conn.fetchrow(\n \"SELECT * FROM assistant WHERE assistant_id = $1 AND (user_id = $2 OR public IS true)\",\n assistant_id,\n user_id,\n )\n if record is None:\n return None\n return Assistant(**record)\n\n\nasync def list_public_assistants() -> List[Assistant]:\n \"\"\"List all the public assistants.\"\"\"\n async with get_pg_pool().acquire() as conn:\n records = await conn.fetch(\"SELECT * FROM assistant WHERE public IS true\")\n return [Assistant(**record) for record in records]\n\n\nasync def put_assistant(\n user_id: str, assistant_id: str, *, name: str, config: dict, public: bool = False\n) -> Assistant:\n \"\"\"Modify an assistant.\n\n Args:\n user_id: The user ID.\n assistant_id: The assistant ID.\n name: The assistant name.\n config: The assistant config.\n public: Whether the assistant is public.\n\n Returns:\n return the assistant model if no exception is raised.\n \"\"\"\n updated_at = datetime.now(timezone.utc)\n async with get_pg_pool().acquire() as conn:\n async with conn.transaction():\n await conn.execute(\n (\n \"INSERT INTO assistant (assistant_id, user_id, name, config, updated_at, public) VALUES ($1, $2, $3, $4, $5, $6) \"\n \"ON CONFLICT (assistant_id) DO UPDATE SET \"\n \"user_id = EXCLUDED.user_id, \"\n \"name = EXCLUDED.name, \"\n \"config = EXCLUDED.config, \"\n \"updated_at = EXCLUDED.updated_at, \"\n \"public = EXCLUDED.public;\"\n ),\n assistant_id,\n user_id,\n name,\n config,\n updated_at,\n public,\n )\n return Assistant(\n assistant_id=assistant_id,\n user_id=user_id,\n name=name,\n config=config,\n updated_at=updated_at,\n public=public,\n )\n\n\nasync def delete_assistant(user_id: str, assistant_id: str) -> None:\n \"\"\"Delete an assistant by ID.\"\"\"\n async with get_pg_pool().acquire() as conn:\n await conn.execute(\n \"DELETE FROM assistant WHERE assistant_id = $1 AND user_id = $2\",\n assistant_id,\n user_id,\n )\n\n\nasync def list_threads(user_id: str) -> List[Thread]:\n \"\"\"List all threads for the current user.\"\"\"\n async with get_pg_pool().acquire() as conn:\n records = await conn.fetch(\"SELECT * FROM thread WHERE user_id = $1\", user_id)\n return [Thread(**record) for record in records]\n\n\nasync def get_thread(user_id: str, thread_id: str) -> Optional[Thread]:\n \"\"\"Get a thread by ID.\"\"\"\n async with get_pg_pool().acquire() as conn:\n record = await conn.fetchrow(\n \"SELECT * FROM thread WHERE thread_id = $1 AND user_id = $2\",\n thread_id,\n user_id,\n )\n if record is None:\n return None\n return Thread(**record)\n\n\nasync def get_thread_state(*, user_id: str, thread_id: str, assistant: Assistant):\n \"\"\"Get state for a thread.\"\"\"\n state = await agent.aget_state(\n {\n \"configurable\": {\n **assistant.config[\"configurable\"],\n \"thread_id\": thread_id,\n \"assistant_id\": assistant.assistant_id,\n }\n }\n )\n # Keep original format - return values as is\n values = state.values if state.values else None\n\n return {\n \"values\": values,\n \"next\": state.next,\n }\n\n\nasync def update_thread_state(\n config: RunnableConfig,\n values: Union[Sequence[AnyMessage], dict[str, Any]],\n *,\n user_id: str,\n assistant: Assistant,\n):\n \"\"\"Add state to a thread.\"\"\"\n # Get the current state to determine the format\n current_state = await agent.aget_state(\n {\n \"configurable\": {\n **assistant.config[\"configurable\"],\n **config[\"configurable\"],\n \"assistant_id\": assistant.assistant_id,\n }\n }\n )\n\n # If current state is a dict (retrieval agent), maintain dict structure\n if current_state.values and isinstance(current_state.values, dict):\n if isinstance(values, dict):\n state_values = values\n else:\n # Update just the messages in the existing state\n state_values = {**current_state.values, \"messages\": values}\n else:\n # For message-only states (tools_agent, chatbot), just use the messages\n state_values = (\n values if isinstance(values, dict) and \"messages\" in values else values\n )\n\n await agent.aupdate_state(\n {\n \"configurable\": {\n **assistant.config[\"configurable\"],\n **config[\"configurable\"],\n \"assistant_id\": assistant.assistant_id,\n }\n },\n state_values,\n )\n\n\nasync def get_thread_history(*, user_id: str, thread_id: str, assistant: Assistant):\n \"\"\"Get the history of a thread.\"\"\"\n return [\n {\n \"values\": c.values,\n \"next\": c.next,\n \"config\": c.config,\n \"parent\": c.parent_config,\n }\n async for c in agent.aget_state_history(\n {\n \"configurable\": {\n **assistant.config[\"configurable\"],\n \"thread_id\": thread_id,\n \"assistant_id\": assistant.assistant_id,\n }\n }\n )\n ]\n\n\ndef get_assistant_type(config: dict) -> str:\n \"\"\"Extract assistant type from config, handling both old and new formats.\"\"\"\n configurable = config.get(\"configurable\", {})\n\n # First try direct type key (old format)\n if \"type\" in configurable:\n return configurable[\"type\"]\n\n # Default fallback\n return \"chatbot\"\n\n\nasync def put_thread(\n user_id: str, thread_id: str, *, assistant_id: str, name: str\n) -> Thread:\n \"\"\"Modify a thread.\"\"\"\n updated_at = datetime.now(timezone.utc)\n assistant = await get_assistant(user_id, assistant_id)\n metadata = (\n {\"assistant_type\": get_assistant_type(assistant.config)} if assistant else None\n )\n async with get_pg_pool().acquire() as conn:\n await conn.execute(\n (\n \"INSERT INTO thread (thread_id, user_id, assistant_id, name, updated_at, metadata) VALUES ($1, $2, $3, $4, $5, $6) \"\n \"ON CONFLICT (thread_id) DO UPDATE SET \"\n \"user_id = EXCLUDED.user_id,\"\n \"assistant_id = EXCLUDED.assistant_id, \"\n \"name = EXCLUDED.name, \"\n \"updated_at = EXCLUDED.updated_at, \"\n \"metadata = EXCLUDED.metadata;\"\n ),\n thread_id,\n user_id,\n assistant_id,\n name,\n updated_at,\n metadata,\n )\n return Thread(\n thread_id=thread_id,\n user_id=user_id,\n assistant_id=assistant_id,\n name=name,\n updated_at=updated_at,\n metadata=metadata,\n )\n\n\nasync def delete_thread(user_id: str, thread_id: str):\n \"\"\"Delete a thread by ID.\"\"\"\n async with get_pg_pool().acquire() as conn:\n await conn.execute(\n \"DELETE FROM thread WHERE thread_id = $1 AND user_id = $2\",\n thread_id,\n user_id,\n )\n\n\nasync def get_or_create_user(sub: str) -> tuple[User, bool]:\n \"\"\"Returns a tuple of the user and a boolean indicating whether the user was created.\"\"\"\n async with get_pg_pool().acquire() as conn:\n if record := await conn.fetchrow('SELECT * FROM \"user\" WHERE sub = $1', sub):\n return User(**record), False\n record = await conn.fetchrow(\n 'INSERT INTO \"user\" (sub) VALUES ($1) RETURNING *', sub\n )\n return User(**record), True\n" }, { "path": "backend/app/stream.py", "content": "import functools\nfrom typing import Any, AsyncIterator, Dict, Optional, Sequence, Union\n\nimport orjson\nimport structlog\nfrom langchain_core.messages import AnyMessage, BaseMessage, message_chunk_to_message\nfrom langchain_core.runnables import Runnable, RunnableConfig\n\nlogger = structlog.get_logger(__name__)\n\nMessagesStream = AsyncIterator[Union[list[AnyMessage], str]]\n\n\nasync def astream_state(\n app: Runnable,\n input: Union[Sequence[AnyMessage], Dict[str, Any]],\n config: RunnableConfig,\n) -> MessagesStream:\n \"\"\"Stream messages from the runnable.\"\"\"\n root_run_id: Optional[str] = None\n messages: dict[str, BaseMessage] = {}\n\n async for event in app.astream_events(\n input, config, version=\"v1\", stream_mode=\"values\", exclude_tags=[\"nostream\"]\n ):\n if event[\"event\"] == \"on_chain_start\" and not root_run_id:\n root_run_id = event[\"run_id\"]\n yield root_run_id\n elif event[\"event\"] == \"on_chain_stream\" and event[\"run_id\"] == root_run_id:\n new_messages: list[BaseMessage] = []\n\n # event[\"data\"][\"chunk\"] is a Sequence[AnyMessage] or a Dict[str, Any]\n state_chunk_msgs: Union[Sequence[AnyMessage], Dict[str, Any]] = event[\n \"data\"\n ][\"chunk\"]\n if isinstance(state_chunk_msgs, dict):\n state_chunk_msgs = event[\"data\"][\"chunk\"][\"messages\"]\n\n for msg in state_chunk_msgs:\n msg_id = msg[\"id\"] if isinstance(msg, dict) else msg.id\n if msg_id in messages and msg == messages[msg_id]:\n continue\n else:\n messages[msg_id] = msg\n new_messages.append(msg)\n if new_messages:\n yield new_messages\n elif event[\"event\"] == \"on_chat_model_stream\":\n message: BaseMessage = event[\"data\"][\"chunk\"]\n if message.id not in messages:\n messages[message.id] = message\n else:\n messages[message.id] += message\n yield [messages[message.id]]\n\n\ndef _default(obj) -> Any:\n if hasattr(obj, \"dict\") and callable(obj.dict):\n return obj.dict()\n raise TypeError(f\"Object of type {obj.__class__.__name__} is not JSON serializable\")\n\n\ndumps = functools.partial(orjson.dumps, default=_default)\n\n\nasync def to_sse(messages_stream: MessagesStream) -> AsyncIterator[dict]:\n \"\"\"Consume the stream into an EventSourceResponse\"\"\"\n try:\n async for chunk in messages_stream:\n # EventSourceResponse expects a string for data\n # so after serializing into bytes, we decode into utf-8\n # to get a string.\n if isinstance(chunk, str):\n yield {\n \"event\": \"metadata\",\n \"data\": orjson.dumps({\"run_id\": chunk}).decode(),\n }\n else:\n yield {\n \"event\": \"data\",\n \"data\": dumps(\n [message_chunk_to_message(msg) for msg in chunk]\n ).decode(),\n }\n except Exception:\n logger.warn(\"error in stream\", exc_info=True)\n yield {\n \"event\": \"error\",\n # Do not expose the error message to the client since\n # the message may contain sensitive information.\n # We'll add client side errors for validation as well.\n \"data\": orjson.dumps(\n {\"status_code\": 500, \"message\": \"Internal Server Error\"}\n ).decode(),\n }\n\n # Send an end event to signal the end of the stream\n yield {\"event\": \"end\"}\n" }, { "path": "backend/app/tools.py", "content": "from enum import Enum\nfrom functools import lru_cache\nfrom typing import Annotated, Literal\n\nfrom langchain.tools.retriever import create_retriever_tool\nfrom langchain_community.agent_toolkits.connery import ConneryToolkit\nfrom langchain_community.retrievers.kay import KayAiRetriever\nfrom langchain_community.retrievers.pubmed import PubMedRetriever\nfrom langchain_community.retrievers.wikipedia import WikipediaRetriever\nfrom langchain_community.retrievers.you import YouRetriever\nfrom langchain_community.tools.arxiv.tool import ArxivQueryRun\nfrom langchain_community.tools.connery import ConneryService\nfrom langchain_community.tools.ddg_search.tool import DuckDuckGoSearchRun\nfrom langchain_community.tools.tavily_search import (\n TavilyAnswer as _TavilyAnswer,\n)\nfrom langchain_community.tools.tavily_search import (\n TavilySearchResults,\n)\nfrom langchain_community.utilities.arxiv import ArxivAPIWrapper\nfrom langchain_community.utilities.dalle_image_generator import DallEAPIWrapper\nfrom langchain_community.utilities.tavily_search import TavilySearchAPIWrapper\nfrom langchain_core.tools import Tool\nfrom pydantic import BaseModel, Field\nfrom typing_extensions import TypedDict\n\nfrom app.upload import vstore\n\n\nclass DDGInput(BaseModel):\n query: Annotated[str, Field(description=\"search query to look up\")]\n\n\nclass ArxivInput(BaseModel):\n query: Annotated[str, Field(description=\"search query to look up\")]\n\n\nclass PythonREPLInput(BaseModel):\n query: Annotated[str, Field(description=\"python command to run\")]\n\n\nclass DallEInput(BaseModel):\n query: Annotated[str, Field(description=\"image description to generate image from\")]\n\n\nclass AvailableTools(str, Enum):\n ACTION_SERVER = \"action_server_by_sema4ai\"\n CONNERY = \"ai_action_runner_by_connery\"\n DDG_SEARCH = \"ddg_search\"\n TAVILY = \"search_tavily\"\n TAVILY_ANSWER = \"search_tavily_answer\"\n RETRIEVAL = \"retrieval\"\n ARXIV = \"arxiv\"\n YOU_SEARCH = \"you_search\"\n SEC_FILINGS = \"sec_filings_kai_ai\"\n PRESS_RELEASES = \"press_releases_kai_ai\"\n PUBMED = \"pubmed\"\n WIKIPEDIA = \"wikipedia\"\n DALL_E = \"dall_e\"\n\n\nclass ToolConfig(TypedDict):\n ...\n\n\nclass BaseTool(BaseModel):\n type: AvailableTools\n name: str\n description: str\n config: ToolConfig = Field(default_factory=dict)\n multi_use: bool = False\n\n\nclass ActionServerConfig(ToolConfig):\n url: str\n api_key: str\n\n\nclass ActionServer(BaseTool):\n type: Literal[AvailableTools.ACTION_SERVER] = AvailableTools.ACTION_SERVER\n name: Literal[\"Action Server by Sema4.ai\"] = \"Action Server by Sema4.ai\"\n description: Literal[\n (\n \"Run AI actions with \"\n \"[Sema4.ai Action Server](https://github.com/Sema4AI/actions).\"\n )\n ] = (\n \"Run AI actions with \"\n \"[Sema4.ai Action Server](https://github.com/Sema4AI/actions).\"\n )\n config: ActionServerConfig\n multi_use: Literal[True] = True\n\n\nclass Connery(BaseTool):\n type: Literal[AvailableTools.CONNERY] = AvailableTools.CONNERY\n name: Literal[\"AI Action Runner by Connery\"] = \"AI Action Runner by Connery\"\n description: Literal[\n (\n \"Connect OpenGPTs to the real world with \"\n \"[Connery](https://github.com/connery-io/connery).\"\n )\n ] = (\n \"Connect OpenGPTs to the real world with \"\n \"[Connery](https://github.com/connery-io/connery).\"\n )\n\n\nclass DDGSearch(BaseTool):\n type: Literal[AvailableTools.DDG_SEARCH] = AvailableTools.DDG_SEARCH\n name: Literal[\"DuckDuckGo Search\"] = \"DuckDuckGo Search\"\n description: Literal[\n \"Search the web with [DuckDuckGo](https://pypi.org/project/duckduckgo-search/).\"\n ] = \"Search the web with [DuckDuckGo](https://pypi.org/project/duckduckgo-search/).\"\n\n\nclass Arxiv(BaseTool):\n type: Literal[AvailableTools.ARXIV] = AvailableTools.ARXIV\n name: Literal[\"Arxiv\"] = \"Arxiv\"\n description: Literal[\n \"Searches [Arxiv](https://arxiv.org/).\"\n ] = \"Searches [Arxiv](https://arxiv.org/).\"\n\n\nclass YouSearch(BaseTool):\n type: Literal[AvailableTools.YOU_SEARCH] = AvailableTools.YOU_SEARCH\n name: Literal[\"You.com Search\"] = \"You.com Search\"\n description: Literal[\n \"Uses [You.com](https://you.com/) search, optimized responses for LLMs.\"\n ] = \"Uses [You.com](https://you.com/) search, optimized responses for LLMs.\"\n\n\nclass SecFilings(BaseTool):\n type: Literal[AvailableTools.SEC_FILINGS] = AvailableTools.SEC_FILINGS\n name: Literal[\"SEC Filings (Kay.ai)\"] = \"SEC Filings (Kay.ai)\"\n description: Literal[\n \"Searches through SEC filings using [Kay.ai](https://www.kay.ai/).\"\n ] = \"Searches through SEC filings using [Kay.ai](https://www.kay.ai/).\"\n\n\nclass PressReleases(BaseTool):\n type: Literal[AvailableTools.PRESS_RELEASES] = AvailableTools.PRESS_RELEASES\n name: Literal[\"Press Releases (Kay.ai)\"] = \"Press Releases (Kay.ai)\"\n description: Literal[\n \"Searches through press releases using [Kay.ai](https://www.kay.ai/).\"\n ] = \"Searches through press releases using [Kay.ai](https://www.kay.ai/).\"\n\n\nclass PubMed(BaseTool):\n type: Literal[AvailableTools.PUBMED] = AvailableTools.PUBMED\n name: Literal[\"PubMed\"] = \"PubMed\"\n description: Literal[\n \"Searches [PubMed](https://pubmed.ncbi.nlm.nih.gov/).\"\n ] = \"Searches [PubMed](https://pubmed.ncbi.nlm.nih.gov/).\"\n\n\nclass Wikipedia(BaseTool):\n type: Literal[AvailableTools.WIKIPEDIA] = AvailableTools.WIKIPEDIA\n name: Literal[\"Wikipedia\"] = \"Wikipedia\"\n description: Literal[\n \"Searches [Wikipedia](https://pypi.org/project/wikipedia/).\"\n ] = \"Searches [Wikipedia](https://pypi.org/project/wikipedia/).\"\n\n\nclass Tavily(BaseTool):\n type: Literal[AvailableTools.TAVILY] = AvailableTools.TAVILY\n name: Literal[\"Search (Tavily)\"] = \"Search (Tavily)\"\n description: Literal[\n (\n \"Uses the [Tavily](https://app.tavily.com/) search engine. \"\n \"Includes sources in the response.\"\n )\n ] = (\n \"Uses the [Tavily](https://app.tavily.com/) search engine. \"\n \"Includes sources in the response.\"\n )\n\n\nclass TavilyAnswer(BaseTool):\n type: Literal[AvailableTools.TAVILY_ANSWER] = AvailableTools.TAVILY_ANSWER\n name: Literal[\"Search (short answer, Tavily)\"] = \"Search (short answer, Tavily)\"\n description: Literal[\n (\n \"Uses the [Tavily](https://app.tavily.com/) search engine. \"\n \"This returns only the answer, no supporting evidence.\"\n )\n ] = (\n \"Uses the [Tavily](https://app.tavily.com/) search engine. \"\n \"This returns only the answer, no supporting evidence.\"\n )\n\n\nclass Retrieval(BaseTool):\n type: Literal[AvailableTools.RETRIEVAL] = AvailableTools.RETRIEVAL\n name: Literal[\"Retrieval\"] = \"Retrieval\"\n description: Literal[\n \"Look up information in uploaded files.\"\n ] = \"Look up information in uploaded files.\"\n\n\nclass DallE(BaseTool):\n type: Literal[AvailableTools.DALL_E] = AvailableTools.DALL_E\n name: Literal[\"Generate Image (Dall-E)\"] = \"Generate Image (Dall-E)\"\n description: Literal[\n \"Generates images from a text description using OpenAI's DALL-E model.\"\n ] = \"Generates images from a text description using OpenAI's DALL-E model.\"\n\n\nRETRIEVAL_DESCRIPTION = \"\"\"Can be used to look up information that was uploaded to this assistant.\nIf the user is referencing particular files, that is often a good hint that information may be here.\nIf the user asks a vague question, they are likely meaning to look up info from this retriever, and you should call it!\"\"\"\n\n\ndef get_retriever(assistant_id: str, thread_id: str):\n return vstore.as_retriever(\n search_kwargs={\"filter\": {\"namespace\": {\"$in\": [assistant_id, thread_id]}}}\n )\n\n\n@lru_cache(maxsize=5)\ndef get_retrieval_tool(assistant_id: str, thread_id: str, description: str):\n return create_retriever_tool(\n get_retriever(assistant_id, thread_id),\n \"Retriever\",\n description,\n )\n\n\n@lru_cache(maxsize=1)\ndef _get_duck_duck_go():\n return DuckDuckGoSearchRun(args_schema=DDGInput)\n\n\n@lru_cache(maxsize=1)\ndef _get_arxiv():\n return ArxivQueryRun(api_wrapper=ArxivAPIWrapper(), args_schema=ArxivInput)\n\n\n@lru_cache(maxsize=1)\ndef _get_you_search():\n return create_retriever_tool(\n YouRetriever(n_hits=3, n_snippets_per_hit=3),\n \"you_search\",\n \"Searches for documents using You.com\",\n )\n\n\n@lru_cache(maxsize=1)\ndef _get_sec_filings():\n return create_retriever_tool(\n KayAiRetriever.create(\n dataset_id=\"company\", data_types=[\"10-K\", \"10-Q\"], num_contexts=3\n ),\n \"sec_filings_search\",\n \"Search for a query among SEC Filings\",\n )\n\n\n@lru_cache(maxsize=1)\ndef _get_press_releases():\n return create_retriever_tool(\n KayAiRetriever.create(\n dataset_id=\"company\", data_types=[\"PressRelease\"], num_contexts=6\n ),\n \"press_release_search\",\n \"Search for a query among press releases from US companies\",\n )\n\n\n@lru_cache(maxsize=1)\ndef _get_pubmed():\n return create_retriever_tool(\n PubMedRetriever(), \"pub_med_search\", \"Search for a query on PubMed\"\n )\n\n\n@lru_cache(maxsize=1)\ndef _get_wikipedia():\n return create_retriever_tool(\n WikipediaRetriever(), \"wikipedia\", \"Search for a query on Wikipedia\"\n )\n\n\n@lru_cache(maxsize=1)\ndef _get_tavily():\n tavily_search = TavilySearchAPIWrapper()\n return TavilySearchResults(api_wrapper=tavily_search, name=\"search_tavily\")\n\n\n@lru_cache(maxsize=1)\ndef _get_tavily_answer():\n tavily_search = TavilySearchAPIWrapper()\n return _TavilyAnswer(api_wrapper=tavily_search, name=\"search_tavily_answer\")\n\n\n@lru_cache(maxsize=1)\ndef _get_connery_actions():\n connery_service = ConneryService()\n connery_toolkit = ConneryToolkit.create_instance(connery_service)\n tools = connery_toolkit.get_tools()\n return tools\n\n\n@lru_cache(maxsize=1)\ndef _get_dalle_tools():\n return Tool(\n \"Dall-E-Image-Generator\",\n DallEAPIWrapper(size=\"1024x1024\", quality=\"hd\").run,\n \"A wrapper around OpenAI DALL-E API. Useful for when you need to generate images from a text description. Input should be an image description.\",\n )\n\n\nTOOLS = {\n AvailableTools.CONNERY: _get_connery_actions,\n AvailableTools.DDG_SEARCH: _get_duck_duck_go,\n AvailableTools.ARXIV: _get_arxiv,\n AvailableTools.YOU_SEARCH: _get_you_search,\n AvailableTools.SEC_FILINGS: _get_sec_filings,\n AvailableTools.PRESS_RELEASES: _get_press_releases,\n AvailableTools.PUBMED: _get_pubmed,\n AvailableTools.TAVILY: _get_tavily,\n AvailableTools.WIKIPEDIA: _get_wikipedia,\n AvailableTools.TAVILY_ANSWER: _get_tavily_answer,\n AvailableTools.DALL_E: _get_dalle_tools,\n}\n" }, { "path": "backend/app/upload.py", "content": "\"\"\"API to deal with file uploads via a runnable.\n\nFor now this code assumes that the content is a base64 encoded string.\n\nThe details here might change in the future.\n\nFor the time being, upload and ingestion are coupled\n\"\"\"\n\nfrom __future__ import annotations\n\nimport mimetypes\nimport os\nfrom typing import BinaryIO, List, Optional\n\nfrom fastapi import UploadFile\nfrom langchain_community.vectorstores.pgvector import PGVector\nfrom langchain_core.document_loaders.blob_loaders import Blob\nfrom langchain_core.runnables import (\n ConfigurableField,\n RunnableConfig,\n RunnableSerializable,\n)\nfrom langchain_core.vectorstores import VectorStore\nfrom langchain_openai import AzureOpenAIEmbeddings, OpenAIEmbeddings\nfrom langchain_text_splitters import RecursiveCharacterTextSplitter, TextSplitter\nfrom pydantic import ConfigDict\n\nfrom app.ingest import ingest_blob\nfrom app.parsing import MIMETYPE_BASED_PARSER\n\n\ndef _guess_mimetype(file_name: str, file_bytes: bytes) -> str:\n \"\"\"Guess the mime-type of a file based on its name or bytes.\"\"\"\n # Guess based on the file extension\n mime_type, _ = mimetypes.guess_type(file_name)\n\n # Return detected mime type from mimetypes guess, unless it's None\n if mime_type:\n return mime_type\n\n # Signature-based detection for common types\n if file_bytes.startswith(b\"%PDF\"):\n return \"application/pdf\"\n elif file_bytes.startswith(\n (b\"\\x50\\x4B\\x03\\x04\", b\"\\x50\\x4B\\x05\\x06\", b\"\\x50\\x4B\\x07\\x08\")\n ):\n return \"application/vnd.openxmlformats-officedocument.spreadsheetml.sheet\"\n elif file_bytes.startswith(b\"\\xd0\\xcf\\x11\\xe0\\xa1\\xb1\\x1a\\xe1\"):\n return \"application/msword\"\n elif file_bytes.startswith(b\"\\x09\\x00\\xff\\x00\\x06\\x00\"):\n return \"application/vnd.ms-excel\"\n\n # Check for CSV-like plain text content (commas, tabs, newlines)\n try:\n decoded = file_bytes[:1024].decode(\"utf-8\", errors=\"ignore\")\n if all(char in decoded for char in (\",\", \"\\n\")) or all(\n char in decoded for char in (\"\\t\", \"\\n\")\n ):\n return \"text/csv\"\n elif decoded.isprintable() or decoded == \"\":\n return \"text/plain\"\n except UnicodeDecodeError:\n pass\n\n return \"application/octet-stream\"\n\n\ndef convert_ingestion_input_to_blob(file: UploadFile) -> Blob:\n \"\"\"Convert ingestion input to blob.\"\"\"\n file_data = file.file.read()\n file_name = file.filename\n\n # Check if file_name is a valid string\n if not isinstance(file_name, str):\n raise TypeError(f\"Expected string for file name, got {type(file_name)}\")\n\n mimetype = _guess_mimetype(file_name, file_data)\n return Blob.from_data(\n data=file_data,\n path=file_name,\n mime_type=mimetype,\n )\n\n\ndef _determine_azure_or_openai_embeddings() -> PGVector:\n if os.environ.get(\"OPENAI_API_KEY\"):\n return PGVector(\n connection_string=PG_CONNECTION_STRING,\n embedding_function=OpenAIEmbeddings(),\n use_jsonb=True,\n )\n if os.environ.get(\"AZURE_OPENAI_API_KEY\"):\n return PGVector(\n connection_string=PG_CONNECTION_STRING,\n embedding_function=AzureOpenAIEmbeddings(\n azure_endpoint=os.environ.get(\"AZURE_OPENAI_API_BASE\"),\n azure_deployment=os.environ.get(\n \"AZURE_OPENAI_EMBEDDINGS_DEPLOYMENT_NAME\"\n ),\n openai_api_version=os.environ.get(\"AZURE_OPENAI_API_VERSION\"),\n ),\n use_jsonb=True,\n )\n raise ValueError(\n \"Either OPENAI_API_KEY or AZURE_OPENAI_API_KEY needs to be set for embeddings to work.\"\n )\n\n\nclass IngestRunnable(RunnableSerializable[BinaryIO, List[str]]):\n \"\"\"Runnable for ingesting files into a vectorstore.\"\"\"\n\n text_splitter: TextSplitter\n vectorstore: VectorStore\n assistant_id: Optional[str] = None\n thread_id: Optional[str] = None\n \"\"\"Ingested documents will be associated with assistant_id or thread_id.\n \n ID is used as the namespace, and is filtered on at query time.\n \"\"\"\n\n model_config = ConfigDict(arbitrary_types_allowed=True)\n\n @property\n def namespace(self) -> str:\n if (self.assistant_id is None and self.thread_id is None) or (\n self.assistant_id is not None and self.thread_id is not None\n ):\n raise ValueError(\n \"Exactly one of assistant_id or thread_id must be provided\"\n )\n return self.assistant_id if self.assistant_id is not None else self.thread_id\n\n def invoke(self, blob: Blob, config: Optional[RunnableConfig] = None) -> List[str]:\n out = ingest_blob(\n blob,\n MIMETYPE_BASED_PARSER,\n self.text_splitter,\n self.vectorstore,\n self.namespace,\n )\n return out\n\n\nPG_CONNECTION_STRING = PGVector.connection_string_from_db_params(\n driver=\"psycopg2\",\n host=os.environ[\"POSTGRES_HOST\"],\n port=int(os.environ[\"POSTGRES_PORT\"]),\n database=os.environ[\"POSTGRES_DB\"],\n user=os.environ[\"POSTGRES_USER\"],\n password=os.environ[\"POSTGRES_PASSWORD\"],\n)\nvstore = _determine_azure_or_openai_embeddings()\n\n\ningest_runnable = IngestRunnable(\n text_splitter=RecursiveCharacterTextSplitter(chunk_size=1000, chunk_overlap=200),\n vectorstore=vstore,\n).configurable_fields(\n assistant_id=ConfigurableField(\n id=\"assistant_id\",\n annotation=Optional[str],\n name=\"Assistant ID\",\n ),\n thread_id=ConfigurableField(\n id=\"thread_id\",\n annotation=Optional[str],\n name=\"Thread ID\",\n ),\n)\n" }, { "path": "backend/log_config.json", "content": "{\n \"version\": 1,\n \"disable_existing_loggers\": false,\n \"formatters\": {\n \"default\": {\n \"()\": \"uvicorn.logging.DefaultFormatter\",\n \"fmt\": \"%(asctime)s - %(name)s - %(levelprefix)s %(message)s\"\n },\n \"access\": {\n \"()\": \"uvicorn.logging.AccessFormatter\",\n \"fmt\": \"%(asctime)s - %(name)s - %(levelprefix)s %(client_addr)s - \\\"%(request_line)s\\\" %(status_code)s\"\n },\n \"json\": {\n \"()\": \"pythonjsonlogger.jsonlogger.JsonFormatter\",\n \"fmt\": \"%(asctime)s - %(name)s - %(levelname)s %(message)s\"\n }\n },\n \"handlers\": {\n \"default\": {\n \"formatter\": \"default\",\n \"class\": \"logging.StreamHandler\",\n \"stream\": \"ext://sys.stderr\"\n },\n \"access\": {\n \"formatter\": \"access\",\n \"class\": \"logging.StreamHandler\",\n \"stream\": \"ext://sys.stdout\"\n },\n \"file\": {\n \"formatter\": \"json\",\n \"class\": \"logging.handlers.RotatingFileHandler\",\n \"filename\": \"./app.log\",\n \"mode\": \"a+\",\n \"maxBytes\": 10000000,\n \"backupCount\": 1\n }\n },\n \"root\": {\n \"handlers\": [\n \"default\",\n \"file\"\n ],\n \"level\": \"INFO\"\n },\n \"loggers\": {\n \"app\": {\n \"handlers\": [\n \"default\",\n \"file\"\n ],\n \"level\": \"INFO\",\n \"propagate\": false\n },\n \"uvicorn\": {\n \"handlers\": [\n \"default\",\n \"file\"\n ],\n \"level\": \"INFO\",\n \"propagate\": false\n },\n \"uvicorn.access\": {\n \"handlers\": [\n \"access\",\n \"file\"\n ],\n \"level\": \"INFO\",\n \"propagate\": false\n }\n }\n}" }, { "path": "backend/migrations/000001_create_extensions_and_first_tables.down.sql", "content": "DROP TABLE IF EXISTS thread;\nDROP TABLE IF EXISTS assistant;\nDROP TABLE IF EXISTS checkpoints;\n" }, { "path": "backend/migrations/000001_create_extensions_and_first_tables.up.sql", "content": "CREATE EXTENSION IF NOT EXISTS vector;\nCREATE EXTENSION IF NOT EXISTS \"uuid-ossp\";\n\nCREATE TABLE IF NOT EXISTS assistant (\n assistant_id UUID PRIMARY KEY DEFAULT uuid_generate_v4(),\n user_id VARCHAR(255) NOT NULL,\n name VARCHAR(255) NOT NULL,\n config JSON NOT NULL,\n updated_at TIMESTAMP WITH TIME ZONE DEFAULT (CURRENT_TIMESTAMP AT TIME ZONE 'UTC'),\n public BOOLEAN NOT NULL\n);\n\nCREATE TABLE IF NOT EXISTS thread (\n thread_id UUID PRIMARY KEY DEFAULT uuid_generate_v4(),\n assistant_id UUID REFERENCES assistant(assistant_id) ON DELETE SET NULL,\n user_id VARCHAR(255) NOT NULL,\n name VARCHAR(255) NOT NULL,\n updated_at TIMESTAMP WITH TIME ZONE DEFAULT (CURRENT_TIMESTAMP AT TIME ZONE 'UTC')\n);\n\nCREATE TABLE IF NOT EXISTS checkpoints (\n thread_id TEXT PRIMARY KEY,\n checkpoint BYTEA\n);" }, { "path": "backend/migrations/000002_checkpoints_update_schema.down.sql", "content": "ALTER TABLE checkpoints\n DROP CONSTRAINT IF EXISTS checkpoints_pkey,\n ADD PRIMARY KEY (thread_id),\n DROP COLUMN IF EXISTS thread_ts,\n DROP COLUMN IF EXISTS parent_ts;\n" }, { "path": "backend/migrations/000002_checkpoints_update_schema.up.sql", "content": "ALTER TABLE checkpoints\n ADD COLUMN IF NOT EXISTS thread_ts TIMESTAMPTZ,\n ADD COLUMN IF NOT EXISTS parent_ts TIMESTAMPTZ;\n\nUPDATE checkpoints\n SET thread_ts = CURRENT_TIMESTAMP AT TIME ZONE 'UTC'\nWHERE thread_ts IS NULL;\n\nALTER TABLE checkpoints\n DROP CONSTRAINT IF EXISTS checkpoints_pkey,\n ADD PRIMARY KEY (thread_id, thread_ts)\n" }, { "path": "backend/migrations/000003_create_user.down.sql", "content": "ALTER TABLE assistant\n DROP CONSTRAINT fk_assistant_user_id,\n ALTER COLUMN user_id TYPE VARCHAR USING (user_id::text);\n\nALTER TABLE thread\n DROP CONSTRAINT fk_thread_user_id,\n ALTER COLUMN user_id TYPE VARCHAR USING (user_id::text);\n\nDROP TABLE IF EXISTS \"user\";" }, { "path": "backend/migrations/000003_create_user.up.sql", "content": "CREATE TABLE IF NOT EXISTS \"user\" (\n user_id UUID PRIMARY KEY DEFAULT uuid_generate_v4(),\n sub VARCHAR(255) UNIQUE NOT NULL,\n created_at TIMESTAMP WITH TIME ZONE DEFAULT (CURRENT_TIMESTAMP AT TIME ZONE 'UTC')\n);\n\nINSERT INTO \"user\" (user_id, sub)\nSELECT DISTINCT user_id::uuid, user_id\nFROM assistant\nWHERE user_id IS NOT NULL\nON CONFLICT (user_id) DO NOTHING;\n\nINSERT INTO \"user\" (user_id, sub)\nSELECT DISTINCT user_id::uuid, user_id\nFROM thread\nWHERE user_id IS NOT NULL\nON CONFLICT (user_id) DO NOTHING;\n\nALTER TABLE assistant\n ALTER COLUMN user_id TYPE UUID USING (user_id::UUID),\n ADD CONSTRAINT fk_assistant_user_id FOREIGN KEY (user_id) REFERENCES \"user\"(user_id);\n\nALTER TABLE thread\n ALTER COLUMN user_id TYPE UUID USING (user_id::UUID),\n ADD CONSTRAINT fk_thread_user_id FOREIGN KEY (user_id) REFERENCES \"user\"(user_id);" }, { "path": "backend/migrations/000004_add_metadata_to_thread.down.sql", "content": "ALTER TABLE thread\nDROP COLUMN metadata;" }, { "path": "backend/migrations/000004_add_metadata_to_thread.up.sql", "content": "ALTER TABLE thread\nADD COLUMN metadata JSONB;\n\nUPDATE thread\nSET metadata = json_build_object(\n 'assistant_type', (SELECT config->'configurable'->>'type'\n FROM assistant\n WHERE assistant.assistant_id = thread.assistant_id)\n);" }, { "path": "backend/migrations/000005_advanced_checkpoints_schema.down.sql", "content": "-- Drop the blob storage table\nDROP TABLE IF EXISTS checkpoint_blobs;\n\n-- Drop the writes tracking table\nDROP TABLE IF EXISTS checkpoint_writes;\n\n-- Drop the new checkpoints table that was created by the application\nDROP TABLE IF EXISTS checkpoints;\n\n-- Restore the original checkpoints table by renaming old_checkpoints back\n-- This preserves the original data that was saved before the migration\nALTER TABLE old_checkpoints RENAME TO checkpoints;" }, { "path": "backend/migrations/000005_advanced_checkpoints_schema.up.sql", "content": "-- BREAKING CHANGE WARNING:\n-- This migration represents a transition from pickle-based checkpointing to a new checkpoint system.\n-- As a result, any threads created before this migration will not be usable/clickable in the UI.\n-- old thread data remains in old_checkpoints table but cannot be accessed by the new version.\n\n-- Rename existing checkpoints table to preserve current data\n-- This is necessary because the application will create a new checkpoints table\n-- with an updated schema during runtime initialization.\nALTER TABLE checkpoints RENAME TO old_checkpoints;" }, { "path": "backend/pyproject.toml", "content": "[tool.poetry]\nname = \"opengpts\"\nversion = \"0.1.0\"\ndescription = \"\"\nauthors = [\"Your Name \"]\nreadme = \"README.md\"\npackages = [{include = \"app\"}]\n\n[tool.poetry.dependencies]\npython = \"^3.9.0,<3.12\"\nsse-starlette = \"^1.6.5\"\ntomli-w = \"^1.0.0\"\nuvicorn = \"^0.23.2\"\nfastapi = \"^0.103.2\"\n# Uncomment if you need to work from a development branch\n# This will only work for local development though!\n# langchain = { git = \"git@github.com:langchain-ai/langchain.git/\", branch = \"nc/subclass-runnable-binding\" , subdirectory = \"libs/langchain\"}\norjson = \"^3.9.10\"\npython-multipart = \"^0.0.6\"\ntiktoken = \"^0\"\nlangchain = \"^0.3\"\nlanggraph = \"0.2.45\"\nlanggraph-checkpoint-postgres = \"^2.0.2\"\npydantic = \"^2\"\nlangchain-openai = \"^0.2\"\nbeautifulsoup4 = \"^4.12.3\"\nboto3 = \"^1.34.28\"\nduckduckgo-search = \"^5.3.0\"\narxiv = \"^2.1.0\"\nkay = \"^0.1.2\"\nxmltodict = \"^0.13.0\"\nwikipedia = \"^1.4.0\"\nlangchain-google-vertexai = \"^2.0\"\nlangchain-google-community = \"^2.0.1\"\nsetuptools = \"^69.0.3\"\npdfminer-six = \"^20231228\"\nfireworks-ai = \"^0.11.2\"\nhttpx = { version = \"^0\", extras = [\"socks\"] }\nunstructured = {extras = [\"doc\", \"docx\"], version = \"^0\"}\npgvector = \"^0.2.5\"\npsycopg2-binary = \"^2.9.9\"\nasyncpg = \"^0.29.0\"\nlangchain-core = \"^0.3\"\npyjwt = {extras = [\"crypto\"], version = \"^2.8.0\"}\nlangchain-anthropic = \"^0.2\"\nstructlog = \"^24.1.0\"\npython-json-logger = \"^2.0.7\"\n\n[tool.poetry.group.dev.dependencies]\nuvicorn = \"^0.23.2\"\npygithub = \"^2.1.1\"\n\n[tool.poetry.group.lint.dependencies]\nruff = \"^0.1.4\"\ncodespell = \"^2.2.0\"\n\n[tool.poetry.group.test.dependencies]\npytest = \"^7.2.1\"\npytest-cov = \"^4.0.0\"\npytest-asyncio = \"^0.21.1\"\npytest-mock = \"^3.11.1\"\npytest-socket = \"^0.6.0\"\npytest-watch = \"^4.2.0\"\npytest-timeout = \"^2.2.0\"\n\n[tool.coverage.run]\nomit = [\n \"tests/*\",\n]\n\n[tool.pytest.ini_options]\n# --strict-markers will raise errors on unknown marks.\n# https://docs.pytest.org/en/7.1.x/how-to/mark.html#raising-errors-on-unknown-marks\n#\n# https://docs.pytest.org/en/7.1.x/reference/reference.html\n# --strict-config any warnings encountered while parsing the `pytest`\n# section of the configuration file raise errors.\naddopts = \"--strict-markers --strict-config --durations=5 -vv\"\n# Use global timeout of 30 seconds for now.\n# Most tests should be closer to ~100 ms, but some of the tests involve\n# parsing files. We can adjust on a per test basis later on.\ntimeout = 30\nasyncio_mode = \"auto\"\n\n\n[build-system]\nrequires = [\"poetry-core\"]\nbuild-backend = \"poetry.core.masonry.api\"\n" }, { "path": "backend/tests/__init__.py", "content": "" }, { "path": "backend/tests/unit_tests/__init__.py", "content": "" }, { "path": "backend/tests/unit_tests/agent_executor/__init__.py", "content": "" }, { "path": "backend/tests/unit_tests/agent_executor/test_parsing.py", "content": "\"\"\"Test parsing logic.\"\"\"\nimport mimetypes\n\nfrom langchain_community.document_loaders import Blob\n\nfrom app.parsing import MIMETYPE_BASED_PARSER, SUPPORTED_MIMETYPES\nfrom tests.unit_tests.fixtures import get_sample_paths\n\n\ndef test_list_of_supported_mimetypes() -> None:\n \"\"\"This list should generally grow! Protecting against typos in mimetypes.\"\"\"\n assert SUPPORTED_MIMETYPES == [\n \"application/msword\",\n \"application/pdf\",\n \"application/vnd.openxmlformats-officedocument.wordprocessingml.document\",\n \"text/html\",\n \"text/plain\",\n ]\n\n\ndef test_attempt_to_parse_each_fixture() -> None:\n \"\"\"Attempt to parse supported fixtures.\"\"\"\n seen_mimetypes = set()\n for path in get_sample_paths():\n type_, _ = mimetypes.guess_type(path)\n if type_ not in SUPPORTED_MIMETYPES:\n continue\n seen_mimetypes.add(type_)\n blob = Blob.from_path(path)\n documents = MIMETYPE_BASED_PARSER.parse(blob)\n try:\n assert len(documents) == 1\n doc = documents[0]\n assert \"source\" in doc.metadata\n assert doc.metadata[\"source\"] == str(path)\n assert \"🦜\" in doc.page_content\n except Exception as e:\n raise AssertionError(f\"Failed to parse {path}\") from e\n\n known_missing = {\"application/msword\"}\n assert set(SUPPORTED_MIMETYPES) - known_missing == seen_mimetypes\n" }, { "path": "backend/tests/unit_tests/agent_executor/test_upload.py", "content": "from io import BytesIO\n\nfrom fastapi import UploadFile\nfrom langchain.text_splitter import RecursiveCharacterTextSplitter\n\nfrom app.upload import IngestRunnable, _guess_mimetype, convert_ingestion_input_to_blob\nfrom tests.unit_tests.fixtures import get_sample_paths\nfrom tests.unit_tests.utils import InMemoryVectorStore\n\n\ndef test_ingestion_runnable() -> None:\n \"\"\"Test ingestion runnable\"\"\"\n vectorstore = InMemoryVectorStore()\n splitter = RecursiveCharacterTextSplitter()\n runnable = IngestRunnable(\n text_splitter=splitter,\n vectorstore=vectorstore,\n input_key=\"file_contents\",\n assistant_id=\"TheParrot\",\n )\n # Simulate file data\n file_data = BytesIO(b\"test data\")\n file_data.seek(0)\n # Create UploadFile object\n file = UploadFile(filename=\"testfile.txt\", file=file_data)\n\n # Convert the file to blob\n blob = convert_ingestion_input_to_blob(file)\n ids = runnable.invoke(blob)\n assert len(ids) == 1\n\n\ndef test_mimetype_guessing() -> None:\n \"\"\"Verify mimetype guessing for all fixtures.\"\"\"\n name_to_mime = {}\n for file in sorted(get_sample_paths()):\n data = file.read_bytes()\n name_to_mime[file.name] = _guess_mimetype(file.name, data)\n\n assert {\n \"sample.docx\": (\n \"application/vnd.openxmlformats-officedocument.wordprocessingml.document\"\n ),\n \"sample.epub\": \"application/epub+zip\",\n \"sample.html\": \"text/html\",\n \"sample.odt\": \"application/vnd.oasis.opendocument.text\",\n \"sample.pdf\": \"application/pdf\",\n \"sample.rtf\": \"application/rtf\",\n \"sample.txt\": \"text/plain\",\n } == name_to_mime\n" }, { "path": "backend/tests/unit_tests/app/__init__.py", "content": "" }, { "path": "backend/tests/unit_tests/app/helpers.py", "content": "from contextlib import asynccontextmanager\n\nfrom httpx import AsyncClient\nfrom typing_extensions import AsyncGenerator\n\n\n@asynccontextmanager\nasync def get_client() -> AsyncGenerator[AsyncClient, None]:\n \"\"\"Get the app.\"\"\"\n from app.server import app\n\n async with AsyncClient(app=app, base_url=\"http://test\") as ac:\n yield ac\n" }, { "path": "backend/tests/unit_tests/app/test_app.py", "content": "\"\"\"Test the server and client together.\"\"\"\n\nfrom typing import Optional, Sequence\nfrom uuid import uuid4\n\nimport asyncpg\nfrom pydantic import BaseModel\n\nfrom app.schema import Assistant, Thread\nfrom tests.unit_tests.app.helpers import get_client\n\n\ndef _project(model: BaseModel, *, exclude_keys: Optional[Sequence[str]] = None) -> dict:\n \"\"\"Return a dict with only the keys specified.\"\"\"\n d = model.model_dump()\n _exclude = set(exclude_keys) if exclude_keys else set()\n return {k: v for k, v in d.items() if k not in _exclude}\n\n\nasync def test_list_and_create_assistants(pool: asyncpg.pool.Pool) -> None:\n \"\"\"Test list and create assistants.\"\"\"\n headers = {\"Cookie\": \"opengpts_user_id=1\"}\n aid = str(uuid4())\n\n async with pool.acquire() as conn:\n assert len(await conn.fetch(\"SELECT * FROM assistant;\")) == 0\n\n async with get_client() as client:\n response = await client.get(\n \"/assistants/\",\n headers=headers,\n )\n assert response.status_code == 200\n\n assert response.json() == []\n\n # Create an assistant\n response = await client.put(\n f\"/assistants/{aid}\",\n json={\"name\": \"bobby\", \"config\": {}, \"public\": False},\n headers=headers,\n )\n assert response.status_code == 200\n assistant = Assistant.model_validate(response.json())\n assert _project(assistant, exclude_keys=[\"updated_at\", \"user_id\"]) == {\n \"assistant_id\": aid,\n \"config\": {},\n \"name\": \"bobby\",\n \"public\": False,\n }\n async with pool.acquire() as conn:\n assert len(await conn.fetch(\"SELECT * FROM assistant;\")) == 1\n\n response = await client.get(\"/assistants/\", headers=headers)\n assistants = [Assistant.model_validate(d) for d in response.json()]\n assert [\n _project(d, exclude_keys=[\"updated_at\", \"user_id\"]) for d in assistants\n ] == [\n {\n \"assistant_id\": aid,\n \"config\": {},\n \"name\": \"bobby\",\n \"public\": False,\n }\n ]\n\n response = await client.put(\n f\"/assistants/{aid}\",\n json={\"name\": \"bobby\", \"config\": {}, \"public\": False},\n headers=headers,\n )\n\n assistant = Assistant.model_validate(response.json())\n assert _project(assistant, exclude_keys=[\"updated_at\", \"user_id\"]) == {\n \"assistant_id\": aid,\n \"config\": {},\n \"name\": \"bobby\",\n \"public\": False,\n }\n\n # Check not visible to other users\n headers = {\"Cookie\": \"opengpts_user_id=2\"}\n response = await client.get(\"/assistants/\", headers=headers)\n assert response.status_code == 200, response.text\n assert response.json() == []\n\n\nasync def test_threads(pool: asyncpg.pool.Pool) -> None:\n \"\"\"Test put thread.\"\"\"\n headers = {\"Cookie\": \"opengpts_user_id=1\"}\n aid = str(uuid4())\n tid = str(uuid4())\n\n async with get_client() as client:\n response = await client.put(\n f\"/assistants/{aid}\",\n json={\n \"name\": \"assistant\",\n \"config\": {\"configurable\": {\"type\": \"chatbot\"}},\n \"public\": False,\n },\n headers=headers,\n )\n\n response = await client.put(\n f\"/threads/{tid}\",\n json={\"name\": \"bobby\", \"assistant_id\": aid},\n headers=headers,\n )\n assert response.status_code == 200, response.text\n _ = Thread.model_validate(response.json())\n\n response = await client.get(f\"/threads/{tid}/state\", headers=headers)\n assert response.status_code == 200\n assert response.json() == {\"values\": None, \"next\": []}\n\n response = await client.get(\"/threads/\", headers=headers)\n\n assert response.status_code == 200\n threads = [Thread.model_validate(d) for d in response.json()]\n assert [\n _project(d, exclude_keys=[\"updated_at\", \"user_id\"]) for d in threads\n ] == [\n {\n \"assistant_id\": aid,\n \"name\": \"bobby\",\n \"thread_id\": tid,\n \"metadata\": {\"assistant_type\": \"chatbot\"},\n }\n ]\n\n response = await client.put(\n f\"/threads/{tid}\",\n headers={\"Cookie\": \"opengpts_user_id=2\"},\n )\n assert response.status_code == 422\n" }, { "path": "backend/tests/unit_tests/app/test_auth.py", "content": "from base64 import b64encode\nfrom datetime import datetime, timedelta, timezone\nfrom typing import Optional\nfrom unittest.mock import MagicMock, patch\n\nimport jwt\n\nfrom app.auth.handlers import AuthedUser, get_auth_handler\nfrom app.auth.settings import (\n AuthType,\n JWTSettingsLocal,\n JWTSettingsOIDC,\n)\nfrom app.auth.settings import (\n settings as auth_settings,\n)\nfrom app.server import app\nfrom tests.unit_tests.app.helpers import get_client\n\n\n@app.get(\"/me\")\nasync def me(user: AuthedUser) -> dict:\n return user.model_dump()\n\n\ndef _create_jwt(\n key: str, alg: str, payload: dict, headers: Optional[dict] = None\n) -> str:\n return jwt.encode(payload, key, algorithm=alg, headers=headers)\n\n\nasync def test_noop():\n get_auth_handler.cache_clear()\n auth_settings.auth_type = AuthType.NOOP\n sub = \"user_noop\"\n\n async with get_client() as client:\n response = await client.get(\"/me\", cookies={\"opengpts_user_id\": sub})\n assert response.status_code == 200\n assert response.json()[\"sub\"] == sub\n\n\nasync def test_jwt_local():\n get_auth_handler.cache_clear()\n auth_settings.auth_type = AuthType.JWT_LOCAL\n key = \"key\"\n auth_settings.jwt_local = JWTSettingsLocal(\n alg=\"HS256\",\n iss=\"issuer\",\n aud=\"audience\",\n decode_key_b64=b64encode(key.encode(\"utf-8\")),\n )\n sub = \"user_jwt_local\"\n\n token = _create_jwt(\n key=key,\n alg=auth_settings.jwt_local.alg,\n payload={\n \"sub\": sub,\n \"iss\": auth_settings.jwt_local.iss,\n \"aud\": auth_settings.jwt_local.aud,\n \"exp\": datetime.now(timezone.utc) + timedelta(days=1),\n },\n )\n\n async with get_client() as client:\n response = await client.get(\"/me\", headers={\"Authorization\": f\"Bearer {token}\"})\n assert response.status_code == 200\n assert response.json()[\"sub\"] == sub\n\n # Test invalid token\n async with get_client() as client:\n response = await client.get(\"/me\", headers={\"Authorization\": \"Bearer xyz\"})\n assert response.status_code == 401\n\n\nasync def test_jwt_oidc():\n get_auth_handler.cache_clear()\n auth_settings.auth_type = AuthType.JWT_OIDC\n auth_settings.jwt_oidc = JWTSettingsOIDC(iss=\"issuer\", aud=\"audience\")\n sub = \"user_jwt_oidc\"\n key = \"key\"\n alg = \"HS256\"\n\n token = _create_jwt(\n key=key,\n alg=alg,\n payload={\n \"sub\": sub,\n \"iss\": auth_settings.jwt_oidc.iss,\n \"aud\": auth_settings.jwt_oidc.aud,\n \"exp\": datetime.now(timezone.utc) + timedelta(days=1),\n },\n headers={\"kid\": \"kid\", \"alg\": alg},\n )\n\n mock_jwk_client = MagicMock()\n mock_jwk_client.get_signing_key.return_value = MagicMock(key=key)\n\n with patch(\n \"app.auth.handlers.JWTAuthOIDC._get_jwk_client\", return_value=mock_jwk_client\n ):\n async with get_client() as client:\n response = await client.get(\n \"/me\", headers={\"Authorization\": f\"Bearer {token}\"}\n )\n assert response.status_code == 200\n assert response.json()[\"sub\"] == sub\n" }, { "path": "backend/tests/unit_tests/conftest.py", "content": "import asyncio\nimport os\nimport subprocess\n\nimport asyncpg\nimport pytest\n\nfrom app.auth.settings import AuthType\nfrom app.auth.settings import settings as auth_settings\nfrom app.lifespan import get_pg_pool, lifespan\nfrom app.server import app\n\nauth_settings.auth_type = AuthType.NOOP\n\n# Temporary handling of environment variables for testing\nos.environ[\"OPENAI_API_KEY\"] = \"test\"\n\nTEST_DB = \"test\"\nassert os.environ[\"POSTGRES_DB\"] != TEST_DB, \"Test and main database conflict.\"\nos.environ[\"POSTGRES_DB\"] = TEST_DB\n\n\nasync def _get_conn() -> asyncpg.Connection:\n return await asyncpg.connect(\n user=os.environ[\"POSTGRES_USER\"],\n password=os.environ[\"POSTGRES_PASSWORD\"],\n host=os.environ[\"POSTGRES_HOST\"],\n port=os.environ[\"POSTGRES_PORT\"],\n database=\"postgres\",\n )\n\n\nasync def _create_test_db() -> None:\n \"\"\"Check if the test database exists and create it if it doesn't.\"\"\"\n conn = await _get_conn()\n exists = await conn.fetchval(\"SELECT 1 FROM pg_database WHERE datname=$1\", TEST_DB)\n if not exists:\n await conn.execute(f'CREATE DATABASE \"{TEST_DB}\"')\n await conn.close()\n\n\nasync def _drop_test_db() -> None:\n \"\"\"Check if the test database exists and if so, drop it.\"\"\"\n conn = await _get_conn()\n exists = await conn.fetchval(\"SELECT 1 FROM pg_database WHERE datname=$1\", TEST_DB)\n if exists:\n await conn.execute(f'DROP DATABASE \"{TEST_DB}\" WITH (FORCE)')\n await conn.close()\n\n\ndef _migrate_test_db() -> None:\n subprocess.run([\"make\", \"migrate\"], check=True)\n\n\n@pytest.fixture(scope=\"session\")\nasync def _init_db():\n \"\"\"Initialize the test database.\"\"\"\n await _drop_test_db() # In case previous test session was abruptly terminated\n await _create_test_db()\n _migrate_test_db()\n\n\n@pytest.fixture(scope=\"session\")\nasync def pool(_init_db):\n \"\"\"Initialize database pool with checkpointer.\"\"\"\n async with lifespan(app):\n yield get_pg_pool()\n await _drop_test_db()\n\n\n@pytest.fixture(scope=\"function\", autouse=True)\nasync def clear_test_db(pool):\n \"\"\"Truncate all tables before each test.\"\"\"\n async with pool.acquire() as conn:\n query = \"\"\"\n DO\n $$\n DECLARE\n r RECORD;\n BEGIN\n FOR r IN (SELECT tablename FROM pg_tables WHERE schemaname = 'public') LOOP\n EXECUTE 'TRUNCATE TABLE ' || quote_ident(r.tablename) || ' CASCADE;';\n END LOOP;\n END\n $$;\n \"\"\"\n await conn.execute(query)\n\n\n@pytest.fixture(scope=\"session\")\ndef event_loop(request):\n loop = asyncio.get_event_loop_policy().new_event_loop()\n yield loop\n loop.close()\n" }, { "path": "backend/tests/unit_tests/fixtures/__init__.py", "content": "from pathlib import Path\nfrom typing import List\n\nHERE = Path(__file__).parent\n\n# PUBLIC API\n\n\ndef get_sample_paths() -> List[Path]:\n \"\"\"List all fixtures.\"\"\"\n return list(HERE.glob(\"sample.*\"))\n" }, { "path": "backend/tests/unit_tests/fixtures/sample.html", "content": "

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\"\"

" }, { "path": "backend/tests/unit_tests/fixtures/sample.rtf", "content": "{\\rtf1\\ansi\\ansicpg1252\\uc0\\stshfdbch0\\stshfloch0\\stshfhich0\\stshfbi0\\deff0\\adeff0{\\fonttbl{\\f0\\froman\\fcharset0\\fprq2{\\*\\panose 02020603050405020304}Times New Roman;}{\\f1\\froman\\fcharset2\\fprq2{\\*\\panose 05050102010706020507}Symbol;}{\\f2\\fswiss\\fcharset0\\fprq2{\\*\\panose 020b0604020202020204}Arial;}}{\\colortbl;\\red0\\green0\\blue0;\\red17\\green85\\blue204;\r\n\\red67\\green67\\blue67;\\red102\\green102\\blue102;}{\\stylesheet{\\s0\\snext0\\sqformat\\spriority0\\fi0\\sb0\\sa0\\aspalpha\\aspnum\\adjustright\\widctlpar\\ltrpar\\li0\\lin0\\ri0\\rin0\\ql\\faauto\\sl276\\slmult1\\rtlch\\ab0\\ai0\\af2\\afs22\\ltrch\\b0\\i0\\fs22\\loch\\af2\\dbch\\af2\\hich\\f2\\strike0\\ulnone\\cf1 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Bibliography;\r\n\\lsdsemihidden1\\lsdunhideused1\\lsdqformat1\\lsdpriority39 TOC Heading;}}}" }, { "path": "backend/tests/unit_tests/fixtures/sample.txt", "content": "🦜️ LangChain\r\n\r\n\r\n\r\n\r\nUnderline\r\n\r\n\r\nBold\r\n\r\n\r\nItalics\r\n\r\n\r\n\r\n\r\n\r\n\r\n\tCol 1\r\n\tCol 2\r\n\tRow 1\r\n\t1\r\n\t2\r\n\tRow 2\r\n\t3\r\n\t4\r\n\t\r\n\r\n\r\n\r\nLink: https://www.langchain.com/\r\n\r\n\r\n\r\n\r\n* Item 1\r\n* Item 2\r\n* Item 3\r\n* We also love cats 🐱\r\n\r\n\r\nImage" }, { "path": "backend/tests/unit_tests/test_imports.py", "content": "\"\"\"Shallow tests that make sure we can at least import the code.\"\"\"\n\n\ndef test_import_app() -> None:\n \"\"\"Test import app\"\"\"\n import app # noqa: F401\n" }, { "path": "backend/tests/unit_tests/utils.py", "content": "\"\"\"Test ingestion utilities.\"\"\"\nfrom typing import Any, Dict, Iterable, List, Optional, Sequence, Type\n\nfrom langchain.schema import Document\nfrom langchain.schema.embeddings import Embeddings\nfrom langchain.schema.vectorstore import VST, VectorStore\n\n\nclass InMemoryVectorStore(VectorStore):\n \"\"\"In-memory implementation of VectorStore using a dictionary.\"\"\"\n\n def __init__(self) -> None:\n \"\"\"Vector store interface for testing things in memory.\"\"\"\n self.store: Dict[str, Document] = {}\n\n def delete(self, ids: Optional[Sequence[str]] = None, **kwargs: Any) -> None:\n \"\"\"Delete the given documents from the store using their IDs.\"\"\"\n if ids:\n for _id in ids:\n self.store.pop(_id, None)\n\n async def adelete(self, ids: Optional[Sequence[str]] = None, **kwargs: Any) -> None:\n \"\"\"Delete the given documents from the store using their IDs.\"\"\"\n if ids:\n for _id in ids:\n self.store.pop(_id, None)\n\n def add_documents(\n self,\n documents: Sequence[Document],\n *,\n ids: Optional[Sequence[str]] = None,\n **kwargs: Any,\n ) -> List[str]:\n \"\"\"Add the given documents to the store (insert behavior).\"\"\"\n if ids and len(ids) != len(documents):\n raise ValueError(\n f\"Expected {len(ids)} ids, got {len(documents)} documents.\"\n )\n\n if not ids:\n start_idx = max(self.store.keys(), default=0)\n ids = [str(x) for x in (range(start_idx, start_idx + len(documents)))]\n\n for _id, document in zip(ids, documents):\n if _id in self.store:\n raise ValueError(\n f\"Document with uid {_id} already exists in the store.\"\n )\n self.store[_id] = document\n return ids\n\n async def aadd_documents(\n self,\n documents: Sequence[Document],\n *,\n ids: Optional[Sequence[str]] = None,\n **kwargs: Any,\n ) -> List[str]:\n if ids and len(ids) != len(documents):\n raise ValueError(\n f\"Expected {len(ids)} ids, got {len(documents)} documents.\"\n )\n\n if not ids:\n start_idx = max(self.store.keys(), default=0)\n ids = [str(x) for x in (range(start_idx, start_idx + len(documents)))]\n\n for _id, document in zip(ids, documents):\n if _id in self.store:\n raise ValueError(\n f\"Document with uid {_id} already exists in the store.\"\n )\n self.store[_id] = document\n return list(ids)\n\n def add_texts(\n self,\n texts: Iterable[str],\n metadatas: Optional[List[Dict[Any, Any]]] = None,\n **kwargs: Any,\n ) -> List[str]:\n \"\"\"Add the given texts to the store (insert behavior).\"\"\"\n\n raise NotImplementedError()\n\n @classmethod\n def from_texts(\n cls: Type[VST],\n texts: List[str],\n embedding: Embeddings,\n metadatas: Optional[List[Dict[Any, Any]]] = None,\n **kwargs: Any,\n ) -> VST:\n \"\"\"Create a vector store from a list of texts.\"\"\"\n raise NotImplementedError()\n\n def similarity_search(\n self, query: str, k: int = 4, **kwargs: Any\n ) -> List[Document]:\n \"\"\"Find the most similar documents to the given query.\"\"\"\n raise NotImplementedError()\n" }, { "path": "docker-compose-prod.yml", "content": "version: \"3\"\n\nservices:\n postgres:\n image: pgvector/pgvector:pg16\n healthcheck:\n test: pg_isready -U $POSTGRES_USER\n start_interval: 1s\n start_period: 5s\n interval: 5s\n retries: 5\n ports:\n - \"5433:5432\"\n env_file:\n - .env\n volumes:\n - ./postgres-volume:/var/lib/postgresql/data\n postgres-setup:\n image: migrate/migrate\n depends_on:\n postgres:\n condition: service_healthy\n volumes:\n - ./backend/migrations:/migrations\n env_file:\n - .env\n command: [\"-path\", \"/migrations\", \"-database\", \"postgres://$POSTGRES_USER:$POSTGRES_PASSWORD@postgres:$POSTGRES_PORT/$POSTGRES_DB?sslmode=disable\", \"up\"]\n backend:\n container_name: opengpts-backend\n image: docker.io/langchain/open-gpts:latest\n ports:\n - \"8100:8000\" # Backend is accessible on localhost:8100 and serves the frontend\n depends_on:\n postgres-setup:\n condition: service_completed_successfully\n env_file:\n - .env\n environment:\n POSTGRES_HOST: \"postgres\"\n" }, { "path": "docker-compose.yml", "content": "version: \"3\"\n\nservices:\n postgres:\n image: pgvector/pgvector:pg16\n healthcheck:\n test: pg_isready -U $POSTGRES_USER\n start_interval: 1s\n start_period: 5s\n interval: 5s\n retries: 5\n ports:\n - \"5433:5432\"\n env_file:\n - .env\n volumes:\n - ./postgres-volume:/var/lib/postgresql/data\n postgres-setup:\n image: migrate/migrate\n depends_on:\n postgres:\n condition: service_healthy\n volumes:\n - ./backend/migrations:/migrations\n env_file:\n - .env\n command: [\"-path\", \"/migrations\", \"-database\", \"postgres://$POSTGRES_USER:$POSTGRES_PASSWORD@postgres:$POSTGRES_PORT/$POSTGRES_DB?sslmode=disable\", \"up\"]\n backend:\n container_name: opengpts-backend\n build:\n context: backend\n ports:\n - \"8100:8000\" # Backend is accessible on localhost:8100\n depends_on:\n postgres-setup:\n condition: service_completed_successfully\n env_file:\n - .env\n volumes:\n - ./backend:/backend\n environment:\n POSTGRES_HOST: \"postgres\"\n command:\n - --reload\n frontend:\n container_name: opengpts-frontend\n build:\n context: frontend\n depends_on:\n backend:\n condition: service_healthy\n volumes:\n - ./frontend/src:/frontend/src\n ports:\n - \"5173:5173\" # Frontend is accessible on localhost:5173\n environment:\n VITE_BACKEND_URL: \"http://backend:8000\"\n" }, { "path": "frontend/.eslintrc.cjs", "content": "module.exports = {\n root: true,\n env: { browser: true, es2020: true },\n extends: [\n \"eslint:recommended\",\n \"plugin:@typescript-eslint/recommended\",\n \"plugin:react-hooks/recommended\",\n ],\n ignorePatterns: [\"dist\", \".eslintrc.cjs\"],\n parser: \"@typescript-eslint/parser\",\n plugins: [\"react-refresh\"],\n rules: {\n \"react-refresh/only-export-components\": [\n \"warn\",\n { allowConstantExport: true },\n ],\n \"@typescript-eslint/no-unused-vars\": 0,\n },\n};\n" }, { "path": "frontend/.gitignore", "content": "# Logs\nlogs\n*.log\nnpm-debug.log*\nyarn-debug.log*\nyarn-error.log*\npnpm-debug.log*\nlerna-debug.log*\n\nnode_modules\ndist\ndist-ssr\n*.local\n\n# Editor directories and files\n.vscode/*\n!.vscode/extensions.json\n.idea\n.DS_Store\n*.suo\n*.ntvs*\n*.njsproj\n*.sln\n*.sw?\n" }, { "path": "frontend/Dockerfile", "content": "# Frontend Dockerfile\nFROM node:20\n\n# Set the working directory\nWORKDIR /frontend\n\n# Copy the package.json and yarn.lock\nCOPY ./package.json ./\nCOPY ./yarn.lock ./\n\n# Install Yarn and dependencies\nRUN yarn install\n\n# Copy the rest of the frontend code\nCOPY . .\n\n# Expose the port the frontend runs on\nEXPOSE 5173\n\n# Command to start the frontend\nCMD [\"yarn\", \"dev\"]\n" }, { "path": "frontend/README.md", "content": "# React + TypeScript + Vite\n\nThis template provides a minimal setup to get React working in Vite with HMR and some ESLint rules.\n\nCurrently, two official plugins are available:\n\n- [@vitejs/plugin-react](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react/README.md) uses [Babel](https://babeljs.io/) for Fast Refresh\n- [@vitejs/plugin-react-swc](https://github.com/vitejs/vite-plugin-react-swc) uses [SWC](https://swc.rs/) for Fast Refresh\n\n## Expanding the ESLint configuration\n\nIf you are developing a production application, we recommend updating the configuration to enable type aware lint rules:\n\n- Configure the top-level `parserOptions` property like this:\n\n```js\n parserOptions: {\n ecmaVersion: 'latest',\n sourceType: 'module',\n project: ['./tsconfig.json', './tsconfig.node.json'],\n tsconfigRootDir: __dirname,\n },\n```\n\n- Replace `plugin:@typescript-eslint/recommended` to `plugin:@typescript-eslint/recommended-type-checked` or `plugin:@typescript-eslint/strict-type-checked`\n- Optionally add `plugin:@typescript-eslint/stylistic-type-checked`\n- Install [eslint-plugin-react](https://github.com/jsx-eslint/eslint-plugin-react) and add `plugin:react/recommended` & `plugin:react/jsx-runtime` to the `extends` list\n" }, { "path": "frontend/index.html", "content": "\n\n \n \n \n OpenGPTs\n \n \n \n
\n \n \n\n" }, { "path": "frontend/package.json", "content": "{\n \"name\": \"frontend\",\n \"private\": true,\n \"version\": \"0.0.0\",\n \"packageManager\": \"yarn@1.22.19\",\n \"type\": \"module\",\n \"scripts\": {\n \"dev\": \"vite --host\",\n \"build\": \"tsc && vite build\",\n \"lint\": \"prettier -c src && tsc --noEmit && eslint src --ext ts,tsx --report-unused-disable-directives\",\n \"preview\": \"vite preview\",\n \"format\": \"prettier -w src\"\n },\n \"dependencies\": {\n \"@codemirror/lang-json\": \"^6.0.1\",\n \"@headlessui/react\": \"^1.7.17\",\n \"@heroicons/react\": \"^2.0.18\",\n \"@microsoft/fetch-event-source\": \"^2.0.1\",\n \"@tailwindcss/forms\": \"^0.5.6\",\n \"@tailwindcss/typography\": \"^0.5.10\",\n \"@uiw/react-codemirror\": \"^4.21.25\",\n \"clsx\": \"^2.0.0\",\n \"dompurify\": \"^3.0.6\",\n \"lodash\": \"^4.17.21\",\n \"marked\": \"^9.1.5\",\n \"react\": \"^18.2.0\",\n \"react-dom\": \"^18.2.0\",\n \"react-dropzone\": \"^14.2.3\",\n \"react-query\": \"^3.39.3\",\n \"react-router-dom\": \"^6.22.3\",\n \"tailwind-merge\": \"^2.0.0\",\n \"uuid\": \"^9.0.1\"\n },\n \"devDependencies\": {\n \"@types/dompurify\": \"^3.0.4\",\n \"@types/lodash\": \"^4.14.201\",\n \"@types/react\": \"^18.2.15\",\n \"@types/react-dom\": \"^18.2.7\",\n \"@types/uuid\": \"^9.0.8\",\n \"@typescript-eslint/eslint-plugin\": \"^6.0.0\",\n \"@typescript-eslint/parser\": \"^6.0.0\",\n \"@vitejs/plugin-react\": \"^4.0.3\",\n \"autoprefixer\": \"^10.4.16\",\n \"eslint\": \"^8.45.0\",\n \"eslint-plugin-react-hooks\": \"^4.6.0\",\n \"eslint-plugin-react-refresh\": \"^0.4.3\",\n \"postcss\": \"^8.4.31\",\n \"prettier\": \"^3.2.5\",\n \"tailwindcss\": \"^3.3.5\",\n \"typescript\": \"^5.0.2\",\n \"vite\": \"^4.4.5\"\n }\n}\n" }, { "path": "frontend/postcss.config.js", "content": "export default {\n plugins: {\n tailwindcss: {},\n autoprefixer: {},\n },\n}\n" }, { "path": "frontend/src/App.tsx", "content": "import { useCallback, useState } from \"react\";\nimport { InformationCircleIcon } from \"@heroicons/react/24/outline\";\nimport { Chat } from \"./components/Chat\";\nimport { ChatList } from \"./components/ChatList\";\nimport { Layout } from \"./components/Layout\";\nimport { NewChat } from \"./components/NewChat\";\nimport { useChatList } from \"./hooks/useChatList\";\nimport { useSchemas } from \"./hooks/useSchemas\";\nimport { useStreamState } from \"./hooks/useStreamState\";\nimport {\n useConfigList,\n Config as ConfigInterface,\n} from \"./hooks/useConfigList\";\nimport { Config } from \"./components/Config\";\nimport { MessageWithFiles } from \"./utils/formTypes.ts\";\nimport { useNavigate } from \"react-router-dom\";\nimport { useThreadAndAssistant } from \"./hooks/useThreadAndAssistant.ts\";\nimport { Message } from \"./types.ts\";\nimport { OrphanChat } from \"./components/OrphanChat.tsx\";\n\nfunction App(props: { edit?: boolean }) {\n const navigate = useNavigate();\n const [sidebarOpen, setSidebarOpen] = useState(false);\n const { chats, createChat, updateChat, deleteChat } = useChatList();\n const { configs, saveConfig, deleteConfig } = useConfigList();\n const { startStream, stopStream, stream } = useStreamState();\n const { configSchema, configDefaults } = useSchemas();\n\n const { currentChat, assistantConfig, isLoading } = useThreadAndAssistant();\n\n const startTurn = useCallback(\n async (\n message: MessageWithFiles | null,\n thread_id: string,\n assistantType: string,\n config?: Record,\n ) => {\n const files = message?.files || [];\n if (files.length > 0) {\n const formData = files.reduce((formData, file) => {\n formData.append(\"files\", file);\n return formData;\n }, new FormData());\n formData.append(\n \"config\",\n JSON.stringify({ configurable: { thread_id } }),\n );\n await fetch(`/ingest`, {\n method: \"POST\",\n body: formData,\n });\n }\n\n // eslint-disable-next-line @typescript-eslint/no-explicit-any\n let input: Message[] | Record | null = null;\n\n if (message) {\n // Set the input to an array of messages. This is the default input\n // format for all assistant types.\n input = [\n {\n content: message.message,\n additional_kwargs: {},\n type: \"human\",\n example: false,\n id: `human-${Math.random()}`,\n },\n ];\n\n if (assistantType === \"chat_retrieval\") {\n // The RAG assistant type requires an object with a `messages` field.\n input = {\n messages: input,\n };\n }\n }\n\n await startStream(input, thread_id, config);\n },\n [startStream],\n );\n\n const startChat = useCallback(\n async (config: ConfigInterface, message: MessageWithFiles) => {\n const chat = await createChat(message.message, config.assistant_id);\n navigate(`/thread/${chat.thread_id}`);\n const assistantType = config.config.configurable?.type as string;\n return startTurn(message, chat.thread_id, assistantType);\n },\n [createChat, navigate, startTurn],\n );\n\n const selectChat = useCallback(\n async (id: string | null) => {\n if (currentChat) {\n stopStream?.(true);\n }\n if (!id) {\n const firstAssistant = configs?.[0]?.assistant_id ?? null;\n navigate(firstAssistant ? `/assistant/${firstAssistant}` : \"/\");\n window.scrollTo({ top: 0 });\n } else {\n navigate(`/thread/${id}`);\n }\n if (sidebarOpen) {\n setSidebarOpen(false);\n }\n },\n [currentChat, sidebarOpen, stopStream, configs, navigate],\n );\n\n const selectConfig = useCallback(\n (id: string | null) => {\n navigate(id ? `/assistant/${id}` : \"/\");\n },\n [navigate],\n );\n\n return (\n \n {assistantConfig.name}\n {\n selectConfig(assistantConfig.assistant_id);\n }}\n />\n \n ) : null\n }\n sidebarOpen={sidebarOpen}\n setSidebarOpen={setSidebarOpen}\n sidebar={\n \n }\n >\n {currentChat && assistantConfig && (\n \n )}\n {currentChat && !assistantConfig && (\n \n )}\n {!currentChat && assistantConfig && !props.edit && (\n \n )}\n {!currentChat && assistantConfig && props.edit && (\n \n )}\n {!currentChat && !assistantConfig && !isLoading && (\n \n )}\n {isLoading &&
Loading...
}\n \n );\n}\n\nexport default App;\n" }, { "path": "frontend/src/api/assistants.ts", "content": "import { Config } from \"../hooks/useConfigList\";\n\nexport async function getAssistant(\n assistantId: string,\n): Promise {\n try {\n const response = await fetch(`/assistants/${assistantId}`);\n if (!response.ok) {\n return null;\n }\n return (await response.json()) as Config;\n } catch (error) {\n console.error(\"Failed to fetch assistant:\", error);\n return null;\n }\n}\n\nexport async function getAssistants(): Promise {\n try {\n const response = await fetch(`/assistants/`);\n if (!response.ok) {\n return null;\n }\n return (await response.json()) as Config[];\n } catch (error) {\n console.error(\"Failed to fetch assistants:\", error);\n return null;\n }\n}\n" }, { "path": "frontend/src/api/threads.ts", "content": "import { Chat } from \"../types\";\n\nexport async function getThread(threadId: string): Promise {\n try {\n const response = await fetch(`/threads/${threadId}`);\n if (!response.ok) {\n return null;\n }\n return (await response.json()) as Chat;\n } catch (error) {\n console.error(\"Failed to fetch assistant:\", error);\n return null;\n }\n}\n" }, { "path": "frontend/src/components/Chat.tsx", "content": "import { useEffect, useRef, useState } from \"react\";\nimport { StreamStateProps } from \"../hooks/useStreamState\";\nimport { useChatMessages } from \"../hooks/useChatMessages\";\nimport TypingBox from \"./TypingBox\";\nimport { MessageViewer } from \"./Message\";\nimport {\n ArrowDownCircleIcon,\n CheckCircleIcon,\n} from \"@heroicons/react/24/outline\";\nimport { MessageWithFiles } from \"../utils/formTypes.ts\";\nimport { useParams } from \"react-router-dom\";\nimport { useThreadAndAssistant } from \"../hooks/useThreadAndAssistant.ts\";\nimport { useMessageEditing } from \"../hooks/useMessageEditing.ts\";\nimport { MessageEditor } from \"./MessageEditor.tsx\";\nimport { Message } from \"../types.ts\";\n\ninterface ChatProps extends Pick {\n startStream: (\n message: MessageWithFiles | null,\n thread_id: string,\n assistantType: string,\n ) => Promise;\n}\n\nfunction usePrevious(value: T): T | undefined {\n const ref = useRef();\n useEffect(() => {\n ref.current = value;\n });\n return ref.current;\n}\n\nfunction CommitEdits(props: {\n editing: Record;\n commitEdits: () => Promise;\n}) {\n const [inflight, setInflight] = useState(false);\n return (\n
\n
\n {Object.keys(props.editing).length} message(s) edited.\n
\n {\n setInflight(true);\n await props.commitEdits();\n setInflight(false);\n }}\n className={\n \"self-stretch -ml-px inline-flex items-center gap-x-1.5 rounded-r-md px-3 \" +\n \"text-sm font-semibold ring-1 ring-inset ring-blue-800/60 hover:bg-blue-100 \"\n }\n >\n \n\n {inflight ? \"Saving...\" : \"Save\"}\n \n
\n );\n}\n\nexport function Chat(props: ChatProps) {\n const { chatId } = useParams();\n const { messages, next, refreshMessages } = useChatMessages(\n chatId ?? null,\n props.stream,\n props.stopStream,\n );\n const { currentChat, assistantConfig, isLoading } = useThreadAndAssistant();\n const { editing, recordEdits, commitEdits, abandonEdits } = useMessageEditing(\n chatId,\n refreshMessages,\n );\n\n const prevMessages = usePrevious(messages);\n useEffect(() => {\n scrollTo({\n top: document.body.scrollHeight,\n behavior:\n prevMessages && prevMessages?.length === messages?.length\n ? \"smooth\"\n : undefined,\n });\n // eslint-disable-next-line react-hooks/exhaustive-deps\n }, [messages]);\n\n if (isLoading) return
Loading...
;\n if (!currentChat || !assistantConfig) return
No data.
;\n\n return (\n
\n {messages?.map((msg, i) =>\n editing[msg.id] ? (\n abandonEdits(msg)}\n />\n ) : (\n recordEdits(msg)}\n alwaysShowControls={i === messages.length - 1}\n />\n ),\n )}\n {(props.stream?.status === \"inflight\" || messages === null) && (\n
\n ...\n
\n )}\n {props.stream?.status === \"error\" && (\n
\n An error has occurred. Please try again.\n
\n )}\n {next.length > 0 &&\n props.stream?.status !== \"inflight\" &&\n Object.keys(editing).length === 0 && (\n \n props.startStream(\n null,\n currentChat.thread_id,\n assistantConfig.config.configurable?.type as string,\n )\n }\n >\n \n Click to continue.\n
\n )}\n
\n {commitEdits && Object.keys(editing).length > 0 ? (\n \n ) : (\n \n props.startStream(\n msg,\n currentChat.thread_id,\n assistantConfig.config.configurable?.type as string,\n )\n }\n onInterrupt={\n props.stream?.status === \"inflight\" ? props.stopStream : undefined\n }\n inflight={props.stream?.status === \"inflight\"}\n currentConfig={assistantConfig}\n currentChat={currentChat}\n />\n )}\n
\n \n );\n}\n" }, { "path": "frontend/src/components/ChatList.tsx", "content": "import { PlusIcon, EllipsisVerticalIcon } from \"@heroicons/react/24/outline\";\nimport { useState, useEffect } from \"react\";\n\nimport { ChatListProps } from \"../hooks/useChatList\";\nimport { cn } from \"../utils/cn\";\nimport { useThreadAndAssistant } from \"../hooks/useThreadAndAssistant.ts\";\nimport { ConfigListProps } from \"../hooks/useConfigList.ts\";\n\nexport function ChatList(props: {\n chats: ChatListProps[\"chats\"];\n configs: ConfigListProps[\"configs\"];\n enterChat: (id: string | null) => void;\n deleteChat: (id: string) => void;\n enterConfig: (id: string | null) => void;\n}) {\n const { currentChat, assistantConfig } = useThreadAndAssistant();\n\n // State for tracking which chat's menu is visible\n const [visibleMenu, setVisibleMenu] = useState(null);\n\n // Event listener to close the menu when clicking outside of it\n useEffect(() => {\n const closeMenu = () => setVisibleMenu(null);\n window.addEventListener(\"click\", closeMenu);\n return () => window.removeEventListener(\"click\", closeMenu);\n }, []);\n\n return (\n <>\n props.enterChat(null)}\n className={cn(\n !currentChat && assistantConfig\n ? \"bg-gray-50 text-indigo-600\"\n : \"text-gray-700 hover:text-indigo-600 hover:bg-gray-50\",\n \"group flex gap-x-3 rounded-md -mx-2 p-2 leading-6 font-semibold cursor-pointer\",\n )}\n >\n \n \n \n New Chat\n \n\n props.enterConfig(null)}\n className={cn(\n !assistantConfig\n ? \"bg-gray-50 text-indigo-600\"\n : \"text-gray-700 hover:text-indigo-600 hover:bg-gray-50\",\n \"mt-1 group flex gap-x-3 rounded-md -mx-2 p-2 leading-6 font-semibold cursor-pointer\",\n )}\n >\n \n \n \n New Bot\n \n\n
\n Your chats\n
\n
    \n {props.chats?.map((chat) => (\n \n props.enterChat(chat.thread_id)}\n className={cn(\n \"group flex items-center gap-x-3 rounded-md px-2 leading-6 cursor-pointer flex-grow min-w-0\",\n )}\n >\n \n {chat.name?.[0] ?? \" \"}\n \n
    \n {chat.name}\n \n {\n props.configs?.find(\n (config) => config.assistant_id === chat.assistant_id,\n )?.name\n }\n \n
    \n \n {/* Ellipsis Button */}\n {\n event.stopPropagation(); // Prevent triggering click for the chat item\n setVisibleMenu(\n visibleMenu === chat.thread_id ? null : chat.thread_id,\n );\n }}\n className=\"p-1 rounded-full hover:bg-gray-200\"\n >\n \n \n {/* Menu Dropdown */}\n {visibleMenu === chat.thread_id && (\n
    \n \n {\n event.preventDefault();\n if (\n window.confirm(\n `Are you sure you want to delete chat \"${chat.name}\"?`,\n )\n ) {\n props.deleteChat(chat.thread_id);\n }\n }}\n >\n Delete\n \n
    \n \n )}\n \n )) ?? (\n
  • \n ...\n
    • \n )}\n
\n \n );\n}\n" }, { "path": "frontend/src/components/Config.tsx", "content": "import { Fragment, useCallback, useEffect, useState } from \"react\";\nimport { ShareIcon } from \"@heroicons/react/24/outline\";\nimport { useDropzone } from \"react-dropzone\";\nimport { orderBy, last } from \"lodash\";\nimport { v4 as uuidv4 } from \"uuid\";\n\nimport {\n ConfigListProps,\n Config as ConfigInterface,\n} from \"../hooks/useConfigList\";\nimport { SchemaField, Schemas } from \"../hooks/useSchemas\";\nimport { cn } from \"../utils/cn\";\nimport { FileUploadDropzone } from \"./FileUpload\";\nimport { Combobox, Disclosure, Switch, Transition } from \"@headlessui/react\";\nimport { DROPZONE_CONFIG, TYPES } from \"../constants\";\nimport { Tool, ToolConfig, ToolSchema } from \"../utils/formTypes.ts\";\nimport { useToolsSchemas } from \"../hooks/useToolsSchemas.ts\";\nimport {\n ChevronUpDownIcon,\n TrashIcon,\n PlusIcon,\n MinusIcon,\n RocketLaunchIcon,\n} from \"@heroicons/react/20/solid\";\nimport { marked } from \"marked\";\n\nfunction Types(props: {\n field: SchemaField;\n value: string;\n readonly: boolean;\n setValue: (value: string) => void;\n alwaysExpanded?: boolean;\n}) {\n const options =\n props.field.enum?.map((id) => TYPES[id as keyof typeof TYPES]) ?? [];\n return (\n
\n
\n \n o.id === props.value)?.id}\n onChange={(e) => props.setValue(e.target.value)}\n disabled={props.readonly}\n >\n {options.map((option) => (\n \n ))}\n \n
\n \n
\n \n );\n}\n\nfunction Label(props: { id?: string; title: string; description?: string }) {\n return (\n \n
{props.title}
\n {props.description && (\n
\n {props.description}\n
\n )}\n \n );\n}\n\nfunction StringField(props: {\n id: string;\n field: SchemaField;\n value: string;\n title: string;\n readonly: boolean;\n setValue: (value: string) => void;\n}) {\n return (\n
\n \n props.setValue(e.target.value)}\n />\n
\n );\n}\n\nexport default function SingleOptionField(props: {\n id: string;\n field: SchemaField;\n value: string;\n title: string;\n readonly: boolean;\n setValue: (value: string) => void;\n}) {\n return (\n
\n \n
\n {props.field.title}\n
\n {orderBy(props.field.enum)?.map((option) => (\n
\n props.setValue(option)}\n />\n \n {option}\n \n
\n ))}\n
\n
\n
\n );\n}\n\nconst ToolDisplay = (props: {\n tool: Tool;\n onRemoveTool: () => void;\n onUpdateToolConfig: (conf: ToolConfig) => void;\n readonly: boolean;\n}) => {\n const { tool, onRemoveTool, onUpdateToolConfig, readonly } = props;\n const confs = Object.entries(tool.config);\n return (\n \n {({ open }) => (\n <>\n
\n {Object.keys(tool.config).length > 0 ? (\n \n {open ? (\n \n ) : (\n \n )}\n \n ) : (\n
\n \n
\n )}\n
\n \n {tool.description && (\n
\n )}\n
\n {!readonly && (\n \n \n \n )}\n \n {confs.length > 0 && (\n \n {confs.map(([key, value]) => (\n
\n \n {key}\n \n \n onUpdateToolConfig({ [key]: e.target.value })\n }\n className=\"rounded-md border-gray-300 shadow-sm prose-sm \"\n autoComplete=\"off\"\n readOnly={readonly}\n />\n
\n ))}\n \n )}\n \n )}\n \n );\n};\n\nfunction ToolSelectionField(props: {\n readonly: boolean;\n retrievalOn: boolean;\n selectedTools: Tool[];\n onAddTool: (tool: Tool) => void;\n onRemoveTool: (toolId: string) => void;\n onUpdateToolConfig: (\n toolId: string,\n config: {\n [key: string]: string;\n },\n ) => void;\n}) {\n const { onAddTool, onRemoveTool, retrievalOn, selectedTools } = props;\n const { tools: availableTools, loading } = useToolsSchemas();\n const [query, setQuery] = useState(\"\");\n const [filteredTools, setFilteredTools] = useState([]);\n\n const handleSelectTool = useCallback(\n (toolSchema: ToolSchema) => {\n // Initialize config object based on ToolSchema\n const config: { [key: string]: string } = {};\n Object.keys(toolSchema.config.properties).forEach((key) => {\n const property = toolSchema.config.properties[key];\n // Use the default value if specified, otherwise initialize to an empty string\n config[key] = property.default || \"\";\n });\n\n // Create a new tool object with initialized config\n const tool: Tool = {\n id: toolSchema.name === \"Retrieval\" ? \"retrieval\" : uuidv4(),\n type: toolSchema.type,\n name: toolSchema.name,\n description: toolSchema.description,\n config: config,\n };\n\n onAddTool(tool);\n setQuery(\"\"); // Clear the query\n },\n [onAddTool],\n );\n\n useEffect(() => {\n const retrieval = availableTools.find((t) => t.name === \"Retrieval\");\n if (!retrieval) return;\n const retrievalSelected = selectedTools.some((t) => t.name === \"Retrieval\");\n if (retrievalOn && !retrievalSelected) {\n handleSelectTool(retrieval);\n }\n if (!retrievalOn && retrievalSelected) {\n onRemoveTool(\"retrieval\");\n }\n }, [\n retrievalOn,\n onRemoveTool,\n availableTools,\n handleSelectTool,\n selectedTools,\n ]);\n\n useEffect(() => {\n let toolSchemas = availableTools.filter(\n (tool) => tool.name !== \"Retrieval\",\n );\n if (query !== \"\") {\n toolSchemas = toolSchemas.filter((tool) =>\n tool.name\n .toLowerCase()\n .replace(/\\s+/g, \"\")\n .includes(query.toLowerCase().replace(/\\s+/g, \"\")),\n );\n }\n toolSchemas = toolSchemas.filter(\n (tool) =>\n !selectedTools.some((t) => t.name === tool.name && !tool.multiUse),\n );\n setFilteredTools(toolSchemas);\n }, [query, availableTools, selectedTools]);\n\n if (loading) {\n return
Loading...
;\n }\n\n return (\n
\n
\n );\n}\n\nfunction PublicLink() {\n const link = window.location.href;\n return (\n
\n {\n e.preventDefault();\n e.stopPropagation();\n await navigator.clipboard.writeText(link);\n window.alert(\"Copied to clipboard!\");\n }}\n >\n \n Copy Public Link\n \n \n {link}\n \n
\n );\n}\n\nfunction PublicToggle(props: {\n enabled: boolean;\n setEnabled: (enabled: boolean) => void;\n className?: string;\n}) {\n return (\n \n \n \n \n \n Public?\n \n \n );\n}\n\nfunction fileId(file: File) {\n return `${file.name}-${file.size}-${file.lastModified}`;\n}\n\nconst ORDER = [\n \"system_message\",\n \"retrieval_description\",\n \"interrupt_before_action\",\n \"tools\",\n \"llm_type\",\n \"agent_type\",\n];\n\nfunction assignDefaults(\n config: ConfigInterface[\"config\"] | undefined | null,\n configDefaults: Schemas[\"configDefaults\"],\n) {\n return config\n ? {\n ...config,\n configurable: {\n ...configDefaults?.configurable,\n ...config.configurable,\n },\n }\n : configDefaults;\n}\n\nexport function Config(props: {\n className?: string;\n configSchema: Schemas[\"configSchema\"];\n configDefaults: Schemas[\"configDefaults\"];\n config: ConfigInterface | null;\n saveConfig: ConfigListProps[\"saveConfig\"];\n enterConfig: (id: string | null) => void;\n edit?: boolean;\n}) {\n const [values, setValues] = useState(\n assignDefaults(props.config?.config, props.configDefaults),\n );\n const [selectedTools, setSelectedTools] = useState([]);\n const typeKey = \"type\";\n const typeField =\n props.configSchema?.properties.configurable.properties[typeKey];\n const typeValue = values?.configurable?.[typeKey];\n const typeSpec = typeValue ? TYPES[typeValue as keyof typeof TYPES] : null;\n const [files, setFiles] = useState([]);\n const dropzone = useDropzone(DROPZONE_CONFIG);\n const [isPublic, setPublic] = useState(props.config?.public ?? false);\n\n useEffect(() => {\n if (!values) return;\n if (!values.configurable) return;\n const tools = (values.configurable[\"type==agent/tools\"] as Tool[]) ?? [];\n setSelectedTools((oldTools) =>\n oldTools !== tools ? [...tools] : oldTools,\n );\n }, [values]);\n\n const handleAddTool = (tool: Tool) => {\n setSelectedTools([...selectedTools, tool]);\n };\n\n const handleRemoveTool = (toolId: string) => {\n setSelectedTools(selectedTools.filter((tool) => tool.id !== toolId));\n };\n\n const handleUpdateToolConfig = (toolId: string, config: ToolConfig) => {\n const updatedTools = selectedTools.map((tool) =>\n tool.id === toolId\n ? { ...tool, config: { ...tool.config, ...config } }\n : tool,\n );\n setSelectedTools(updatedTools);\n };\n\n useEffect(() => {\n setValues(assignDefaults(props.config?.config, props.configDefaults));\n }, [props.config, props.configDefaults]);\n useEffect(() => {\n if (dropzone.acceptedFiles.length > 0) {\n const acceptedFileIds = dropzone.acceptedFiles.map(fileId);\n setFiles((files) => [\n ...files.filter((f) => !acceptedFileIds.includes(fileId(f))),\n ...dropzone.acceptedFiles,\n ]);\n }\n }, [dropzone.acceptedFiles, setFiles]);\n const [inflight, setInflight] = useState(false);\n const readonly = !!props.config && !props.edit && !inflight;\n\n const settings = !readonly ? (\n
\n
\n
\n \n
\n \n {inflight ? \"Saving...\" : \"Save\"}\n \n
\n\n \n
\n ) : (\n <>{props.config?.public && }\n );\n return (\n {\n e.preventDefault();\n e.stopPropagation();\n const form = e.target as HTMLFormElement;\n const key = form.key.value;\n if (!key) return;\n setInflight(true);\n const vals = { ...values };\n if (vals?.configurable) {\n vals.configurable = { ...vals.configurable };\n vals.configurable[\"type==agent/tools\"] = [...selectedTools];\n setSelectedTools([]);\n }\n const assistantId = await props.saveConfig(\n key,\n vals!,\n files,\n isPublic,\n props.config?.assistant_id,\n );\n props.enterConfig(assistantId);\n setInflight(false);\n }}\n >\n {settings}\n {typeField && (\n \n setValues({\n ...values,\n configurable: { ...values!.configurable, [typeKey]: value },\n })\n }\n readonly={readonly}\n />\n )}\n\n {typeSpec?.description && (\n <>\n \n );\n}\n\nexport function FileUploadDropzone(props: {\n state: DropzoneState;\n files: File[];\n setFiles: React.Dispatch>;\n className?: string;\n}) {\n const { getRootProps, getInputProps, fileRejections } = props.state;\n\n const files = props.files.map((file, i) => (\n
  • \n {file.name} - {file.size} bytes\n \n props.setFiles((files) => files.filter((f) => f !== file))\n }\n >\n \n \n
    • \n ));\n\n const style = useMemo(\n () =>\n ({\n ...baseStyle,\n ...(props.state.isFocused ? focusedStyle : {}),\n ...(props.state.isDragAccept ? acceptStyle : {}),\n ...(props.state.isDragReject ? rejectStyle : {}),\n }) as React.CSSProperties,\n [props.state.isFocused, props.state.isDragAccept, props.state.isDragReject],\n );\n\n return (\n
    \n \n
    \n \n

    \n Drag n' drop some files here, or click to select files.\n
    \n Accepted files: .txt, .csv, .html, .docx, .pdf.\n
    \n No file should exceed 10 MB.\n

    \n {fileRejections.length > 0 && (\n
    \n
      \n {fileRejections.map((reject, i) => (\n
    • \n {reject.file.name} - {reject.errors[0].message}\n
      • \n ))}\n
    \n
    \n )}\n
    \n
    \n );\n}\n" }, { "path": "frontend/src/components/JsonEditor.tsx", "content": "import CodeMirror from \"@uiw/react-codemirror\";\nimport { json } from \"@codemirror/lang-json\";\nimport { EditorView, keymap } from \"@codemirror/view\";\nimport { defaultKeymap } from \"@codemirror/commands\";\nimport { cn } from \"../utils/cn\";\n\nexport function JsonEditor(props: {\n value?: string;\n onChange?: (data: string) => void;\n height?: string;\n}) {\n return (\n
    \n true }, ...defaultKeymap]),\n json(),\n EditorView.lineWrapping,\n EditorView.theme({\n \"&.cm-editor\": {\n backgroundColor: \"transparent\",\n transform: \"translateX(-1px)\",\n },\n \"&.cm-focused\": {\n outline: \"none\",\n },\n green: {\n background: \"green\",\n },\n \"& .cm-content\": {\n padding: \"12px\",\n },\n \"& .cm-line\": {\n fontFamily: \"'Fira Code', monospace\",\n padding: 0,\n overflowAnchor: \"none\",\n fontVariantLigatures: \"none\",\n },\n \"& .cm-gutters.cm-gutters\": {\n backgroundColor: \"transparent\",\n },\n \"& .cm-lineNumbers .cm-gutterElement.cm-activeLineGutter\": {\n marginLeft: \"1px\",\n },\n \"& .cm-lineNumbers\": {\n minWidth: \"42px\",\n },\n \"& .cm-foldPlaceholder\": {\n padding: \"0px 4px\",\n color: \"hsl(var(--ls-gray-100))\",\n backgroundColor: \"hsl(var(--divider-500))\",\n borderColor: \"hsl(var(--divider-700))\",\n },\n '& .cm-gutterElement span[title=\"Fold line\"]': {\n transform: \"translateY(-4px)\",\n display: \"inline-block\",\n },\n }),\n ]}\n />\n
    \n );\n}\n" }, { "path": "frontend/src/components/LangSmithActions.tsx", "content": "import {\n HandThumbDownIcon,\n HandThumbUpIcon,\n EllipsisHorizontalIcon,\n CheckIcon,\n} from \"@heroicons/react/24/outline\";\nimport { useState } from \"react\";\n\nexport function LangSmithActions(props: { runId: string }) {\n const [state, setState] = useState<{\n score: number;\n inflight: boolean;\n } | null>(null);\n const sendFeedback = async (score: number) => {\n setState({ score, inflight: true });\n await fetch(`/runs/feedback`, {\n method: \"POST\",\n body: JSON.stringify({\n run_id: props.runId,\n key: \"user_score\",\n score: score,\n }),\n headers: {\n \"Content-Type\": \"application/json\",\n },\n });\n setState({ score, inflight: false });\n };\n return (\n
    \n sendFeedback(1)}\n >\n {state?.score === 1 ? (\n state?.inflight ? (\n \n ) : (\n \n )\n ) : (\n \n )}\n \n sendFeedback(0)}\n >\n {state?.score === 0 ? (\n state?.inflight ? (\n \n ) : (\n \n )\n ) : (\n \n )}\n \n
    \n );\n}\n" }, { "path": "frontend/src/components/Layout.tsx", "content": "import { Fragment } from \"react\";\nimport { Dialog, Transition } from \"@headlessui/react\";\nimport { Bars3Icon, XMarkIcon } from \"@heroicons/react/24/outline\";\n\nexport function Layout(props: {\n sidebarOpen: boolean;\n setSidebarOpen: (open: boolean) => void;\n sidebar: React.ReactNode;\n children: React.ReactNode;\n subtitle?: React.ReactNode;\n}) {\n return (\n <>\n \n \n \n
    \n \n\n
    \n \n \n \n
    \n props.setSidebarOpen(false)}\n >\n Close sidebar\n \n \n
    \n \n {/* Sidebar component, swap this element with another sidebar if you like */}\n
    \n \n
    \n     \n \n
    \n \n \n\n {/* Static sidebar for desktop */}\n
    \n {/* Sidebar component, swap this element with another sidebar if you like */}\n
    \n \n
    \n
    \n\n
    \n props.setSidebarOpen(true)}\n >\n Open sidebar\n \n \n
    \n {props.subtitle ? (\n <>\n OpenGPTs: {props.subtitle}\n \n ) : (\n \"OpenGPTs\"\n )}\n
    \n
    \n Research Preview: this is unauthenticated and all data can be found.\n Do not use with sensitive data\n
    \n
    \n\n
    \n
    {props.children}
    \n
    \n \n );\n}\n" }, { "path": "frontend/src/components/Message.tsx", "content": "import { memo, useState } from \"react\";\nimport { MessageDocument, Message as MessageType } from \"../types\";\nimport { str } from \"../utils/str\";\nimport { cn } from \"../utils/cn\";\nimport { PencilSquareIcon } from \"@heroicons/react/24/outline\";\nimport { LangSmithActions } from \"./LangSmithActions\";\nimport { DocumentList } from \"./Document\";\nimport { omit } from \"lodash\";\nimport { StringViewer } from \"./String\";\nimport { ToolRequest, ToolResponse } from \"./Tool\";\n\nfunction isDocumentContent(\n content: MessageType[\"content\"],\n): content is MessageDocument[] {\n return (\n Array.isArray(content) &&\n content.every((d) => typeof d === \"object\" && !!d && !!d.page_content)\n );\n}\n\nexport function MessageContent(props: { content: MessageType[\"content\"] }) {\n if (typeof props.content === \"string\") {\n if (!props.content.trim()) {\n return null;\n }\n return ;\n } else if (isDocumentContent(props.content)) {\n return ;\n } else if (\n Array.isArray(props.content) &&\n props.content.every(\n (it) => typeof it === \"object\" && !!it && typeof it.content === \"string\",\n )\n ) {\n return (\n ({\n page_content: it.content,\n metadata: omit(it, \"content\"),\n }))}\n />\n );\n } else {\n let content = props.content;\n if (Array.isArray(content)) {\n content = content.filter((it) =>\n typeof it === \"object\" && !!it && \"type\" in it\n ? it.type !== \"tool_use\"\n : true,\n );\n }\n if (\n Array.isArray(content)\n ? content.length === 0\n : Object.keys(content).length === 0\n ) {\n return null;\n }\n return
    {str(content)}
    ;\n }\n}\n\nexport const MessageViewer = memo(function (\n props: MessageType & {\n runId?: string;\n startEditing?: () => void;\n alwaysShowControls?: boolean;\n },\n) {\n const [open, setOpen] = useState(false);\n const contentIsDocuments =\n [\"function\", \"tool\"].includes(props.type) &&\n isDocumentContent(props.content);\n const showContent =\n [\"function\", \"tool\"].includes(props.type) && !contentIsDocuments\n ? open\n : true;\n return (\n
    \n
    \n \n
    \n {props.type}\n
    \n {props.startEditing && (\n \n )}\n
    \n
    \n {[\"function\", \"tool\"].includes(props.type) && (\n \n )}\n {props.tool_calls?.map((call) => (\n \n ))}\n {showContent && }\n
    \n
    \n {props.runId && (\n
    \n \n
    \n )}\n
    \n );\n});\n" }, { "path": "frontend/src/components/MessageEditor.tsx", "content": "import { memo } from \"react\";\nimport type { Message, ToolCall } from \"../types\";\nimport { str } from \"../utils/str\";\nimport { cn } from \"../utils/cn\";\nimport {\n XCircleIcon,\n PlusCircleIcon,\n TrashIcon,\n} from \"@heroicons/react/24/outline\";\nimport { StringEditor } from \"./StringEditor\";\nimport { JsonEditor } from \"./JsonEditor\";\nimport { useThreadAndAssistant } from \"../hooks/useThreadAndAssistant\";\nimport { v4 } from \"uuid\";\n\nfunction ToolCallEditor(props: {\n value: ToolCall;\n onChange: (newValue: ToolCall) => void;\n onRemove: () => void;\n availableTools: string[];\n}) {\n return (\n
    \n
    \n \n Use\n \n
    \n {props.value.name !== undefined && (\n \n props.onChange({ ...props.value, name: e.target.value })\n }\n className=\"rounded-md bg-gray-50 px-2 py-1 text-sm font-medium text-gray-600 ring-1 ring-inset ring-gray-500/10 -top-[1px] mr-auto focus:ring-0 w-40\"\n value={props.value.name}\n >\n {props.availableTools.map((tool) => (\n \n ))}\n \n )}\n
    \n\n \n
    \n
    \n \n \n {Object.entries(props.value.args).map(([key, value], i) => (\n \n \n {\n const newKey = e.target.value;\n props.onChange({\n ...props.value,\n args: Object.fromEntries(\n Object.entries(props.value.args).map(([k, v]) => [\n k === key ? newKey : k,\n v,\n ]),\n ),\n });\n }}\n />\n \n \n
    \n {\n props.onChange({\n ...props.value,\n args: {\n ...props.value.args,\n [key]: newValue,\n },\n });\n }}\n />\n {\n props.onChange({\n ...props.value,\n args: Object.fromEntries(\n Object.entries(props.value.args).filter(\n ([k]) => k !== key,\n ),\n ),\n });\n }}\n />\n
    \n \n     \n ))}\n\n \n {\n props.onChange({\n ...props.value,\n args: {\n ...props.value.args,\n \"\": \"\",\n },\n });\n }\n }\n >\n \n Add argument\n \n \n \n
    \n
    \n
    \n );\n}\n\nexport function ToolCallsEditor(props: {\n message: Message;\n onUpdate: (newValue: Message) => void;\n}) {\n const { assistantConfig } = useThreadAndAssistant();\n const availableTools =\n assistantConfig?.config.configurable?.[\"type==agent/tools\"]?.map(\n (t) => t.type,\n ) ?? [];\n if (!props.message.tool_calls?.length && !availableTools.length) {\n return null;\n }\n return (\n
    \n {props.message.tool_calls?.map((toolCall, i) => (\n {\n props.onUpdate({\n ...props.message,\n tool_calls: props.message.tool_calls?.map((tc, j) =>\n j === i ? newValue : tc,\n ),\n });\n }}\n onRemove={() => {\n props.onUpdate({\n ...props.message,\n tool_calls: props.message.tool_calls?.filter((_, j) => j !== i),\n });\n }}\n availableTools={availableTools}\n />\n ))}\n {\n props.onUpdate({\n ...props.message,\n tool_calls: [\n ...(props.message.tool_calls ?? []),\n { id: v4(), name: availableTools[0], args: {} },\n ],\n });\n }}\n >\n \n Add tool call\n
    \n \n );\n}\n\nexport function MessageContentEditor(props: {\n message: Message;\n onUpdate: (newValue: Message) => void;\n}) {\n if (typeof props.message.content === \"string\") {\n if (!props.message.content.trim()) {\n return null;\n }\n return (\n \n props.onUpdate({\n ...props.message,\n content: newValue,\n })\n }\n className=\"text-gray-900 text-md leading-normal prose min-w-[65ch] bg-white\"\n value={props.message.content}\n />\n );\n }\n let content = props.message.content;\n if (Array.isArray(content)) {\n content = content.filter((it) =>\n typeof it === \"object\" && !!it && \"type\" in it\n ? it.type !== \"tool_use\"\n : true,\n );\n }\n if (\n Array.isArray(content)\n ? content.length === 0\n : Object.keys(content).length === 0\n ) {\n return null;\n }\n\n return (\n {\n try {\n props.onUpdate({\n ...props.message,\n content: JSON.parse(newValue),\n });\n } catch (e) {\n console.error(e);\n }\n }}\n />\n );\n}\n\nexport const MessageEditor = memo(function (props: {\n message: Message;\n onUpdate: (newValue: Message) => void;\n abandonEdits: () => void;\n}) {\n const isToolRes = [\"function\", \"tool\"].includes(props.message.type);\n return (\n
    \n
    \n \n
    \n {props.message.type}\n
    \n\n \n
    \n
    \n \n {props.message.type === \"ai\" && props.message.tool_calls && (\n \n )}\n
    \n
    \n \n );\n});\n" }, { "path": "frontend/src/components/NewChat.tsx", "content": "import { ConfigList } from \"./ConfigList\";\nimport { Schemas } from \"../hooks/useSchemas\";\nimport TypingBox from \"./TypingBox\";\nimport { Config } from \"./Config\";\nimport {\n ConfigListProps,\n Config as ConfigInterface,\n} from \"../hooks/useConfigList\";\nimport { cn } from \"../utils/cn\";\nimport { MessageWithFiles } from \"../utils/formTypes.ts\";\nimport { useNavigate, useParams } from \"react-router-dom\";\nimport { useThreadAndAssistant } from \"../hooks/useThreadAndAssistant.ts\";\n\ninterface NewChatProps extends ConfigListProps {\n configSchema: Schemas[\"configSchema\"];\n configDefaults: Schemas[\"configDefaults\"];\n enterConfig: (id: string | null) => void;\n deleteConfig: (id: string) => Promise;\n startChat: (\n config: ConfigInterface,\n message: MessageWithFiles,\n ) => Promise;\n}\n\nexport function NewChat(props: NewChatProps) {\n const navigator = useNavigate();\n const { assistantId } = useParams();\n\n const { assistantConfig, isLoading } = useThreadAndAssistant();\n\n if (isLoading) return
    Loading...
    ;\n if (!assistantConfig)\n return
    Could not find assistant with given id.
    ;\n\n return (\n \n
    \n
    \n navigator(`/assistant/${id}`)}\n deleteConfig={props.deleteConfig}\n />\n
    \n\n
    \n
    \n \n
    \n
    \n
    \n
    \n {\n if (assistantConfig) {\n await props.startChat(assistantConfig, msg);\n }\n }}\n currentConfig={assistantConfig}\n currentChat={null}\n />\n
    \n \n );\n}\n" }, { "path": "frontend/src/components/NotFound.tsx", "content": "export function NotFound() {\n return
    Page not found.
    ;\n}\n" }, { "path": "frontend/src/components/OrphanChat.tsx", "content": "import { useEffect, useState } from \"react\";\nimport { Config } from \"../hooks/useConfigList\";\nimport { Chat } from \"../types\";\nimport { getAssistants } from \"../api/assistants\";\nimport { useThreadAndAssistant } from \"../hooks/useThreadAndAssistant\";\n\nexport function OrphanChat(props: {\n chat: Chat;\n updateChat: (\n name: string,\n thread_id: string,\n assistant_id: string | null,\n ) => Promise;\n}) {\n const [newConfigId, setNewConfigId] = useState(null as string | null);\n const [configs, setConfigs] = useState([]);\n const { invalidateChat } = useThreadAndAssistant();\n\n const update = async () => {\n if (!newConfigId) {\n alert(\"Please select a bot.\");\n return;\n }\n const updatedChat = await props.updateChat(\n props.chat.thread_id,\n props.chat.name,\n newConfigId,\n );\n invalidateChat(updatedChat.thread_id);\n };\n\n const botTypeToName = (botType: string) => {\n switch (botType) {\n case \"chatbot\":\n return \"Chatbot\";\n case \"chat_retrieval\":\n return \"RAG\";\n case \"agent\":\n return \"Assistant\";\n default:\n return botType;\n }\n };\n\n useEffect(() => {\n async function fetchConfigs() {\n const configs = await getAssistants();\n const suitableConfigs = configs\n ? configs.filter(\n (config) =>\n config.config.configurable?.type ===\n props.chat.metadata?.assistant_type,\n )\n : [];\n setConfigs(suitableConfigs);\n }\n\n fetchConfigs();\n }, [props.chat.metadata?.assistant_type]);\n\n return (\n
    \n {configs.length ? (\n {\n e.preventDefault();\n await update();\n }}\n className=\"space-y-4 max-w-xl w-full px-4\"\n >\n
    \n This chat has no bot attached. To continue chatting, please attach a\n bot.\n
    \n
    \n
    \n setNewConfigId(event.target.value)}\n >\n \n {configs.map((config, index) => (\n \n ))}\n \n
    \n \n Save\n \n
    \n \n ) : (\n
    \n
    \n This chat has no bot attached. To continue chatting, you need to\n attach a bot. However, there are no suitable bots available for this\n chat. Please create a new bot with type{\" \"}\n {botTypeToName(props.chat.metadata?.assistant_type as string)} and\n try again.\n
    \n
    \n )}\n
    \n );\n}\n" }, { "path": "frontend/src/components/String.tsx", "content": "import { MarkedOptions, marked } from \"marked\";\nimport DOMPurify from \"dompurify\";\nimport { cn } from \"../utils/cn\";\n\nconst OPTIONS: MarkedOptions = {\n gfm: true,\n breaks: true,\n};\n\nexport function StringViewer(props: {\n value: string;\n className?: string;\n markdown?: boolean;\n}) {\n return props.markdown ? (\n \n ) : (\n
    \n {props.value}\n
    \n );\n}\n" }, { "path": "frontend/src/components/StringEditor.tsx", "content": "import { cn } from \"../utils/cn\";\n\nconst COMMON_CLS = cn(\n \"text-sm col-[1] row-[1] m-0 resize-none overflow-hidden whitespace-pre-wrap break-words bg-transparent px-2 py-1 rounded shadow-none\",\n);\n\nexport function StringEditor(props: {\n value?: string | null | undefined;\n placeholder?: string;\n className?: string;\n onChange?: (e: string) => void;\n autoFocus?: boolean;\n readOnly?: boolean;\n cursorPointer?: boolean;\n disabled?: boolean;\n fullHeight?: boolean;\n}) {\n return (\n \n {\n const target = e.target as HTMLTextAreaElement;\n props.onChange?.(target.value);\n }}\n placeholder={props.placeholder}\n readOnly={props.readOnly}\n autoFocus={props.autoFocus && !props.readOnly}\n />\n \n {props.value}{\" \"}\n \n \n );\n}\n" }, { "path": "frontend/src/components/Tool.tsx", "content": "import { ChevronDownIcon } from \"@heroicons/react/24/outline\";\nimport { ToolCall } from \"../types\";\nimport { str } from \"../utils/str\";\nimport { cn } from \"../utils/cn\";\n\nexport function ToolRequest(\n props: ToolCall & {\n open?: boolean;\n setOpen?: (open: boolean) => void;\n },\n) {\n return (\n <>\n \n Use\n \n {props.name && (\n \n {props.name}\n \n )}\n {props.args && (\n
    \n
    \n \n \n {Object.entries(props.args).map(([key, value], i) => (\n \n \n
    {key}
    \n \n \n {str(value)}\n \n     \n ))}\n \n
    \n
    \n
    \n )}\n \n );\n}\n\nexport function ToolResponse(props: {\n name?: string;\n open?: boolean;\n setOpen?: (open: boolean) => void;\n}) {\n return (\n <>\n \n Results from\n \n {props.name && (\n \n {props.name}\n \n )}\n {props.setOpen && (\n {\n e.preventDefault();\n e.stopPropagation();\n props.setOpen?.(!props.open);\n }}\n >\n \n \n )}\n \n );\n}\n" }, { "path": "frontend/src/components/TypingBox.tsx", "content": "import {\n PaperAirplaneIcon,\n ChatBubbleLeftIcon,\n XCircleIcon,\n DocumentPlusIcon,\n DocumentTextIcon,\n DocumentIcon,\n} from \"@heroicons/react/20/solid\";\nimport { cn } from \"../utils/cn\";\nimport { Fragment, useCallback, useEffect, useState } from \"react\";\nimport { useDropzone } from \"react-dropzone\";\nimport { MessageWithFiles } from \"../utils/formTypes.ts\";\nimport { DROPZONE_CONFIG, TYPE_NAME } from \"../constants.ts\";\nimport { Config } from \"../hooks/useConfigList.ts\";\nimport { Chat } from \"../types\";\n\nfunction getFileTypeIcon(fileType: string) {\n switch (fileType) {\n case \"text/plain\":\n case \"text/csv\":\n case \"text/html\":\n return ;\n case \"application/pdf\":\n return ;\n case \"application/vnd.openxmlformats-officedocument.wordprocessingml.document\":\n case \"application/msword\":\n return ;\n default:\n return ;\n }\n}\n\nfunction FileIcon(props: { fileType: string }) {\n return
    {getFileTypeIcon(props.fileType)}
    ;\n}\n\nfunction convertBytesToReadableSize(bytes: number) {\n const units = [\"bytes\", \"KB\", \"MB\", \"GB\", \"TB\"];\n let i = 0;\n while (bytes >= 1024 && i < units.length - 1) {\n bytes /= 1024;\n i++;\n }\n return `${bytes.toFixed(1)} ${units[i]}`;\n}\n\nexport default function TypingBox(props: {\n onSubmit: (data: MessageWithFiles) => void;\n onInterrupt?: () => void;\n inflight?: boolean;\n currentConfig: Config;\n currentChat: Chat | null;\n}) {\n const [inflight, setInflight] = useState(false);\n const isInflight = props.inflight || inflight;\n const [files, setFiles] = useState([]);\n const [isDocumentRetrievalActive, setIsDocumentRetrievalActive] =\n useState(false);\n\n const { currentConfig, currentChat } = props;\n\n useEffect(() => {\n let configurable = null;\n if (currentConfig) {\n configurable = currentConfig.config?.configurable;\n }\n const agent_type = configurable?.[\"type\"] as TYPE_NAME | null;\n if (agent_type === null || agent_type === \"chatbot\") {\n setIsDocumentRetrievalActive(false);\n return;\n }\n if (agent_type === \"chat_retrieval\") {\n setIsDocumentRetrievalActive(true);\n return;\n }\n const tools =\n (configurable?.[\"type==agent/tools\"] as { name: string }[]) ?? [];\n setIsDocumentRetrievalActive(tools.some((t) => t.name === \"Retrieval\"));\n }, [currentConfig, currentChat]);\n\n const onDrop = useCallback((acceptedFiles: File[]) => {\n setFiles((prevFiles) => {\n const newFiles = acceptedFiles.filter(\n (acceptedFile) =>\n !prevFiles.some(\n (prevFile) =>\n prevFile.name === acceptedFile.name &&\n prevFile.size === acceptedFile.size,\n ),\n );\n return [...prevFiles, ...newFiles];\n });\n }, []);\n\n const { open } = useDropzone({\n ...DROPZONE_CONFIG,\n onDrop,\n // Disable click and keydown behavior\n noClick: true,\n noKeyboard: true,\n });\n\n const FilesToShow = files.map((file) => {\n const readableSize = convertBytesToReadableSize(file.size); // This would be a new utility function.\n return (\n \n
    \n {\" \"}\n {/* New component to render file type icons */}\n {file.name}\n
    \n {readableSize}\n setFiles((files) => files.filter((f) => f !== file))}\n >\n \n \n     \n );\n });\n\n return (\n
    \n {files.length > 0 ? (\n \n {FilesToShow}\n
    \n ) : null}\n {\n e.preventDefault();\n if (isInflight) return;\n const form = e.target as HTMLFormElement;\n const message = form.message.value;\n if (!message) return;\n setInflight(true);\n await props.onSubmit({ message, files });\n setInflight(false);\n form.message.value = \"\";\n setFiles([]);\n }}\n >\n {\" \"}\n \n
    \n \n
    \n \n {isDocumentRetrievalActive && (\n
    \n \n
    \n )}\n \n {\n e.preventDefault();\n props.onInterrupt?.();\n }\n : undefined\n }\n className={cn(\n \"relative -ml-px inline-flex items-center gap-x-1.5 rounded-r-md px-3 \" +\n \"py-2 text-sm font-semibold text-gray-900 ring-1 ring-inset ring-gray-300 hover:bg-gray-50 bg-white\",\n isInflight && !props.onInterrupt && \"opacity-50 cursor-not-allowed\",\n )}\n >\n {props.onInterrupt ? (\n \n ) : (\n \n )}\n {isInflight ? (props.onInterrupt ? \"Cancel\" : \"Sending...\") : \"Send\"}\n \n \n \n );\n}\n" }, { "path": "frontend/src/constants.ts", "content": "export const TYPES = {\n agent: {\n id: \"agent\",\n title: \"Assistant\",\n description:\n \"These GPTs can use an arbitrary number of tools, and you can give them arbitrary instructions. The LLM itself is responsible for deciding which tools to call and how many times to call them. This makes them super powerful and flexible, but they can be unreliable at times! As such, only a subset of the most performant models work with these.\",\n files: true,\n },\n chatbot: {\n id: \"chatbot\",\n title: \"Chatbot\",\n description:\n \"These GPTs are solely parameterized by arbitrary instructions. This makes them great at taking on specific personas or characters. Because these are a relatively simple architecture, these work well with even less powerful models.\",\n files: false,\n },\n chat_retrieval: {\n id: \"chat_retrieval\",\n title: \"RAG\",\n description:\n \"These GPTs can be given an arbitrary number of files, and you can give them arbitrary instructions. During each interaction the files are searched once (and only once) for relevant information, and then GPT responds to the user. This makes them perfect if you want to create a simple GPT that has knowledge of external data. Because these are a relatively simple architecture, these work well with even less powerful models.\",\n files: true,\n },\n} as const;\n\nexport type TYPE_NAME = (typeof TYPES)[keyof typeof TYPES][\"id\"];\n\nexport const DROPZONE_CONFIG = {\n multiple: true,\n accept: {\n \"text/*\": [\".txt\", \".htm\", \".html\"],\n \"application/pdf\": [\".pdf\"],\n \"application/vnd.openxmlformats-officedocument.wordprocessingml.document\": [\n \".docx\",\n ],\n \"application/msword\": [\".doc\"],\n },\n maxSize: 10_000_000, // Up to 10 MB file size.\n};\n" }, { "path": "frontend/src/hooks/useChatList.ts", "content": "import { useCallback, useEffect, useReducer } from \"react\";\nimport orderBy from \"lodash/orderBy\";\nimport { Chat } from \"../types\";\n\nexport interface ChatListProps {\n chats: Chat[] | null;\n createChat: (name: string, assistant_id: string) => Promise;\n updateChat: (\n name: string,\n thread_id: string,\n assistant_id: string | null,\n ) => Promise;\n deleteChat: (thread_id: string) => Promise;\n}\n\nfunction chatsReducer(\n state: Chat[] | null,\n action: Chat | Chat[],\n): Chat[] | null {\n state = state ?? [];\n if (!Array.isArray(action)) {\n const newChat = action;\n action = [\n ...state.filter((c) => c.thread_id !== newChat.thread_id),\n newChat,\n ];\n }\n return orderBy(action, \"updated_at\", \"desc\");\n}\n\nexport function useChatList(): ChatListProps {\n const [chats, setChats] = useReducer(chatsReducer, null);\n\n useEffect(() => {\n async function fetchChats() {\n const chats = await fetch(\"/threads/\", {\n headers: {\n Accept: \"application/json\",\n },\n }).then((r) => r.json());\n setChats(chats);\n }\n\n fetchChats();\n }, []);\n\n const createChat = useCallback(async (name: string, assistant_id: string) => {\n const response = await fetch(`/threads`, {\n method: \"POST\",\n body: JSON.stringify({ assistant_id, name }),\n headers: {\n \"Content-Type\": \"application/json\",\n Accept: \"application/json\",\n },\n });\n const saved = await response.json();\n setChats(saved);\n return saved;\n }, []);\n\n const updateChat = useCallback(\n async (thread_id: string, name: string, assistant_id: string | null) => {\n const response = await fetch(`/threads/${thread_id}`, {\n method: \"PUT\",\n body: JSON.stringify({ assistant_id, name }),\n headers: {\n \"Content-Type\": \"application/json\",\n Accept: \"application/json\",\n },\n });\n const saved = await response.json();\n setChats(saved);\n return saved;\n },\n [],\n );\n\n const deleteChat = useCallback(\n async (thread_id: string) => {\n await fetch(`/threads/${thread_id}`, {\n method: \"DELETE\",\n headers: {\n Accept: \"application/json\",\n },\n });\n setChats((chats || []).filter((c: Chat) => c.thread_id !== thread_id));\n },\n [chats],\n );\n\n return {\n chats,\n createChat,\n updateChat,\n deleteChat,\n };\n}\n" }, { "path": "frontend/src/hooks/useChatMessages.ts", "content": "import { useCallback, useEffect, useMemo, useRef, useState } from \"react\";\nimport { Message } from \"../types\";\nimport { StreamState, mergeMessagesById } from \"./useStreamState\";\n\nasync function getState(threadId: string) {\n const { values, next } = await fetch(`/threads/${threadId}/state`, {\n headers: {\n Accept: \"application/json\",\n },\n }).then((r) => (r.ok ? r.json() : Promise.reject(r.statusText)));\n return { values, next };\n}\n\nfunction usePrevious(value: T): T | undefined {\n const ref = useRef();\n useEffect(() => {\n ref.current = value;\n });\n return ref.current;\n}\n\nexport function useChatMessages(\n threadId: string | null,\n stream: StreamState | null,\n stopStream?: (clear?: boolean) => void,\n) {\n const [messages, setMessages] = useState(null);\n const [next, setNext] = useState([]);\n const prevStreamStatus = usePrevious(stream?.status);\n\n const refreshMessages = useCallback(async () => {\n if (threadId) {\n const { values, next } = await getState(threadId);\n const messages = values\n ? Array.isArray(values)\n ? values\n : values.messages\n : [];\n setMessages(messages);\n setNext(next);\n }\n }, [threadId]);\n\n useEffect(() => {\n refreshMessages();\n return () => {\n setMessages(null);\n };\n }, [threadId, refreshMessages]);\n\n useEffect(() => {\n async function fetchMessages() {\n if (threadId) {\n const { values, next } = await getState(threadId);\n const messages = Array.isArray(values) ? values : values.messages;\n setMessages(messages);\n setNext(next);\n stopStream?.(true);\n }\n }\n\n if (prevStreamStatus === \"inflight\" && stream?.status !== \"inflight\") {\n setNext([]);\n fetchMessages();\n }\n\n // eslint-disable-next-line react-hooks/exhaustive-deps\n }, [stream?.status]);\n\n return useMemo(\n () => ({\n refreshMessages,\n messages: mergeMessagesById(messages, stream?.messages),\n next,\n }),\n [messages, stream?.messages, next, refreshMessages],\n );\n}\n" }, { "path": "frontend/src/hooks/useConfigList.ts", "content": "import { useCallback, useEffect, useReducer } from \"react\";\nimport orderBy from \"lodash/orderBy\";\nimport { getAssistants } from \"../api/assistants\";\n\nexport interface Config {\n assistant_id: string;\n name: string;\n updated_at: string;\n config: {\n configurable?: {\n type?: string;\n \"type==agent/tools\"?: {\n type: string;\n name: string;\n description: string;\n }[];\n [key: string]: unknown;\n };\n };\n public: boolean;\n mine?: boolean;\n}\n\nexport interface ConfigListProps {\n configs: Config[] | null;\n saveConfig: (\n key: string,\n config: Config[\"config\"],\n files: File[],\n isPublic: boolean,\n assistantId?: string,\n ) => Promise;\n deleteConfig: (assistantId: string) => Promise;\n}\n\nfunction configsReducer(\n state: Config[] | null,\n action: Config | Config[],\n): Config[] | null {\n state = state ?? [];\n if (!Array.isArray(action)) {\n const newConfig = action;\n action = [\n ...state.filter((c) => c.assistant_id !== newConfig.assistant_id),\n newConfig,\n ];\n }\n return orderBy(action, \"updated_at\", \"desc\");\n}\n\nexport function useConfigList(): ConfigListProps {\n const [configs, setConfigs] = useReducer(configsReducer, null);\n\n useEffect(() => {\n async function fetchConfigs() {\n const assistants = await getAssistants();\n setConfigs(\n assistants ? assistants.map((c) => ({ ...c, mine: true })) : [],\n );\n }\n\n fetchConfigs();\n }, []);\n\n const saveConfig = useCallback(\n async (\n name: string,\n config: Config[\"config\"],\n files: File[],\n isPublic: boolean,\n assistantId?: string,\n ): Promise => {\n const confResponse = await fetch(\n assistantId ? `/assistants/${assistantId}` : \"/assistants\",\n {\n method: assistantId ? \"PUT\" : \"POST\",\n body: JSON.stringify({ name, config, public: isPublic }),\n headers: {\n \"Content-Type\": \"application/json\",\n Accept: \"application/json\",\n },\n },\n );\n const savedConfig = (await confResponse.json()) as Config;\n if (files.length) {\n const assistant_id = savedConfig.assistant_id;\n const formData = files.reduce((formData, file) => {\n formData.append(\"files\", file);\n return formData;\n }, new FormData());\n formData.append(\n \"config\",\n JSON.stringify({ configurable: { assistant_id } }),\n );\n await fetch(`/ingest`, {\n method: \"POST\",\n body: formData,\n });\n }\n setConfigs({ ...savedConfig, mine: true });\n return savedConfig.assistant_id;\n },\n [],\n );\n\n const deleteConfig = useCallback(\n async (assistantId: string): Promise => {\n await fetch(`/assistants/${assistantId}`, {\n method: \"DELETE\",\n headers: {\n Accept: \"application/json\",\n },\n });\n setConfigs((configs || []).filter((c) => c.assistant_id !== assistantId));\n },\n [configs],\n );\n\n return {\n configs,\n saveConfig,\n deleteConfig,\n };\n}\n" }, { "path": "frontend/src/hooks/useMessageEditing.ts", "content": "import { useCallback, useState } from \"react\";\nimport { Message } from \"../types\";\nimport { omit } from \"lodash\";\n\nexport function useMessageEditing(\n threadId: string | undefined,\n onSuccess: () => void,\n) {\n const [editing, setEditing] = useState>({});\n\n const recordEdits = useCallback((msg: Message) => {\n setEditing((current) => ({ ...current, [msg.id]: msg }));\n }, []);\n const commitEdits = useCallback(async () => {\n if (!threadId) return;\n fetch(`/threads/${threadId}/state`, {\n method: \"POST\",\n headers: { \"Content-Type\": \"application/json\" },\n body: JSON.stringify({ values: Object.values(editing) }),\n })\n .then((res) => {\n if (res.ok) {\n setEditing({});\n onSuccess();\n } else {\n return Promise.reject(res.statusText);\n }\n })\n .catch((e) => {\n console.error(e);\n });\n }, [threadId, editing, onSuccess]);\n const abandonEdits = useCallback((msg?: Message) => {\n if (msg) {\n setEditing((current) => {\n return omit(current, msg.id);\n });\n } else {\n setEditing({});\n }\n }, []);\n\n return {\n editing,\n recordEdits,\n commitEdits: threadId ? commitEdits : undefined,\n abandonEdits,\n };\n}\n" }, { "path": "frontend/src/hooks/useSchemas.ts", "content": "import { useEffect, useState } from \"react\";\nimport { simplifySchema } from \"../utils/simplifySchema\";\nimport { getDefaults } from \"../utils/defaults\";\n\nexport interface SchemaField {\n type: string;\n title: string;\n description: string;\n enum?: string[];\n items?: SchemaField;\n allOf?: SchemaField[];\n}\n\nexport interface Schemas {\n configSchema: null | {\n properties: {\n configurable: {\n properties: {\n [key: string]: SchemaField;\n };\n };\n };\n };\n configDefaults: null | {\n configurable?: {\n [key: string]: unknown;\n };\n };\n}\n\nexport function useSchemas() {\n const [schemas, setSchemas] = useState({\n configSchema: null,\n configDefaults: null,\n });\n\n useEffect(() => {\n async function save() {\n const configSchema = await fetch(\"/runs/config_schema\")\n .then((r) => r.json())\n .then(simplifySchema);\n setSchemas({\n configSchema,\n configDefaults: getDefaults(configSchema) as Record,\n });\n }\n\n save();\n }, []);\n\n return schemas;\n}\n" }, { "path": "frontend/src/hooks/useStatePersist.tsx", "content": "import React, { useEffect, useState } from \"react\";\n\nconst PREFIX = \"langgizmo-\";\n\nexport function useStatePersist(\n defaultValue: T,\n key: string,\n): [T, React.Dispatch>] {\n const [state, setState] = useState(() => {\n const storageValue = localStorage.getItem(PREFIX + key);\n\n if (storageValue) {\n return JSON.parse(storageValue);\n } else {\n return defaultValue;\n }\n });\n\n useEffect(() => {\n localStorage.setItem(PREFIX + key, JSON.stringify(state));\n }, [state, key]);\n\n return [state, setState];\n}\n" }, { "path": "frontend/src/hooks/useStreamState.tsx", "content": "/* eslint-disable @typescript-eslint/no-explicit-any */\nimport { useCallback, useState } from \"react\";\nimport { fetchEventSource } from \"@microsoft/fetch-event-source\";\nimport { Message } from \"../types\";\n\nexport interface StreamState {\n status: \"inflight\" | \"error\" | \"done\";\n messages?: Message[] | Record;\n run_id?: string;\n}\n\nexport interface StreamStateProps {\n stream: StreamState | null;\n startStream: (\n input: Message[] | Record | null,\n thread_id: string,\n config?: Record,\n ) => Promise;\n stopStream?: (clear?: boolean) => void;\n}\n\nexport function useStreamState(): StreamStateProps {\n const [current, setCurrent] = useState(null);\n const [controller, setController] = useState(null);\n\n const startStream = useCallback(\n async (\n input: Message[] | Record | null,\n thread_id: string,\n config?: Record,\n ) => {\n const controller = new AbortController();\n setController(controller);\n setCurrent({ status: \"inflight\", messages: input || [] });\n\n await fetchEventSource(\"/runs/stream\", {\n signal: controller.signal,\n method: \"POST\",\n headers: { \"Content-Type\": \"application/json\" },\n body: JSON.stringify({ input, thread_id, config }),\n openWhenHidden: true,\n onmessage(msg) {\n if (msg.event === \"data\") {\n const messages = JSON.parse(msg.data);\n setCurrent((current) => ({\n status: \"inflight\" as StreamState[\"status\"],\n messages: mergeMessagesById(current?.messages, messages),\n run_id: current?.run_id,\n }));\n } else if (msg.event === \"metadata\") {\n const { run_id } = JSON.parse(msg.data);\n setCurrent((current) => ({\n status: \"inflight\",\n messages: current?.messages,\n run_id: run_id,\n }));\n } else if (msg.event === \"error\") {\n setCurrent((current) => ({\n status: \"error\",\n messages: current?.messages,\n run_id: current?.run_id,\n }));\n }\n },\n onclose() {\n setCurrent((current) => ({\n status: current?.status === \"error\" ? current.status : \"done\",\n messages: current?.messages,\n run_id: current?.run_id,\n }));\n setController(null);\n },\n onerror(error) {\n setCurrent((current) => ({\n status: \"error\",\n messages: current?.messages,\n run_id: current?.run_id,\n }));\n setController(null);\n throw error;\n },\n });\n },\n [],\n );\n\n const stopStream = useCallback(\n (clear: boolean = false) => {\n controller?.abort();\n setController(null);\n if (clear) {\n setCurrent((current) => ({\n status: \"done\",\n run_id: current?.run_id,\n }));\n } else {\n setCurrent((current) => ({\n status: \"done\",\n messages: current?.messages,\n run_id: current?.run_id,\n }));\n }\n },\n [controller],\n );\n\n return {\n startStream,\n stopStream,\n stream: current,\n };\n}\n\nexport function mergeMessagesById(\n left: Message[] | Record | null | undefined,\n right: Message[] | Record | null | undefined,\n): Message[] {\n const leftMsgs = Array.isArray(left) ? left : left?.messages;\n const rightMsgs = Array.isArray(right) ? right : right?.messages;\n\n const merged = (leftMsgs ?? [])?.slice();\n for (const msg of rightMsgs ?? []) {\n const foundIdx = merged.findIndex((m: any) => m.id === msg.id);\n if (foundIdx === -1) {\n merged.push(msg);\n } else {\n merged[foundIdx] = msg;\n }\n }\n return merged;\n}\n" }, { "path": "frontend/src/hooks/useThreadAndAssistant.ts", "content": "import { useQuery, useQueryClient } from \"react-query\";\nimport { useParams } from \"react-router-dom\";\nimport { getAssistant } from \"../api/assistants\";\nimport { getThread } from \"../api/threads\";\n\nexport function useThreadAndAssistant() {\n // Extract route parameters\n const { chatId, assistantId } = useParams();\n const queryClient = useQueryClient();\n\n // React Query to fetch chat details if chatId is present\n const { data: currentChat, isLoading: isLoadingChat } = useQuery(\n [\"thread\", chatId],\n () => getThread(chatId as string),\n {\n enabled: !!chatId,\n },\n );\n\n // Determine the assistantId to use: either from the chat or the route directly\n const effectiveAssistantId = assistantId || currentChat?.assistant_id;\n\n // React Query to fetch assistant configuration based on the effectiveAssistantId\n const { data: assistantConfig, isLoading: isLoadingAssistant } = useQuery(\n [\"assistant\", effectiveAssistantId],\n () => getAssistant(effectiveAssistantId as string),\n {\n enabled: !!effectiveAssistantId,\n },\n );\n\n const invalidateChat = (chatId: string) => {\n queryClient.invalidateQueries([\"thread\", chatId]);\n };\n\n // Return both loading states, the chat data, and the assistant configuration\n return {\n currentChat,\n assistantConfig,\n isLoading: isLoadingChat || isLoadingAssistant,\n invalidateChat,\n };\n}\n" }, { "path": "frontend/src/hooks/useToolsSchemas.ts", "content": "import { useEffect, useState } from \"react\";\nimport { ToolConfigSchema, ToolSchema } from \"../utils/formTypes.ts\";\nimport { useSchemas } from \"./useSchemas.ts\";\n\ninterface SchemaItem {\n properties: {\n name: { const: string };\n type: { default: string };\n description: { const: string };\n config: ToolConfigSchema;\n multi_use: { const: boolean };\n };\n}\n\ninterface ConfigSchema {\n properties: {\n configurable: {\n properties: {\n \"type==agent/tools\": {\n items: {\n anyOf: SchemaItem[];\n };\n };\n };\n };\n };\n}\n\nexport function useToolsSchemas() {\n const schemas = useSchemas();\n\n const [tools, setTools] = useState([]);\n const [loading, setLoading] = useState(true);\n\n useEffect(() => {\n const configSchema = schemas?.configSchema as ConfigSchema | null;\n if (!configSchema) {\n setLoading(true);\n return;\n }\n\n const toolSchemas = configSchema.properties.configurable.properties[\n \"type==agent/tools\"\n ]?.items.anyOf as SchemaItem[] | undefined;\n if (!toolSchemas) {\n setLoading(true);\n return;\n }\n const processedTools = toolSchemas.map((schema): ToolSchema => {\n // Assuming config is always an object with properties\n // You'll need a more sophisticated approach if configs can be more complex or vary significantly between tools\n return {\n name: schema.properties.name.const || \"\",\n type: schema.properties.type.default || \"\",\n description: schema.properties.description.const || \"\",\n config: schema.properties.config || {},\n multiUse: schema.properties.multi_use.const || false,\n };\n });\n setLoading(false);\n setTools(processedTools);\n }, [schemas]);\n\n return { tools, loading };\n}\n" }, { "path": "frontend/src/index.css", "content": "@tailwind base;\n@tailwind components;\n@tailwind utilities;\n\nhtml,\nbody,\n#root {\n height: 100%;\n}\n\nbody {\n background: #f5f5f5;\n}\n" }, { "path": "frontend/src/main.tsx", "content": "import ReactDOM from \"react-dom/client\";\nimport { v4 as uuidv4 } from \"uuid\";\nimport App from \"./App.tsx\";\nimport \"./index.css\";\nimport { BrowserRouter, Route, Routes } from \"react-router-dom\";\nimport { StrictMode } from \"react\";\nimport { QueryClient, QueryClientProvider } from \"react-query\";\nimport { NotFound } from \"./components/NotFound.tsx\";\n\nfunction getCookie(name: string) {\n const cookie = document.cookie\n .split(\"; \")\n .find((row) => row.startsWith(`${name}=`));\n return cookie ? cookie.split(\"=\")[1] : null;\n}\n\ndocument.addEventListener(\"DOMContentLoaded\", () => {\n const userId =\n localStorage.getItem(\"opengpts_user_id\") ||\n getCookie(\"opengpts_user_id\") ||\n uuidv4();\n\n // Push the user id to localStorage in any case to make it stable\n localStorage.setItem(\"opengpts_user_id\", userId);\n // Ensure the cookie is always set (for both new and returning users)\n const weekInMilliseconds = 7 * 24 * 60 * 60 * 1000;\n const expires = new Date(Date.now() + weekInMilliseconds).toUTCString();\n document.cookie = `opengpts_user_id=${userId}; path=/; expires=${expires}; SameSite=Lax;`;\n});\n\nconst queryClient = new QueryClient();\n\nReactDOM.createRoot(document.getElementById(\"root\")!).render(\n \n \n \n \n } />\n }\n />\n } />\n } />\n } />\n \n \n \n ,\n);\n" }, { "path": "frontend/src/types.ts", "content": "export interface ToolCall {\n id: string;\n name: string;\n args: Record;\n}\n\nexport interface MessageDocument {\n page_content: string;\n metadata: Record;\n}\n\nexport interface Message {\n id: string;\n type: string;\n role?: string; // for chat_retrieval bot\n content: string | MessageDocument[] | object;\n name?: string;\n tool_calls?: ToolCall[];\n example: boolean;\n}\n\nexport interface Chat {\n assistant_id: string;\n thread_id: string;\n name: string;\n updated_at: string;\n metadata: Record | null;\n}\n" }, { "path": "frontend/src/utils/cn.ts", "content": "import clsx from \"clsx\";\nimport { ClassValue } from \"clsx\";\nimport { twMerge } from \"tailwind-merge\";\n\nexport function cn(...inputs: ClassValue[]) {\n return twMerge(clsx(inputs));\n}\n" }, { "path": "frontend/src/utils/defaults.ts", "content": "// (c) 2015 Chute Corporation. Released under the terms of the MIT License.\n// Modified to use TypeScript and handle edge cases with tuples\n\n/* eslint-disable @typescript-eslint/no-explicit-any */\n/* eslint-disable no-prototype-builtins */\n\n\"use strict\";\n\n/**\n * check whether item is plain object\n * @param {*} item\n * @return {Boolean}\n */\nconst isObject = (item: unknown): item is Record => {\n return (\n typeof item === \"object\" &&\n item !== null &&\n item.toString() === {}.toString()\n );\n};\n\n/**\n * deep JSON object clone\n *\n * @param {Object} source\n * @return {Object}\n */\nconst cloneJSON = (source: any): any => {\n return JSON.parse(JSON.stringify(source));\n};\n\n/**\n * returns a result of deep merge of two objects\n *\n * @param {Object} target\n * @param {Object} source\n * @return {Object}\n */\nconst merge = (\n target: Record,\n source: Record,\n) => {\n target = cloneJSON(target);\n\n for (const key in source) {\n if (source.hasOwnProperty(key)) {\n const sourceKeyValue = source[key];\n const targetKeyValue = target[key];\n\n if (isObject(sourceKeyValue) && isObject(targetKeyValue)) {\n target[key] = merge(targetKeyValue, sourceKeyValue);\n } else {\n target[key] = sourceKeyValue;\n }\n }\n }\n return target;\n};\n\n/**\n * get object by reference. works only with local references that points on\n * definitions object\n *\n * @param {String} path\n * @param {Object} definitions\n * @return {Object}\n */\nconst getLocalRef = function (\n inputPath: string,\n definitions: Record,\n) {\n const path = inputPath.replace(/^#\\/definitions\\//, \"\").split(\"/\");\n\n const find = function (path: string[], root: any): any {\n const key = path.shift();\n if (!key) return {};\n\n if (!root[key]) {\n return {};\n } else if (!path.length) {\n return root[key];\n } else {\n return find(path, root[key]);\n }\n };\n\n const result = find(path, definitions);\n\n if (!isObject(result)) {\n return result;\n }\n return cloneJSON(result);\n};\n\n/**\n * merge list of objects from allOf properties\n * if some of objects contains $ref field extracts this reference and merge it\n *\n * @param {Array} allOfList\n * @param {Object} definitions\n * @return {Object}\n */\nconst mergeAllOf = function (allOfList: any[], definitions: any) {\n const length = allOfList.length;\n let index = -1,\n result = {};\n\n while (++index < length) {\n let item = allOfList[index];\n\n item =\n typeof item.$ref !== \"undefined\"\n ? getLocalRef(item.$ref, definitions)\n : item;\n\n result = merge(result, item);\n }\n\n return result;\n};\n\n/**\n * returns a object that built with default values from json schema\n *\n * @param {Object} schema\n * @param {Object} definitions\n * @return {Object}\n */\nconst defaults = (schema: any, definitions: Record): unknown => {\n if (typeof schema[\"default\"] !== \"undefined\") {\n return schema[\"default\"];\n } else if (typeof schema.allOf !== \"undefined\") {\n const mergedItem = mergeAllOf(schema.allOf, definitions);\n return defaults(mergedItem, definitions);\n } else if (typeof schema.$ref !== \"undefined\") {\n const reference = getLocalRef(schema.$ref, definitions);\n return defaults(reference, definitions);\n } else if (schema.type === \"object\") {\n if (!schema.properties) {\n return {};\n }\n\n for (const key in schema.properties) {\n if (schema.properties.hasOwnProperty(key)) {\n schema.properties[key] = defaults(schema.properties[key], definitions);\n\n if (typeof schema.properties[key] === \"undefined\") {\n delete schema.properties[key];\n }\n }\n }\n\n return schema.properties;\n } else if (schema.type === \"array\") {\n if (!schema.items) {\n return [];\n }\n\n // minimum item count\n const ct = schema.minItems || 0;\n\n // tuple-typed arrays\n if (schema.items.constructor === Array) {\n const values = schema.items.map((item: unknown) =>\n defaults(item, definitions),\n );\n\n // remove undefined items at the end (unless required by minItems)\n for (let i = values.length - 1; i >= 0; i--) {\n if (typeof values[i] !== \"undefined\") {\n break;\n }\n if (i + 1 > ct) {\n values.pop();\n }\n }\n\n // if all values are undefined -> return undefined even\n // if minItems is set\n if (values.every((item: unknown) => typeof item === \"undefined\")) {\n return undefined;\n }\n\n return values;\n }\n\n // object-typed arrays\n const value = defaults(schema.items, definitions);\n\n if (typeof value === \"undefined\") {\n return [];\n } else {\n const values = [];\n for (let i = 0; i < Math.max(1, ct); i++) {\n values.push(cloneJSON(value));\n }\n return values;\n }\n }\n};\n\n/**\n * main function\n *\n * @param {Object} schema\n * @param {Object|undefined} definitions\n * @return {Object}\n */\nexport function getDefaults(\n schema: any,\n definitions?: Record | undefined,\n) {\n if (typeof definitions === \"undefined\") {\n definitions = (schema.definitions as Record) || {};\n } else if (isObject(schema.definitions)) {\n definitions = merge(definitions, schema.definitions);\n }\n\n return defaults(cloneJSON(schema), definitions);\n}\n" }, { "path": "frontend/src/utils/formTypes.ts", "content": "export type MessageWithFiles = {\n message: string;\n files: File[];\n};\n\nexport interface Tool {\n id: string;\n type: string;\n name: string;\n description: string;\n config: ToolConfig;\n}\n\nexport interface ToolConfig {\n [key: string]: string;\n}\n\nexport interface ToolSchema {\n type: string;\n name: string;\n description: string;\n multiUse: boolean;\n config: ToolConfigSchema;\n}\n\ninterface PropertySchema {\n type: string;\n title?: string;\n default?: string; // Assuming default values are strings\n}\n\nexport interface ToolConfigSchema {\n title: string;\n type: string;\n required: string[];\n properties: {\n [key: string]: PropertySchema;\n };\n}\n" }, { "path": "frontend/src/utils/json-refs.d.ts", "content": "/* eslint-disable @typescript-eslint/no-explicit-any */\nexport const JsonRefs: {\n resolveRefs(schema: any): Promise<{ resolved: any }>;\n};\n" }, { "path": "frontend/src/utils/json-refs.js", "content": "// Original source: https://github.com/whitlockjc/json-refs/blob/master/dist/json-refs-min.js\n\nexport const JsonRefs = (function (t) {\n var n = {};\n function r(e) {\n if (n[e]) return n[e].exports;\n var o = (n[e] = { i: e, l: !1, exports: {} });\n return t[e].call(o.exports, o, o.exports, r), (o.l = !0), o.exports;\n }\n return (\n (r.m = t),\n (r.c = n),\n (r.d = function (t, n, e) {\n r.o(t, n) || Object.defineProperty(t, n, { enumerable: !0, get: e });\n }),\n (r.r = function (t) {\n \"undefined\" != typeof Symbol &&\n Symbol.toStringTag &&\n Object.defineProperty(t, Symbol.toStringTag, { value: \"Module\" }),\n Object.defineProperty(t, \"__esModule\", { value: !0 });\n }),\n (r.t = function (t, n) {\n if ((1 & n && (t = r(t)), 8 & n)) return t;\n if (4 & n && \"object\" == typeof t && t && t.__esModule) return t;\n var e = Object.create(null);\n if (\n (r.r(e),\n Object.defineProperty(e, \"default\", { enumerable: !0, value: t }),\n 2 & n && \"string\" != typeof t)\n )\n for (var o in t)\n r.d(\n e,\n o,\n function (n) {\n return t[n];\n }.bind(null, o),\n );\n return e;\n }),\n (r.n = function (t) {\n var n =\n t && t.__esModule\n ? 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t[n]++ : (t[n] = 1);\n }\n function c(t, n) {\n --t[n] || delete t[n];\n }\n function a(t, n, r, e) {\n var i = \"\" + n,\n u = \"\" + r;\n if (!t && i > u) {\n var c = i;\n (i = u), (u = c);\n }\n return i + \"\u0001\" + u + \"\u0001\" + (o.isUndefined(e) ? \"\\0\" : e);\n }\n function s(t, n, r, e) {\n var o = \"\" + n,\n i = \"\" + r;\n if (!t && o > i) {\n var u = o;\n (o = i), (i = u);\n }\n var c = { v: o, w: i };\n return e && (c.name = e), c;\n }\n function f(t, n) {\n return a(t, n.v, n.w, n.name);\n }\n (i.prototype._nodeCount = 0),\n (i.prototype._edgeCount = 0),\n (i.prototype.isDirected = function () {\n return this._isDirected;\n }),\n (i.prototype.isMultigraph = function () {\n return this._isMultigraph;\n }),\n (i.prototype.isCompound = function () {\n return this._isCompound;\n }),\n (i.prototype.setGraph = function (t) {\n return (this._label = t), this;\n }),\n (i.prototype.graph = function () {\n return this._label;\n }),\n (i.prototype.setDefaultNodeLabel = function (t) {\n return (\n o.isFunction(t) || (t = o.constant(t)),\n (this._defaultNodeLabelFn = t),\n this\n );\n }),\n (i.prototype.nodeCount = function () {\n return this._nodeCount;\n }),\n (i.prototype.nodes = function () {\n return o.keys(this._nodes);\n }),\n (i.prototype.sources = function () {\n var t = this;\n return o.filter(this.nodes(), function (n) {\n return o.isEmpty(t._in[n]);\n });\n }),\n (i.prototype.sinks = function () {\n var t = this;\n return o.filter(this.nodes(), function (n) {\n return o.isEmpty(t._out[n]);\n });\n }),\n (i.prototype.setNodes = function (t, n) {\n var r = arguments,\n e = this;\n return (\n o.each(t, function (t) {\n r.length > 1 ? e.setNode(t, n) : e.setNode(t);\n }),\n this\n );\n }),\n (i.prototype.setNode = function (t, n) {\n return o.has(this._nodes, t)\n ? (arguments.length > 1 && (this._nodes[t] = n), this)\n : ((this._nodes[t] =\n arguments.length > 1 ? n : this._defaultNodeLabelFn(t)),\n this._isCompound &&\n ((this._parent[t] = \"\\0\"),\n (this._children[t] = {}),\n (this._children[\"\\0\"][t] = !0)),\n (this._in[t] = {}),\n (this._preds[t] = {}),\n (this._out[t] = {}),\n (this._sucs[t] = {}),\n ++this._nodeCount,\n this);\n }),\n (i.prototype.node = function (t) {\n return this._nodes[t];\n }),\n (i.prototype.hasNode = function (t) {\n return o.has(this._nodes, t);\n }),\n (i.prototype.removeNode = function (t) {\n var n = this;\n if (o.has(this._nodes, t)) {\n var r = function (t) {\n n.removeEdge(n._edgeObjs[t]);\n };\n delete this._nodes[t],\n this._isCompound &&\n (this._removeFromParentsChildList(t),\n delete this._parent[t],\n o.each(this.children(t), function (t) {\n n.setParent(t);\n }),\n delete this._children[t]),\n o.each(o.keys(this._in[t]), r),\n delete this._in[t],\n delete this._preds[t],\n o.each(o.keys(this._out[t]), r),\n delete this._out[t],\n delete this._sucs[t],\n --this._nodeCount;\n }\n return this;\n }),\n (i.prototype.setParent = function (t, n) {\n if (!this._isCompound)\n throw new Error(\"Cannot set parent in a non-compound graph\");\n if (o.isUndefined(n)) n = \"\\0\";\n else {\n for (var r = (n += \"\"); !o.isUndefined(r); r = this.parent(r))\n if (r === t)\n throw new Error(\n \"Setting \" + n + \" as parent of \" + t + \" would create a cycle\",\n );\n this.setNode(n);\n }\n return (\n this.setNode(t),\n this._removeFromParentsChildList(t),\n (this._parent[t] = n),\n (this._children[n][t] = !0),\n this\n );\n }),\n (i.prototype._removeFromParentsChildList = function (t) {\n delete this._children[this._parent[t]][t];\n }),\n (i.prototype.parent = function (t) {\n if (this._isCompound) {\n var n = this._parent[t];\n if (\"\\0\" !== n) return n;\n }\n }),\n (i.prototype.children = function (t) {\n if ((o.isUndefined(t) && (t = \"\\0\"), this._isCompound)) {\n var n = this._children[t];\n if (n) return o.keys(n);\n } else {\n if (\"\\0\" === t) return this.nodes();\n if (this.hasNode(t)) return [];\n }\n }),\n (i.prototype.predecessors = function (t) {\n var n = this._preds[t];\n if (n) return o.keys(n);\n }),\n (i.prototype.successors = function (t) {\n var n = this._sucs[t];\n if (n) return o.keys(n);\n }),\n (i.prototype.neighbors = function (t) {\n var n = this.predecessors(t);\n if (n) return o.union(n, this.successors(t));\n }),\n (i.prototype.isLeaf = function (t) {\n return (\n 0 ===\n (this.isDirected() ? this.successors(t) : this.neighbors(t)).length\n );\n }),\n (i.prototype.filterNodes = function (t) {\n var n = new this.constructor({\n directed: this._isDirected,\n multigraph: this._isMultigraph,\n compound: this._isCompound,\n });\n n.setGraph(this.graph());\n var r = this;\n o.each(this._nodes, function (r, e) {\n t(e) && n.setNode(e, r);\n }),\n o.each(this._edgeObjs, function (t) {\n n.hasNode(t.v) && n.hasNode(t.w) && n.setEdge(t, r.edge(t));\n });\n var e = {};\n return (\n this._isCompound &&\n o.each(n.nodes(), function (t) {\n n.setParent(\n t,\n (function t(o) {\n var i = r.parent(o);\n return void 0 === i || n.hasNode(i)\n ? ((e[o] = i), i)\n : i in e\n ? e[i]\n : t(i);\n })(t),\n );\n }),\n n\n );\n }),\n (i.prototype.setDefaultEdgeLabel = function (t) {\n return (\n o.isFunction(t) || (t = o.constant(t)),\n (this._defaultEdgeLabelFn = t),\n this\n );\n }),\n (i.prototype.edgeCount = function () {\n return this._edgeCount;\n }),\n (i.prototype.edges = function () {\n return o.values(this._edgeObjs);\n }),\n (i.prototype.setPath = function (t, n) {\n var r = this,\n e = arguments;\n return (\n o.reduce(t, function (t, o) {\n return e.length > 1 ? r.setEdge(t, o, n) : r.setEdge(t, o), o;\n }),\n this\n );\n }),\n (i.prototype.setEdge = function () {\n var t,\n n,\n r,\n i,\n c = !1,\n f = arguments[0];\n \"object\" === e(f) && null !== f && \"v\" in f\n ? ((t = f.v),\n (n = f.w),\n (r = f.name),\n 2 === arguments.length && ((i = arguments[1]), (c = !0)))\n : ((t = f),\n (n = arguments[1]),\n (r = arguments[3]),\n arguments.length > 2 && ((i = arguments[2]), (c = !0))),\n (t = \"\" + t),\n (n = \"\" + n),\n o.isUndefined(r) || (r = \"\" + r);\n var l = a(this._isDirected, t, n, r);\n if (o.has(this._edgeLabels, l))\n return c && (this._edgeLabels[l] = i), this;\n if (!o.isUndefined(r) && !this._isMultigraph)\n throw new Error(\"Cannot set a named edge when isMultigraph = false\");\n this.setNode(t),\n this.setNode(n),\n (this._edgeLabels[l] = c ? i : this._defaultEdgeLabelFn(t, n, r));\n var p = s(this._isDirected, t, n, r);\n return (\n (t = p.v),\n (n = p.w),\n Object.freeze(p),\n (this._edgeObjs[l] = p),\n u(this._preds[n], t),\n u(this._sucs[t], n),\n (this._in[n][l] = p),\n (this._out[t][l] = p),\n this._edgeCount++,\n this\n );\n }),\n (i.prototype.edge = function (t, n, r) {\n var e =\n 1 === arguments.length\n ? f(this._isDirected, arguments[0])\n : a(this._isDirected, t, n, r);\n return this._edgeLabels[e];\n }),\n (i.prototype.hasEdge = function (t, n, r) {\n var e =\n 1 === arguments.length\n ? f(this._isDirected, arguments[0])\n : a(this._isDirected, t, n, r);\n return o.has(this._edgeLabels, e);\n }),\n (i.prototype.removeEdge = function (t, n, r) {\n var e =\n 1 === arguments.length\n ? f(this._isDirected, arguments[0])\n : a(this._isDirected, t, n, r),\n o = this._edgeObjs[e];\n return (\n o &&\n ((t = o.v),\n (n = o.w),\n delete this._edgeLabels[e],\n delete this._edgeObjs[e],\n c(this._preds[n], t),\n c(this._sucs[t], n),\n delete this._in[n][e],\n delete this._out[t][e],\n this._edgeCount--),\n this\n );\n }),\n (i.prototype.inEdges = function (t, n) {\n var r = this._in[t];\n if (r) {\n var e = o.values(r);\n return n\n ? o.filter(e, function (t) {\n return t.v === n;\n })\n : e;\n }\n }),\n (i.prototype.outEdges = function (t, n) {\n var r = this._out[t];\n if (r) {\n var e = o.values(r);\n return n\n ? o.filter(e, function (t) {\n return t.w === n;\n })\n : e;\n }\n }),\n (i.prototype.nodeEdges = function (t, n) {\n var r = this.inEdges(t, n);\n if (r) return r.concat(this.outEdges(t, n));\n });\n },\n function (t, n, r) {\n var e = r(15),\n o = r(95),\n i = r(96),\n u = r(97),\n c = r(98),\n a = r(99);\n function s(t) {\n var n = (this.__data__ = new e(t));\n this.size = n.size;\n }\n (s.prototype.clear = o),\n (s.prototype.delete = i),\n (s.prototype.get = u),\n (s.prototype.has = c),\n (s.prototype.set = a),\n (t.exports = s);\n },\n function (t, n) {\n t.exports = function (t, n) {\n return t === n || (t != t && n != n);\n };\n },\n function (t, n, r) {\n var e = r(4)(r(2), \"Map\");\n t.exports = e;\n },\n function (t, n, r) {\n var e = r(106),\n o = r(113),\n i = r(115),\n u = r(116),\n c = r(117);\n function a(t) {\n var n = -1,\n r = null == t ? 0 : t.length;\n for (this.clear(); ++n < r; ) {\n var e = t[n];\n this.set(e[0], e[1]);\n }\n }\n (a.prototype.clear = e),\n (a.prototype.delete = o),\n (a.prototype.get = i),\n (a.prototype.has = u),\n (a.prototype.set = c),\n (t.exports = a);\n },\n function (t, n) {\n t.exports = function (t, n) {\n for (\n var r = -1, e = null == t ? 0 : t.length;\n ++r < e && !1 !== n(t[r], r, t);\n\n );\n return t;\n };\n },\n function (t, n) {\n t.exports = function (t) {\n return (\n \"number\" == typeof t && t > -1 && t % 1 == 0 && t <= 9007199254740991\n );\n };\n },\n function (t, n) {\n t.exports = function (t) {\n return function (n) {\n return t(n);\n };\n };\n },\n function (t, n, r) {\n (function (t) {\n function e(t) {\n return (e =\n \"function\" == typeof Symbol && \"symbol\" == typeof Symbol.iterator\n ? function (t) {\n return typeof t;\n }\n : function (t) {\n return t &&\n \"function\" == typeof Symbol &&\n t.constructor === Symbol &&\n t !== Symbol.prototype\n ? \"symbol\"\n : typeof t;\n })(t);\n }\n var o = r(47),\n i = \"object\" == e(n) && n && !n.nodeType && n,\n u = i && \"object\" == e(t) && t && !t.nodeType && t,\n c = u && u.exports === i && o.process,\n a = (function () {\n try {\n var t = u && u.require && u.require(\"util\").types;\n return t || (c && c.binding && c.binding(\"util\"));\n } catch (t) {}\n })();\n t.exports = a;\n }).call(this, r(14)(t));\n },\n function (t, n, r) {\n var e = r(23),\n o = r(123),\n i = Object.prototype.hasOwnProperty;\n t.exports = function (t) {\n if (!e(t)) return o(t);\n var n = [];\n for (var r in Object(t)) i.call(t, r) && \"constructor\" != r && n.push(r);\n return n;\n };\n },\n function (t, n, r) {\n var e = r(56),\n o = r(57),\n i = Object.prototype.propertyIsEnumerable,\n u = Object.getOwnPropertySymbols,\n c = u\n ? function (t) {\n return null == t\n ? []\n : ((t = Object(t)),\n e(u(t), function (n) {\n return i.call(t, n);\n }));\n }\n : o;\n t.exports = c;\n },\n function (t, n) {\n t.exports = function (t, n) {\n for (var r = -1, e = n.length, o = t.length; ++r < e; ) t[o + r] = n[r];\n return t;\n };\n },\n function (t, n, r) {\n var e = r(54)(Object.getPrototypeOf, Object);\n t.exports = e;\n },\n function (t, n, r) {\n var e = r(62);\n t.exports = function (t) {\n var n = new t.constructor(t.byteLength);\n return new e(n).set(new e(t)), n;\n };\n },\n function (t, n) {\n t.exports = function (t) {\n var n = -1,\n r = Array(t.size);\n return (\n t.forEach(function (t) {\n r[++n] = t;\n }),\n r\n );\n };\n },\n function (t, n, r) {\n function e(t) {\n return (e =\n \"function\" == typeof Symbol && \"symbol\" == typeof Symbol.iterator\n ? function (t) {\n return typeof t;\n }\n : function (t) {\n return t &&\n \"function\" == typeof Symbol &&\n t.constructor === Symbol &&\n t !== Symbol.prototype\n ? \"symbol\"\n : typeof t;\n })(t);\n }\n var o = r(0),\n i = r(44),\n u = /\\.|\\[(?:[^[\\]]*|([\"'])(?:(?!\\1)[^\\\\]|\\\\.)*?\\1)\\]/,\n c = /^\\w*$/;\n t.exports = function (t, n) {\n if (o(t)) return !1;\n var r = e(t);\n return (\n !(\n \"number\" != r &&\n \"symbol\" != r &&\n \"boolean\" != r &&\n null != t &&\n !i(t)\n ) ||\n c.test(t) ||\n !u.test(t) ||\n (null != n && t in Object(n))\n );\n };\n },\n function (t, n, r) {\n function e(t) {\n return (e =\n \"function\" == typeof Symbol && \"symbol\" == typeof Symbol.iterator\n ? function (t) {\n return typeof t;\n }\n : function (t) {\n return t &&\n \"function\" == typeof Symbol &&\n t.constructor === Symbol &&\n t !== Symbol.prototype\n ? \"symbol\"\n : typeof t;\n })(t);\n }\n var o = r(8),\n i = r(3);\n t.exports = function (t) {\n return \"symbol\" == e(t) || (i(t) && \"[object Symbol]\" == o(t));\n };\n },\n function (t, n) {\n t.exports = function (t, n) {\n for (var r = -1, e = null == t ? 0 : t.length, o = Array(e); ++r < e; )\n o[r] = n(t[r], r, t);\n return o;\n };\n },\n function (t, n) {\n (function (n) {\n t.exports = n;\n }).call(this, {});\n },\n function (t, n, r) {\n (function (n) {\n function r(t) {\n return (r =\n \"function\" == typeof Symbol && \"symbol\" == typeof Symbol.iterator\n ? function (t) {\n return typeof t;\n }\n : function (t) {\n return t &&\n \"function\" == typeof Symbol &&\n t.constructor === Symbol &&\n t !== Symbol.prototype\n ? \"symbol\"\n : typeof t;\n })(t);\n }\n var e =\n \"object\" == (void 0 === n ? \"undefined\" : r(n)) &&\n n &&\n n.Object === Object &&\n n;\n t.exports = e;\n }).call(this, r(11));\n },\n function (t, n) {\n var r = Function.prototype.toString;\n t.exports = function (t) {\n if (null != t) {\n try {\n return r.call(t);\n } catch (t) {}\n try {\n return t + \"\";\n } catch (t) {}\n }\n return \"\";\n };\n },\n function (t, n, r) {\n var e = r(50),\n o = r(30),\n i = Object.prototype.hasOwnProperty;\n t.exports = function (t, n, r) {\n var u = t[n];\n (i.call(t, n) && o(u, r) && (void 0 !== r || n in t)) || e(t, n, r);\n };\n },\n function (t, n, r) {\n var e = r(51);\n t.exports = function (t, n, r) {\n \"__proto__\" == n && e\n ? e(t, n, { configurable: !0, enumerable: !0, value: r, writable: !0 })\n : (t[n] = r);\n };\n },\n function (t, n, r) {\n var e = r(4),\n o = (function () {\n try {\n var t = e(Object, \"defineProperty\");\n return t({}, \"\", {}), t;\n } catch (t) {}\n })();\n t.exports = o;\n },\n function (t, n, r) {\n var e = r(119),\n o = r(21),\n i = r(0),\n u = r(12),\n c = r(53),\n a = r(22),\n s = Object.prototype.hasOwnProperty;\n t.exports = function (t, n) {\n var r = i(t),\n f = !r && o(t),\n l = !r && !f && u(t),\n p = !r && !f && !l && a(t),\n h = r || f || l || p,\n v = h ? e(t.length, String) : [],\n d = v.length;\n for (var y in t)\n (!n && !s.call(t, y)) ||\n (h &&\n (\"length\" == y ||\n (l && (\"offset\" == y || \"parent\" == y)) ||\n (p &&\n (\"buffer\" == y || \"byteLength\" == y || \"byteOffset\" == y)) ||\n c(y, d))) ||\n v.push(y);\n return v;\n };\n },\n function (t, n) {\n function r(t) {\n return (r =\n \"function\" == typeof Symbol && \"symbol\" == typeof Symbol.iterator\n ? 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function (t) {\n for (var n = []; t; ) e(n, i(t)), (t = o(t));\n return n;\n }\n : u;\n t.exports = c;\n },\n function (t, n, r) {\n var e = r(60),\n o = r(38),\n i = r(6);\n t.exports = function (t) {\n return e(t, i, o);\n };\n },\n function (t, n, r) {\n var e = r(39),\n o = r(0);\n t.exports = function (t, n, r) {\n var i = n(t);\n return o(t) ? i : e(i, r(t));\n };\n },\n function (t, n, r) {\n var e = r(4)(r(2), \"Set\");\n t.exports = e;\n },\n function (t, n, r) {\n var e = r(2).Uint8Array;\n t.exports = e;\n },\n function (t, n, r) {\n var e = r(5),\n o = Object.create,\n i = (function () {\n function t() {}\n return function (n) {\n if (!e(n)) return {};\n if (o) return o(n);\n t.prototype = n;\n var r = new t();\n return (t.prototype = void 0), r;\n };\n })();\n t.exports = i;\n },\n function (t, n) {\n t.exports = function (t) {\n return function () {\n return t;\n };\n };\n },\n function (t, n, r) {\n var e = r(148),\n o = r(6);\n t.exports = function (t, n) {\n return t && e(t, n, o);\n };\n },\n function (t, n, r) {\n var e = r(156),\n o = r(3);\n t.exports = function t(n, r, i, u, c) {\n return (\n n === r ||\n (null == n || null == r || (!o(n) && !o(r))\n ? 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(r.next = e) : (t = e),\n (r = e),\n (e = void 0);\n },\n drain: function () {\n var e = t;\n for (t = r = n = void 0; e; ) e.fn.call(e.self), (e = e.next);\n },\n };\n })();\n var _ = t({}, \"constructor\", y, !1);\n return (\n (y.prototype = _),\n t(_, \"__NPO__\", 0, !1),\n t(y, \"resolve\", function (t) {\n return t && \"object\" == s(t) && 1 === t.__NPO__\n ? t\n : new this(function (n, r) {\n if (\"function\" != typeof n || \"function\" != typeof r)\n throw TypeError(\"Not a function\");\n n(t);\n });\n }),\n t(y, \"reject\", function (t) {\n return new this(function (n, r) {\n if (\"function\" != typeof n || \"function\" != typeof r)\n throw TypeError(\"Not a function\");\n r(t);\n });\n }),\n t(y, \"all\", function (t) {\n var n = this;\n return \"[object Array]\" != e.call(t)\n ? n.reject(TypeError(\"Not an array\"))\n : 0 === t.length\n ? n.resolve([])\n : new n(function (r, e) {\n if (\"function\" != typeof r || \"function\" != typeof e)\n throw TypeError(\"Not a function\");\n var o = t.length,\n i = Array(o),\n u = 0;\n h(\n n,\n t,\n function (t, n) {\n (i[t] = n), ++u === o && r(i);\n },\n e,\n );\n });\n }),\n t(y, \"race\", function (t) {\n var n = this;\n return \"[object Array]\" != e.call(t)\n ? n.reject(TypeError(\"Not an array\"))\n : new n(function (r, e) {\n if (\"function\" != typeof r || \"function\" != typeof e)\n throw TypeError(\"Not a function\");\n h(\n n,\n t,\n function (t, n) {\n r(n);\n },\n e,\n );\n });\n }),\n y\n );\n }),\n ((c = void 0 !== e ? e : this)[(u = \"Promise\")] = c[u] || a()),\n t.exports\n ? 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(e.isUndefined(i.processContent) &&\n (i.processContent = function (t, n) {\n n(void 0, JSON.parse(t.text));\n }),\n (o = (o = u.load(decodeURI(t), i))\n .then(function (n) {\n return (l[t] = { value: n }), n;\n })\n .catch(function (n) {\n throw ((l[t] = { error: n }), n);\n })))\n : (o = o.then(function () {\n if (e.isError(r.error)) throw r.error;\n return r.value;\n })),\n (o = o.then(function (t) {\n return e.cloneDeep(t);\n }))\n );\n }\n function x(t, n) {\n var r = !0;\n try {\n if (!e.isPlainObject(t)) throw new Error(\"obj is not an Object\");\n if (!e.isString(t.$ref)) throw new Error(\"obj.$ref is not a String\");\n } catch (t) {\n if (n) throw t;\n r = !1;\n }\n return r;\n }\n function j(t) {\n return -1 !== t.indexOf(\"://\") || i.isAbsolute(t)\n ? t\n : i.resolve(n.cwd(), t);\n }\n function E(t, n) {\n (t.error = n.message), (t.missing = !0);\n }\n function S(t) {\n return s.parse(t);\n }\n function O(t, n, r) {\n g(t, n.slice(0, n.length - 1))[n[n.length - 1]] = r;\n }\n function A(t, n) {\n var r, o;\n if (((t = e.isUndefined(t) ? {} : e.cloneDeep(t)), !e.isObject(t)))\n throw new TypeError(\"options must be an Object\");\n if (\n !e.isUndefined(t.resolveCirculars) &&\n !e.isBoolean(t.resolveCirculars)\n )\n throw new TypeError(\"options.resolveCirculars must be a Boolean\");\n if (\n !(\n e.isUndefined(t.filter) ||\n e.isArray(t.filter) ||\n e.isFunction(t.filter) ||\n e.isString(t.filter)\n )\n )\n throw new TypeError(\n \"options.filter must be an Array, a Function of a String\",\n );\n if (!e.isUndefined(t.includeInvalid) && !e.isBoolean(t.includeInvalid))\n throw new TypeError(\"options.includeInvalid must be a Boolean\");\n if (!e.isUndefined(t.location) && !e.isString(t.location))\n throw new TypeError(\"options.location must be a String\");\n if (\n !e.isUndefined(t.refPreProcessor) &&\n !e.isFunction(t.refPreProcessor)\n )\n throw new TypeError(\"options.refPreProcessor must be a Function\");\n if (\n !e.isUndefined(t.refPostProcessor) &&\n !e.isFunction(t.refPostProcessor)\n )\n throw new TypeError(\"options.refPostProcessor must be a Function\");\n if (\n !e.isUndefined(t.subDocPath) &&\n !e.isArray(t.subDocPath) &&\n !k(t.subDocPath)\n )\n throw new TypeError(\n \"options.subDocPath must be an Array of path segments or a valid JSON Pointer\",\n );\n if (\n (e.isUndefined(t.resolveCirculars) && (t.resolveCirculars = !1),\n (t.filter = (function (t) {\n var n, r;\n return (\n e.isArray(t.filter) || e.isString(t.filter)\n ? ((r = e.isString(t.filter) ? [t.filter] : t.filter),\n (n = function (t) {\n return r.indexOf(t.type) > -1 || r.indexOf(m(t)) > -1;\n }))\n : e.isFunction(t.filter)\n ? (n = t.filter)\n : e.isUndefined(t.filter) &&\n (n = function () {\n return !0;\n }),\n function (r, e) {\n return (\n (\"invalid\" !== r.type || !0 === t.includeInvalid) && n(r, e)\n );\n }\n );\n })(t)),\n e.isUndefined(t.location) && (t.location = j(\"./root.json\")),\n (r = t.location.split(\"#\")).length > 1 && (t.subDocPath = \"#\" + r[1]),\n (o = decodeURI(t.location) === t.location),\n (t.location = d(t.location, void 0)),\n o && (t.location = decodeURI(t.location)),\n (t.subDocPath = (function (t) {\n var n;\n return (\n e.isArray(t.subDocPath)\n ? (n = t.subDocPath)\n : e.isString(t.subDocPath)\n ? (n = R(t.subDocPath))\n : e.isUndefined(t.subDocPath) && (n = []),\n n\n );\n })(t)),\n !e.isUndefined(n))\n )\n try {\n g(n, t.subDocPath);\n } catch (t) {\n throw (\n ((t.message = t.message.replace(\n \"JSON Pointer\",\n \"options.subDocPath\",\n )),\n t)\n );\n }\n return t;\n }\n function T(t) {\n if (!e.isArray(t)) throw new TypeError(\"path must be an array\");\n return t.map(function (t) {\n return (\n e.isString(t) || (t = JSON.stringify(t)),\n t.replace(/~1/g, \"/\").replace(/~0/g, \"~\")\n );\n });\n }\n function C(t) {\n if (!e.isArray(t)) throw new TypeError(\"path must be an array\");\n return t.map(function (t) {\n return (\n e.isString(t) || (t = JSON.stringify(t)),\n t.replace(/~/g, \"~0\").replace(/\\//g, \"~1\")\n );\n });\n }\n function I(t, n) {\n var r = {};\n if (!e.isArray(t) && !e.isObject(t))\n throw new TypeError(\"obj must be an Array or an Object\");\n return (\n (function t(n, r, o, i) {\n var u = !0;\n function c(r, e) {\n o.push(e), t(n, r, o, i), o.pop();\n }\n e.isFunction(i) && (u = i(n, r, o)),\n -1 === n.indexOf(r) &&\n (n.push(r),\n !1 !== u &&\n (e.isArray(r)\n ? r.forEach(function (t, n) {\n c(t, n.toString());\n })\n : e.isObject(r) &&\n e.forOwn(r, function (t, n) {\n c(t, n);\n })),\n n.pop());\n })(\n (function (t, n) {\n var r,\n e = [];\n return (\n n.length > 0 &&\n ((r = t),\n n.slice(0, n.length - 1).forEach(function (t) {\n t in r && ((r = r[t]), e.push(r));\n })),\n e\n );\n })(t, (n = A(n, t)).subDocPath),\n g(t, n.subDocPath),\n e.cloneDeep(n.subDocPath),\n function (t, o, i) {\n var u,\n c,\n a = !0;\n return (\n x(o) &&\n (e.isUndefined(n.refPreProcessor) ||\n (o = n.refPreProcessor(e.cloneDeep(o), i)),\n (u = P(o)),\n e.isUndefined(n.refPostProcessor) ||\n (u = n.refPostProcessor(u, i)),\n n.filter(u, i) && ((c = D(i)), (r[c] = u)),\n b(o).length > 0 && (a = !1)),\n a\n );\n },\n ),\n r\n );\n }\n function P(t) {\n var n,\n r,\n o,\n i = { def: t };\n try {\n if (\n (x(t, !0),\n (n = t.$ref),\n (o = v[n]),\n e.isUndefined(o) && (o = v[n] = S(n)),\n (i.uri = n),\n (i.uriDetails = o),\n e.isUndefined(o.error))\n ) {\n i.type = m(i);\n try {\n [\"#\", \"/\"].indexOf(n[0]) > -1\n ? k(n, !0)\n : n.indexOf(\"#\") > -1 && k(o.fragment, !0);\n } catch (t) {\n (i.error = t.message), (i.type = \"invalid\");\n }\n } else (i.error = i.uriDetails.error), (i.type = \"invalid\");\n (r = b(t)).length > 0 &&\n (i.warning =\n \"Extra JSON Reference properties will be ignored: \" +\n r.join(\", \"));\n } catch (t) {\n (i.error = t.message), (i.type = \"invalid\");\n }\n return i;\n }\n function k(t, n) {\n var r,\n o = !0;\n try {\n if (!e.isString(t)) throw new Error(\"ptr is not a String\");\n if (\"\" !== t) {\n if (((r = t.charAt(0)), -1 === [\"#\", \"/\"].indexOf(r)))\n throw new Error(\"ptr must start with a / or #/\");\n if (\"#\" === r && \"#\" !== t && \"/\" !== t.charAt(1))\n throw new Error(\"ptr must start with a / or #/\");\n if (t.match(f)) throw new Error(\"ptr has invalid token(s)\");\n }\n } catch (t) {\n if (!0 === n) throw t;\n o = !1;\n }\n return o;\n }\n function R(t) {\n try {\n k(t, !0);\n } catch (t) {\n throw new Error(\"ptr must be a JSON Pointer: \" + t.message);\n }\n var n = t.split(\"/\");\n return n.shift(), T(n);\n }\n function D(t, n) {\n if (!e.isArray(t)) throw new Error(\"path must be an Array\");\n return (\n (!1 !== n ? \"#\" : \"\") + (t.length > 0 ? \"/\" : \"\") + C(t).join(\"/\")\n );\n }\n function U(t, n) {\n var r = Promise.resolve();\n return (r = r\n .then(function () {\n if (!e.isArray(t) && !e.isObject(t))\n throw new TypeError(\"obj must be an Array or an Object\");\n (n = A(n, t)), (t = e.cloneDeep(t));\n })\n .then(function () {\n var r = { deps: {}, docs: {}, refs: {} };\n return (function t(n, r, o) {\n var u,\n c,\n a = Promise.resolve(),\n s = D(r.subDocPath),\n f = j(r.location),\n l = i.dirname(r.location),\n p = f + s;\n return (\n e.isUndefined(o.docs[f]) && (o.docs[f] = n),\n e.isUndefined(o.deps[p]) &&\n ((o.deps[p] = {}),\n (u = I(n, r)),\n e.forOwn(u, function (i, u) {\n var f,\n h,\n v = j(r.location) + u,\n g = (i.refdId = decodeURI(\n j(y(i) ? d(l, i.uri) : r.location) +\n \"#\" +\n (i.uri.indexOf(\"#\") > -1 ? i.uri.split(\"#\")[1] : \"\"),\n ));\n ((o.refs[v] = i), _(i)) &&\n ((i.fqURI = g),\n (o.deps[p][u === s ? \"#\" : u.replace(s + \"/\", \"#/\")] = g),\n 0 !== v.indexOf(g + \"/\") && v !== g\n ? (((c = e.cloneDeep(r)).subDocPath = e.isUndefined(\n i.uriDetails.fragment,\n )\n ? []\n : R(decodeURI(i.uriDetails.fragment))),\n y(i)\n ? (delete c.filter,\n (c.location = g.split(\"#\")[0]),\n (a = a.then(\n ((f = o),\n (h = c),\n function () {\n var t = j(h.location),\n n = f.docs[t];\n return e.isUndefined(n)\n ? w(t, h).catch(function (n) {\n return (f.docs[t] = n), n;\n })\n : Promise.resolve().then(function () {\n return n;\n });\n }),\n )))\n : (a = a.then(function () {\n return n;\n })),\n (a = a.then(\n (function (n, r, o) {\n return function (i) {\n if (e.isError(i)) E(o, i);\n else\n try {\n return t(i, r, n).catch(function (t) {\n E(o, t);\n });\n } catch (t) {\n E(o, t);\n }\n };\n })(o, c, i),\n )))\n : (i.circular = !0));\n })),\n a\n );\n })(t, n, r).then(function () {\n return r;\n });\n })\n .then(function (t) {\n var r = {},\n u = [],\n c = [],\n a = new o.Graph(),\n s = j(n.location),\n f = s + D(n.subDocPath),\n l = i.dirname(s);\n return (\n Object.keys(t.deps).forEach(function (t) {\n a.setNode(t);\n }),\n e.forOwn(t.deps, function (t, n) {\n e.forOwn(t, function (t) {\n a.setEdge(n, t);\n });\n }),\n (u = o.alg.findCycles(a)).forEach(function (t) {\n t.forEach(function (t) {\n -1 === c.indexOf(t) && c.push(t);\n });\n }),\n e.forOwn(t.deps, function (n, r) {\n e.forOwn(n, function (n, e) {\n var o,\n i = !1,\n a = r + e.slice(1),\n s = t.refs[r + e.slice(1)],\n f = y(s);\n c.indexOf(n) > -1 &&\n u.forEach(function (t) {\n i ||\n ((o = t.indexOf(n)) > -1 &&\n t.forEach(function (r) {\n i ||\n (0 === a.indexOf(r + \"/\") &&\n ((f &&\n o !== t.length - 1 &&\n \"#\" === n[n.length - 1]) ||\n (i = !0)));\n }));\n }),\n i && (s.circular = !0);\n });\n }),\n e.forOwn(Object.keys(t.deps).reverse(), function (r) {\n var o = t.deps[r],\n i = r.split(\"#\"),\n u = t.docs[i[0]],\n c = R(i[1]);\n e.forOwn(o, function (r, o) {\n var a = r.split(\"#\"),\n s = t.docs[a[0]],\n f = c.concat(R(o)),\n l = t.refs[i[0] + D(f)];\n if (e.isUndefined(l.error) && e.isUndefined(l.missing))\n if (!n.resolveCirculars && l.circular)\n l.value = e.cloneDeep(l.def);\n else {\n try {\n l.value = g(s, R(a[1]));\n } catch (t) {\n return void E(l, t);\n }\n \"\" === i[1] && \"#\" === o\n ? (t.docs[i[0]] = l.value)\n : O(u, f, l.value);\n }\n });\n }),\n Object.keys(t.refs).forEach(function (o) {\n var i,\n u,\n c = t.refs[o];\n \"invalid\" !== c.type &&\n (\"#\" === c.fqURI[c.fqURI.length - 1] &&\n \"#\" !== c.uri[c.uri.length - 1] &&\n (c.fqURI = c.fqURI.substr(0, c.fqURI.length - 1)),\n (i = c.fqURI.split(\"/\")),\n (u = c.uri.split(\"/\")),\n e.times(u.length - 1, function (t) {\n var n = u[u.length - t - 1],\n r = u[u.length - t],\n e = i.length - t - 1;\n \".\" !== n && \"..\" !== n && \"..\" !== r && (i[e] = n);\n }),\n (c.fqURI = i.join(\"/\")),\n 0 === c.fqURI.indexOf(s)\n ? (c.fqURI = c.fqURI.replace(s, \"\"))\n : 0 === c.fqURI.indexOf(l) &&\n (c.fqURI = c.fqURI.replace(l, \"\")),\n \"/\" === c.fqURI[0] && (c.fqURI = \".\" + c.fqURI)),\n 0 === o.indexOf(f) &&\n (function e(o, i, u) {\n var c,\n a = i.split(\"#\"),\n s = t.refs[i];\n (r[\n a[0] === n.location\n ? \"#\" + a[1]\n : D(n.subDocPath.concat(u))\n ] = s),\n !s.circular && _(s)\n ? ((c = t.deps[s.refdId]),\n 0 !== s.refdId.indexOf(o) &&\n Object.keys(c).forEach(function (t) {\n e(\n s.refdId,\n s.refdId + t.substr(1),\n u.concat(R(t)),\n );\n }))\n : !s.circular &&\n s.error &&\n ((s.error = s.error.replace(\n \"options.subDocPath\",\n \"JSON Pointer\",\n )),\n s.error.indexOf(\"#\") > -1 &&\n (s.error = s.error.replace(\n s.uri.substr(s.uri.indexOf(\"#\")),\n s.uri,\n )),\n (0 !== s.error.indexOf(\"ENOENT:\") &&\n 0 !== s.error.indexOf(\"Not Found\")) ||\n (s.error =\n \"JSON Pointer points to missing location: \" +\n s.uri));\n })(f, o, R(o.substr(f.length)));\n }),\n e.forOwn(r, function (n, r) {\n delete n.refdId,\n n.circular &&\n \"local\" === n.type &&\n ((n.value.$ref = n.fqURI), O(t.docs[s], R(r), n.value)),\n n.missing &&\n (n.error = n.error.split(\": \")[0] + \": \" + n.def.$ref);\n }),\n { refs: r, resolved: t.docs[s] }\n );\n }));\n }\n \"undefined\" == typeof Promise && r(83),\n (t.exports.clearCache = function () {\n l = {};\n }),\n (t.exports.decodePath = function (t) {\n return T(t);\n }),\n (t.exports.encodePath = function (t) {\n return C(t);\n }),\n (t.exports.findRefs = function (t, n) {\n return I(t, n);\n }),\n (t.exports.findRefsAt = function (t, n) {\n return (function (t, n) {\n var r = Promise.resolve();\n return (r = r\n .then(function () {\n if (!e.isString(t))\n throw new TypeError(\"location must be a string\");\n return (\n e.isUndefined(n) && (n = {}),\n e.isObject(n) && (n.location = t),\n w((n = A(n)).location, n)\n );\n })\n .then(function (t) {\n var r = e.cloneDeep(l[n.location]),\n o = e.cloneDeep(n);\n return (\n e.isUndefined(r.refs) &&\n (delete o.filter,\n delete o.subDocPath,\n (o.includeInvalid = !0),\n (l[n.location].refs = I(t, o))),\n e.isUndefined(n.filter) || (o.filter = n.filter),\n { refs: I(t, o), value: t }\n );\n }));\n })(t, n);\n }),\n (t.exports.getRefDetails = function (t) {\n return P(t);\n }),\n (t.exports.isPtr = function (t, n) {\n return k(t, n);\n }),\n (t.exports.isRef = function (t, n) {\n return (function (t, n) {\n return x(t, n) && \"invalid\" !== P(t).type;\n })(t, n);\n }),\n (t.exports.pathFromPtr = function (t) {\n return R(t);\n }),\n (t.exports.pathToPtr = function (t, n) {\n return D(t, n);\n }),\n (t.exports.resolveRefs = function (t, n) {\n return U(t, n);\n }),\n (t.exports.resolveRefsAt = function (t, n) {\n return (function (t, n) {\n var r = Promise.resolve();\n return (r = r\n .then(function () {\n if (!e.isString(t))\n throw new TypeError(\"location must be a string\");\n return (\n e.isUndefined(n) && (n = {}),\n e.isObject(n) && (n.location = t),\n w((n = A(n)).location, n)\n );\n })\n .then(function (t) {\n return U(t, n).then(function (n) {\n return { refs: n.refs, resolved: n.resolved, value: t };\n });\n }));\n })(t, n);\n });\n }).call(this, r(13));\n },\n function (t, n, r) {\n (function (t, e) {\n var o;\n function i(t) {\n return (i =\n \"function\" == typeof Symbol && \"symbol\" == typeof Symbol.iterator\n ? function (t) {\n return typeof t;\n }\n : function (t) {\n return t &&\n \"function\" == typeof Symbol &&\n t.constructor === Symbol &&\n t !== Symbol.prototype\n ? \"symbol\"\n : typeof t;\n })(t);\n }\n /**\n * @license\n * Lodash \n * Copyright OpenJS Foundation and other contributors \n * Released under MIT license \n * Based on Underscore.js 1.8.3 \n * Copyright Jeremy Ashkenas, DocumentCloud and Investigative Reporters & Editors\n */ (function () {\n var u = \"Expected a function\",\n c = \"__lodash_placeholder__\",\n a = [\n [\"ary\", 128],\n [\"bind\", 1],\n [\"bindKey\", 2],\n [\"curry\", 8],\n [\"curryRight\", 16],\n [\"flip\", 512],\n [\"partial\", 32],\n [\"partialRight\", 64],\n [\"rearg\", 256],\n ],\n s = \"[object Arguments]\",\n f = \"[object Array]\",\n l = \"[object Boolean]\",\n p = \"[object Date]\",\n h = \"[object Error]\",\n v = \"[object Function]\",\n d = \"[object GeneratorFunction]\",\n y = \"[object Map]\",\n _ = \"[object Number]\",\n g = \"[object Object]\",\n b = \"[object RegExp]\",\n m = \"[object Set]\",\n w = \"[object String]\",\n x = \"[object Symbol]\",\n j = \"[object WeakMap]\",\n E = \"[object ArrayBuffer]\",\n S = \"[object DataView]\",\n O = \"[object Float32Array]\",\n A = \"[object Float64Array]\",\n T = \"[object Int8Array]\",\n C = \"[object Int16Array]\",\n I = \"[object Int32Array]\",\n P = \"[object Uint8Array]\",\n k = \"[object Uint16Array]\",\n R = \"[object Uint32Array]\",\n D = /\\b__p \\+= '';/g,\n U = /\\b(__p \\+=) '' \\+/g,\n N = /(__e\\(.*?\\)|\\b__t\\)) \\+\\n'';/g,\n z = /&(?:amp|lt|gt|quot|#39);/g,\n F = /[&<>\"']/g,\n L = RegExp(z.source),\n q = RegExp(F.source),\n M = /<%-([\\s\\S]+?)%>/g,\n $ = /<%([\\s\\S]+?)%>/g,\n B = /<%=([\\s\\S]+?)%>/g,\n H = /\\.|\\[(?:[^[\\]]*|([\"'])(?:(?!\\1)[^\\\\]|\\\\.)*?\\1)\\]/,\n W = /^\\w*$/,\n V =\n /[^.[\\]]+|\\[(?:(-?\\d+(?:\\.\\d+)?)|([\"'])((?:(?!\\2)[^\\\\]|\\\\.)*?)\\2)\\]|(?=(?:\\.|\\[\\])(?:\\.|\\[\\]|$))/g,\n G = /[\\\\^$.*+?()[\\]{}|]/g,\n Z = RegExp(G.source),\n J = /^\\s+|\\s+$/g,\n X = /^\\s+/,\n K = /\\s+$/,\n Y = /\\{(?:\\n\\/\\* \\[wrapped with .+\\] \\*\\/)?\\n?/,\n Q = /\\{\\n\\/\\* \\[wrapped with (.+)\\] \\*/,\n tt = /,? & /,\n nt = /[^\\x00-\\x2f\\x3a-\\x40\\x5b-\\x60\\x7b-\\x7f]+/g,\n rt = /\\\\(\\\\)?/g,\n et = /\\$\\{([^\\\\}]*(?:\\\\.[^\\\\}]*)*)\\}/g,\n ot = /\\w*$/,\n it = /^[-+]0x[0-9a-f]+$/i,\n ut = /^0b[01]+$/i,\n ct = /^\\[object .+?Constructor\\]$/,\n at = /^0o[0-7]+$/i,\n st = /^(?:0|[1-9]\\d*)$/,\n ft = /[\\xc0-\\xd6\\xd8-\\xf6\\xf8-\\xff\\u0100-\\u017f]/g,\n lt = /($^)/,\n pt = /['\\n\\r\\u2028\\u2029\\\\]/g,\n ht = \"\\\\u0300-\\\\u036f\\\\ufe20-\\\\ufe2f\\\\u20d0-\\\\u20ff\",\n vt =\n \"\\\\xac\\\\xb1\\\\xd7\\\\xf7\\\\x00-\\\\x2f\\\\x3a-\\\\x40\\\\x5b-\\\\x60\\\\x7b-\\\\xbf\\\\u2000-\\\\u206f \\\\t\\\\x0b\\\\f\\\\xa0\\\\ufeff\\\\n\\\\r\\\\u2028\\\\u2029\\\\u1680\\\\u180e\\\\u2000\\\\u2001\\\\u2002\\\\u2003\\\\u2004\\\\u2005\\\\u2006\\\\u2007\\\\u2008\\\\u2009\\\\u200a\\\\u202f\\\\u205f\\\\u3000\",\n dt = \"[\\\\ud800-\\\\udfff]\",\n yt = \"[\" + vt + \"]\",\n _t = \"[\" + ht + \"]\",\n gt = \"\\\\d+\",\n bt = \"[\\\\u2700-\\\\u27bf]\",\n mt = \"[a-z\\\\xdf-\\\\xf6\\\\xf8-\\\\xff]\",\n wt =\n \"[^\\\\ud800-\\\\udfff\" +\n vt +\n gt +\n \"\\\\u2700-\\\\u27bfa-z\\\\xdf-\\\\xf6\\\\xf8-\\\\xffA-Z\\\\xc0-\\\\xd6\\\\xd8-\\\\xde]\",\n xt = \"\\\\ud83c[\\\\udffb-\\\\udfff]\",\n jt = \"[^\\\\ud800-\\\\udfff]\",\n Et = \"(?:\\\\ud83c[\\\\udde6-\\\\uddff]){2}\",\n St = \"[\\\\ud800-\\\\udbff][\\\\udc00-\\\\udfff]\",\n Ot = \"[A-Z\\\\xc0-\\\\xd6\\\\xd8-\\\\xde]\",\n At = \"(?:\" + mt + \"|\" + wt + \")\",\n Tt = \"(?:\" + Ot + \"|\" + wt + \")\",\n Ct = \"(?:\" + _t + \"|\" + xt + \")\" + \"?\",\n It =\n \"[\\\\ufe0e\\\\ufe0f]?\" +\n Ct +\n (\"(?:\\\\u200d(?:\" +\n [jt, Et, St].join(\"|\") +\n \")[\\\\ufe0e\\\\ufe0f]?\" +\n Ct +\n \")*\"),\n Pt = \"(?:\" + [bt, Et, St].join(\"|\") + \")\" + It,\n kt = \"(?:\" + [jt + _t + \"?\", _t, Et, St, dt].join(\"|\") + \")\",\n Rt = RegExp(\"['’]\", \"g\"),\n Dt = RegExp(_t, \"g\"),\n Ut = RegExp(xt + \"(?=\" + xt + \")|\" + kt + It, \"g\"),\n Nt = RegExp(\n [\n Ot +\n \"?\" +\n mt +\n \"+(?:['’](?:d|ll|m|re|s|t|ve))?(?=\" +\n [yt, Ot, \"$\"].join(\"|\") +\n \")\",\n Tt +\n \"+(?:['’](?:D|LL|M|RE|S|T|VE))?(?=\" +\n [yt, Ot + At, \"$\"].join(\"|\") +\n \")\",\n Ot + \"?\" + At + \"+(?:['’](?:d|ll|m|re|s|t|ve))?\",\n Ot + \"+(?:['’](?:D|LL|M|RE|S|T|VE))?\",\n \"\\\\d*(?:1ST|2ND|3RD|(?![123])\\\\dTH)(?=\\\\b|[a-z_])\",\n \"\\\\d*(?:1st|2nd|3rd|(?![123])\\\\dth)(?=\\\\b|[A-Z_])\",\n gt,\n Pt,\n ].join(\"|\"),\n \"g\",\n ),\n zt = RegExp(\"[\\\\u200d\\\\ud800-\\\\udfff\" + ht + \"\\\\ufe0e\\\\ufe0f]\"),\n Ft =\n /[a-z][A-Z]|[A-Z]{2}[a-z]|[0-9][a-zA-Z]|[a-zA-Z][0-9]|[^a-zA-Z0-9 ]/,\n Lt = [\n \"Array\",\n \"Buffer\",\n \"DataView\",\n \"Date\",\n \"Error\",\n \"Float32Array\",\n \"Float64Array\",\n \"Function\",\n \"Int8Array\",\n \"Int16Array\",\n \"Int32Array\",\n \"Map\",\n \"Math\",\n \"Object\",\n \"Promise\",\n \"RegExp\",\n \"Set\",\n \"String\",\n \"Symbol\",\n \"TypeError\",\n \"Uint8Array\",\n \"Uint8ClampedArray\",\n \"Uint16Array\",\n \"Uint32Array\",\n \"WeakMap\",\n \"_\",\n \"clearTimeout\",\n \"isFinite\",\n \"parseInt\",\n \"setTimeout\",\n ],\n qt = -1,\n Mt = {};\n (Mt[O] =\n Mt[A] =\n Mt[T] =\n Mt[C] =\n Mt[I] =\n Mt[P] =\n Mt[\"[object Uint8ClampedArray]\"] =\n Mt[k] =\n Mt[R] =\n !0),\n (Mt[s] =\n Mt[f] =\n Mt[E] =\n Mt[l] =\n Mt[S] =\n Mt[p] =\n Mt[h] =\n Mt[v] =\n Mt[y] =\n Mt[_] =\n Mt[g] =\n Mt[b] =\n Mt[m] =\n Mt[w] =\n Mt[j] =\n !1);\n var $t = {};\n ($t[s] =\n $t[f] =\n $t[E] =\n $t[S] =\n $t[l] =\n $t[p] =\n $t[O] =\n $t[A] =\n $t[T] =\n $t[C] =\n $t[I] =\n $t[y] =\n $t[_] =\n $t[g] =\n $t[b] =\n $t[m] =\n $t[w] =\n $t[x] =\n $t[P] =\n $t[\"[object Uint8ClampedArray]\"] =\n $t[k] =\n $t[R] =\n !0),\n ($t[h] = $t[v] = $t[j] = !1);\n var Bt = {\n \"\\\\\": \"\\\\\",\n \"'\": \"'\",\n \"\\n\": \"n\",\n \"\\r\": \"r\",\n \"\\u2028\": \"u2028\",\n \"\\u2029\": \"u2029\",\n },\n Ht = parseFloat,\n Wt = parseInt,\n Vt =\n \"object\" == (void 0 === t ? \"undefined\" : i(t)) &&\n t &&\n t.Object === Object &&\n t,\n Gt =\n \"object\" == (\"undefined\" == typeof self ? \"undefined\" : i(self)) &&\n self &&\n self.Object === Object &&\n self,\n Zt = Vt || Gt || Function(\"return this\")(),\n Jt = \"object\" == i(n) && n && !n.nodeType && n,\n Xt = Jt && \"object\" == i(e) && e && !e.nodeType && e,\n Kt = Xt && Xt.exports === Jt,\n Yt = Kt && Vt.process,\n Qt = (function () {\n try {\n var t = Xt && Xt.require && Xt.require(\"util\").types;\n return t || (Yt && Yt.binding && Yt.binding(\"util\"));\n } catch (t) {}\n })(),\n tn = Qt && Qt.isArrayBuffer,\n nn = Qt && Qt.isDate,\n rn = Qt && Qt.isMap,\n en = Qt && Qt.isRegExp,\n on = Qt && Qt.isSet,\n un = Qt && Qt.isTypedArray;\n function cn(t, n, r) {\n switch (r.length) {\n case 0:\n return t.call(n);\n case 1:\n return t.call(n, r[0]);\n case 2:\n return t.call(n, r[0], r[1]);\n case 3:\n return t.call(n, r[0], r[1], r[2]);\n }\n return t.apply(n, r);\n }\n function an(t, n, r, e) {\n for (var o = -1, i = null == t ? 0 : t.length; ++o < i; ) {\n var u = t[o];\n n(e, u, r(u), t);\n }\n return e;\n }\n function sn(t, n) {\n for (\n var r = -1, e = null == t ? 0 : t.length;\n ++r < e && !1 !== n(t[r], r, t);\n\n );\n return t;\n }\n function fn(t, n) {\n for (var r = null == t ? 0 : t.length; r-- && !1 !== n(t[r], r, t); );\n return t;\n }\n function ln(t, n) {\n for (var r = -1, e = null == t ? 0 : t.length; ++r < e; )\n if (!n(t[r], r, t)) return !1;\n return !0;\n }\n function pn(t, n) {\n for (\n var r = -1, e = null == t ? 0 : t.length, o = 0, i = [];\n ++r < e;\n\n ) {\n var u = t[r];\n n(u, r, t) && (i[o++] = u);\n }\n return i;\n }\n function hn(t, n) {\n return !!(null == t ? 0 : t.length) && jn(t, n, 0) > -1;\n }\n function vn(t, n, r) {\n for (var e = -1, o = null == t ? 0 : t.length; ++e < o; )\n if (r(n, t[e])) return !0;\n return !1;\n }\n function dn(t, n) {\n for (\n var r = -1, e = null == t ? 0 : t.length, o = Array(e);\n ++r < e;\n\n )\n o[r] = n(t[r], r, t);\n return o;\n }\n function yn(t, n) {\n for (var r = -1, e = n.length, o = t.length; ++r < e; )\n t[o + r] = n[r];\n return t;\n }\n function _n(t, n, r, e) {\n var o = -1,\n i = null == t ? 0 : t.length;\n for (e && i && (r = t[++o]); ++o < i; ) r = n(r, t[o], o, t);\n return r;\n }\n function gn(t, n, r, e) {\n var o = null == t ? 0 : t.length;\n for (e && o && (r = t[--o]); o--; ) r = n(r, t[o], o, t);\n return r;\n }\n function bn(t, n) {\n for (var r = -1, e = null == t ? 0 : t.length; ++r < e; )\n if (n(t[r], r, t)) return !0;\n return !1;\n }\n var mn = An(\"length\");\n function wn(t, n, r) {\n var e;\n return (\n r(t, function (t, r, o) {\n if (n(t, r, o)) return (e = r), !1;\n }),\n e\n );\n }\n function xn(t, n, r, e) {\n for (var o = t.length, i = r + (e ? 1 : -1); e ? i-- : ++i < o; )\n if (n(t[i], i, t)) return i;\n return -1;\n }\n function jn(t, n, r) {\n return n == n\n ? 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[] : Rn(t, wc(t));\n }\n var Pc = Oo(function (t, n, r) {\n return (n = n.toLowerCase()), t + (r ? kc(n) : n);\n });\n function kc(t) {\n return qc(ac(t).toLowerCase());\n }\n function Rc(t) {\n return (t = ac(t)) && t.replace(ft, Fn).replace(Dt, \"\");\n }\n var Dc = Oo(function (t, n, r) {\n return t + (r ? \"-\" : \"\") + n.toLowerCase();\n }),\n Uc = Oo(function (t, n, r) {\n return t + (r ? \" \" : \"\") + n.toLowerCase();\n }),\n Nc = So(\"toLowerCase\");\n var zc = Oo(function (t, n, r) {\n return t + (r ? \"_\" : \"\") + n.toLowerCase();\n });\n var Fc = Oo(function (t, n, r) {\n return t + (r ? \" \" : \"\") + qc(n);\n });\n var Lc = Oo(function (t, n, r) {\n return t + (r ? \" \" : \"\") + n.toUpperCase();\n }),\n qc = So(\"toUpperCase\");\n function Mc(t, n, r) {\n return (\n (t = ac(t)),\n void 0 === (n = r ? void 0 : n)\n ? (function (t) {\n return Ft.test(t);\n })(t)\n ? 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[] : le(t, wc(t));\n }),\n (Cr.functionsIn = function (t) {\n return null == t ? [] : le(t, xc(t));\n }),\n (Cr.groupBy = fu),\n (Cr.initial = function (t) {\n return (null == t ? 0 : t.length) ? Ve(t, 0, -1) : [];\n }),\n (Cr.intersection = zi),\n (Cr.intersectionBy = Fi),\n (Cr.intersectionWith = Li),\n (Cr.invert = gc),\n (Cr.invertBy = bc),\n (Cr.invokeMap = lu),\n (Cr.iteratee = Zc),\n (Cr.keyBy = pu),\n (Cr.keys = wc),\n (Cr.keysIn = xc),\n (Cr.map = hu),\n (Cr.mapKeys = function (t, n) {\n var r = {};\n return (\n (n = Yo(n, 3)),\n se(t, function (t, e, o) {\n Zr(r, n(t, e, o), t);\n }),\n r\n );\n }),\n (Cr.mapValues = function (t, n) {\n var r = {};\n return (\n (n = Yo(n, 3)),\n se(t, function (t, e, o) {\n Zr(r, e, n(t, e, o));\n }),\n r\n );\n }),\n (Cr.matches = function (t) {\n return Ce(Kr(t, 1));\n }),\n (Cr.matchesProperty = function (t, n) {\n return Ie(t, Kr(n, 1));\n }),\n (Cr.memoize = Eu),\n (Cr.merge = jc),\n (Cr.mergeWith = Ec),\n (Cr.method = Jc),\n (Cr.methodOf = Xc),\n (Cr.mixin = Kc),\n (Cr.negate = Su),\n (Cr.nthArg = function (t) {\n return (\n (t = oc(t)),\n Le(function (n) {\n return ke(n, t);\n })\n );\n }),\n (Cr.omit = Sc),\n (Cr.omitBy = function (t, n) {\n return Ac(t, Su(Yo(n)));\n }),\n (Cr.once = function (t) {\n return gu(2, t);\n }),\n (Cr.orderBy = function (t, n, r, e) {\n return null == t\n ? []\n : (Du(n) || (n = null == n ? [] : [n]),\n Du((r = e ? void 0 : r)) || (r = null == r ? [] : [r]),\n Re(t, n, r));\n }),\n (Cr.over = Qc),\n (Cr.overArgs = Ou),\n (Cr.overEvery = ta),\n (Cr.overSome = na),\n (Cr.partial = Au),\n (Cr.partialRight = Tu),\n (Cr.partition = vu),\n (Cr.pick = Oc),\n (Cr.pickBy = Ac),\n (Cr.property = ra),\n (Cr.propertyOf = function (t) {\n return function (n) {\n return null == t ? void 0 : pe(t, n);\n };\n }),\n (Cr.pull = Mi),\n (Cr.pullAll = $i),\n (Cr.pullAllBy = function (t, n, r) {\n return t && t.length && n && n.length ? Ue(t, n, Yo(r, 2)) : t;\n }),\n (Cr.pullAllWith = function (t, n, r) {\n return t && t.length && n && n.length ? Ue(t, n, void 0, r) : t;\n }),\n (Cr.pullAt = Bi),\n (Cr.range = ea),\n (Cr.rangeRight = oa),\n (Cr.rearg = Cu),\n (Cr.reject = function (t, n) {\n return (Du(t) ? pn : ie)(t, Su(Yo(n, 3)));\n }),\n (Cr.remove = function (t, n) {\n var r = [];\n if (!t || !t.length) return r;\n var e = -1,\n o = [],\n i = t.length;\n for (n = Yo(n, 3); ++e < i; ) {\n var u = t[e];\n n(u, e, t) && (r.push(u), o.push(e));\n }\n return Ne(t, o), r;\n }),\n (Cr.rest = function (t, n) {\n if (\"function\" != typeof t) throw new bt(u);\n return Le(t, (n = void 0 === n ? n : oc(n)));\n }),\n (Cr.reverse = Hi),\n (Cr.sampleSize = function (t, n, r) {\n return (\n (n = (r ? si(t, n, r) : void 0 === n) ? 1 : oc(n)),\n (Du(t) ? Mr : Me)(t, n)\n );\n }),\n (Cr.set = function (t, n, r) {\n return null == t ? t : $e(t, n, r);\n }),\n (Cr.setWith = function (t, n, r, e) {\n return (\n (e = \"function\" == typeof e ? e : void 0),\n null == t ? t : $e(t, n, r, e)\n );\n }),\n (Cr.shuffle = function (t) {\n return (Du(t) ? $r : We)(t);\n }),\n (Cr.slice = function (t, n, r) {\n var e = null == t ? 0 : t.length;\n return e\n ? (r && \"number\" != typeof r && si(t, n, r)\n ? ((n = 0), (r = e))\n : ((n = null == n ? 0 : oc(n)),\n (r = void 0 === r ? e : oc(r))),\n Ve(t, n, r))\n : [];\n }),\n (Cr.sortBy = du),\n (Cr.sortedUniq = function (t) {\n return t && t.length ? Xe(t) : [];\n }),\n (Cr.sortedUniqBy = function (t, n) {\n return t && t.length ? Xe(t, Yo(n, 2)) : [];\n }),\n (Cr.split = function (t, n, r) {\n return (\n r && \"number\" != typeof r && si(t, n, r) && (n = r = void 0),\n (r = void 0 === r ? 4294967295 : r >>> 0)\n ? (t = ac(t)) &&\n (\"string\" == typeof n || (null != n && !Ju(n))) &&\n !(n = Ye(n)) &&\n Mn(t)\n ? fo(Zn(t), 0, r)\n : t.split(n, r)\n : []\n );\n }),\n (Cr.spread = function (t, n) {\n if (\"function\" != typeof t) throw new bt(u);\n return (\n (n = null == n ? 0 : cr(oc(n), 0)),\n Le(function (r) {\n var e = r[n],\n o = fo(r, 0, n);\n return e && yn(o, e), cn(t, this, o);\n })\n );\n }),\n (Cr.tail = function (t) {\n var n = null == t ? 0 : t.length;\n return n ? Ve(t, 1, n) : [];\n }),\n (Cr.take = function (t, n, r) {\n return t && t.length\n ? Ve(t, 0, (n = r || void 0 === n ? 1 : oc(n)) < 0 ? 0 : n)\n : [];\n }),\n (Cr.takeRight = function (t, n, r) {\n var e = null == t ? 0 : t.length;\n return e\n ? 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(e ? new i() : []) : Hu(t) && Mu(i) ? Ir(Vt(t)) : {};\n }\n return (\n (o ? sn : se)(t, function (t, e, o) {\n return n(r, t, e, o);\n }),\n r\n );\n }),\n (Cr.unary = function (t) {\n return _u(t, 1);\n }),\n (Cr.union = Wi),\n (Cr.unionBy = Vi),\n (Cr.unionWith = Gi),\n (Cr.uniq = function (t) {\n return t && t.length ? Qe(t) : [];\n }),\n (Cr.uniqBy = function (t, n) {\n return t && t.length ? Qe(t, Yo(n, 2)) : [];\n }),\n (Cr.uniqWith = function (t, n) {\n return (\n (n = \"function\" == typeof n ? n : void 0),\n t && t.length ? Qe(t, void 0, n) : []\n );\n }),\n (Cr.unset = function (t, n) {\n return null == t || to(t, n);\n }),\n (Cr.unzip = Zi),\n (Cr.unzipWith = Ji),\n (Cr.update = function (t, n, r) {\n return null == t ? t : no(t, n, co(r));\n }),\n (Cr.updateWith = function (t, n, r, e) {\n return (\n (e = \"function\" == typeof e ? e : void 0),\n null == t ? t : no(t, n, co(r), e)\n );\n }),\n (Cr.values = Ic),\n (Cr.valuesIn = function (t) {\n return null == t ? 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(n = u)\n : 1 !== i && (i = 1)\n : -1 !== n && (i = -1);\n else if (!o) {\n r = u + 1;\n break;\n }\n }\n return -1 === n ||\n -1 === e ||\n 0 === i ||\n (1 === i && n === e - 1 && n === r + 1)\n ? \"\"\n : t.slice(n, e);\n });\n var o =\n \"b\" === \"ab\".substr(-1)\n ? function (t, n, r) {\n return t.substr(n, r);\n }\n : function (t, n, r) {\n return n < 0 && (n = t.length + n), t.substr(n, r);\n };\n }).call(this, r(13));\n },\n function (t, n, r) {\n \"use strict\";\n function e(t) {\n return (e =\n \"function\" == typeof Symbol && \"symbol\" == typeof Symbol.iterator\n ? function (t) {\n return typeof t;\n }\n : function (t) {\n return t &&\n \"function\" == typeof Symbol &&\n t.constructor === Symbol &&\n t !== Symbol.prototype\n ? \"symbol\"\n : typeof t;\n })(t);\n }\n var o = { file: r(225), http: r(81), https: r(81) },\n i =\n \"object\" === (\"undefined\" == typeof window ? \"undefined\" : e(window)) ||\n \"function\" == typeof importScripts\n ? o.http\n : o.file;\n \"undefined\" == typeof Promise && r(83),\n (t.exports.load = function (t, n) {\n var r = Promise.resolve();\n return (\n void 0 === n && (n = {}),\n (r = (r = r.then(function () {\n if (void 0 === t) throw new TypeError(\"location is required\");\n if (\"string\" != typeof t)\n throw new TypeError(\"location must be a string\");\n if (void 0 !== n) {\n if (\"object\" !== e(n))\n throw new TypeError(\"options must be an object\");\n if (\n void 0 !== n.processContent &&\n \"function\" != typeof n.processContent\n )\n throw new TypeError(\n \"options.processContent must be a function\",\n );\n }\n }))\n .then(function () {\n return new Promise(function (r, e) {\n (function (t) {\n var n = (function (t) {\n return (\n void 0 !== t &&\n (t =\n -1 === t.indexOf(\"://\") ? \"\" : t.split(\"://\")[0]),\n t\n );\n })(t),\n r = o[n];\n if (void 0 === r) {\n if (\"\" !== n) throw new Error(\"Unsupported scheme: \" + n);\n r = i;\n }\n return r;\n })(t).load(t, n || {}, function (t, n) {\n t ? e(t) : r(n);\n });\n });\n })\n .then(function (r) {\n return n.processContent\n ? new Promise(function (o, i) {\n \"object\" !== e(r) && (r = { text: r }),\n (r.location = t),\n n.processContent(r, function (t, n) {\n t ? i(t) : o(n);\n });\n })\n : \"object\" === e(r)\n ? r.text\n : r;\n }))\n );\n });\n },\n function (t, n, r) {\n \"use strict\";\n var e = new TypeError(\"The 'file' scheme is not supported in the browser\");\n (t.exports.getBase = function () {\n throw e;\n }),\n (t.exports.load = function () {\n var t = arguments[arguments.length - 1];\n if (\"function\" != typeof t) throw e;\n t(e);\n });\n },\n function (t, n, r) {\n function e(t) {\n return (e =\n \"function\" == typeof Symbol && \"symbol\" == typeof Symbol.iterator\n ? function (t) {\n return typeof t;\n }\n : function (t) {\n return t &&\n \"function\" == typeof Symbol &&\n t.constructor === Symbol &&\n t !== Symbol.prototype\n ? \"symbol\"\n : typeof t;\n })(t);\n }\n var o;\n \"undefined\" != typeof window\n ? (o = window)\n : \"undefined\" != typeof self\n ? (o = self)\n : (console.warn(\n \"Using browser-only version of superagent in non-browser environment\",\n ),\n (o = this));\n var i = r(227),\n u = r(228),\n c = r(82),\n a = r(229),\n s = r(231);\n function f() {}\n var l =\n (n =\n t.exports =\n function (t, r) {\n return \"function\" == typeof r\n ? new n.Request(\"GET\", t).end(r)\n : 1 == arguments.length\n ? new n.Request(\"GET\", t)\n : new n.Request(t, r);\n });\n (n.Request = g),\n (l.getXHR = function () {\n if (\n !(\n !o.XMLHttpRequest ||\n (o.location && \"file:\" == o.location.protocol && o.ActiveXObject)\n )\n )\n return new XMLHttpRequest();\n try {\n return new ActiveXObject(\"Microsoft.XMLHTTP\");\n } catch (t) {}\n try {\n return new ActiveXObject(\"Msxml2.XMLHTTP.6.0\");\n } catch (t) {}\n try {\n return new ActiveXObject(\"Msxml2.XMLHTTP.3.0\");\n } catch (t) {}\n try {\n return new ActiveXObject(\"Msxml2.XMLHTTP\");\n } catch (t) {}\n throw Error(\"Browser-only version of superagent could not find XHR\");\n });\n var p = \"\".trim\n ? function (t) {\n return t.trim();\n }\n : function (t) {\n return t.replace(/(^\\s*|\\s*$)/g, \"\");\n };\n function h(t) {\n if (!c(t)) return t;\n var n = [];\n for (var r in t) v(n, r, t[r]);\n return n.join(\"&\");\n }\n function v(t, n, r) {\n if (null != r)\n if (Array.isArray(r))\n r.forEach(function (r) {\n v(t, n, r);\n });\n else if (c(r)) for (var e in r) v(t, n + \"[\" + e + \"]\", r[e]);\n else t.push(encodeURIComponent(n) + \"=\" + encodeURIComponent(r));\n else null === r && t.push(encodeURIComponent(n));\n }\n function d(t) {\n for (var n, r, e = {}, o = t.split(\"&\"), i = 0, u = o.length; i < u; ++i)\n -1 == (r = (n = o[i]).indexOf(\"=\"))\n ? (e[decodeURIComponent(n)] = \"\")\n : (e[decodeURIComponent(n.slice(0, r))] = decodeURIComponent(\n n.slice(r + 1),\n ));\n return e;\n }\n function y(t) {\n return /[\\/+]json($|[^-\\w])/.test(t);\n }\n function _(t) {\n (this.req = t),\n (this.xhr = this.req.xhr),\n (this.text =\n (\"HEAD\" != this.req.method &&\n (\"\" === this.xhr.responseType ||\n \"text\" === this.xhr.responseType)) ||\n void 0 === this.xhr.responseType\n ? this.xhr.responseText\n : null),\n (this.statusText = this.req.xhr.statusText);\n var n = this.xhr.status;\n 1223 === n && (n = 204),\n this._setStatusProperties(n),\n (this.header = this.headers =\n (function (t) {\n for (\n var n, r, e, o, i = t.split(/\\r?\\n/), u = {}, c = 0, a = i.length;\n c < a;\n ++c\n )\n -1 !== (n = (r = i[c]).indexOf(\":\")) &&\n ((e = r.slice(0, n).toLowerCase()),\n (o = p(r.slice(n + 1))),\n (u[e] = o));\n return u;\n })(this.xhr.getAllResponseHeaders())),\n (this.header[\"content-type\"] =\n this.xhr.getResponseHeader(\"content-type\")),\n this._setHeaderProperties(this.header),\n null === this.text && t._responseType\n ? (this.body = this.xhr.response)\n : (this.body =\n \"HEAD\" != this.req.method\n ? this._parseBody(this.text ? this.text : this.xhr.response)\n : null);\n }\n function g(t, n) {\n var r = this;\n (this._query = this._query || []),\n (this.method = t),\n (this.url = n),\n (this.header = {}),\n (this._header = {}),\n this.on(\"end\", function () {\n var t,\n n = null,\n e = null;\n try {\n e = new _(r);\n } catch (t) {\n return (\n ((n = new Error(\"Parser is unable to parse the response\")).parse =\n !0),\n (n.original = t),\n r.xhr\n ? ((n.rawResponse =\n void 0 === r.xhr.responseType\n ? r.xhr.responseText\n : r.xhr.response),\n (n.status = r.xhr.status ? r.xhr.status : null),\n (n.statusCode = n.status))\n : ((n.rawResponse = null), (n.status = null)),\n r.callback(n)\n );\n }\n r.emit(\"response\", e);\n try {\n r._isResponseOK(e) ||\n (t = new Error(e.statusText || \"Unsuccessful HTTP response\"));\n } catch (n) {\n t = n;\n }\n t\n ? ((t.original = n),\n (t.response = e),\n (t.status = e.status),\n r.callback(t, e))\n : r.callback(null, e);\n });\n }\n function b(t, n, r) {\n var e = l(\"DELETE\", t);\n return (\n \"function\" == typeof n && ((r = n), (n = null)),\n n && e.send(n),\n r && e.end(r),\n e\n );\n }\n (l.serializeObject = h),\n (l.parseString = d),\n (l.types = {\n html: \"text/html\",\n json: \"application/json\",\n xml: \"text/xml\",\n urlencoded: \"application/x-www-form-urlencoded\",\n form: \"application/x-www-form-urlencoded\",\n \"form-data\": \"application/x-www-form-urlencoded\",\n }),\n (l.serialize = {\n \"application/x-www-form-urlencoded\": h,\n \"application/json\": JSON.stringify,\n }),\n (l.parse = {\n \"application/x-www-form-urlencoded\": d,\n \"application/json\": JSON.parse,\n }),\n a(_.prototype),\n (_.prototype._parseBody = function (t) {\n var n = l.parse[this.type];\n return this.req._parser\n ? this.req._parser(this, t)\n : (!n && y(this.type) && (n = l.parse[\"application/json\"]),\n n && t && (t.length || t instanceof Object) ? n(t) : null);\n }),\n (_.prototype.toError = function () {\n var t = this.req,\n n = t.method,\n r = t.url,\n e = \"cannot \" + n + \" \" + r + \" (\" + this.status + \")\",\n o = new Error(e);\n return (o.status = this.status), (o.method = n), (o.url = r), o;\n }),\n (l.Response = _),\n i(g.prototype),\n u(g.prototype),\n (g.prototype.type = function (t) {\n return this.set(\"Content-Type\", l.types[t] || t), this;\n }),\n (g.prototype.accept = function (t) {\n return this.set(\"Accept\", l.types[t] || t), this;\n }),\n (g.prototype.auth = function (t, n, r) {\n 1 === arguments.length && (n = \"\"),\n \"object\" === e(n) && null !== n && ((r = n), (n = \"\")),\n r || (r = { type: \"function\" == typeof btoa ? \"basic\" : \"auto\" });\n var o = function (t) {\n if (\"function\" == typeof btoa) return btoa(t);\n throw new Error(\"Cannot use basic auth, btoa is not a function\");\n };\n return this._auth(t, n, r, o);\n }),\n (g.prototype.query = function (t) {\n return (\n \"string\" != typeof t && (t = h(t)), t && this._query.push(t), this\n );\n }),\n (g.prototype.attach = function (t, n, r) {\n if (n) {\n if (this._data)\n throw Error(\"superagent can't mix .send() and .attach()\");\n this._getFormData().append(t, n, r || n.name);\n }\n return this;\n }),\n (g.prototype._getFormData = function () {\n return (\n this._formData || (this._formData = new o.FormData()), this._formData\n );\n }),\n (g.prototype.callback = function (t, n) {\n if (this._shouldRetry(t, n)) return this._retry();\n var r = this._callback;\n this.clearTimeout(),\n t &&\n (this._maxRetries && (t.retries = this._retries - 1),\n this.emit(\"error\", t)),\n r(t, n);\n }),\n (g.prototype.crossDomainError = function () {\n var t = new Error(\n \"Request has been terminated\\nPossible causes: the network is offline, Origin is not allowed by Access-Control-Allow-Origin, the page is being unloaded, etc.\",\n );\n (t.crossDomain = !0),\n (t.status = this.status),\n (t.method = this.method),\n (t.url = this.url),\n this.callback(t);\n }),\n (g.prototype.buffer =\n g.prototype.ca =\n g.prototype.agent =\n function () {\n return (\n console.warn(\n \"This is not supported in browser version of superagent\",\n ),\n this\n );\n }),\n (g.prototype.pipe = g.prototype.write =\n function () {\n throw Error(\n \"Streaming is not supported in browser version of superagent\",\n );\n }),\n (g.prototype._isHost = function (t) {\n return (\n t &&\n \"object\" === e(t) &&\n !Array.isArray(t) &&\n \"[object Object]\" !== Object.prototype.toString.call(t)\n );\n }),\n (g.prototype.end = function (t) {\n return (\n this._endCalled &&\n console.warn(\n \"Warning: .end() was called twice. This is not supported in superagent\",\n ),\n (this._endCalled = !0),\n (this._callback = t || f),\n this._finalizeQueryString(),\n this._end()\n );\n }),\n (g.prototype._end = function () {\n var t = this,\n n = (this.xhr = l.getXHR()),\n r = this._formData || this._data;\n this._setTimeouts(),\n (n.onreadystatechange = function () {\n var r = n.readyState;\n if (\n (r >= 2 &&\n t._responseTimeoutTimer &&\n clearTimeout(t._responseTimeoutTimer),\n 4 == r)\n ) {\n var e;\n try {\n e = n.status;\n } catch (t) {\n e = 0;\n }\n if (!e) {\n if (t.timedout || t._aborted) return;\n return t.crossDomainError();\n }\n t.emit(\"end\");\n }\n });\n var e = function (n, r) {\n r.total > 0 && (r.percent = (r.loaded / r.total) * 100),\n (r.direction = n),\n t.emit(\"progress\", r);\n };\n if (this.hasListeners(\"progress\"))\n try {\n (n.onprogress = e.bind(null, \"download\")),\n n.upload && (n.upload.onprogress = e.bind(null, \"upload\"));\n } catch (t) {}\n try {\n this.username && this.password\n ? n.open(this.method, this.url, !0, this.username, this.password)\n : n.open(this.method, this.url, !0);\n } catch (t) {\n return this.callback(t);\n }\n if (\n (this._withCredentials && (n.withCredentials = !0),\n !this._formData &&\n \"GET\" != this.method &&\n \"HEAD\" != this.method &&\n \"string\" != typeof r &&\n !this._isHost(r))\n ) {\n var o = this._header[\"content-type\"],\n i = this._serializer || l.serialize[o ? o.split(\";\")[0] : \"\"];\n !i && y(o) && (i = l.serialize[\"application/json\"]), i && (r = i(r));\n }\n for (var u in this.header)\n null != this.header[u] &&\n this.header.hasOwnProperty(u) &&\n n.setRequestHeader(u, this.header[u]);\n return (\n this._responseType && (n.responseType = this._responseType),\n this.emit(\"request\", this),\n n.send(void 0 !== r ? r : null),\n this\n );\n }),\n (l.agent = function () {\n return new s();\n }),\n [\"GET\", \"POST\", \"OPTIONS\", \"PATCH\", \"PUT\", \"DELETE\"].forEach(\n function (t) {\n s.prototype[t.toLowerCase()] = function (n, r) {\n var e = new l.Request(t, n);\n return this._setDefaults(e), r && e.end(r), e;\n };\n },\n ),\n (s.prototype.del = s.prototype.delete),\n (l.get = function (t, n, r) {\n var e = l(\"GET\", t);\n return (\n \"function\" == typeof n && ((r = n), (n = null)),\n n && e.query(n),\n r && e.end(r),\n e\n );\n }),\n (l.head = function (t, n, r) {\n var e = l(\"HEAD\", t);\n return (\n \"function\" == typeof n && ((r = n), (n = null)),\n n && e.query(n),\n r && e.end(r),\n e\n );\n }),\n (l.options = function (t, n, r) {\n var e = l(\"OPTIONS\", t);\n return (\n \"function\" == typeof n && ((r = n), (n = null)),\n n && e.send(n),\n r && e.end(r),\n e\n );\n }),\n (l.del = b),\n (l.delete = b),\n (l.patch = function (t, n, r) {\n var e = l(\"PATCH\", t);\n return (\n \"function\" == typeof n && ((r = n), (n = null)),\n n && e.send(n),\n r && e.end(r),\n e\n );\n }),\n (l.post = function (t, n, r) {\n var e = l(\"POST\", t);\n return (\n \"function\" == typeof n && ((r = n), (n = null)),\n n && e.send(n),\n r && e.end(r),\n e\n );\n }),\n (l.put = function (t, n, r) {\n var e = l(\"PUT\", t);\n return (\n \"function\" == typeof n && ((r = n), (n = null)),\n n && e.send(n),\n r && e.end(r),\n e\n );\n });\n },\n function (t, n, r) {\n function e(t) {\n if (t)\n return (function (t) {\n for (var n in e.prototype) t[n] = e.prototype[n];\n return t;\n })(t);\n }\n (t.exports = e),\n (e.prototype.on = e.prototype.addEventListener =\n function (t, n) {\n return (\n (this._callbacks = this._callbacks || {}),\n (this._callbacks[\"$\" + t] = this._callbacks[\"$\" + t] || []).push(n),\n this\n );\n }),\n (e.prototype.once = function (t, n) {\n function r() {\n this.off(t, r), n.apply(this, arguments);\n }\n return (r.fn = n), this.on(t, r), this;\n }),\n (e.prototype.off =\n e.prototype.removeListener =\n e.prototype.removeAllListeners =\n e.prototype.removeEventListener =\n function (t, n) {\n if (\n ((this._callbacks = this._callbacks || {}), 0 == arguments.length)\n )\n return (this._callbacks = {}), this;\n var r,\n e = this._callbacks[\"$\" + t];\n if (!e) return this;\n if (1 == arguments.length)\n return delete this._callbacks[\"$\" + t], this;\n for (var o = 0; o < e.length; o++)\n if ((r = e[o]) === n || r.fn === n) {\n e.splice(o, 1);\n break;\n }\n return this;\n }),\n (e.prototype.emit = function (t) {\n this._callbacks = this._callbacks || {};\n var n = [].slice.call(arguments, 1),\n r = this._callbacks[\"$\" + t];\n if (r)\n for (var e = 0, o = (r = r.slice(0)).length; e < o; ++e)\n r[e].apply(this, n);\n return this;\n }),\n (e.prototype.listeners = function (t) {\n return (\n (this._callbacks = this._callbacks || {}),\n this._callbacks[\"$\" + t] || []\n );\n }),\n (e.prototype.hasListeners = function (t) {\n return !!this.listeners(t).length;\n });\n },\n function (t, n, r) {\n \"use strict\";\n function e(t) {\n return (e =\n \"function\" == typeof Symbol && \"symbol\" == typeof Symbol.iterator\n ? function (t) {\n return typeof t;\n }\n : function (t) {\n return t &&\n \"function\" == typeof Symbol &&\n t.constructor === Symbol &&\n t !== Symbol.prototype\n ? \"symbol\"\n : typeof t;\n })(t);\n }\n var o = r(82);\n function i(t) {\n if (t)\n return (function (t) {\n for (var n in i.prototype) t[n] = i.prototype[n];\n return t;\n })(t);\n }\n (t.exports = i),\n (i.prototype.clearTimeout = function () {\n return (\n clearTimeout(this._timer),\n clearTimeout(this._responseTimeoutTimer),\n delete this._timer,\n delete this._responseTimeoutTimer,\n this\n );\n }),\n (i.prototype.parse = function (t) {\n return (this._parser = t), this;\n }),\n (i.prototype.responseType = function (t) {\n return (this._responseType = t), this;\n }),\n (i.prototype.serialize = function (t) {\n return (this._serializer = t), this;\n }),\n (i.prototype.timeout = function (t) {\n if (!t || \"object\" !== e(t))\n return (this._timeout = t), (this._responseTimeout = 0), this;\n for (var n in t)\n switch (n) {\n case \"deadline\":\n this._timeout = t.deadline;\n break;\n case \"response\":\n this._responseTimeout = t.response;\n break;\n default:\n console.warn(\"Unknown timeout option\", n);\n }\n return this;\n }),\n (i.prototype.retry = function (t, n) {\n return (\n (0 !== arguments.length && !0 !== t) || (t = 1),\n t <= 0 && (t = 0),\n (this._maxRetries = t),\n (this._retries = 0),\n (this._retryCallback = n),\n this\n );\n });\n var u = [\"ECONNRESET\", \"ETIMEDOUT\", \"EADDRINFO\", \"ESOCKETTIMEDOUT\"];\n (i.prototype._shouldRetry = function (t, n) {\n if (!this._maxRetries || this._retries++ >= this._maxRetries) return !1;\n if (this._retryCallback)\n try {\n var r = this._retryCallback(t, n);\n if (!0 === r) return !0;\n if (!1 === r) return !1;\n } catch (t) {\n console.error(t);\n }\n if (n && n.status && n.status >= 500 && 501 != n.status) return !0;\n if (t) {\n if (t.code && ~u.indexOf(t.code)) return !0;\n if (t.timeout && \"ECONNABORTED\" == t.code) return !0;\n if (t.crossDomain) return !0;\n }\n return !1;\n }),\n (i.prototype._retry = function () {\n return (\n this.clearTimeout(),\n this.req && ((this.req = null), (this.req = this.request())),\n (this._aborted = !1),\n (this.timedout = !1),\n this._end()\n );\n }),\n (i.prototype.then = function (t, n) {\n if (!this._fullfilledPromise) {\n var r = this;\n this._endCalled &&\n console.warn(\n \"Warning: superagent request was sent twice, because both .end() and .then() were called. Never call .end() if you use promises\",\n ),\n (this._fullfilledPromise = new Promise(function (t, n) {\n r.end(function (r, e) {\n r ? n(r) : t(e);\n });\n }));\n }\n return this._fullfilledPromise.then(t, n);\n }),\n (i.prototype.catch = function (t) {\n return this.then(void 0, t);\n }),\n (i.prototype.use = function (t) {\n return t(this), this;\n }),\n (i.prototype.ok = function (t) {\n if (\"function\" != typeof t) throw Error(\"Callback required\");\n return (this._okCallback = t), this;\n }),\n (i.prototype._isResponseOK = function (t) {\n return (\n !!t &&\n (this._okCallback\n ? this._okCallback(t)\n : t.status >= 200 && t.status < 300)\n );\n }),\n (i.prototype.get = function (t) {\n return this._header[t.toLowerCase()];\n }),\n (i.prototype.getHeader = i.prototype.get),\n (i.prototype.set = function (t, n) {\n if (o(t)) {\n for (var r in t) this.set(r, t[r]);\n return this;\n }\n return (this._header[t.toLowerCase()] = n), (this.header[t] = n), this;\n }),\n (i.prototype.unset = function (t) {\n return (\n delete this._header[t.toLowerCase()], delete this.header[t], this\n );\n }),\n (i.prototype.field = function (t, n) {\n if (null == t)\n throw new Error(\".field(name, val) name can not be empty\");\n if (\n (this._data &&\n console.error(\n \".field() can't be used if .send() is used. Please use only .send() or only .field() & .attach()\",\n ),\n o(t))\n ) {\n for (var r in t) this.field(r, t[r]);\n return this;\n }\n if (Array.isArray(n)) {\n for (var e in n) this.field(t, n[e]);\n return this;\n }\n if (null == n)\n throw new Error(\".field(name, val) val can not be empty\");\n return (\n \"boolean\" == typeof n && (n = \"\" + n),\n this._getFormData().append(t, n),\n this\n );\n }),\n (i.prototype.abort = function () {\n return (\n this._aborted ||\n ((this._aborted = !0),\n this.xhr && this.xhr.abort(),\n this.req && this.req.abort(),\n this.clearTimeout(),\n this.emit(\"abort\")),\n this\n );\n }),\n (i.prototype._auth = function (t, n, r, e) {\n switch (r.type) {\n case \"basic\":\n this.set(\"Authorization\", \"Basic \" + e(t + \":\" + n));\n break;\n case \"auto\":\n (this.username = t), (this.password = n);\n break;\n case \"bearer\":\n this.set(\"Authorization\", \"Bearer \" + t);\n }\n return this;\n }),\n (i.prototype.withCredentials = function (t) {\n return null == t && (t = !0), (this._withCredentials = t), this;\n }),\n (i.prototype.redirects = function (t) {\n return (this._maxRedirects = t), this;\n }),\n (i.prototype.maxResponseSize = function (t) {\n if (\"number\" != typeof t) throw TypeError(\"Invalid argument\");\n return (this._maxResponseSize = t), this;\n }),\n (i.prototype.toJSON = function () {\n return {\n method: this.method,\n url: this.url,\n data: this._data,\n headers: this._header,\n };\n }),\n (i.prototype.send = function (t) {\n var n = o(t),\n r = this._header[\"content-type\"];\n if (\n (this._formData &&\n console.error(\n \".send() can't be used if .attach() or .field() is used. Please use only .send() or only .field() & .attach()\",\n ),\n n && !this._data)\n )\n Array.isArray(t)\n ? (this._data = [])\n : this._isHost(t) || (this._data = {});\n else if (t && this._data && this._isHost(this._data))\n throw Error(\"Can't merge these send calls\");\n if (n && o(this._data)) for (var e in t) this._data[e] = t[e];\n else\n \"string\" == typeof t\n ? (r || this.type(\"form\"),\n (r = this._header[\"content-type\"]),\n (this._data =\n \"application/x-www-form-urlencoded\" == r\n ? this._data\n ? this._data + \"&\" + t\n : t\n : (this._data || \"\") + t))\n : (this._data = t);\n return !n || this._isHost(t) || r || this.type(\"json\"), this;\n }),\n (i.prototype.sortQuery = function (t) {\n return (this._sort = void 0 === t || t), this;\n }),\n (i.prototype._finalizeQueryString = function () {\n var t = this._query.join(\"&\");\n if (\n (t && (this.url += (this.url.indexOf(\"?\") >= 0 ? \"&\" : \"?\") + t),\n (this._query.length = 0),\n this._sort)\n ) {\n var n = this.url.indexOf(\"?\");\n if (n >= 0) {\n var r = this.url.substring(n + 1).split(\"&\");\n \"function\" == typeof this._sort ? r.sort(this._sort) : r.sort(),\n (this.url = this.url.substring(0, n) + \"?\" + r.join(\"&\"));\n }\n }\n }),\n (i.prototype._appendQueryString = function () {\n console.trace(\"Unsupported\");\n }),\n (i.prototype._timeoutError = function (t, n, r) {\n if (!this._aborted) {\n var e = new Error(t + n + \"ms exceeded\");\n (e.timeout = n),\n (e.code = \"ECONNABORTED\"),\n (e.errno = r),\n (this.timedout = !0),\n this.abort(),\n this.callback(e);\n }\n }),\n (i.prototype._setTimeouts = function () {\n var t = this;\n this._timeout &&\n !this._timer &&\n (this._timer = setTimeout(function () {\n t._timeoutError(\"Timeout of \", t._timeout, \"ETIME\");\n }, this._timeout)),\n this._responseTimeout &&\n !this._responseTimeoutTimer &&\n (this._responseTimeoutTimer = setTimeout(function () {\n t._timeoutError(\n \"Response timeout of \",\n t._responseTimeout,\n \"ETIMEDOUT\",\n );\n }, this._responseTimeout));\n });\n },\n function (t, n, r) {\n \"use strict\";\n var e = r(230);\n function o(t) {\n if (t)\n return (function (t) {\n for (var n in o.prototype) t[n] = o.prototype[n];\n return t;\n })(t);\n }\n (t.exports = o),\n (o.prototype.get = function (t) {\n return this.header[t.toLowerCase()];\n }),\n (o.prototype._setHeaderProperties = function (t) {\n var n = t[\"content-type\"] || \"\";\n this.type = e.type(n);\n var r = e.params(n);\n for (var o in r) this[o] = r[o];\n this.links = {};\n try {\n t.link && (this.links = e.parseLinks(t.link));\n } catch (t) {}\n }),\n (o.prototype._setStatusProperties = function (t) {\n var n = (t / 100) | 0;\n (this.status = this.statusCode = t),\n (this.statusType = n),\n (this.info = 1 == n),\n (this.ok = 2 == n),\n (this.redirect = 3 == n),\n (this.clientError = 4 == n),\n (this.serverError = 5 == n),\n (this.error = (4 == n || 5 == n) && this.toError()),\n (this.created = 201 == t),\n (this.accepted = 202 == t),\n (this.noContent = 204 == t),\n (this.badRequest = 400 == t),\n (this.unauthorized = 401 == t),\n (this.notAcceptable = 406 == t),\n (this.forbidden = 403 == t),\n (this.notFound = 404 == t),\n (this.unprocessableEntity = 422 == t);\n });\n },\n function (t, n, r) {\n \"use strict\";\n (n.type = function (t) {\n return t.split(/ *; */).shift();\n }),\n (n.params = function (t) {\n return t.split(/ *; */).reduce(function (t, n) {\n var r = n.split(/ *= */),\n e = r.shift(),\n o = r.shift();\n return e && o && (t[e] = o), t;\n }, {});\n }),\n (n.parseLinks = function (t) {\n return t.split(/ *, */).reduce(function (t, n) {\n var r = n.split(/ *; */),\n e = r[0].slice(1, -1);\n return (t[r[1].split(/ *= */)[1].slice(1, -1)] = e), t;\n }, {});\n }),\n (n.cleanHeader = function (t, n) {\n return (\n delete t[\"content-type\"],\n delete t[\"content-length\"],\n delete t[\"transfer-encoding\"],\n delete t.host,\n n && (delete t.authorization, delete t.cookie),\n t\n );\n });\n },\n function (t, n) {\n function r() {\n this._defaults = [];\n }\n [\n \"use\",\n \"on\",\n \"once\",\n \"set\",\n \"query\",\n \"type\",\n \"accept\",\n \"auth\",\n \"withCredentials\",\n \"sortQuery\",\n \"retry\",\n \"ok\",\n \"redirects\",\n \"timeout\",\n \"buffer\",\n \"serialize\",\n \"parse\",\n \"ca\",\n \"key\",\n \"pfx\",\n \"cert\",\n ].forEach(function (t) {\n r.prototype[t] = function () {\n return this._defaults.push({ fn: t, arguments: arguments }), this;\n };\n }),\n (r.prototype._setDefaults = function (t) {\n this._defaults.forEach(function (n) {\n t[n.fn].apply(t, n.arguments);\n });\n }),\n (t.exports = r);\n },\n function (t, n, r) {\n (function (t) {\n var e =\n (void 0 !== t && t) || (\"undefined\" != typeof self && self) || window,\n o = Function.prototype.apply;\n function i(t, n) {\n (this._id = t), (this._clearFn = n);\n }\n (n.setTimeout = function () {\n return new i(o.call(setTimeout, e, arguments), clearTimeout);\n }),\n (n.setInterval = function () {\n return new i(o.call(setInterval, e, arguments), clearInterval);\n }),\n (n.clearTimeout = n.clearInterval =\n function (t) {\n t && t.close();\n }),\n (i.prototype.unref = i.prototype.ref = function () {}),\n (i.prototype.close = function () {\n this._clearFn.call(e, this._id);\n }),\n (n.enroll = function (t, n) {\n clearTimeout(t._idleTimeoutId), (t._idleTimeout = n);\n }),\n (n.unenroll = function (t) {\n clearTimeout(t._idleTimeoutId), (t._idleTimeout = -1);\n }),\n (n._unrefActive = n.active =\n function (t) {\n clearTimeout(t._idleTimeoutId);\n var n = t._idleTimeout;\n n >= 0 &&\n (t._idleTimeoutId = setTimeout(function () {\n t._onTimeout && t._onTimeout();\n }, n));\n }),\n r(233),\n (n.setImmediate =\n (\"undefined\" != typeof self && self.setImmediate) ||\n (void 0 !== t && t.setImmediate) ||\n (this && this.setImmediate)),\n (n.clearImmediate =\n (\"undefined\" != typeof self && self.clearImmediate) ||\n (void 0 !== t && t.clearImmediate) ||\n (this && this.clearImmediate));\n }).call(this, r(11));\n },\n function (t, n, r) {\n (function (t, n) {\n !(function (t, r) {\n \"use strict\";\n if (!t.setImmediate) {\n var e,\n o,\n i,\n u,\n c,\n a = 1,\n s = {},\n f = !1,\n l = t.document,\n p = Object.getPrototypeOf && Object.getPrototypeOf(t);\n (p = p && p.setTimeout ? p : t),\n \"[object process]\" === {}.toString.call(t.process)\n ? (e = function (t) {\n n.nextTick(function () {\n v(t);\n });\n })\n : !(function () {\n if (t.postMessage && !t.importScripts) {\n var n = !0,\n r = t.onmessage;\n return (\n (t.onmessage = function () {\n n = !1;\n }),\n t.postMessage(\"\", \"*\"),\n (t.onmessage = r),\n n\n );\n }\n })()\n ? t.MessageChannel\n ? (((i = new MessageChannel()).port1.onmessage = function (\n t,\n ) {\n v(t.data);\n }),\n (e = function (t) {\n i.port2.postMessage(t);\n }))\n : l && \"onreadystatechange\" in l.createElement(\"script\")\n ? ((o = l.documentElement),\n (e = function (t) {\n var n = l.createElement(\"script\");\n (n.onreadystatechange = function () {\n v(t),\n (n.onreadystatechange = null),\n o.removeChild(n),\n (n = null);\n }),\n o.appendChild(n);\n }))\n : (e = function (t) {\n setTimeout(v, 0, t);\n })\n : ((u = \"setImmediate$\" + Math.random() + \"$\"),\n (c = function (n) {\n n.source === t &&\n \"string\" == typeof n.data &&\n 0 === n.data.indexOf(u) &&\n v(+n.data.slice(u.length));\n }),\n t.addEventListener\n ? t.addEventListener(\"message\", c, !1)\n : t.attachEvent(\"onmessage\", c),\n (e = function (n) {\n t.postMessage(u + n, \"*\");\n })),\n (p.setImmediate = function (t) {\n \"function\" != typeof t && (t = new Function(\"\" + t));\n for (\n var n = new Array(arguments.length - 1), r = 0;\n r < n.length;\n r++\n )\n n[r] = arguments[r + 1];\n var o = { callback: t, args: n };\n return (s[a] = o), e(a), a++;\n }),\n (p.clearImmediate = h);\n }\n function h(t) {\n delete s[t];\n }\n function v(t) {\n if (f) setTimeout(v, 0, t);\n else {\n var n = s[t];\n if (n) {\n f = !0;\n try {\n !(function (t) {\n var n = t.callback,\n r = t.args;\n switch (r.length) {\n case 0:\n n();\n break;\n case 1:\n n(r[0]);\n break;\n case 2:\n n(r[0], r[1]);\n break;\n case 3:\n n(r[0], r[1], r[2]);\n break;\n default:\n n.apply(void 0, r);\n }\n })(n);\n } finally {\n h(t), (f = !1);\n }\n }\n }\n }\n })(\"undefined\" == typeof self ? (void 0 === t ? this : t) : self);\n }).call(this, r(11), r(13));\n },\n function (t, n, r) {\n \"use strict\";\n (n.decode = n.parse = r(235)), (n.encode = n.stringify = r(236));\n },\n function (t, n, r) {\n \"use strict\";\n function e(t, n) {\n return Object.prototype.hasOwnProperty.call(t, n);\n }\n t.exports = function (t, n, r, i) {\n (n = n || \"&\"), (r = r || \"=\");\n var u = {};\n if (\"string\" != typeof t || 0 === t.length) return u;\n var c = /\\+/g;\n t = t.split(n);\n var a = 1e3;\n i && \"number\" == typeof i.maxKeys && (a = i.maxKeys);\n var s = t.length;\n a > 0 && s > a && (s = a);\n for (var f = 0; f < s; ++f) {\n var l,\n p,\n h,\n v,\n d = t[f].replace(c, \"%20\"),\n y = d.indexOf(r);\n y >= 0\n ? ((l = d.substr(0, y)), (p = d.substr(y + 1)))\n : ((l = d), (p = \"\")),\n (h = decodeURIComponent(l)),\n (v = decodeURIComponent(p)),\n e(u, h) ? (o(u[h]) ? u[h].push(v) : (u[h] = [u[h], v])) : (u[h] = v);\n }\n return u;\n };\n var o =\n Array.isArray ||\n function (t) {\n return \"[object Array]\" === Object.prototype.toString.call(t);\n };\n },\n function (t, n, r) {\n \"use strict\";\n function e(t) {\n return (e =\n \"function\" == typeof Symbol && \"symbol\" == typeof Symbol.iterator\n ? function (t) {\n return typeof t;\n }\n : function (t) {\n return t &&\n \"function\" == typeof Symbol &&\n t.constructor === Symbol &&\n t !== Symbol.prototype\n ? \"symbol\"\n : typeof t;\n })(t);\n }\n var o = function (t) {\n switch (e(t)) {\n case \"string\":\n return t;\n case \"boolean\":\n return t ? \"true\" : \"false\";\n case \"number\":\n return isFinite(t) ? t : \"\";\n default:\n return \"\";\n }\n };\n t.exports = function (t, n, r, a) {\n return (\n (n = n || \"&\"),\n (r = r || \"=\"),\n null === t && (t = void 0),\n \"object\" === e(t)\n ? u(c(t), function (e) {\n var c = encodeURIComponent(o(e)) + r;\n return i(t[e])\n ? u(t[e], function (t) {\n return c + encodeURIComponent(o(t));\n }).join(n)\n : c + encodeURIComponent(o(t[e]));\n }).join(n)\n : a\n ? encodeURIComponent(o(a)) + r + encodeURIComponent(o(t))\n : \"\"\n );\n };\n var i =\n Array.isArray ||\n function (t) {\n return \"[object Array]\" === Object.prototype.toString.call(t);\n };\n function u(t, n) {\n if (t.map) return t.map(n);\n for (var r = [], e = 0; e < t.length; e++) r.push(n(t[e], e));\n return r;\n }\n var c =\n Object.keys ||\n function (t) {\n var n = [];\n for (var r in t)\n Object.prototype.hasOwnProperty.call(t, r) && n.push(r);\n return n;\n };\n },\n function (t, n, r) {\n \"use strict\";\n t.exports = function (t) {\n var n = /^\\\\\\\\\\?\\\\/.test(t),\n r = /[^\\u0000-\\u0080]+/.test(t);\n return n || r ? t : t.replace(/\\\\/g, \"/\");\n };\n },\n function (t, n, r) {\n var e, o, i, u;\n function c(t) {\n return (c =\n \"function\" == typeof Symbol && \"symbol\" == typeof Symbol.iterator\n ? function (t) {\n return typeof t;\n }\n : function (t) {\n return t &&\n \"function\" == typeof Symbol &&\n t.constructor === Symbol &&\n t !== Symbol.prototype\n ? \"symbol\"\n : typeof t;\n })(t);\n }\n /** @license URI.js v4.2.1 (c) 2011 Gary Court. License: http://github.com/garycourt/uri-js */ (u =\n function (t) {\n \"use strict\";\n function n() {\n for (var t = arguments.length, n = Array(t), r = 0; r < t; r++)\n n[r] = arguments[r];\n if (n.length > 1) {\n n[0] = n[0].slice(0, -1);\n for (var e = n.length - 1, o = 1; o < e; ++o)\n n[o] = n[o].slice(1, -1);\n return (n[e] = n[e].slice(1)), n.join(\"\");\n }\n return n[0];\n }\n function r(t) {\n return \"(?:\" + t + \")\";\n }\n function e(t) {\n return void 0 === t\n ? \"undefined\"\n : null === t\n ? \"null\"\n : Object.prototype.toString\n .call(t)\n .split(\" \")\n .pop()\n .split(\"]\")\n .shift()\n .toLowerCase();\n }\n function o(t) {\n return t.toUpperCase();\n }\n function i(t) {\n var e = n(\"[0-9]\", \"[A-Fa-f]\"),\n o = r(\n r(\"%[EFef]\" + e + \"%\" + e + e + \"%\" + e + e) +\n \"|\" +\n r(\"%[89A-Fa-f]\" + e + \"%\" + e + e) +\n \"|\" +\n r(\"%\" + e + e),\n ),\n i = \"[\\\\!\\\\$\\\\&\\\\'\\\\(\\\\)\\\\*\\\\+\\\\,\\\\;\\\\=]\",\n u = n(\"[\\\\:\\\\/\\\\?\\\\#\\\\[\\\\]\\\\@]\", i),\n c = t ? \"[\\\\uE000-\\\\uF8FF]\" : \"[]\",\n a = n(\n \"[A-Za-z]\",\n \"[0-9]\",\n \"[\\\\-\\\\.\\\\_\\\\~]\",\n t\n ? \"[\\\\xA0-\\\\u200D\\\\u2010-\\\\u2029\\\\u202F-\\\\uD7FF\\\\uF900-\\\\uFDCF\\\\uFDF0-\\\\uFFEF]\"\n : \"[]\",\n ),\n s = r(\"[A-Za-z]\" + n(\"[A-Za-z]\", \"[0-9]\", \"[\\\\+\\\\-\\\\.]\") + \"*\"),\n f = r(r(o + \"|\" + n(a, i, \"[\\\\:]\")) + \"*\"),\n l =\n (r(\n r(\"25[0-5]\") +\n \"|\" +\n r(\"2[0-4][0-9]\") +\n \"|\" +\n r(\"1[0-9][0-9]\") +\n \"|\" +\n r(\"[1-9][0-9]\") +\n \"|[0-9]\",\n ),\n r(\n r(\"25[0-5]\") +\n \"|\" +\n r(\"2[0-4][0-9]\") +\n \"|\" +\n r(\"1[0-9][0-9]\") +\n \"|\" +\n r(\"0?[1-9][0-9]\") +\n \"|0?0?[0-9]\",\n )),\n p = r(l + \"\\\\.\" + l + \"\\\\.\" + l + \"\\\\.\" + l),\n h = r(e + \"{1,4}\"),\n v = r(r(h + \"\\\\:\" + h) + \"|\" + p),\n d = r(r(h + \"\\\\:\") + \"{6}\" + v),\n y = r(\"\\\\:\\\\:\" + r(h + \"\\\\:\") + \"{5}\" + v),\n _ = r(r(h) + \"?\\\\:\\\\:\" + r(h + \"\\\\:\") + \"{4}\" + v),\n g = r(\n r(r(h + \"\\\\:\") + \"{0,1}\" + h) +\n \"?\\\\:\\\\:\" +\n r(h + \"\\\\:\") +\n \"{3}\" +\n v,\n ),\n b = r(\n r(r(h + \"\\\\:\") + \"{0,2}\" + h) +\n \"?\\\\:\\\\:\" +\n r(h + \"\\\\:\") +\n \"{2}\" +\n v,\n ),\n m = r(r(r(h + \"\\\\:\") + \"{0,3}\" + h) + \"?\\\\:\\\\:\" + h + \"\\\\:\" + v),\n w = r(r(r(h + \"\\\\:\") + \"{0,4}\" + h) + \"?\\\\:\\\\:\" + v),\n x = r(r(r(h + \"\\\\:\") + \"{0,5}\" + h) + \"?\\\\:\\\\:\" + h),\n j = r(r(r(h + \"\\\\:\") + \"{0,6}\" + h) + \"?\\\\:\\\\:\"),\n E = r([d, y, _, g, b, m, w, x, j].join(\"|\")),\n S = r(r(a + \"|\" + o) + \"+\"),\n O = (r(E + \"\\\\%25\" + S), r(E + r(\"\\\\%25|\\\\%(?!\" + e + \"{2})\") + S)),\n A = r(\"[vV]\" + e + \"+\\\\.\" + n(a, i, \"[\\\\:]\") + \"+\"),\n T = r(\"\\\\[\" + r(O + \"|\" + E + \"|\" + A) + \"\\\\]\"),\n C = r(r(o + \"|\" + n(a, i)) + \"*\"),\n I = r(T + \"|\" + p + \"(?!\" + C + \")|\" + C),\n P = r(\"[0-9]*\"),\n k = r(r(f + \"@\") + \"?\" + I + r(\"\\\\:\" + P) + \"?\"),\n R = r(o + \"|\" + n(a, i, \"[\\\\:\\\\@]\")),\n D = r(R + \"*\"),\n U = r(R + \"+\"),\n N = r(r(o + \"|\" + n(a, i, \"[\\\\@]\")) + \"+\"),\n z = r(r(\"\\\\/\" + D) + \"*\"),\n F = r(\"\\\\/\" + r(U + z) + \"?\"),\n L = r(N + z),\n q = r(U + z),\n M = \"(?!\" + R + \")\",\n $ =\n (r(z + \"|\" + F + \"|\" + L + \"|\" + q + \"|\" + M),\n r(r(R + \"|\" + n(\"[\\\\/\\\\?]\", c)) + \"*\")),\n B = r(r(R + \"|[\\\\/\\\\?]\") + \"*\"),\n H = r(r(\"\\\\/\\\\/\" + k + z) + \"|\" + F + \"|\" + q + \"|\" + M),\n W = r(s + \"\\\\:\" + H + r(\"\\\\?\" + $) + \"?\" + r(\"\\\\#\" + B) + \"?\"),\n V = r(r(\"\\\\/\\\\/\" + k + z) + \"|\" + F + \"|\" + L + \"|\" + M),\n G = r(V + r(\"\\\\?\" + $) + \"?\" + r(\"\\\\#\" + B) + \"?\");\n return (\n r(W + \"|\" + G),\n r(s + \"\\\\:\" + H + r(\"\\\\?\" + $) + \"?\"),\n r(\n r(\n \"\\\\/\\\\/(\" +\n r(\"(\" + f + \")@\") +\n \"?(\" +\n I +\n \")\" +\n r(\"\\\\:(\" + P + \")\") +\n \"?)\",\n ) +\n \"?(\" +\n z +\n \"|\" +\n F +\n \"|\" +\n q +\n \"|\" +\n M +\n \")\",\n ),\n r(\"\\\\?(\" + $ + \")\"),\n r(\"\\\\#(\" + B + \")\"),\n r(\n r(\n \"\\\\/\\\\/(\" +\n r(\"(\" + f + \")@\") +\n \"?(\" +\n I +\n \")\" +\n r(\"\\\\:(\" + P + \")\") +\n \"?)\",\n ) +\n \"?(\" +\n z +\n \"|\" +\n F +\n \"|\" +\n L +\n \"|\" +\n M +\n \")\",\n ),\n r(\"\\\\?(\" + $ + \")\"),\n r(\"\\\\#(\" + B + \")\"),\n r(\n r(\n \"\\\\/\\\\/(\" +\n r(\"(\" + f + \")@\") +\n \"?(\" +\n I +\n \")\" +\n r(\"\\\\:(\" + P + \")\") +\n \"?)\",\n ) +\n \"?(\" +\n z +\n \"|\" +\n F +\n \"|\" +\n q +\n \"|\" +\n M +\n \")\",\n ),\n r(\"\\\\?(\" + $ + \")\"),\n r(\"\\\\#(\" + B + \")\"),\n r(\"(\" + f + \")@\"),\n r(\"\\\\:(\" + P + \")\"),\n {\n NOT_SCHEME: new RegExp(\n n(\"[^]\", \"[A-Za-z]\", \"[0-9]\", \"[\\\\+\\\\-\\\\.]\"),\n \"g\",\n ),\n NOT_USERINFO: new RegExp(n(\"[^\\\\%\\\\:]\", a, i), \"g\"),\n NOT_HOST: new RegExp(n(\"[^\\\\%\\\\[\\\\]\\\\:]\", a, i), \"g\"),\n NOT_PATH: new RegExp(n(\"[^\\\\%\\\\/\\\\:\\\\@]\", a, i), \"g\"),\n NOT_PATH_NOSCHEME: new RegExp(n(\"[^\\\\%\\\\/\\\\@]\", a, i), \"g\"),\n NOT_QUERY: new RegExp(\n n(\"[^\\\\%]\", a, i, \"[\\\\:\\\\@\\\\/\\\\?]\", c),\n \"g\",\n ),\n NOT_FRAGMENT: new RegExp(\n n(\"[^\\\\%]\", a, i, \"[\\\\:\\\\@\\\\/\\\\?]\"),\n \"g\",\n ),\n ESCAPE: new RegExp(n(\"[^]\", a, i), \"g\"),\n UNRESERVED: new RegExp(a, \"g\"),\n OTHER_CHARS: new RegExp(n(\"[^\\\\%]\", a, u), \"g\"),\n PCT_ENCODED: new RegExp(o, \"g\"),\n IPV4ADDRESS: new RegExp(\"^(\" + p + \")$\"),\n IPV6ADDRESS: new RegExp(\n \"^\\\\[?(\" +\n E +\n \")\" +\n r(r(\"\\\\%25|\\\\%(?!\" + e + \"{2})\") + \"(\" + S + \")\") +\n \"?\\\\]?$\",\n ),\n }\n );\n }\n var u = i(!1),\n c = i(!0),\n a = function (t, n) {\n if (Array.isArray(t)) return t;\n if (Symbol.iterator in Object(t))\n return (function (t, n) {\n var r = [],\n e = !0,\n o = !1,\n i = void 0;\n try {\n for (\n var u, c = t[Symbol.iterator]();\n !(e = (u = c.next()).done) &&\n (r.push(u.value), !n || r.length !== n);\n e = !0\n );\n } catch (t) {\n (o = !0), (i = t);\n } finally {\n try {\n !e && c.return && c.return();\n } finally {\n if (o) throw i;\n }\n }\n return r;\n })(t, n);\n throw new TypeError(\n \"Invalid attempt to destructure non-iterable instance\",\n );\n },\n s = 2147483647,\n f = /^xn--/,\n l = /[^\\0-\\x7E]/,\n p = /[\\x2E\\u3002\\uFF0E\\uFF61]/g,\n h = {\n overflow: \"Overflow: input needs wider integers to process\",\n \"not-basic\": \"Illegal input >= 0x80 (not a basic code point)\",\n \"invalid-input\": \"Invalid input\",\n },\n v = Math.floor,\n d = String.fromCharCode;\n function y(t) {\n throw new RangeError(h[t]);\n }\n function _(t, n) {\n var r = t.split(\"@\"),\n e = \"\";\n r.length > 1 && ((e = r[0] + \"@\"), (t = r[1]));\n var o = (function (t, n) {\n for (var r = [], e = t.length; e--; ) r[e] = n(t[e]);\n return r;\n })((t = t.replace(p, \".\")).split(\".\"), n).join(\".\");\n return e + o;\n }\n function g(t) {\n for (var n = [], r = 0, e = t.length; r < e; ) {\n var o = t.charCodeAt(r++);\n if (o >= 55296 && o <= 56319 && r < e) {\n var i = t.charCodeAt(r++);\n 56320 == (64512 & i)\n ? n.push(((1023 & o) << 10) + (1023 & i) + 65536)\n : (n.push(o), r--);\n } else n.push(o);\n }\n return n;\n }\n var b = function (t, n) {\n return t + 22 + 75 * (t < 26) - ((0 != n) << 5);\n },\n m = function (t, n, r) {\n var e = 0;\n for (t = r ? v(t / 700) : t >> 1, t += v(t / n); t > 455; e += 36)\n t = v(t / 35);\n return v(e + (36 * t) / (t + 38));\n },\n w = function (t) {\n var n,\n r = [],\n e = t.length,\n o = 0,\n i = 128,\n u = 72,\n c = t.lastIndexOf(\"-\");\n c < 0 && (c = 0);\n for (var a = 0; a < c; ++a)\n t.charCodeAt(a) >= 128 && y(\"not-basic\"), r.push(t.charCodeAt(a));\n for (var f = c > 0 ? c + 1 : 0; f < e; ) {\n for (var l = o, p = 1, h = 36; ; h += 36) {\n f >= e && y(\"invalid-input\");\n var d =\n (n = t.charCodeAt(f++)) - 48 < 10\n ? n - 22\n : n - 65 < 26\n ? n - 65\n : n - 97 < 26\n ? n - 97\n : 36;\n (d >= 36 || d > v((s - o) / p)) && y(\"overflow\"), (o += d * p);\n var _ = h <= u ? 1 : h >= u + 26 ? 26 : h - u;\n if (d < _) break;\n var g = 36 - _;\n p > v(s / g) && y(\"overflow\"), (p *= g);\n }\n var b = r.length + 1;\n (u = m(o - l, b, 0 == l)),\n v(o / b) > s - i && y(\"overflow\"),\n (i += v(o / b)),\n (o %= b),\n r.splice(o++, 0, i);\n }\n return String.fromCodePoint.apply(String, r);\n },\n x = function (t) {\n var n = [],\n r = (t = g(t)).length,\n e = 128,\n o = 0,\n i = 72,\n u = !0,\n c = !1,\n a = void 0;\n try {\n for (\n var f, l = t[Symbol.iterator]();\n !(u = (f = l.next()).done);\n u = !0\n ) {\n var p = f.value;\n p < 128 && n.push(d(p));\n }\n } catch (t) {\n (c = !0), (a = t);\n } finally {\n try {\n !u && l.return && l.return();\n } finally {\n if (c) throw a;\n }\n }\n var h = n.length,\n _ = h;\n for (h && n.push(\"-\"); _ < r; ) {\n var w = s,\n x = !0,\n j = !1,\n E = void 0;\n try {\n for (\n var S, O = t[Symbol.iterator]();\n !(x = (S = O.next()).done);\n x = !0\n ) {\n var A = S.value;\n A >= e && A < w && (w = A);\n }\n } catch (t) {\n (j = !0), (E = t);\n } finally {\n try {\n !x && O.return && O.return();\n } finally {\n if (j) throw E;\n }\n }\n var T = _ + 1;\n w - e > v((s - o) / T) && y(\"overflow\"),\n (o += (w - e) * T),\n (e = w);\n var C = !0,\n I = !1,\n P = void 0;\n try {\n for (\n var k, R = t[Symbol.iterator]();\n !(C = (k = R.next()).done);\n C = !0\n ) {\n var D = k.value;\n if ((D < e && ++o > s && y(\"overflow\"), D == e)) {\n for (var U = o, N = 36; ; N += 36) {\n var z = N <= i ? 1 : N >= i + 26 ? 26 : N - i;\n if (U < z) break;\n var F = U - z,\n L = 36 - z;\n n.push(d(b(z + (F % L), 0))), (U = v(F / L));\n }\n n.push(d(b(U, 0))), (i = m(o, T, _ == h)), (o = 0), ++_;\n }\n }\n } catch (t) {\n (I = !0), (P = t);\n } finally {\n try {\n !C && R.return && R.return();\n } finally {\n if (I) throw P;\n }\n }\n ++o, ++e;\n }\n return n.join(\"\");\n },\n j = function (t) {\n return _(t, function (t) {\n return l.test(t) ? \"xn--\" + x(t) : t;\n });\n },\n E = function (t) {\n return _(t, function (t) {\n return f.test(t) ? w(t.slice(4).toLowerCase()) : t;\n });\n },\n S = {};\n function O(t) {\n var n = t.charCodeAt(0);\n return n < 16\n ? \"%0\" + n.toString(16).toUpperCase()\n : n < 128\n ? \"%\" + n.toString(16).toUpperCase()\n : n < 2048\n ? \"%\" +\n ((n >> 6) | 192).toString(16).toUpperCase() +\n \"%\" +\n ((63 & n) | 128).toString(16).toUpperCase()\n : \"%\" +\n ((n >> 12) | 224).toString(16).toUpperCase() +\n \"%\" +\n (((n >> 6) & 63) | 128).toString(16).toUpperCase() +\n \"%\" +\n ((63 & n) | 128).toString(16).toUpperCase();\n }\n function A(t) {\n for (var n = \"\", r = 0, e = t.length; r < e; ) {\n var o = parseInt(t.substr(r + 1, 2), 16);\n if (o < 128) (n += String.fromCharCode(o)), (r += 3);\n else if (o >= 194 && o < 224) {\n if (e - r >= 6) {\n var i = parseInt(t.substr(r + 4, 2), 16);\n n += String.fromCharCode(((31 & o) << 6) | (63 & i));\n } else n += t.substr(r, 6);\n r += 6;\n } else if (o >= 224) {\n if (e - r >= 9) {\n var u = parseInt(t.substr(r + 4, 2), 16),\n c = parseInt(t.substr(r + 7, 2), 16);\n n += String.fromCharCode(\n ((15 & o) << 12) | ((63 & u) << 6) | (63 & c),\n );\n } else n += t.substr(r, 9);\n r += 9;\n } else (n += t.substr(r, 3)), (r += 3);\n }\n return n;\n }\n function T(t, n) {\n function r(t) {\n var r = A(t);\n return r.match(n.UNRESERVED) ? r : t;\n }\n return (\n t.scheme &&\n (t.scheme = String(t.scheme)\n .replace(n.PCT_ENCODED, r)\n .toLowerCase()\n .replace(n.NOT_SCHEME, \"\")),\n void 0 !== t.userinfo &&\n (t.userinfo = String(t.userinfo)\n .replace(n.PCT_ENCODED, r)\n .replace(n.NOT_USERINFO, O)\n .replace(n.PCT_ENCODED, o)),\n void 0 !== t.host &&\n (t.host = String(t.host)\n .replace(n.PCT_ENCODED, r)\n .toLowerCase()\n .replace(n.NOT_HOST, O)\n .replace(n.PCT_ENCODED, o)),\n void 0 !== t.path &&\n (t.path = String(t.path)\n .replace(n.PCT_ENCODED, r)\n .replace(t.scheme ? n.NOT_PATH : n.NOT_PATH_NOSCHEME, O)\n .replace(n.PCT_ENCODED, o)),\n void 0 !== t.query &&\n (t.query = String(t.query)\n .replace(n.PCT_ENCODED, r)\n .replace(n.NOT_QUERY, O)\n .replace(n.PCT_ENCODED, o)),\n void 0 !== t.fragment &&\n (t.fragment = String(t.fragment)\n .replace(n.PCT_ENCODED, r)\n .replace(n.NOT_FRAGMENT, O)\n .replace(n.PCT_ENCODED, o)),\n t\n );\n }\n function C(t) {\n return t.replace(/^0*(.*)/, \"$1\") || \"0\";\n }\n function I(t, n) {\n var r = t.match(n.IPV4ADDRESS) || [],\n e = a(r, 2)[1];\n return e ? e.split(\".\").map(C).join(\".\") : t;\n }\n function P(t, n) {\n var r = t.match(n.IPV6ADDRESS) || [],\n e = a(r, 3),\n o = e[1],\n i = e[2];\n if (o) {\n for (\n var u = o.toLowerCase().split(\"::\").reverse(),\n c = a(u, 2),\n s = c[0],\n f = c[1],\n l = f ? f.split(\":\").map(C) : [],\n p = s.split(\":\").map(C),\n h = n.IPV4ADDRESS.test(p[p.length - 1]),\n v = h ? 7 : 8,\n d = p.length - v,\n y = Array(v),\n _ = 0;\n _ < v;\n ++_\n )\n y[_] = l[_] || p[d + _] || \"\";\n h && (y[v - 1] = I(y[v - 1], n));\n var g = y\n .reduce(function (t, n, r) {\n if (!n || \"0\" === n) {\n var e = t[t.length - 1];\n e && e.index + e.length === r\n ? e.length++\n : t.push({ index: r, length: 1 });\n }\n return t;\n }, [])\n .sort(function (t, n) {\n return n.length - t.length;\n })[0],\n b = void 0;\n if (g && g.length > 1) {\n var m = y.slice(0, g.index),\n w = y.slice(g.index + g.length);\n b = m.join(\":\") + \"::\" + w.join(\":\");\n } else b = y.join(\":\");\n return i && (b += \"%\" + i), b;\n }\n return t;\n }\n var k =\n /^(?:([^:\\/?#]+):)?(?:\\/\\/((?:([^\\/?#@]*)@)?(\\[[^\\/?#\\]]+\\]|[^\\/?#:]*)(?:\\:(\\d*))?))?([^?#]*)(?:\\?([^#]*))?(?:#((?:.|\\n|\\r)*))?/i,\n R = void 0 === \"\".match(/(){0}/)[1];\n function D(t) {\n var n =\n arguments.length > 1 && void 0 !== arguments[1]\n ? arguments[1]\n : {},\n r = {},\n e = !1 !== n.iri ? c : u;\n \"suffix\" === n.reference &&\n (t = (n.scheme ? n.scheme + \":\" : \"\") + \"//\" + t);\n var o = t.match(k);\n if (o) {\n R\n ? ((r.scheme = o[1]),\n (r.userinfo = o[3]),\n (r.host = o[4]),\n (r.port = parseInt(o[5], 10)),\n (r.path = o[6] || \"\"),\n (r.query = o[7]),\n (r.fragment = o[8]),\n isNaN(r.port) && (r.port = o[5]))\n : ((r.scheme = o[1] || void 0),\n (r.userinfo = -1 !== t.indexOf(\"@\") ? o[3] : void 0),\n (r.host = -1 !== t.indexOf(\"//\") ? o[4] : void 0),\n (r.port = parseInt(o[5], 10)),\n (r.path = o[6] || \"\"),\n (r.query = -1 !== t.indexOf(\"?\") ? o[7] : void 0),\n (r.fragment = -1 !== t.indexOf(\"#\") ? o[8] : void 0),\n isNaN(r.port) &&\n (r.port = t.match(/\\/\\/(?:.|\\n)*\\:(?:\\/|\\?|\\#|$)/)\n ? o[4]\n : void 0)),\n r.host && (r.host = P(I(r.host, e), e)),\n void 0 !== r.scheme ||\n void 0 !== r.userinfo ||\n void 0 !== r.host ||\n void 0 !== r.port ||\n r.path ||\n void 0 !== r.query\n ? void 0 === r.scheme\n ? (r.reference = \"relative\")\n : void 0 === r.fragment\n ? (r.reference = \"absolute\")\n : (r.reference = \"uri\")\n : (r.reference = \"same-document\"),\n n.reference &&\n \"suffix\" !== n.reference &&\n n.reference !== r.reference &&\n (r.error =\n r.error || \"URI is not a \" + n.reference + \" reference.\");\n var i = S[(n.scheme || r.scheme || \"\").toLowerCase()];\n if (n.unicodeSupport || (i && i.unicodeSupport)) T(r, e);\n else {\n if (r.host && (n.domainHost || (i && i.domainHost)))\n try {\n r.host = j(r.host.replace(e.PCT_ENCODED, A).toLowerCase());\n } catch (t) {\n r.error =\n r.error ||\n \"Host's domain name can not be converted to ASCII via punycode: \" +\n t;\n }\n T(r, u);\n }\n i && i.parse && i.parse(r, n);\n } else r.error = r.error || \"URI can not be parsed.\";\n return r;\n }\n function U(t, n) {\n var r = !1 !== n.iri ? c : u,\n e = [];\n return (\n void 0 !== t.userinfo && (e.push(t.userinfo), e.push(\"@\")),\n void 0 !== t.host &&\n e.push(\n P(I(String(t.host), r), r).replace(\n r.IPV6ADDRESS,\n function (t, n, r) {\n return \"[\" + n + (r ? \"%25\" + r : \"\") + \"]\";\n },\n ),\n ),\n \"number\" == typeof t.port &&\n (e.push(\":\"), e.push(t.port.toString(10))),\n e.length ? e.join(\"\") : void 0\n );\n }\n var N = /^\\.\\.?\\//,\n z = /^\\/\\.(\\/|$)/,\n F = /^\\/\\.\\.(\\/|$)/,\n L = /^\\/?(?:.|\\n)*?(?=\\/|$)/;\n function q(t) {\n for (var n = []; t.length; )\n if (t.match(N)) t = t.replace(N, \"\");\n else if (t.match(z)) t = t.replace(z, \"/\");\n else if (t.match(F)) (t = t.replace(F, \"/\")), n.pop();\n else if (\".\" === t || \"..\" === t) t = \"\";\n else {\n var r = t.match(L);\n if (!r) throw new Error(\"Unexpected dot segment condition\");\n var e = r[0];\n (t = t.slice(e.length)), n.push(e);\n }\n return n.join(\"\");\n }\n function M(t) {\n var n =\n arguments.length > 1 && void 0 !== arguments[1]\n ? arguments[1]\n : {},\n r = n.iri ? c : u,\n e = [],\n o = S[(n.scheme || t.scheme || \"\").toLowerCase()];\n if ((o && o.serialize && o.serialize(t, n), t.host))\n if (r.IPV6ADDRESS.test(t.host));\n else if (n.domainHost || (o && o.domainHost))\n try {\n t.host = n.iri\n ? E(t.host)\n : j(t.host.replace(r.PCT_ENCODED, A).toLowerCase());\n } catch (r) {\n t.error =\n t.error ||\n \"Host's domain name can not be converted to \" +\n (n.iri ? \"Unicode\" : \"ASCII\") +\n \" via punycode: \" +\n r;\n }\n T(t, r),\n \"suffix\" !== n.reference &&\n t.scheme &&\n (e.push(t.scheme), e.push(\":\"));\n var i = U(t, n);\n if (\n (void 0 !== i &&\n (\"suffix\" !== n.reference && e.push(\"//\"),\n e.push(i),\n t.path && \"/\" !== t.path.charAt(0) && e.push(\"/\")),\n void 0 !== t.path)\n ) {\n var a = t.path;\n n.absolutePath || (o && o.absolutePath) || (a = q(a)),\n void 0 === i && (a = a.replace(/^\\/\\//, \"/%2F\")),\n e.push(a);\n }\n return (\n void 0 !== t.query && (e.push(\"?\"), e.push(t.query)),\n void 0 !== t.fragment && (e.push(\"#\"), e.push(t.fragment)),\n e.join(\"\")\n );\n }\n function $(t, n) {\n var r =\n arguments.length > 2 && void 0 !== arguments[2]\n ? arguments[2]\n : {},\n e = arguments[3],\n o = {};\n return (\n e || ((t = D(M(t, r), r)), (n = D(M(n, r), r))),\n !(r = r || {}).tolerant && n.scheme\n ? ((o.scheme = n.scheme),\n (o.userinfo = n.userinfo),\n (o.host = n.host),\n (o.port = n.port),\n (o.path = q(n.path || \"\")),\n (o.query = n.query))\n : (void 0 !== n.userinfo || void 0 !== n.host || void 0 !== n.port\n ? ((o.userinfo = n.userinfo),\n (o.host = n.host),\n (o.port = n.port),\n (o.path = q(n.path || \"\")),\n (o.query = n.query))\n : (n.path\n ? (\"/\" === n.path.charAt(0)\n ? (o.path = q(n.path))\n : ((void 0 === t.userinfo &&\n void 0 === t.host &&\n void 0 === t.port) ||\n t.path\n ? t.path\n ? (o.path =\n t.path.slice(\n 0,\n t.path.lastIndexOf(\"/\") + 1,\n ) + n.path)\n : (o.path = n.path)\n : (o.path = \"/\" + n.path),\n (o.path = q(o.path))),\n (o.query = n.query))\n : ((o.path = t.path),\n void 0 !== n.query\n ? (o.query = n.query)\n : (o.query = t.query)),\n (o.userinfo = t.userinfo),\n (o.host = t.host),\n (o.port = t.port)),\n (o.scheme = t.scheme)),\n (o.fragment = n.fragment),\n o\n );\n }\n function B(t, n) {\n return (\n t &&\n t.toString().replace(n && n.iri ? c.PCT_ENCODED : u.PCT_ENCODED, A)\n );\n }\n var H = {\n scheme: \"http\",\n domainHost: !0,\n parse: function (t, n) {\n return (\n t.host || (t.error = t.error || \"HTTP URIs must have a host.\"),\n t\n );\n },\n serialize: function (t, n) {\n return (\n (t.port !==\n (\"https\" !== String(t.scheme).toLowerCase() ? 80 : 443) &&\n \"\" !== t.port) ||\n (t.port = void 0),\n t.path || (t.path = \"/\"),\n t\n );\n },\n },\n W = {\n scheme: \"https\",\n domainHost: H.domainHost,\n parse: H.parse,\n serialize: H.serialize,\n },\n V = {},\n G =\n \"[A-Za-z0-9\\\\-\\\\.\\\\_\\\\~\\\\xA0-\\\\u200D\\\\u2010-\\\\u2029\\\\u202F-\\\\uD7FF\\\\uF900-\\\\uFDCF\\\\uFDF0-\\\\uFFEF]\",\n Z = \"[0-9A-Fa-f]\",\n J = r(\n r(\"%[EFef][0-9A-Fa-f]%\" + Z + Z + \"%\" + Z + Z) +\n \"|\" +\n r(\"%[89A-Fa-f][0-9A-Fa-f]%\" + Z + Z) +\n \"|\" +\n r(\"%\" + Z + Z),\n ),\n X = n(\n \"[\\\\!\\\\$\\\\%\\\\'\\\\(\\\\)\\\\*\\\\+\\\\,\\\\-\\\\.0-9\\\\<\\\\>A-Z\\\\x5E-\\\\x7E]\",\n '[\\\\\"\\\\\\\\]',\n ),\n K = new RegExp(G, \"g\"),\n Y = new RegExp(J, \"g\"),\n Q = new RegExp(\n n(\n \"[^]\",\n \"[A-Za-z0-9\\\\!\\\\$\\\\%\\\\'\\\\*\\\\+\\\\-\\\\^\\\\_\\\\`\\\\{\\\\|\\\\}\\\\~]\",\n \"[\\\\.]\",\n '[\\\\\"]',\n X,\n ),\n \"g\",\n ),\n tt = new RegExp(\n n(\"[^]\", G, \"[\\\\!\\\\$\\\\'\\\\(\\\\)\\\\*\\\\+\\\\,\\\\;\\\\:\\\\@]\"),\n \"g\",\n ),\n nt = tt;\n function rt(t) {\n var n = A(t);\n return n.match(K) ? n : t;\n }\n var et = {\n scheme: \"mailto\",\n parse: function (t, n) {\n var r = t,\n e = (r.to = r.path ? r.path.split(\",\") : []);\n if (((r.path = void 0), r.query)) {\n for (\n var o = !1,\n i = {},\n u = r.query.split(\"&\"),\n c = 0,\n a = u.length;\n c < a;\n ++c\n ) {\n var s = u[c].split(\"=\");\n switch (s[0]) {\n case \"to\":\n for (\n var f = s[1].split(\",\"), l = 0, p = f.length;\n l < p;\n ++l\n )\n e.push(f[l]);\n break;\n case \"subject\":\n r.subject = B(s[1], n);\n break;\n case \"body\":\n r.body = B(s[1], n);\n break;\n default:\n (o = !0), (i[B(s[0], n)] = B(s[1], n));\n }\n }\n o && (r.headers = i);\n }\n r.query = void 0;\n for (var h = 0, v = e.length; h < v; ++h) {\n var d = e[h].split(\"@\");\n if (((d[0] = B(d[0])), n.unicodeSupport))\n d[1] = B(d[1], n).toLowerCase();\n else\n try {\n d[1] = j(B(d[1], n).toLowerCase());\n } catch (t) {\n r.error =\n r.error ||\n \"Email address's domain name can not be converted to ASCII via punycode: \" +\n t;\n }\n e[h] = d.join(\"@\");\n }\n return r;\n },\n serialize: function (t, n) {\n var r,\n e = t,\n i =\n null != (r = t.to)\n ? r instanceof Array\n ? r\n : \"number\" != typeof r.length ||\n r.split ||\n r.setInterval ||\n r.call\n ? [r]\n : Array.prototype.slice.call(r)\n : [];\n if (i) {\n for (var u = 0, c = i.length; u < c; ++u) {\n var a = String(i[u]),\n s = a.lastIndexOf(\"@\"),\n f = a\n .slice(0, s)\n .replace(Y, rt)\n .replace(Y, o)\n .replace(Q, O),\n l = a.slice(s + 1);\n try {\n l = n.iri ? E(l) : j(B(l, n).toLowerCase());\n } catch (t) {\n e.error =\n e.error ||\n \"Email address's domain name can not be converted to \" +\n (n.iri ? \"Unicode\" : \"ASCII\") +\n \" via punycode: \" +\n t;\n }\n i[u] = f + \"@\" + l;\n }\n e.path = i.join(\",\");\n }\n var p = (t.headers = t.headers || {});\n t.subject && (p.subject = t.subject), t.body && (p.body = t.body);\n var h = [];\n for (var v in p)\n p[v] !== V[v] &&\n h.push(\n v.replace(Y, rt).replace(Y, o).replace(tt, O) +\n \"=\" +\n p[v].replace(Y, rt).replace(Y, o).replace(nt, O),\n );\n return h.length && (e.query = h.join(\"&\")), e;\n },\n },\n ot = /^([^\\:]+)\\:(.*)/,\n it = {\n scheme: \"urn\",\n parse: function (t, n) {\n var r = t.path && t.path.match(ot),\n e = t;\n if (r) {\n var o = n.scheme || e.scheme || \"urn\",\n i = r[1].toLowerCase(),\n u = r[2],\n c = o + \":\" + (n.nid || i),\n a = S[c];\n (e.nid = i),\n (e.nss = u),\n (e.path = void 0),\n a && (e = a.parse(e, n));\n } else e.error = e.error || \"URN can not be parsed.\";\n return e;\n },\n serialize: function (t, n) {\n var r = n.scheme || t.scheme || \"urn\",\n e = t.nid,\n o = r + \":\" + (n.nid || e),\n i = S[o];\n i && (t = i.serialize(t, n));\n var u = t,\n c = t.nss;\n return (u.path = (e || n.nid) + \":\" + c), u;\n },\n },\n ut = /^[0-9A-Fa-f]{8}(?:\\-[0-9A-Fa-f]{4}){3}\\-[0-9A-Fa-f]{12}$/,\n ct = {\n scheme: \"urn:uuid\",\n parse: function (t, n) {\n var r = t;\n return (\n (r.uuid = r.nss),\n (r.nss = void 0),\n n.tolerant ||\n (r.uuid && r.uuid.match(ut)) ||\n (r.error = r.error || \"UUID is not valid.\"),\n r\n );\n },\n serialize: function (t, n) {\n var r = t;\n return (r.nss = (t.uuid || \"\").toLowerCase()), r;\n },\n };\n (S[H.scheme] = H),\n (S[W.scheme] = W),\n (S[et.scheme] = et),\n (S[it.scheme] = it),\n (S[ct.scheme] = ct),\n (t.SCHEMES = S),\n (t.pctEncChar = O),\n (t.pctDecChars = A),\n (t.parse = D),\n (t.removeDotSegments = q),\n (t.serialize = M),\n (t.resolveComponents = $),\n (t.resolve = function (t, n, r) {\n var e = (function (t, n) {\n var r = t;\n if (n) for (var e in n) r[e] = n[e];\n return r;\n })({ scheme: \"null\" }, r);\n return M($(D(t, e), D(n, e), e, !0), e);\n }),\n (t.normalize = function (t, n) {\n return (\n \"string\" == typeof t\n ? (t = M(D(t, n), n))\n : \"object\" === e(t) && (t = D(M(t, n), n)),\n t\n );\n }),\n (t.equal = function (t, n, r) {\n return (\n \"string\" == typeof t\n ? (t = M(D(t, r), r))\n : \"object\" === e(t) && (t = M(t, r)),\n \"string\" == typeof n\n ? (n = M(D(n, r), r))\n : \"object\" === e(n) && (n = M(n, r)),\n t === n\n );\n }),\n (t.escapeComponent = function (t, n) {\n return (\n t && t.toString().replace(n && n.iri ? c.ESCAPE : u.ESCAPE, O)\n );\n }),\n (t.unescapeComponent = B),\n Object.defineProperty(t, \"__esModule\", { value: !0 });\n }),\n \"object\" === c(n) && void 0 !== t\n ? u(n)\n : ((o = [n]),\n void 0 === (i = \"function\" == typeof (e = u) ? e.apply(n, o) : e) ||\n (t.exports = i));\n },\n]);\n" }, { "path": "frontend/src/utils/simplifySchema.ts", "content": "/* eslint-disable @typescript-eslint/no-explicit-any */\nimport { JsonRefs } from \"./json-refs\";\n\n// jsonforms doesn't support schemas with root $ref\n// so we resolve root $ref and replace it with the actual schema\nexport function simplifySchema(schema: any) {\n return JsonRefs.resolveRefs(schema)\n .then((r: any) => r.resolved)\n .then((r) => {\n const configurable = r.properties.configurable.properties;\n if (configurable) {\n for (const key in configurable) {\n if (configurable[key].allOf && configurable[key].allOf.length === 1) {\n configurable[key] = {\n ...configurable[key].allOf[0],\n title: configurable[key].title,\n description: configurable[key].description,\n default: configurable[key].default,\n };\n }\n }\n }\n return r;\n });\n}\n" }, { "path": "frontend/src/utils/str.ts", "content": "export function str(o: unknown): React.ReactNode {\n return typeof o === \"object\"\n ? JSON.stringify(o, null, 2)\n : (o as React.ReactNode);\n}\n" }, { "path": "frontend/src/vite-env.d.ts", "content": "/// \n" }, { "path": "frontend/tailwind.config.js", "content": "/* eslint-disable no-undef */\n/** @type {import('tailwindcss').Config} */\nimport defaultTheme from \"tailwindcss/defaultTheme\";\n\nexport default {\n content: [\"./index.html\", \"./src/**/*.{js,ts,jsx,tsx}\"],\n theme: {\n extend: {\n fontFamily: {\n sans: [\"Inter var\", ...defaultTheme.fontFamily.sans],\n },\n },\n },\n plugins: [require(\"@tailwindcss/forms\"), require(\"@tailwindcss/typography\")],\n};\n" }, { "path": "frontend/tsconfig.json", "content": "{\n \"compilerOptions\": {\n \"target\": \"ES2020\",\n \"useDefineForClassFields\": true,\n \"lib\": [\"ES2020\", \"DOM\", \"DOM.Iterable\"],\n \"module\": \"ESNext\",\n \"skipLibCheck\": true,\n\n /* Bundler mode */\n \"moduleResolution\": \"bundler\",\n \"allowImportingTsExtensions\": true,\n \"resolveJsonModule\": true,\n \"isolatedModules\": true,\n \"noEmit\": true,\n \"jsx\": \"react-jsx\",\n\n /* Linting */\n \"strict\": true,\n \"noUnusedLocals\": true,\n \"noUnusedParameters\": true,\n \"noFallthroughCasesInSwitch\": true\n },\n \"include\": [\"src\"],\n \"references\": [{ \"path\": \"./tsconfig.node.json\" }]\n}\n" }, { "path": "frontend/tsconfig.node.json", "content": "{\n \"compilerOptions\": {\n \"composite\": true,\n \"skipLibCheck\": true,\n \"module\": \"ESNext\",\n \"moduleResolution\": \"bundler\",\n \"allowSyntheticDefaultImports\": true\n },\n \"include\": [\"vite.config.ts\"]\n}\n" }, { "path": "frontend/vite.config.ts", "content": "import { defineConfig } from \"vite\";\nimport react from \"@vitejs/plugin-react\";\n\n// https://vitejs.dev/config/\nexport default defineConfig({\n plugins: [react()],\n server: {\n watch: {\n usePolling: true\n },\n proxy: {\n \"^/(assistants|threads|ingest|runs)\": {\n target: process.env.VITE_BACKEND_URL || \"http://127.0.0.1:8100\",\n changeOrigin: true,\n rewrite: (path) => path.replace(\"/____LANGSERVE_BASE_URL\", \"\"),\n },\n },\n },\n});\n" }, { "path": "tools/redis_to_postgres/Dockerfile", "content": "FROM langchain/open-gpts:latest\n\nRUN poetry add redis==5.0.1\n\nCOPY migrate_data.py .\n\n# Run database schema migrations and then migrate data\nENTRYPOINT sh -c \"make migrate && python migrate_data.py\"" }, { "path": "tools/redis_to_postgres/README.md", "content": "OpenGPTs previously used Redis for data persistence, but has since switched to Postgres. If you have data in Redis that you would like to migrate to Postgres, follow the instructions below.\n\nNavigate to the `tools/redis_to_postgres` directory and ensure that the environment variables in the docker-compose file are set correctly for your Redis and Postgres instances. Then, run the following command to perform the migration:\n\n```shell\ndocker compose up --build --abort-on-container-exit\n```\n\nThis will run database schema migrations for Postgres and then copy data from Redis to Postgres. Eventually all containers will be stopped.\n\nNote: if you were not using Redis locally and instead were using a remote Redis instance (for example on AWS), you can simply set the `REDIS_URL` environment variable to the remote instance's address, remove the `redis` service from the docker-compose file, and run the same command as above." }, { "path": "tools/redis_to_postgres/docker-compose.yml", "content": "version: \"3\"\n\nservices:\n redis:\n image: redis/redis-stack-server:latest\n ports:\n - \"6380:6379\"\n volumes:\n - ./../../redis-volume:/data\n data-migrator:\n build:\n context: .\n depends_on:\n - redis\n network_mode: \"host\"\n environment:\n REDIS_URL: \"redis://localhost:6380\"\n POSTGRES_HOST: \"localhost\"\n POSTGRES_PORT: 5433\n POSTGRES_DB: postgres\n POSTGRES_USER: postgres\n POSTGRES_PASSWORD: postgres\n OPENAI_API_KEY: ...\n" }, { "path": "tools/redis_to_postgres/migrate_data.py", "content": "import asyncio\nimport json\nimport logging\nimport os\nimport pickle\nimport struct\nimport uuid\nfrom collections import defaultdict\nfrom datetime import datetime\nfrom typing import Any, Iterator, Optional\n\nimport asyncpg\nimport orjson\nfrom langchain.utilities.redis import get_client\nfrom langchain_core.runnables import ConfigurableFieldSpec, RunnableConfig\nfrom langgraph.checkpoint.base import BaseCheckpointSaver\nfrom langgraph.checkpoint.base import (\n Checkpoint,\n empty_checkpoint,\n)\nfrom redis.client import Redis as RedisType\n\nfrom app.checkpoint import PostgresCheckpoint\nfrom app.lifespan import get_pg_pool, lifespan\nfrom app.server import app\nfrom pydantic import ConfigDict\n\n\nlogging.basicConfig(\n level=logging.INFO, format=\"%(asctime)s - %(levelname)s - %(message)s\"\n)\nlogger = logging.getLogger(__name__)\n\nredis_client: RedisType = get_client(os.environ[\"REDIS_URL\"], socket_keepalive=True)\n\nthread_hash_keys = [\"assistant_id\", \"name\", \"updated_at\"]\nassistant_hash_keys = [\"name\", \"config\", \"updated_at\", \"public\"]\nembedding_hash_keys = [\"namespace\", \"source\", \"content_vector\", \"title\", \"content\"]\npublic_user_id = \"eef39817-c173-4eb6-8be4-f77cf37054fb\"\n\n\ndef keys(match: str) -> Iterator[str]:\n cursor = 0\n while True:\n cursor, keys = redis_client.scan(cursor=cursor, match=match, count=100)\n for key in keys:\n yield key.decode(\"utf-8\")\n if cursor == 0:\n break\n\n\ndef load(keys: list[str], values: list[bytes]) -> dict:\n return {k: orjson.loads(v) if v is not None else None for k, v in zip(keys, values)}\n\n\nclass RedisCheckpoint(BaseCheckpointSaver):\n model_config = ConfigDict(arbitrary_types_allowed=True,)\n\n @property\n def config_specs(self) -> list[ConfigurableFieldSpec]:\n return [\n ConfigurableFieldSpec(\n id=\"user_id\",\n annotation=Optional[str],\n name=\"User ID\",\n description=None,\n default=None,\n is_shared=True,\n ),\n ConfigurableFieldSpec(\n id=\"thread_id\",\n annotation=Optional[str],\n name=\"Thread ID\",\n description=None,\n default=None,\n is_shared=True,\n ),\n ]\n\n def _dump(self, mapping: dict[str, Any]) -> dict:\n return {\n k: pickle.dumps(v) if v is not None else None for k, v in mapping.items()\n }\n\n def _load(self, mapping: dict[bytes, bytes]) -> dict:\n return {\n k.decode(): pickle.loads(v) if v is not None else None\n for k, v in mapping.items()\n }\n\n def _hash_key(self, config: RunnableConfig) -> str:\n user_id = config[\"configurable\"][\"user_id\"]\n thread_id = config[\"configurable\"][\"thread_id\"]\n return f\"opengpts:{user_id}:thread:{thread_id}:checkpoint\"\n\n def get(self, config: RunnableConfig) -> Checkpoint | None:\n value = self._load(redis_client.hgetall(self._hash_key(config)))\n if value.get(\"v\") == 1:\n # langgraph version 1\n return value\n elif value.get(\"__pregel_version\") == 1:\n # permchain version 1\n value.pop(\"__pregel_version\")\n value.pop(\"__pregel_ts\")\n checkpoint = empty_checkpoint()\n if value.get(\"messages\"):\n checkpoint[\"channel_values\"] = {\"__root__\": value[\"messages\"][1]}\n else:\n checkpoint[\"channel_values\"] = {}\n for key in checkpoint[\"channel_values\"]:\n checkpoint[\"channel_versions\"][key] = 1\n return checkpoint\n else:\n # unknown version\n return None\n\n def put(self, config: RunnableConfig, checkpoint: Checkpoint) -> None:\n return redis_client.hmset(self._hash_key(config), self._dump(checkpoint))\n\n\nasync def migrate_assistants(conn: asyncpg.Connection) -> None:\n logger.info(\"Migrating assistants.\")\n\n for key in keys(\"opengpts:*:assistant:*\"):\n parts = key.split(\":\")\n user_id, assistant_id = parts[1], parts[3]\n if user_id == public_user_id:\n continue\n\n values = redis_client.hmget(key, *assistant_hash_keys)\n assistant = load(assistant_hash_keys, values) if any(values) else None\n if assistant is not None:\n await conn.execute(\n (\n \"INSERT INTO assistant (assistant_id, user_id, name, config, updated_at, public) \"\n \"VALUES ($1, $2, $3, $4, $5, $6) ON CONFLICT (assistant_id) DO UPDATE SET \"\n \"user_id = EXCLUDED.user_id, name = EXCLUDED.name, config = EXCLUDED.config, \"\n \"updated_at = EXCLUDED.updated_at, public = EXCLUDED.public;\"\n ),\n assistant_id,\n user_id,\n assistant[\"name\"],\n assistant[\"config\"],\n datetime.fromisoformat(assistant[\"updated_at\"]),\n assistant[\"public\"],\n )\n logger.info(f\"Migrated assistant {assistant_id} for user {user_id}.\")\n\n\nasync def migrate_threads(conn: asyncpg.Connection) -> None:\n logger.info(\"Migrating threads.\")\n\n for key in keys(\"opengpts:*:thread:*\"):\n if key.endswith(\":checkpoint\"):\n continue\n\n parts = key.split(\":\")\n user_id, thread_id = parts[1], parts[3]\n\n values = redis_client.hmget(key, *thread_hash_keys)\n thread = load(thread_hash_keys, values) if any(values) else None\n if thread is not None:\n await conn.execute(\n (\n \"INSERT INTO thread (thread_id, assistant_id, user_id, name, updated_at) \"\n \"VALUES ($1, $2, $3, $4, $5) ON CONFLICT (thread_id) DO UPDATE SET \"\n \"assistant_id = EXCLUDED.assistant_id, user_id = EXCLUDED.user_id, \"\n \"name = EXCLUDED.name, updated_at = EXCLUDED.updated_at;\"\n ),\n thread_id,\n thread[\"assistant_id\"],\n user_id,\n thread[\"name\"],\n datetime.fromisoformat(thread[\"updated_at\"]),\n )\n logger.info(f\"Migrated thread {thread_id} for user {user_id}.\")\n\n\nasync def migrate_checkpoints() -> None:\n logger.info(\"Migrating checkpoints.\")\n\n redis_checkpoint = RedisCheckpoint()\n postgres_checkpoint = PostgresCheckpoint()\n\n for key in keys(\"opengpts:*:thread:*:checkpoint\"):\n parts = key.split(\":\")\n user_id, thread_id = parts[1], parts[3]\n config = {\"configurable\": {\"user_id\": user_id, \"thread_id\": thread_id}}\n checkpoint = redis_checkpoint.get(config)\n if checkpoint:\n if checkpoint.get(\"channel_values\", {}).get(\"__root__\"):\n checkpoint[\"channel_values\"][\"__root__\"] = [\n msg.__class__(**msg.__dict__)\n for msg in checkpoint[\"channel_values\"][\"__root__\"]\n ]\n await postgres_checkpoint.aput(config, checkpoint)\n logger.info(\n f\"Migrated checkpoint for thread {thread_id} for user {user_id}.\"\n )\n\n\nasync def migrate_embeddings(conn: asyncpg.Connection) -> None:\n logger.info(\"Migrating embeddings.\")\n\n custom_ids = defaultdict(lambda: str(uuid.uuid4()))\n\n def _get_custom_id(doc: dict) -> str:\n \"\"\"custom_id is unique for each namespace.\"\"\"\n return custom_ids[doc[\"namespace\"]]\n\n def _redis_to_postgres_vector(binary_data: bytes) -> list[float]:\n \"\"\"Deserialize binary data to a list of floats.\"\"\"\n assert len(binary_data) == 4 * 1536, \"Invalid binary data length.\"\n format_str = \"<\" + \"1536f\"\n return list(struct.unpack(format_str, binary_data))\n\n def _load_doc(values: list) -> Optional[str]:\n doc = {}\n for k, v in zip(embedding_hash_keys, values):\n if k == \"content_vector\":\n doc[k] = _redis_to_postgres_vector(v)\n else:\n doc[k] = v.decode() if v is not None else None\n return doc\n\n def _get_cmetadata(doc: dict) -> str:\n return json.dumps(\n {\n \"source\": doc[\"source\"] if doc[\"source\"] else None,\n \"namespace\": doc[\"namespace\"],\n \"title\": doc[\"title\"],\n }\n )\n\n def _get_document(doc: dict) -> str:\n \"\"\"Sanitize the content by replacing null bytes.\"\"\"\n return doc[\"content\"].replace(\"\\x00\", \"x\")\n\n def _get_embedding(doc: dict) -> str:\n return str(doc[\"content_vector\"])\n\n default_collection = await conn.fetchrow(\n \"SELECT uuid FROM langchain_pg_collection WHERE name = $1;\", \"langchain\"\n )\n assert (\n default_collection is not None\n ), \"Default collection not found in the database.\"\n\n for key in keys(\"doc:*\"):\n values = redis_client.hmget(key, *embedding_hash_keys)\n doc = _load_doc(values)\n await conn.execute(\n (\n \"INSERT INTO langchain_pg_embedding (document, collection_id, cmetadata, custom_id, embedding, uuid) \"\n \"VALUES ($1, $2, $3, $4, $5, $6);\"\n ),\n _get_document(doc),\n default_collection[\"uuid\"],\n _get_cmetadata(doc),\n _get_custom_id(doc),\n _get_embedding(doc),\n str(uuid.uuid4()),\n )\n logger.info(f\"Migrated embedding for namespace {doc['namespace']}.\")\n\n\nasync def migrate_data():\n logger.info(\"Starting to migrate data from Redis to Postgres.\")\n async with get_pg_pool().acquire() as conn, conn.transaction():\n await migrate_assistants(conn)\n await migrate_threads(conn)\n await migrate_checkpoints()\n await migrate_embeddings(conn)\n logger.info(\"Data was migrated successfully.\")\n\n\nasync def main():\n async with lifespan(app):\n await migrate_data()\n\n\nif __name__ == \"__main__\":\n asyncio.run(main())\n" } ]